{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:31.924517Z", "start_time": "2020-10-08T19:51:31.278046Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from tqdm.auto import tqdm\n", "import time\n", "\n", "from libvis import Vis\n", "import libvis.modules\n", "\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-06-11T03:14:49.842272Z", "start_time": "2020-06-11T03:14:49.797541Z" } }, "source": [ "## Libvis basic usage\n" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-06-11T03:14:49.842272Z", "start_time": "2020-06-11T03:14:49.797541Z" } }, "source": [ "### Start the server\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:32.654351Z", "start_time": "2020-10-08T19:51:32.501221Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Started libvis app at http://0.0.0.0:7000\n" ] } ], "source": [ "vis = Vis(ws_port=7700, vis_port=7000, allow_remote=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualisation of different objects\n", "#### Number -> Number\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:33.561286Z", "start_time": "2020-10-08T19:51:33.487521Z" } }, "outputs": [], "source": [ "vis.vars.number = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### List of numbers -> Line graph\n", "\n", "The idea behind libvis is that any object has a visual representation.\n", "The default representation for a `list` is a line graph.\n", "\n", "The 1-d numpy array also will be represented as a line graph\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:34.400401Z", "start_time": "2020-10-08T19:51:34.319330Z" } }, "outputs": [], "source": [ "vis.vars.graph = [2, 1, 7, 1, 8, 2, 8]\n", "\n", "x = np.linspace(0, 10, 50)\n", "vis.vars.graph_numpy = np.sin(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2d Array -> Image\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:35.731729Z", "start_time": "2020-10-08T19:51:35.589102Z" }, "lines_to_next_cell": 2, "scrolled": true }, "outputs": [], "source": [ "im = np.random.randn(201,120,3)*145\n", "vis.vars.image_canvas = im" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:36.212009Z", "start_time": "2020-10-08T19:51:36.186130Z" } }, "outputs": [], "source": [ "from libvis.modules import Image" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:38.511480Z", "start_time": "2020-10-08T19:51:38.484727Z" } }, "outputs": [], "source": [ "im = np.random.randn(120,201,3)*.5\n", "vis.vars.image_png = Image(im)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Restart the server" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:40.322669Z", "start_time": "2020-10-08T19:51:39.911493Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stopping webapp http server: `Vis.stop_http()`... OK\n", "Stopping websocket server: `Vis.app.stop()`... OK\n" ] } ], "source": [ "vis.stop()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:41.012913Z", "start_time": "2020-10-08T19:51:40.885987Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Started libvis app at http://0.0.0.0:7000\n" ] } ], "source": [ "vis.start()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Live data stream" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:42.948900Z", "start_time": "2020-10-08T19:51:42.331531Z" } }, "outputs": [], "source": [ "vis.vars.stream = [1]\n", "for i in range(100):\n", " vis.vars.stream += [np.random.randint(100)]\n", " time.sleep(.005)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lissajous curves " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T19:51:55.832497Z", "start_time": "2020-10-08T19:51:44.930198Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "042c0c53be1140a284e1e4c1574be094", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "127.0.0.1 - - [08/Oct/2020 14:51:58] \"GET / HTTP/1.1\" 200 -\n", "127.0.0.1 - - [08/Oct/2020 14:51:58] \"GET /index.bundle.js?94bf264022802c3c715f HTTP/1.1\" 200 -\n", "127.0.0.1 - - [08/Oct/2020 14:51:59] \"GET /favicon.ico HTTP/1.1\" 200 -\n" ] } ], "source": [ "for i in tqdm(range(100)):\n", " vis.vars.test=np.sin(\n", " [\n", " np.linspace(0 +i/10,10+i/10, 40)\n", " ,np.linspace(10+i/5, 10+i/10, 40)\n", " ,np.linspace(10+i/5, 5 +i/10, 40)\n", " ]\n", " ).tolist()\n", " time.sleep(0.1)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "This should plot following in webapp:\n", "\n", "![image1.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Matplotlib figures" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T10:38:01.600471Z", "start_time": "2020-10-08T10:38:00.910948Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "data": { "image/png": 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ravJDznP1gVo23f3KPW56R7b6V73jAMtZC7uNaVX9TpJfTfKKPipfqJvTwOuU/dvTpaZgGcy+p3Nnkju6+yOLrmeddPe3q+reJNckmfTkh7WagXo2VXX5BQ+vS/KFRdWyLqrqmiR/mOTXuvu/F10PXMClplgJsy8835rkbHe/d9H1rIOq2nj6rPCq+uFsnUwy+Wf+UToL784kV2TrDKevJnlzd/s/0jlU1ZeT/GCS/5ot+rQzG+dTVa9L8ldJNpJ8O8np7v7lhRa1oqrqNUn+Mv9/qal3L7ai1VdVH0ry8mxd4f6xJO/o7lsXWtSKq6qXJfnXJJ/P1udTkrxtdqUP9qGqfjbJ7dn6239Okg93959Ovp+jEqAAAKZyZA7hAQBMRYACABgkQAEADBKgAAAGCVAAAIMEKACAQQIUAMAgAQoAYND/AkE8hbOsURmEAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = np.random.randn(1000)\n", "fig, ax = plt.subplots(figsize=(10,5))\n", "ax.hist(N,bins=100)\n", "vis.vars.image = fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bokeh figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bokeh is a better plotting utility that allows scalable interactive plots" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T10:50:31.329933Z", "start_time": "2020-10-08T10:50:30.044422Z" } }, "outputs": [], "source": [ "from bokeh.plotting import figure\n", "from bokeh.transform import linear_cmap\n", "from bokeh.util.hex import hexbin\n", "from bokeh.embed import file_html\n", "import bokeh\n", "\n", "n = 50000\n", "x = np.random.standard_normal(n)\n", "y = np.random.standard_normal(n)\n", "\n", "bins = hexbin(x, y, 0.1)\n", "\n", "p = figure(title=\"Manual hex bin for 50000 points\", tools=\"wheel_zoom,pan,reset\",\n", " match_aspect=True,\n", " sizing_mode='stretch_both',\n", " plot_width=300, plot_height=300,\n", " background_fill_color='#440154')\n", "p.grid.visible = False\n", "\n", "p.hex_tile(q=\"q\", r=\"r\", size=0.1, line_color=None, source=bins,\n", " fill_color=linear_cmap('counts', 'Viridis256', 0, max(bins.counts)))\n", "type(p)\n", "\n", "vis.vars.bokeh = p" ] }, { "attachments": { "image.png": { "image/png": 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ffhkgc5mntm3bNmnSpMsvv7x///5DPX9333035AQT8GTnzp3Lqd69e/MQb7nlFnm7oJ8qs57lzHDkyJEVK1YMGzaMX+JlXvXpp59CqGcowzLvYjIYCZRTAjWeBrp27XrFFVfceeed8vM7fvz48uXLe/TokZycbGjA/yUAeqBGOq0///yz/9kAKR999NGiRYsQ7JIlS959992KXm4r+YUXXhg7diwszoNDaZN/FHvs2LFPPvkkPT29b9++OTk5nJ0yZUq/fv3Wrl3Lkw36KVutKn144sSJDz/8EN2UX+KBy4HMeEVpPpQcOKc5ayRwdiRQ42kAvOAvMzPziy++QGSYRHJzc6+2/hQNgCCff/458Ldhw4ZHH3309ddflyYRQIf4mjVrMEGQgc/y4Ycffvnll3/66SeKwv6wY8eOBx988L333pMPgx40n/qzzz77ww8/yAycImX9+vX8fvDBB5KKAnT55Sk6uStXrgQygD/q89Zbb3EveQuJg0899RT2EM5SJqiBSQQUpvJ0k3fv3k1OfomTQroymMgSpDZAl5/LqT8tIsK9KJkMIClXkQcJYNh58cUX5V1oCEYYW2VkgfxiW6Orjo7Vs2dPh8MBiO/Zswe8QyAYbWg+f8899xzZJAhixkGY1PCdd95BXPT9Dxw4oEojIjW2lJQUKqanE+dCFI45c+ZwLQ/u/vvvv+qqq/Lz87EjBf2U7dYIE7EjnPfff58aEqfPThulhPlUWHid1wORcorKUHn5xDEEvfnmm7wq/BJXzUfar7zyyiOPPMLrQZxTvDkI+ZprrkFZhOcwr6FmIRwu5EHIh07cJi5bPc2hkUBwJVDjaQDbwuTJk8eNGwc2IZrt27fTfySRP0kDfMOgvMvlGj9+POA4atSo6dOn81mCvHRpb7jhhsTExNTU1Ntuu23atGkYIsjGh8pZcAf04Sx9Nyl0EG3kyJF8w3zboPPzzz+/YMECunWyWAoBdk+ePFkeGsjOzs7Ly8McAiVgAAEouRCYoOSsrCxZJo1KS0ujRSA4GWgXd6fmBw8e5BdQJgVUKpEGOAteczmWCmiS29HXphXYqQAgbFZUEj8BdR4wYIDT6SwqKqLh9LupDGVSGf09ow6kA8fdunXDLnT99ddj1qBArho9ejRy5o9IYWEh2M21PAsqj2mKG1EsCoTNBkX9Bw0aRJlgH0QCYVAgzeR1fOCBB7p3705RYC51gBGREjkpOein9DYSp0OAusPT5O5oJEgbQuLFkJ4nSO6uu+7iLCJFvDQZ6dFSmIC3BUMZdkh+iavmL168mA4K5fBe8bihGQiG5yslSeHYu+ASTJrQHoLigSI34qTwlG3VM4dGAlUkgRpPA/PmzeO7AsvACDqPwBxfFykLFy7kQ6VPd/jwYbpp2B/4DsEUzOJ9+vTBvsE3yRd700038fUCYdI6AVxiYuLzBiID0wBn+eb5aCmBu3BHLgQf6SaXSQPkhLq4HFiBrrBf3XjjjfQKwUroCpjmF3C84447QBzipFNVPJBAJ8gOS/FLnBR/sJDaAHBGXxtcw6APHF955ZXLli1DFDoNUE/ADgM9vEinm67orFmzMLJBjVRGf+FQPujv01i0LKoKliGfa6+9FuUA+XMhxQJeoBvipcNLJ5ebcpZEBAuv2DzSdKghJxiF5vO8aCaSh0SBVPLzRJCkvARIhRTBR8oM7ilup7eRuBQOFbvuuuvQkxAdcE/1JPWiwHEKGkBWPAIqzJPiNUNjs9GAbD5nES/CkSYgDnkcvB5ciyQpijcHDqDvz/vGXeAbOha8xhzyYnz33Xe26plDI4EqkkCNpwG+Q+CS76qgoABsAj5ADb4igFLRAFaXjRs3gvt0VPm8QSh6XkTU10tmdHZEDKBzFZ86YBqYBjAc0UMHrKXRAOM13znl0KstkwaSkpLoJ9LbRaUAnen80mfEKgUKQFd0HjE4AIh0t4Fy1BfsLdSNgTr0vkF/MvBLnBT/10LSAHhNlTDR0EbwBXBHOaA/a6MBeuuShMBcMgNwUBSJVMZWMp1xMB3gBhM5JZEO8EKwSJU/bE0oE+A1qoOsAzSAy5Q22oriECUA6qVpSIwHh8BhI6x5PEFqCw1ANtL9wGPiYZEBUQf3FJW0VUwKRzaBU9LAyMO6/fbbeRaSMjGOwaac5enD5cgZSlMvktQGZPPpbchHwKvC46ZR9P25VkoS0fGUKQdVdfbs2Wg8vLRQAsTA68rvGXpfbE0zh0YCASRQG2gAYKIzPmPGDEAHKw0oxgemaIAW0j8FTcApumMYKPgCQVJgRX29kIe0xtJDBAVAKMwUgWkAAw7eCMxEdPfQNqgAfWHuTk+5TBoAaletWkXFeDDUCiiRVnKMyCApEI/iQhcSTJF9atCEnOSnVpAcgMIvnCFLsD1diUEygzzF5SDy/PnzcQD40wCKAvWXOWUnvUSTvY0G6NJSVcxor732mrxWEQPCl3UA5RGyPGv7hXRprBwtg+SRIQ8FCiQFzJXagHwiShsgEtxT0JWtVlI4dMZln0C9Hug9NApjIEonHhR5ldSlIAmeFDoZD4tq6zRAc3hGZEZJlTVHVYJubTRAbwACGDhwIPLkHcYexeOgy8ILZqueOTQSqCIJgCQB/nhFAUO+R7p0WG75O0/+k7+kco4c5AtQCqeqovZgIl8a2gDjXviQMCzQXSUF5YAelqIB6oZ2j7qA/QGGmDlzJuZ4aAAEV9+5/HqpJKZ5vnbZAYc8pG/gnnvukU3ApsRdpG+AfitdPAgDKKQvT+F06oHa8tAAegOII2Ui8VTaFkBGbAVUj1sARvKPOtNSMtNbp87gO9DDL4qL9MfaZCshmPbCfPIU9wpAA6VVxlasjQYkY2FNwscuc3Jf+uygOXZtWQc4DG6wlSMPwTh6u0pRoBCKAgoBWR4WHgjQcNeuXWSGGJA5vgGeaXBP0SJb3SQN8OYoGpA2Q7oOdDWmTp1KDdFj5FUoTDyaADRA85EDmWmsNGdha8LaZqMBXi2ppaEVYWGjsagRKEayDrYamkMjgaqQQGD0rhk0gHGWzhrIDqKB4HyxWGYUDUh4oouN1RUDDh1PvjRsvmXSAGZcvn/VxeNjpgvPLSQNUA54jeoAN/AZY6+gWy173GVqA6UhL31n6k9DKBxVA8sA2gmdVoiWZw/uYNjBLMNN+UX/oJn+74SEYHySdO2x1WBcgiMB1tKMQqVVxlayjQak/QoDGs3HR82N4DNQEjsJ1hJFAxIHbUXBXugQ1Aomo3fMtTwLCFVyM1YmHpbUq+hH89TgMNQjbOVBP2WrmKQBZRTC5sZgHmkUwlyDP4lHDBXRB+JC2WMAstHnbP0JW/P9aQBWU+Y1OlJ0KXgzccDwJqO60aXQ+cZWSXNoJBB0CdQSGqAPDnAA2XxgmHF1GsCwDsRge8XwDarSv0O1RwFHl+c713V5hKtrA/RVpeEeVZ0+IJhFrx8gkDQAJWDbIc4peuuArBxkQl8Y2y79RB1e1WPzZwhdG+Ast0AhwHpAVeE2qodnknoCl1QYdMBjjHmEX1pB9Wy+XG4kMYi6USXaTvWoP9UGdrFdSKSjetyLP1s99cqoOsuIjQZgPupAk7kL9eFG8C6H2E/AaxsO2oqCBqgGzURloVEoFpjdManRdh4c5AfgwgR4qqFDNDweFuAIJQT9lK1iUjhUjFvTBBCf7gIyR0dB/kgbQsKOTz+Ds3QRsOZB/LxvFaIBWoHyR1GYIjH+8MrxuFEUeIsQMrSKox5+RQ2yVc8cGglUkQRqCQ3wleJUxBHKF8VweJ0GADssDHIkKHADDTDGgw8YYw6d0AA0gMT5ROEVMgNYICYdcHqsGAfAaHkKLIYJSAc4+LZBEAZfAhM2eFUPLzDy0s1EIQAFQB+61VgV6BjCXvgqwQgOqQbdcGCUX+L80QQ6m6p8ItiCSIf2qA/UiHpBrbAv0Z/lbLBogDrQ66dYAIvbYaSizlAC5h2Ug8A0QDXQbHheXEtvGqUKoMceQhvBetgXKqVLTrU5S0OAS/JzVdBPUab+J4WDxGgXcI+Bi9eGJwvnkQ3IBvp5AehV4LWm8lAUnQP/AaO25tu0AYxd+IrpJVD+rbfeyvNClZSjRSEVXidsa6TIm+rVM3EjgSqSQA2mAYynQCSmD4z4NANoBtMxoQBD6Nd0bOlp8ukCWOgK2Bb45Bj1yDRaVO97772Xzh1OBfAU5uAXAELEfHs46OgGoqdzyBfOQjf4BvA3ALhgHGfRA7DYMOSDO1IIp+i4MWMIYiBOv5Vi6T/yJUvk1Z8cFbOdogOI4Vi2Qt6Ry2kXbWFQCr1sLqFuIAu4CT7K7j9UB9mQAohIG4W6CxTI5dQTUXAvWk1jUVBkA6kSFSOdYvkLXBlVJhGoiL457UWYMh10o2OL1x1Qk7KF5LDwcBbURuD8SfjWy5FxnhcSw8iDxLgcjQc5KFcBbgPGmNJ89cjILy8M+im9bpIGUGuQM4NxqRhipFHy7vxiukFi+Hulloa7gjeEEpCt/iLZmo9MeHy8ZnA8+Xk/eQN5xyifG/EUkC1PE3VNPnS0QDQq1WS9hiZuJFAVEuBlC/BXrX0DVSEOU2ZdloCuKtVlOZi21zUJBOAAThkaqGvvQ51ur6GBOv3463DjDQ3U4Ydvmu4rASxmGGowJ2Ko8T1jjowEarMEDA3U5qdr2mYkYCRgJFCmBAwNlCkik8FIwEjASKA2S8DQQG1+uqZtRgJGAkYCZUrA0ECZIjIZjASMBIwEarMEDA3U5qdr2mYkYCRgJFCmBGokDTCQg8UymX/EHC7zZyRgJGAkUMsk8POBn48eEUtXlf/v8Ilj7+7fuf2nj7889OORk2IybPn/aiQNMCczZWHKtTlLH7/3KROMBIwEjARqmQS2P/Pq3t17y4njp06f+v7wnnU7X4p5auEl68eM337TU9+/uf+4e1/b8hRSI2mAxRuu7tM3KeyqoQ0nmWAkYCRgJFCbJDCm5YyVS9YF3nfo1OkTJ08dPXnqyKnTR3Yf+umm9x6JfHTGL1f2/sUDvf60euCQlxZv+u6NYydPFJ86dYLVSzxrsZRGCTWYBjr8My7hF1ebYCRgJGAkUJskMODicYFpAPTfc+jFz3Yv+eD7+R99P2/hs5ObrRjy23t7/2JlL2jglyt6/fHB/pEb59381ra1H32y+bsfvjx0+OSpU6VxAOmGBgyRGAkYCRgJVCMJBKaB06dP7txz2/Yvrnj2w7BnPrh0y0f1Bz4U84+7rjxveY/zHuh53oqe/1g3uMHaaY1Xupred3/rDY9GbXq6z9aXCz74aN/x4tLUghpDA/iEWTiTVSf5Y4Hf6I7RUf/XpTZ1AUxbjASMBIwEkEBAGjh9tPjbV3f2f/zdPz781nmPvvXLzR/8a9jD3S66t/959/X835W9W2yccvnT+Z023HbR8rvPu2v5efevOm/lg79f81DHZzY/+t33h0+cKFEnqDE0wALOLEzPjgL8tW3btlFIaLu/dzYvjZGAkYCRQC2TQAAaOP3fk7sP7Xj+k+gNb54HDTz29q92fNphylNjLls16vzV/Vs8Pm3ma3dPfOHx1use+dW9q89btea81WvF76o1/3n4sflvvbPnWMkjiGoMDTBIlFXa5R8rs3fr2r39P4w2UI002Vr2KZrmGAmcKwkEoAE8w5/tfmrju+3XvnbeI4IGfvPe1wNnb5nXdN2UyE2zH/zqxWe++T7xyS1/fHD9+es2/G7NQ795cN2vVq/9n9Vr/7n+kVE7Xt11tORBqDWGBnRdRo4UMi7ic/WamvsaCRgJVJ0EAtDAyVPHP9l534qXwu95SdDA4+/87qPvZ93x7p23ffjU1t0fHCw++uPRo6/s3bvum29v+uTTlLffGbFtW8Lm50Iff4Iw4dXXdlvbaOtYKuOGBkyH2kjASMBIoBpJoDQaOF186PTuV39+uvcLm1qu2PL3+3act/Hd33+2q/CzfW9+e3jPoRNHwfQTp0/jANh7vPi9fYdvfm/3+M07ez7yUbuVbz5hAGQAACAASURBVDZb/kq3tW9//NOREyfdG/npZGBooBo9/qrrX5iSjQSMBGqKBEqkgdPH95/6YevJFyedfOCSHx5q/tKWTmtfD9/w1h++2f/A8RMlbI+x//ipJ7480vvx76PXfNXq/s8b3/1x+D0fX/f6T5/uLz5xys4E554GqAH7A7ORL1sK6wQVIG6MQjXlhTb1NBIwEqioBEqmgT1vnnotvfj+i4qX/fHUA/V/3Hz1q++M3/hB+58OPX/y1EF/tCw+9d/Pfy4e9cLu1uu/brRqZ8iKLxvd/0XChq+Xf3Tgm0P28ULnngbw/bIT95QpU9h+3b8xJaYYGqjoi2XyGwkYCdQUCZRIA6c+uOXEmibFy/4gw6n17Y/smPfFvo2Hi785dbrk8T9ME9i+t3jwlh+brPkqdPXO0AdFSN743erP7etMnGMaKC4uBtPnzp3LVABDAzXlNa2d9fxl3wSCmZduJHCuJVAiDZz+8qETT3RXNHDi3r+eeCT6xM6HTxX/XGJf+fSp08d+Pvr51k9vfHXXlc/+KGjACs3XfnXT+/ttl5xjGvjss89uvfXWvLy8JUuWGBowGHTOJCA5wDDBuUbAc/YCVKeGl0wDh7459cmKE+vaF991wfG7zi9edn7x/Ree3Nj19O5X/nvisA3WOTxZfHLfV/sfnLT67rwnZzz0Uccnfwx98Ktma7665qXdW38QzmT971zSwMGDB9esWcOs4CeffPKGG24wNGC+gXMmAUMD1QkHz9lrUD2EUCIN/Jfu/aFvTr51y/G7Why/6cLiOy8uvr9R8dqIUx/e+t/D3+iYLuPHDx//+vVvlybecl236xfNW9/37rdabvh2ytbdT397ZM+xk7b854wGWPZux44dN95447Zt2955553SaGDv3r2vv/76M88889hjjzGRWP6lp6d3iOrY9IKINr+Ijf7F5XX8pTHND4IEDA1UDwQMwqOs+Q0pmQZAbpYKPbjr2PIhR/PDjy5pc3xZ1+J1A05szTz17eunjxz8b/Gx/560fL/HT5ze/fORj75/f9OH1yfent0kJ6Vz4ZRrVvXd8MUz3xzed7yENebOGQ38+OOPy5YtW716NTpBABp44403Fi5c2K9fv44dO17q+bvwwgv/9Kc///U3//jXeZeGn9fJvDpGAmckAZ0DiNd8HDFNqNESKJUGYILjx46tu+ngvCt+nh5/MGvo4RvnH121pHjz6hNvP39y5wen9+8+zfpxn+8+ufLFvXnrXlq249ouN7taX5vaOCujs2v9vS8dPljNZhHTwU9NTb3nnnu2bt26YsWKlJQUnARfffWVTVv54osv0AMefPBB9IYMz9+wYcOaN2ve6E9Nm5/XPuoXSTX6kZvKn2MJ6BxgCMBIoBpIIAANnD5+9OjqJT9P73JgSOiB4U0OjGxxYHT4gfFtDkyMPJjdv/iNJ4s3v3N42K0Ho+Z9d3XOxoJni2JuzG21JDu84LrLb9qxZsexQ9WMBrZs2ZJt/TkcDoYJDR8+fNq0ac8//7yNBko8NANGzzF0VoNPJWgSMDRQm55mrWhLABr4b/HxY4/f/fOshP0D66uwb8Cl+6+JPZg752jR2oNXFu2vP3NfyNjPk+aunPZQQccboAFnxOLbrl720eaPio8Ul4io58wodPz4cbbXOWD9bd++ffHixRs3bjxWypIXtqobGggaCNaKz+aMpGFowLwD1UwCAWjg9MkTJz969VD+6AMjm+8bcNm+/pft6X3xnn4R+0eNODgy90Csa98/J+3985hd/xn0TqsxN111hytyqbPVkoKo61eMX/PT53tOnijBMQC6njMa0JF9586dcAA7CuiJAeKGBs4I+KrZS3+O22JowLwP1UwCAWhAQPbRw8efWHYof9TBud0PXBO3d2TUnp4990Vfsz9s4d6/jN37l3F7/jTyu3/0ei104I3dbluafPuN3e9YPmLl8ze9dPL4SeC+RFytFjRQYs0CJBoaOMfQWc0+G680KofpXGVrUeXKsRXif1hFxfrfyKTUZAkEpgEJjKd2f1P8ztbjz204uua+A90z9144Ze8F4/ddMG7fBRP2/GXYt5dc/V7i5Cfzn92Ut/mFW1/+/OUvj/5csldAlmZowCwtV4skECycDVY5NjCqomJtdzGHNVwC5aEBrEP/PX709JFDpw8dPPH8+4cn3LX/0ul7LxgHGextNedg7gPHPvjsyL4jR/YdPXrgaPHRE8w6CNCxNjRQi0Cwhr/99i55JZoTLJwNVjm2JlRRsba7mMMaLoHy0ICO6acPHDmx+f0j8x7YHzbnQKfMo7c8ffLT708Xl+wN1i9UcUMDhgZqkQSChbPBKkfHI71M4vopEzcS0CRQURoAzU/vP3zy9S+O3fLM8RUvnfpqz38D9v0V+quIoYFaBILam1R3UUaibQBR6HBcZjY9Qzkv1C9R8Upfqy6URdkOVfkmUoskUAkaUIBeuUiNoQHWo/7Q88cyRN27XR71f3F1F+xq0Ut/th+iQlIiFRLj2b+Q6uk31eMVqrnJXKMkYGigVDJ7/PHH2ZNA/vXs2bNli5bt/t65Yp9xjXoVTNOqSgKVBtOzfyFvrH5TPW5e5torAUMDpdIAg0QXeP4GDhzYOqJ1+3/EVhVS1N43zEjMB1jL/6B1CCYe4EKZU2Uo/4XqEj1iu1wd6nlMvHZJwNBAqTSgnzDzBgLBUA39JGzoWelWlKeciuZR4Fvmhf/TL/F/+4vwP/18+KbMC2mvuout7aSrlPKUozKbSM2UgKEBHe1LjRsa8OJCzXzR7fVXCKhDXiWaVhXl6GUGrt4v+woC+NUAGRJsTBC4OfpdAuc0Z2u7BKCBm5c+Vvj6rqXv7t+2K9C0r1IhsoInaoyLWG+XoQE7jNb0DyNYIFgV5ehlEg8gakMDAYRjTpVbAtBA7k1PNVq9kwAT6NBXRXFDA2bAaDWQgA615f5aSkDkoJSjF+IfD1A9QwMBhGNOlVsChgbKxXZGGygBAcv9klXTayXgnnkr/MshBfuMNNH8wtp33ntoo0DOYtOXwXeHev9iqap/omSC/+3vuV1JefzbKMtRv3oGW6LtUM9p4rVFAoYGDA3YgMkcnqEELGT/H3BZBvhAxfsLHNexAwJQZ4nrp/zjCpHthfjyh/+FtpTSypHZ9LN63FaIOaxFEjA0YGjgDFHPXG6TgI0GNA4A8e0IHgwaqCgeBQZ3/awer+hdTP6aIwFDA6XSwJ49ez71/C1fvvzy7leYWcRldFdrzntfhQ0R0KmBu+rsywhnvVKy5bRGfHrP2tjFY+1R0FxaTpmhtLOkqxJ8KuO5nX5Wjwco0Jyq4RIwNFAqDbAvzTWev969e7dsEW5mEWsQ5kGNmvsBSIxT9bcdqnR7xMJuYc0H0K0g4thzZNwX2eUpfgUH2FBe5uSU56zIIMuxZGurjzx0/1o5RQX8noJyFYiz3MJTW1E9T2Z3IfKsli4zqLMlHqpCTKQWScDQQKk0sGnTplmev759+0aEtzKziL1QUtO/AQV2/pFATZPY7bHzuPG9xEML9PXCdSAWAK1rDHocw5HftXo5+oXE9drqA4ek01jpIiKnL+LrZeqFmHjdk4ChgVJpQD9hRgr5wE0t+E50ELTFA7XOBt8eAlBoqyI2KLeXGbAc27W26nFWv4teMjOKPVPJmFbmzUZ+QwO6oEzcVwJnQgN79+37ae9eHS3LEzfzBjy6ue+TqG04W81bZ8dWcNkTAtU8IHwrdJYRHc1tZXIvty3IF6z9L1S18kaCQQPe0qxW26pnDuuYBCpNA4ePHHnokcfXrH/k4KFD5UF/lcfQgKGBqpeAhLkAH7MNB/VD/Sp7OToNAMcyeKBc4L4Ho/93gNcfQCF6mW6LkCcn0K/33HXyEHf3uAG8NVQXWrYjvWRfo5CmEFiFKKMQ2dAbhCvC4gD5q5cTIF6hzAHKMaeqkwQqRwPoAY9s3HTPilWEDY89USGdwNBA1YNgdXrDfBHwrLRdRzdbvEKS0a/1uVAnA8ve4tu1T/zfAYm/HiTCrwYKqtCvpUyv0tAPAlBmHJFTv6OIK8QvyWGgF0tcXSsXm5PWIekhUARgZfMuQ8RZdZWM2Mq0HeqZbafMYU2WQCVoAD1g3SOPSQ6Qv0InOFhencDQwFmBwpr8UvrgZiUaoqOVLV6h0vRrbRfqAC04QMNrOOBXA9008OtBAvT1aynTSwNCD6gkDehlyrhWWy/Q/wqlxJeH7P4DX+7xL1ZP0W7h0yg9j4nXQAlUlAb27N234fEndA6Q8fWPbdy9Z4+y/ASIGBowNFDFEtDRyhav0Cda2rWk67ivwzpxGw3Q49Zv6sMfMnMp64PacnJYWn1k+drZytMAhei1tcW1WwTKZrvKHFZ7CVSUBhS+YxeSBPDDj7tUYnkihgaqGASr/TtX5Qiio5UtrgtHntJT9Lh+oezvk0IGfjnUrfk6DYjevVcVsOxCVn9cv1bll4ThGdsjtAR1U3kLt4NB+h48NCBtPm5rj/YuqWt9PQSitvLuVuWFV0CqIPzKU+pCDglKCLZD2XaVWZWp8quIzKMOTaTaS6D8NIAeoKN8aTTwU1k6gaEB7dOt9u+HFxRqdFVtmMWhwDhfeJXg5fer46bbhvObQYm/HZz464Gi46+sOuAygP7rgeIUGYgQZM7fDBK0offu5VWecrALeSpDlQRMJ/1mUNLvhvArTEbaLWQ86beD3WcpVn8ueuUphzbqKSXSg8yguIHbWegvWi35SRZS2l18y7cmrJUuWL0QE69OEignDeAPwBZUHhpY/+jjgf0ENYYGjh49us/zt2HDhp49epnFJHxApzq9xxWrGOCluuSiD26HSx09vSgsYVFiN1hvMYGy7IuI5AB5imxazgThK/YMKCICf5R+Fh1CoLwVRDZ5X/UrGUKehYpoi/4gbLisHyo6kQ4D/ZROA+pGMiIIzPcW3E6/1hb38qufYPV6mnh1kkB5aICOv/QJl4cGsBSt3fBoAD9BjaGBV1999cYbb7zO+ps8eXL7du3NYhI+iFOd3uOKVQzk0kE5AA3446MG3wL3ddAMQAPgtX5HrtLK8SEJiyG8NGAjm18PdKsCFaUB0NnQQM19Y6u45mXSAHqAGhsKH6jwxc6vpG/g408/V4lElMe4NJ2gxtDA6tWru3XrFm39NW/evGGDELOYRMXQtorf3cpXJgANWCYRb2/XnwYU1st+usJW0hWyE5EDRlWKZUFyMwFA75sZa5KXJHAtSJuPVAh+P8SrdlhXeWng90OTfj+Uoty1FWYcMfTIfUiEIE06Vnt1xvKmy768fzMVvclC9EcpLynt12gDuqxqSDwwDQDrzBGTyF7RXxQILtcVCBmvMTSgV90sJlF5zD0LX4IOSeW9XQkzszxuAOk7xVKkzNxiz3cBnRTOvSyIVEgqrEbSUAMu/24IcS+skxM+gAxksC5Mwubz2yGguUjU7TP/I9zLQg+wyhGRPwxL/vNIQpIgg0GJpJw/zH2WPH8amXzBmOQ/j5LeiKQ/DBc5/zBM6iiyHFEZqie4yvJVUAHREE+wqUHunO6RSyKnN3Mgu5mbeJTkRbHIymNKQmLqVHkilXmaxt92RhIITAPMC2NOQEUJQObnwhKnlRkaOKMHVrEvqjxfXS3IU2ng0C/07RFrCGiBpg3L9AtBT/rvALQVBPIqnCVi9e4FUkvc13r6Vk4NXn3LAdaT4IALRssA6IsUGbgRHPDXsTIk/WWUT84/jhBUoerDfbXBS7glfKrnzwQWVwl+8nKAlIBWVb35Mh7Et0gvPIjFmqJKl0BgGqBDzFoRzBOWyM7YUBWwBcnE9z/8SCUSkYk4ivcfOKD3p1Xc0IChgWBLoNLAoV94JjQg++lnTgNaOYYGhJJROnKZU0GUQJk0AHwrnUBBORHlBgD69XRo4MGHHt710096oh43NBBsEKzjn4oO5TIeSCAastgu9KUBH+MJPWi6xgqVdP8BV2GyV/CNsd5XGxBnpSrAL9mUwccyH4m7yGrYyoFR6PjT5f+LpQ38ZXQJ2gAWIRSCC8a4tYG/jBJ6A5oBFyptQNRH0wYYsBRAG/CVgNEGgoiz1byo8tAAII6/l3nCOpqXRgO4BErTA+TlhgYMDQRPAjYoV4eSCfRD4tJ7SYSz6pRvBFzWA1Ao7PWY8qXRH9QmBWQneOJua77Ad8EB4pSwqIgg4tIrYFmNsOMD60l/FDDtthGVWI6kCgnlfxqRxFVWSMLaA8TDEPIUh5CEOCX8BzKIkqV3WtbZqozlHKZWarSS1+chDETSLhSIAyxzkFekXO4JUnoBeFeJN0Ae/1NlFut/iUk5AwmUkwZAcNsY0NJo4Mddu3W28I8bGggeCJ7Bg6/m3ZPyVk+hTNkRDftsBnH9WgBOQL/HTQqMqp7++cOIC1i39e6lFV72uyUE8yvN8SonwA1k/32cDEl/GuEtRGkJnnK8fXmZAtArNwAeApkof4Vb2FICLBcCp9wcIKtBHVRDbEqA7r2w4oL8PJn99ABNheKVQ3rqcuKBX0JdtoFzmrPnTgLlpwEboJdGA7Zs/oeGBgwNBE8COsqUEfcFrwCZNUAU3fmg0cAoLw38cUQAOrHTgO4NhgakKuChAR/nsE4DOgeA7+guCrtFRHbnvYmGBsrgs3OH0WehYhWlAdaKwP0r/cD6L7agMvUASQmGBoIHgrX61SzX218amgNz9lPBoAF67kobsCJeUJZ2HqUNYJFXqgARsJtu+9/GCib421jMO96z0mGg+vh/sLwC6pCIoAGPG8B3FJAwEyltAHPTH4b7aANei5BlntJnJ7iZoGQaKIEz9DfNpg0gZ/2sHrc9Av2UiVcnCVSUBoBy/ATME9Y5AJ9wYH+ArhMYGjA0EFQJCKyRfVsJ/R6rjjCD2MjAYgJlx3CDFHlkoBx3cHeNgVGCx2jjtghJW7+cHCCs/9bCD6A8aC5MRvDEYMENfxaDOBOlHQnHgBxRihcXJrgAf+8IYcAhv4Xy2IuEBxhMdyP+GK9DWPgGcBRj+bESyU/hBMuBnESicBHjGRZOAlGC2+sg3NGJv7VMWHJOw59GJloqiHQRiwb66AdCMjJR/QrtQSlGUpIglxKaV7ewhCz20pHeF3mocnqkakM9WY4t0RyeIwlUggbAdPwEeIwlE6AcBBgXpBOAjNcYGvjhhx9ef/31HdYfq0okJ3U1awqV2u87R6+vVR+ARuvpW9Ds7hTLXV884C5wSs1pEhX2vVCQgQeziGBIUd15Cf3aoT7eBqoQuKz672AxWP+P8SJYHX/JEG5P8h9HuAf/QAaM6sHo/38T3eHv45P/b0LXiyaLcOEkca3e06dYoF8FcP8fE+SFSX8bBxnY/QcqJxeiTEi3xF/HCJ7w+AB8mcDSDBTuu/NAhO4Z0cJhoMtHl7nNxGSTpP+7oZfjf9aknHUJVI4GAHR0AgxBzBErvx5Qw2hg2bJlbdq0CbX+Lr744ksurmfWFKr5NKArIpWlAbEyhNecIghD8x+Inr6igX+Mpy/vpQGy/XG4d0ZYABq4aHIy4K5oQCgQ2vQxIB7c9/BHGTRAfRQN/H2cMBwZGjjrOFstPxzvt1BpGgDT8RKXOE9Ywn1pvzVGG/j2229ZXU7+3XTTTUmJyWZNoWr5NvuieWBtgH6oggDRJ9XUCFsfFqxU3X9bRKzQ4J2LK7SB0mgA2AW+LXuR1AaS/zRCo4HRPtoA2kNp2gA0IBaK8GgDqBSl0YCyHWmZBWdIbQANQ6cB2qg1xLILeYZIuakiGNqA7PsrsRPx0Qa0J6LnMfGzKIEzoYHSgD5weo2hAb0ZZk0hL3qW/+30//7Lf22FcmpoLvYBloM15VQpBe5yXLyPjbt0DpAFSscAHICdXZjaNa8vu0sCoNI3gDkIzJVGISLY94Hdv1ljQ4FvZgmc77bmi3TgWPh7xwgPAaAMTwhb0MTkf05MRgMgXDhJWIRQI6w8gjNEfmuaGNZ/SEW4mscJi5A0Cv19vCiH0sSYUc1/oNdKuhzQUdA/SKchNM3yGdCuBLnsnWiLNctB6QocimAZheScAyVMEfGXnkzxta1hZaIQuXSSfKY6B6h4hR63yRxsCRga0NG+1LihgQrTgPrCiQT7rS2hQO4C0CsI03GHu+s7rtgHzHjmT3krrAEcjEJfXvasAVDpnpWIT/rvh4pJW9aYfSKYg4Td3xrjL3DZ7doVM3tFHvD9kuki/HsqvX4RgHsCkX9O7HrJtK6XzSQk/2eqcCrAFh7vAhHhLfjXFH5FZuKynP9cIw6VAQoysDzPbkJSVZWVx0OADgEfwCIe+5I19WxUMqdoi1rsyEMSbtrzVX3c7nSbf9grOt9nDQeogVVyW2Y9px4/C2+IuUXpEjA0UCr06ycMDZSAvKW/VSLz2f/INRpw+zNVDW00oFv2QTRvJ1e6iHUasOz+Ekn5VdgqmUD4ez2zt4h4OAAmsC33Jnr0Cr4vmU48SdEATPDvqV0vneGmgUumCW6QHMAvKI+lCA6wgjhFRNIA5XCoaAAFQnb2Zd1kVVXNSaS2cIAVxJgi/ZCzigZsek9gGrCJTglcRqABpUKJcmxOZilt69d2oTk8uxKoWzRQXFz8008/ffnll1988QUDgdhfTMf6AHFDA9WdBmAdsVCz27Rtp4FAKyXg7NXtGBoHwBC6NgCkApfAq8RZCayl0oClDUhFgV/AWtHAxRbQB4sGlN7gTwPUsPw08DtrY0vLjeHFbkAc+Nb1J5s5yEd0foBuaODsonmFP1JP9eoQDZw8efKDDz644YYbpk2bxm5iOTk527ZtgxgCoL86ZWigMm+YUgg8b1uFC5EllOdyy1QtxrzDBKKzbyG7vBBVQFMU5Lh4MSheBmHi9ygEki2U11R6m0FGiaf0oLG68CuwVXSuhdtWowHRGcf6L2z6MnjMQdAAYI1RiF4/lpx/TRGeAEkDF01K+tdkYQiqN92tDdSblkTi/1njTbkK/uAXqxEWIS60Suh68TRCMuHfU4RCQFHoDfxKu5CEfuFFsOYieJgA44/bKIRCgOJCkAYiGgK3WQQgf31oQNiINJe4mwbcZJkI9SomIGKTPPKU/gZMQ3ggVE4eq+fRuLXG8jxik6fKJFCHaIB9hW+//fa8vLx33333s88+W7x4cX5+/s6dOxXWB4gYGqgwgp/5K6tYRKGGKlM/JeJaF17glGZt0M1BkITkCak0yLjHBeo+pQ7Jo+zaGEwY6CnNLzh1gXvs/vJQuWclXjMwn7MwAY5fy6Qj5nbh0ZWDO4VfdzweYLeh/8KJSRBAg9nJofOSG85OqjcdMiCS3Ghu8qUzsBp5B3pSOKYhqKLBbEIy5iAurD9T5OSQOGX+5xphLIIqqJKcjgBD4EDGH6DsP3ADh6o+GK8gCaU0SDKQ6o4eJ48128BHsDZmtfbMcfuT4VH1yIhIblDPrsyI/vjKzGwyBEMCdYgGdu/evXnz5nfeeUfC/RNPPAENvPXWWwHQX50yNFBTacCGVjoNCDLwjIQB/YnrhxoH0DsWuO+x1wOyAme9h2Iqr+izWwHs1ucNWNnc87zE2B769crQTwf/0hmCA6yQVH9mEi5ikN0KSf+eKu7iKVa4BOrPctMA2erPUjlFIZIDLJ8B1ie3qgENEChEeoalY0DU3FMfSILRRx51gRUvxKIXsIIMxAnqLNYhHaB9BGuXpCDmSsOTfpdKF2IurIgEoIGblz5W+Pqupe/u37brmMI9W+TQoUM/luOPbLYL/Q+rxYBRvAIrV65cunQpfgL/KvqnGBqo/FddkdfR5y4B4EA/JeKlawM+aOWrDUADakCkVAL0X31RIAwmOg3Q3ZaqgGQCgFV0/900ILQE/azI44FdGw3Qc/ehgVkwgQJ3FAVxF1Vs1dOAQP/K0YAfoRoa8HmTK/0JnK0L6yINwAEvvPAC1qGnnnrq1KlTNtDn7Hfffff5559//PHH73v+7rrrLhaTaPX3Dp1+0T32Fz1r1jOuqbXVsd72PeinfGjAbhESo0iVBkBExSUBgPUS+un7i+WArDHyRNg5gDV/xPo8YsYA+ChGBClQlkAvARqLvAjWEE+Z4tES0AOS/jkxCcuPtAiJOPZ9EYRCwLDRetOTGlomINn9bzQ3qdGcZEIIv3OTLpvOtUKZoFhuYXEGCoEwHzWak9hoThLZCJTAKCO0ActhIH4pWeoB0gMBRUk9QLgxxjBTwaIlMe1AqDWewaOWdcgz+0HqAfLXoxwIX7Ey7kupKmFKGlC6lN9oXa+NyPYc/Q9tT9Y/g0mpAgnUIaOQhPvDhw9v2bLF6XSuX7+euI0DOHzjjTfmzJlz+eWXR0REXOj5u+CCC84//w9/+fXfLjzv4vDzOtZUYK2CF+hcisIHMvwIQD8LfimfsDWgyL3WG0hnDYYRrlHwTuwbw67CuAEsa740nWNYl717txvAmhoGOltk0BVMx2TPKM9/TgCvxQB/gBjIBrgvmiTM9xh8LpuZxAhR0LnBLHGIBvDvKUmXzUhqsiCpWQqYLsxBYXOTWqQkNV+YFDI7qcHMxKYLElul8yucBxcyq8DyCuAwuHR6YuO58W3S4jtkJ4QvohAcA2LOAXWgfO6OD1nW58JJQpmQagq/Fo0J+pH+A1wXpAhiGC2mEdB2ti6QtiOsQIwZ9bWJuZ3GJAL9PsxqDc1yK1VsxeOdXO3mDK/k/R6Q7W3Unxdx21lzWJUSqFs0cOTIkSeffNLhcGzatOnYsZJNYIwmWr58OWvJLVy4cLjnLykpqUH9Bpf9ISTsvIjIX8SZd7S6SMCGHYEOvUyABuC1fvj2eUWnGEO/vlyPMKZb/l569zZzELAL5tIZB9lhAq1LzpAeX4PPTGHwUW6AkDlJYfOTmi/yhJSklouSwlNFaL4wsUWK4AAZmsyHS6RLgF9IIj48BQ6QIbHpfO4rKyB+qYyqz8XXSGZym5Ugtgs9887wMKMoSA6QQ1oxeWn+p9Zr2AAAIABJREFUA1jBO1hI6EnaTjsgvuj768HrX9HX2NB514pXhAaqEvKqy6tbndpYh2jgxIkTzz33HHoAhn44gPGj/OGp8FcI/FOMb6Bafjw+I4J8HJj+fODtlrK8gUYDHqOH6BFbnWKdBoRaIFUByQSWBqBYQfS+FexCAxd7LTNQAkqAF/frY/e3VAHpDcbm07g0Gkix00ADt2fYTQMRi8pNAxO9rgVsQdTW8iHzK2hAEkCZNKDmf8lI5WnAM4pXPRobDqp0IrZT5rCKJVCHaICl4hgaBA1s374dyw9/dPwZReoP+v4phgaq35dp4wA6m1p/U1ixfQ+VUQizBsvpoAQo3JdTAdQh2gC+XBlAT6Bf2NMthUAO53fHJ4hh+wCr1Aawz1w2Q9hnMApBCdh8MNyHWsN+QuclhWL39wwBCpuX2GR+YtOFwiIkA7YgLEJCIViUGJ6SGLEoMSJNhFZpiS1TsBfhAOiKQQmvQJP5wiLUPkuEqKyElinJDWa6tQGrAsJPIOtjmZ5Etak8AdzHXiT9B9AAZisSFROgGaAQuF0IrIM0wruGEgai32vrKQWkAbQEPyVAzc+wIgGwPsCpKgbB6vdue9f+PDt1q0M0wFBRzEEjtb/58+e//PLL/qDvn2Jo4Oy8joHuosMEcTesS6xXBh8ilk9YoNVAJjd5XcTCqM0+KtpsAJhADqIH8dn4BRqQ3IBdCHM53lRM6rL7Ly3sojdtzdgCW0FVxvgD9IDvJdOENb/5gsSI1MRGDP+fltRwZmKLhYktFyWG4sidndhknjgFyluuXaw6cR0yQXNMOvABJv6E9pkJQH+z+QktF8a1T4+Lzo5vnZrQfEFCREpcVAYhoem8xIaz+I1vmy4C6a1SurRL69I5Oy4yLTFkVnL9GaK01mncK/nS6diRIAzhacDPDHUxShUCoMKYqgR1TRNOCw5piGCCMYISGOcqZ8MRx6/w17GJrIh3/lBhLGImxB8sM5GyBSFMGbwpHjORlLMvB3vX+xMz9QJ29gOfNXxQNRKoQzTgD+7lTzE0EAigq+bVtN/RhwYU7lumBs3gI1f9dI//EVMBPPAkI9CDsnKA+9j9lRtAMoFnmLyYHgwgyo4/EVzBqqON2Z2+turdA/TNFiS2SXeHlil04b2HrUnPSIzMFKF1WnxkRly0wx3apgm4p1Nvhfg2qXHt0uNic9yhQ0YcQR12zBYagPQKtMuI65jVJc4pA8wBYXjvSGXgAOlp4JehR55168TSddZYI0FggsNmikkGso3S80FcjjKyPMw+Gx6cr+1XY5OqnRJ81w6CmMnvGYwrZpOdnRfG3KXcEjA0UC4uMDRw7j/doNCA7u0sPw0Ajoyx8dLANF8amFMBGgDBFQ1EpgH9PjSAKqBwv0MmSoP3sAwaWOSlAfSSpr40gAPDWr60gjQg5ksrwxGagZ1TFRn404AwynmsdoYGyg3H5+orMzRgaOBsGyIr+a4rWBEGh1K0AWw+avS66H5apiGvHjDIa/JmYvD5w4U2gEUIhYBB9FiBlCrAIFHhIXAPEBKjP+VATJgAWwraQL0Z7g41Y37QBjDIYMfHJkOQ2oCMY/mRWkJbFIKMBOw57TPiOmXLEB+ZntAmLaFdJkah+KhMOvVdOmbEdXaIEOMQHECwDrvEokBkx0WRDYUgCzNRl+isLl1yZBBWo9ap7rtTDcYaMdIUGxShhbBEYf/x0oDlYxCzDQi0gr6/XPdCaQPYu0hklgPbn7EShvQfYBdi+FAJjgFfZUsjhtJoQAwq5VFWe2SsUzU0NGBo4FzQgMJ0CQeBDxVkiGw6AUiLkOV7tNa0SfotewAw/N8a9g4NyMGOwiIhtgsWyI4FHDM3swQ4lCvtXMCkX89evtiFxIJxowQBiCUZGGmDkWSiMKZjP5GruaEWiEWBrPXgMA3Vs2zu1sB/gb/N5gsawDHQYmFCq0XxbVMx7Iguf6vU+Mi02JiMznHZsVHpIL5IxCLUOi2BAaCR6bGdMjp1zYlOchARtqBIcaHwE0Slx0ZnxsRmcqpztEjp0iE9Jk4epneJziSDuAV2oXC8EQsTG88TY5BEmCfcA41YsMhadwj2wo0BB2DLajCLVSuS5HYFrCcBF+ICwf+hfCE0nyFStJ1fawEla3KZJVg3E2j8KqDfGjPqoVsxJwPJq2XmeGooBzKbO+dAtwPfbc2zVAeesu01UM/dRKpYAoYGDA2cUxpQX36JEdvbLwDFDfr2CHoAHODpzotev27/YUFQME717uEDbZi820eKA4AAIILyckQNuA9Wam4AwQdyYTjIgMAIUYwtLPWDwR1gZfyPx0OAyzeufYYy3wsoj8uOvjxPhtiYrPi2acoc1Dk+p0PPvA69CwgdL8/tHOdQtiCAPjrR0bFnvgydkh0EdRgTnx3X0Ws4SmibIYYeyekIzE1rPD+56UIZGKfEaKXkZikyCBrwOEUE2wH30g0uhSD0A88CGLZ1h5hh57Hyi4jwvnjnDZDis28BA4f0xypXbJWXy+3M1NPUXcpcYnvu5rCKJRAUGmBFhh937Xr/w4/ffOe9L7/6+vjxQIs3V4s1hcqD/cw12+v5e+ihh3r26Nnhn2biWJA4Q0eHAHHb209OBRy2SKVpAD7A7uGGv+DRAMOB2qX70ECXLC8NRIuRQuWigY4Z0fHZCvc7JWUT1CHUIpQGjzshIA3M8aUBsYKpco8bGqjjxFMeGgDl9+zd+/hTz6x+aAMob1uG58jRoy9vf/WeFasIyx9Yze+KB9f98OOPpU3MqjE0wIpD8zx/AwYMiAhv1e7vnev46xK05geAftspnQkqRANqRBA2CrQEXRsgrobJE9FpAD4QizZbw/+VNsCgGjkuCNMKw0alKsDgSyxCShtggpgcsmkpBFiEhAEH870Yz5MTG4M2kBXd3SWYoLurc+dMbERinKiw9Wd2TnB07OHq0CtfhCucMQkO4QwQ4O5AjYhOzO7YI09A/1V5nRKzCe7DHnloAx53Qg5eBIxLftrAArc2wGIVYfOSmy0U2gBTFrBi4QOQCgER+v5/9yxjJ3QmjSF8tQGMaWLxJV0h0ONMyEDa2NysgEvZaANB+2T0DyHY8TJp4MTJkztee12ivPx9+rnnD/x8UPanDx469MTTz5LO73sffPTRJ59t3b7j3pUPrlz70Jc7vyqxz11jaGDNmjUDPX9xcXFNGjdt94/YGvFQa0YlJdyrF1ocSru/NshEzyPjIo/lIvYeCjORGMaO9VkuDSTXh8AuBBNYKWJiFHZ/1ggSW8CPE4vtyE1XRLo1GAZiIBEOABMB+ouEwUe4ghmDj/2EUfaWKziJeQBY2CGAS6Ylhs5OwBOA8R1IDZmd0Hw+w/kZ+I/FH7t/bMd0TPkY+mPjciCADt2yCQLEL8+N6p7d7sqsjgkZXaKETzi6S0ZU16wOhCud7Xs4217taNsrq1NCZmyX7Jj4rPZXZrfrkd2he3bHq1yoBZTZOcYihitdFBjVLSs6PhOqwGPMHWM7pMUxclS4KBbGtxSBaQRJLE/UbEF860XxrZitNh8aSGI6m1i6bkaSGBs6OYl5Dw1nJdW7hhkGYpODf00RbgO5WjXWIWSCQ4WJFH8cLjZdYL9lOBXBWivxCbgnLplAcgA0YAXxOMQcAu1pEpc+fH+L0C8sQ5D+uH1eDGvQkUoxkWBLIDANANlvvPUOKA+yP7PlhZe2vwK+c/jcCy9JneCtd97jcMNjG48dO65A/+1330ctuG/lgyVu7VVjaEC1h4gZMFrl1AIE6HYem7HYDfqeMYj6ob7SGdADBqkZwgwJxeaDC9QKYicAurqecfFuT4ByGFireLq9AuAgbgDG0kglgOm7YfPESPyINAI4K9y/jOCUoW1aXGR6XEyODLEx2TEJOdHd6fXnRSfnduyW075PXrsBhYT2vV2RfXNbjShsNaqIQLx979zIwYUytO3vihie12LyYhlaDctrMzCv9cgiQpsh+R0uz+ncxdE5MZcQE+9AaYgcUBA5qJAQdaUzOinHa3HC8dAuI76Twx2YgKb8B9FZOC2S0Aak/4B1jXAmi9nL1nJGtFH6kGWrkYAcNSQlJrjTM35UTCjzLEcqp91Z3X+3EoBXRjiE3cGibf3B+Tr5eZSBQU0968DZzNkzkEBgGti3bz9oDgd89fU3LMkD9O/avXvFg2tJ+fb771mS56FHN0IDX3/7nY6ZxJ96dgvpn39ZwtZehgaCZF4/g6dexod3Tkrmaw8KDegLRdhoQC6z7KEBt1pQIg1gDsIzrGxB1ioOkgMkDcTrNNDGlwY6ZcXEOdw00D2vw1V57frmSxpo18fVdkCe5AB+2/R1RvZ2emng6pyIIU4vDQx1tRmQK2mA36heeZ3jnW4aiHOgOkgOsGggBz1D0QDqAlOLFQ3gqQ7kP2i20DvRjMFFDa2hRBYNJF2MfjDBy5rQAMqTHD96wWixHyfilQHerQAN8KA1JjA0cE4+N9+bBqaBTz773Or7bwXZT5w4eey46PJ/8NHHJG7dtgNiIEIA2W008Ppbb5P+5tvv2tI5NDRgaKAkCbgtQp6BQJXWBgLSgNAAykkDGH90GqDXrGkDggY6ZEltAMwVs3+ZFCYUAqz5WfTWo7tZ2kB3V4erXO2vtmigf2G73i66/K1GWtrAyEKLBnIiBxUIJhhU0PbqnFbQwKQiwQSTiloNyRU0MKJQMMGIwqieLgYUeWkAbWCgpQ0MLIi60qIB5XiABtqlibqhEHTMFnVDIehsTU7u7Eho4+s/kDMMaBo6AYsXoQ3IVvNrowFEp7QBaICRtQFoQJthINhd9ehFxDLrKcovPw2UmdMX2qpjX6e61jAwDbz1zrsSzUH8F1/e/vDjTxz4+eeDBw+R+OgTT6IN3LdqDfHdP/1kg/vnXthKOt4CW7qhgZIQsLq+HGfvQ3Kjg8YBUiYi3TdIE5CyOMsZqh77gzBEAEC6XYhl9OnDCqOQx/pv9XCFEVw4CSw/AQqB7PZeZO35zspr2M0bzBRdY4GJc8RaQKFiqrBQBVqkJLRIiW+ZwlAfVnSIjc7Ajh8dlxnbKbNLbA6RqOSMDslZnZJzOl3uiro8u90VGe16Otr1RSfIi+zlaNszs80AJ0zQepCrTT/hBojsQ7++IPJqZ5u+jtYDcyJGuFpMLAofmRsxKLvVwJzWQ/JaDy9oPcAZeWVGx6SsmMScGMaPJoq7tOuZAxO065PbrocDJwEjiIQLGrUgLlPMMIjCLmRxQJtFsIKwC8Vk45eOb86qdvOFJ5kRpSx4x/YGTC8QHMC+CNZy2ZL/UIZYfg6jkLQL/WtyElMlWJ4IbQCLEH4C6YCRTCDG6VorMkl/DEYhRQNi9gBBeQgsv46XA3z3qpTP2vY52F4A21lzGAwJBKYBuvNY+d9574P3Pvhw7cOPEra98tqhw4dB/4cf33Tq9Oknn30OuN/0zGapKIDyGI6++/6He60hQ9//8KOhAYP7ZUlA1wOIS2+herl1FNBBH2ej7zh0nwHszCFQ+7BLUwZbugvf7+Su4JrCfTQDQQDs6+JetR+fsPADA4vSDdBsYWJzz+r/4akJLRaKBT47WMv9R6bHRKcr4377ns72V2S1Huy2+bQZ4GrT3xkxpiB8QlH4+MJWQ13Y+sPHEy+KGJnfekBOq2EucWpCUavheRCAOoQGwoflNJua32TOYkKL8XkRw3NbTihsMWVxy0lFbQblRl6d23ZIISGyv+AVbiQNR+gZ+Jk7Xu6U8w/godgO6V1ist2DVqGByHShwVgqgvAQwGo0k4BdCC8IE6StCRCsmSG2svFsbiz84bjK2fheWor+M8XHHAT6y6FWkh6YaYzrWI7RYrcynwVHbUpAwAetnr6K6K+BSjSRIEmgfDTwPuvzH2Fk6NGjuILZcBjfADQAxH/2xZdQAofWSKEPP/tiJ0rDA2uEG3nj08+gLhgaKAsEg/Qgz17PPegVttOAr8T0799GA/rEJds8JjYRk3oAHCBogJ1kPDTAGBjQXzk/ifxbWy+IjSEZW2lxgOj7M8xGbgRmbQLDaqBeGuiQHd0VP22+27jfz4VHV9n96b+3GuyUQC+wfrCz1SCnpAF+Ww3NbTUsV50NH1sggsUKEaPyWkx0cwA00HxcbsuRuXCADBQS2TtH0oD47WsZjiw3MmSA07hDz3zvNLR4h5q40AW7EDTg8RuLBU2lEiCZQC44IWmA33ozhKvc2pzANoGOQURiF3tlDiLC2CHlMGCGtjZrL8FnRJChAd8XO+jf0RkUWE4a2P7Ka8A9mgHjhXQaKD5xYtuOV+V0AaBfhuUrVj226SnGkvpzACnGN1B934ZzwyWVowFhCNLnr/pOZxUzikcIAiiRBoD+wDQQLkYEuWmABTs9e4HZaSA5p11/Nw2066vZ/XH/DnC2FrhfKMAdbWCIxQrjhDYQPg7lQKOB8YURY/IjdBoYn9dkVpHQBmZ7aGBykaCByYuhk8g+OW0HC22g7eCCyL5Orxt5RGG7fvm22cieiQvOLswya5ce39EaPtTRIWgA05DkAH6hAaUNBKQBWMGHBnRtAIeBXI9aagNiIOlAH7e/sgXJCASvI5fO93q6jAc+65/fpFREAmXSAMj+5jvvMnvg5R2v4g/AIgS+k/jIRqEN8EeX//7Va0mBJ/hd9/Cj+IcPHz4iz/r/GhowNGCTgHQbahZk9QbrH7/FFu75AW5ngC8NYI+WA9iFRcjaRMVaMUKMGYUM2CiYZffRA6yt2IVdSPqKJR9gBmH9NWaHMVGAQfQ4TvGashkkY0MZhs/OARFpCS0XicH4YteXTOxCsR0yOnVOa99DGOgJDPmP6prRtq9TOHWH5mMRatM3W3T5xxWGj3W1GOtoOTonfFQehxh5Wg3MjuAU0A9P4AYYkBkx3OIMzg7jbFaL8a6ms4qaTi9oNtnZYrSj5RgXTuOWY/PCR+S0HpTTdoBLckDbnlncqPWwgtbDC6EE4ZboniPmoDHXrKsjplOamFLA5LVYR0znzM4d04TDANcxw0lbLWLVI7EhAW1k1luImP3gXhWDaRAIASuZ0AamYR1y76SGm4Q1M/AQiNGinp3apNPY+hXGIiaXeThAxH83JAEmsDYoFhY8badi75QC9ayJqMetJ8p4gFP+mU1KBSUQmAbktABoADQ/fhxzkNjC3UYDjAoF/R986OH9B34+fOQI2fwHDulkUGNoAH7DFib/Nm7c2KdXH7OYhE/3rZyvWjk/YJWt5Ig2xJBJSZYfWCCO9EYqQ4Q1TEg4hOX8WOaLYbIQRiFrpUzpJRaOAWveLHNlxYRha+dIuR+LHCQK3jWYxbwwJge413tgYbgWC+JYI5qxQJ0cGFhiYtJZ/EeYX65ydezm6HC5I6qXK6pvQVSP3HZ4CAbmRowpihhb1HpwbsTgzMZzchs6iwhNZuSGD5EQv7jZtMKWYzD4OJpMzw9buLjpjPzwkc6IYc6W4wuEG2BMXssR2Y1n5zZ0FDXMKWo8K7fliMxmU1xhKYsJkESbPln4G4SqMcZyIPfMjuznaju0kF/80nBAB6Yl9yno1N0Z3TmDuQtRVxcQWI+oSySrXFgNicmB0hIaz3M7P8JTE5k3gD+8eYrQhHAYWFvTCG5oMFs4DNivxjODGhIVi4+KdfeYgDZJONtxGmMgEr5iKyKXaOVB/GV0IssQKb2NiOADa64fXF7mLjTlfMdMtjOTQGAa+OjTz4D4LS++pOM4U4VJfH6r2LYLLeHZLS9wuOO1N/Q8AeI1hgbYonLt2rXMJeYvPR1/YIxZTKIKaYD3uGQCkCOFSqEByQSKBhgjRN9frYUATgH9ynJNN1YxhGQCcE2tIsf4SDlIBhoImSP0gHYZbhqIZAlPRtq4J4hhYIlOyJYmeH4F5nZ3CA6wQrs+ToH+YwUNEJrOLAjJKpA00GgR1p78prMWy9B8fG6zSblwgAzNxzvDRziVG6DZZFfo/Fw4QIZGqYVh8wslDTSZkd9iQp5yLWB9anu1Ew6QAQWF+sAB7nCFk7lmkgb4je6a6xnbmiNWrmZBbI/JS+yagBrk8YuINYiwFMEBVhA6gbasniAAj2GNSXnCUiQ5QP5CvYjaCqT7LD5hob/P5LIzg7DKvJPmjr4SCEwDe/ftx/2Ltef7H3cxBAgE37tvH0sG4Qz4+hsxZWz/gQNrNjyKUajEQUElkkGNoYHbbrstNDT0Iuvvr3/967//9R+zmERlPjkF7r5vXglFqZwlRIJAA2IBCZbSlIqC+J0gurcaDYgRkxYH+NGAtU9AtIcGOorlHLw0gDZgpwGXhwYKm03PD8l000AoNDAzr+lMDw1McDWbnBu2QNFALgaikmnAURiaUtBY0cDM/JbjrXFHllcZ1sEY5aWBnjlMOfahgSs9NNAnPybZWToNsApF6TTAeKFK04BQ2jxBOPN95xiX+WKYDFUsgcA0APRve/W1e1asBui3vfIqw0bXrH+EQ5YV4hQo/+nnX0ASDz36OEOISgR9/8QaQwN61c1iEiWgdjlfTYXpZeZXOUuI+NAAFmdlg9aHppAo+qR0QlEIpA9AOAasxeNQC5gABfRLXYGerNgzAIuQCAyRFAEaYOgkqkDoHNYLEnvCiNXfWAYuPY4dIhlsE+3o0jmHpd86AP1XWYvB9cyLwivQMzeqT17U1fnt+4DIYvRnxBgcv4Xho3Kbj8uiUx/iKGwIlM/PbTbB0XwSTFDUdDZOYFfjWTmN5+SHzS9qPKeg6VQXffwWkwpbTC5qPjmv6TRH6CKMQoUh2YWh83KbTsxuOs0VtqAobGERxqIW47IjRrksF3Rh+BhX6yE5bQfltR1S0GZwPk7jdldTH4YM5WOkwkYkatgnP6p3Ptahzqw7ZDVE7mzDQkOJ4cLzIXQCIngL8BjL2WRsa9zQowowjxrh4EFhVBXzCVAFkKQYa2vpBBiF5KRiqQpgHcIoJLasGcOveCI+q9FpNGAzCsnnbhsxXOZrYzKcsQQC0wBIyLpAW7a+pMYCyVFA6AScAtClRYgZxTpmBo4bGrA5SM1hQAn4UIKahdSXLW3xELjXs5SmIThAmaexUWCXkM5hfvFh4h+2JgcwK0qskSCXDAL04YCL2GDA2jmA0aKXTo9vMrdLx8zYhNwunbLimHsVmcr2AOKQxPapjM1nQYg2w4ra9XJGJaZH9sppPayQNX/a92DBuIyWY3MZ4dNscl74UEfL4Vlhc4VXIHSBq/G07LCZjkaprgZ5RSQ2m5ARmpJ56Q05l9zlaujIbjYuo8k0Z6P0otBFhc0n5DQfm94wx3HJ7Xn1i3JC52U1mZIFDWAaCpvnajolO2xOdgOXs95NBY1SnS1HZjab6AhNyQ/JLsKZ3LpvRouxzsZzhSWq9SBH++7pbfoLL0Xrwa72l2dFx7JfjSOmW17n2Owu7dOYVcBsZw5xI+P5iGf3G1zHHbPFIKKwuYnsZIm9iDjz5hrOTGiZInZJC1/EHvdCJ2AvNhzI8AGOFjUvD8QX6496ev046vXFnXhGajcCEWcQkfY0xVPWmJ7DwNCmvxWBc5qz5ZBAmTQAph8vLv7iy68e2fjkqnXrmRjMBAKgnPTDhw9jMsIxgHM4MPTrZw0NBES9cjyzMr6QWlaC/sH7xgUNeJayEcoBoCN7o/zKDilMIAN6AD1ZLN1WEFuJWb1+YQJi9AuJnq16mTwM9AP67tAxI5bgOcTFyuwtOMAdhhSIUTpy2P6QvBbjvOP9sfbg15UuAcEEc52h851wgAwNHTn1F2fDATLUL8oLSS8MyVpMaLQov4ErFw6QoUFOdqOFOV4PwYKchlkOOECGhplOGAIOkCE0pRAOaLxgMaHptHxGFglPtRXa9nF2ShKg7w6xWTEEzyELYKDxiEFEVkiIzBAcILfQiVjE1mmCA2RoNj+JIVXWlAJ+hXtAqllIWDiKR3iNP1iBYAIehAy2dYd+PSggDfjOLvZ/pfU3wf+sSamgBMpDAzqI2+I/7dnLbjO2xMCHhgYMDVREAvoHr8eZSqbTAMsY6DTA3DF9FjEgRX+/RBpgFR0bDbRNVbjPEhEilE4DbRQNDPWlgSkuMc7HGiAkaGCeM3SBLw0s8dDAna76hXmN0nxp4DYPDTgdjVKcXhpY6GyYnaNoIAQamO9y00AW9qLCJooGpvvSwNU2GsiOic0uJw0kajSA80DsbKxoAKOQXKD7TGlAUwWYVYBmENg0pL8JFYS8utWLKp9wzpAGAiN+iWcNDVQEBMv3FGvtm61/7bY4RiGGh3q0ARHRaQAOkBYhqQ1gu4AGwC8GPjI5oN40hslLbzCL6ogh8x4mYAoxS3LGxjvdgY1fYrPVIbb1yL6uNkMLRRiU16afk19r9bfCiJGuFuNzGekvZn5h95+ZF5qSJyz7llcAc1CjNFfD3EIRnAUNc5yXXeuod0duvdtzL70+JyTdEbogLySziCCy5Tguvd5Z71ZXvdtcIddmhzpzQnKEh4DSGma66uflXnpD/qXX51+6NC8k2xma4grJKgzJLGyUmtd4lrPpzLzGeBrmFzWdkddibC4LV0SMLowYVchUg45saNPNFdPVxW90spMg4oTkXKxetDq+o9jvPj4yg+2RhZ8AhaB1WhJbK7OJAm4S0ttmMMnAhwbwryBbiwPgA6ENKKOQfDoebUBuC+o24sHZ6AoC7j0LRulrjpY4ucz2IagLidhOmcOKS8DQQIlcZU80LuLgfGy2r9d2aHt99bN6XOoBEvT5xSUA4vArKQHcgQCkc9Jigq5/Gyc2kaffSmB+gJwcwOJxLB/UaLbYQb5tplhZ4bIZiWFz2CJYjA1FIYhM7Sw2f3cQ2ES+c8fUjslZ7XAC93S2uyKbeVvMAmsxdTETxFghruXInLB5uQ2chY1nOJuPzmo6ObsR3t2sfPwBTSZnNrkmu1FKXuhCV5Np2Y1nZDbMzKp3Y279wuyQrPSQtPQGOTn1biwIychpPCt/SBE5AAAgAElEQVQ7dEFWg6Ksenc6G+ZnhmUsal4wP/ye+S1XLGzpTGk6I73R3Kz6ua76ztxGCzMbLUhv6Miqd1NuA5cjbFZW2MzMBrnZ2JEaZjuaTs1uOhUdIrd+XmGTaTmt+mW16Z3NaCImtUV1z+rUJZ116NqyHlGfXBbFY1mk6Pisjle6GALbJXIR2+YIAojMTIQJmGYcJlbWS0Y4eAvC5mAxc1vVECNrckg7G4ty43VXnhgscjyL3w5OlrO4WYhUOgzU6CAxy09O9GMOgZgzKA6ld0ebX+a3Lqkf3PNK2F4Yc1hZCRgasCN+iceGBoLzyelobov7v8G2DOoQPQDEV24AyQRKLVATlxgvBBn8Y7x7RTm5lBCeYc+QUPQABsYIyLMCFnDBAR77eGxnR0ySp7+cmNPhylz3ngFsINPLySrQcIA7jHeGzfEafEIW5Yak5tbPL5KhYTYQXyBmgTmKQlLz6Msru399V3aDHAccIANugAYFmZcsy5Uh7JbU8HvmtXwkRYawu7MuXZJfb2kh4bI812WLnZfckSdD/fzs+nmCA9zuBEd2yKKcywqLZGgy3dVqCCOX3E4C5hu3GVIofRuR/RjmlKvtbJwV3zZVCUQMHhUcsMAdsJ6hTql1h6Q3xToU/namaHg8MegEYqSQOoQGFAe4I5753ugE2pwP4nLKsXsJCkxD6qET8X9DTEqQJGBooETYtycaGgjOR6h/1ba4/wtty+A5BFN87D/lp4GLJglzkE4DLTQaaJ0W39brJg1EA71tNJDrQwOprpBUV8k0kOZLA3mOBk6hCrhpwGmjgbTw5fNLpIH6+a7LlvjSQL5OA46QVGe5aKB/HtsY+NJAmkYDC9mr0ksDONUxnRka8H9Ra36KoQE74pd4bGjgbNOAB/RFf1AYjr0dw8A0IDzDnvmrdm0AhQAa8IwRErsIsKIO9m6pDbBYkFiK2T1aRqzDgzaQLKzn0ck5rM3Qrn+BCAMK2jIKE0/AFJZ7E6H5JBdDOTH6N7BCSJorJB0LfqEMDR2WNmBZ9htluRoUObH4X3KbsPvXL3I0KMjByl8PQ/8N+Q0KHfWvy6p3l/OSu5z8ht6WHn7vgpYbUgjh6xc2vjvzsiV59a4ruHRpQegSR+gN2ZfejmtBFFV/sYOi8CVcgjvhFlcDpzMkPfey/EJC/fxCvBSthruEh8AKDG1qM7igzdAiAqYh1sDo2DNP7HFvbXAf3y7dSwMtU5Iaz/PSAPSJBlAaDeAhUN1/f20As49XIdBUAaENeBam9rcLGW3gbBGMoYESYV8ksprQvn379lp/69ev79mjl1lTKGhkoL/fAL3voXvNGQv62dNcrEhDsMhAjA6i+48DAFMDAezwBBLFlCWxgMTYJPabxCIkxzIylMWaMiY2mpfTxISXeLrYaYsldJrMY1A8u8mLzRrZlaV1apf26TExGUB/TJfMmC5sIJPN2s5tBrnaXcXu8I42/R3NJ+ayvE/4MEfEsJxWgx3ho1wtxuU2nexoPDun8YxsfLyhC8Xw0EapOSFZGZctzQ7JzAydn9M4PavZ9SlNlqU2zl/U0JXRKC8t9MbURrekh2alhWRlhuakNro5rdGNaSGu1Ib56Y34vSUz7KbU8FvntblzTtRtM6JWzm69dF6YM6vtkgW9V47t/9jo2BunNc5Pa+jIFEahxY6QzIyQzKyw2VmNZ7vCZufilgibk9N0CrXKo8IsTdp6oLN1fweUILa7YfEJNroRLm7WIBJb1tDYzrFZ+IqZUMb8gLjWixgixaKkiY3nsqpEApvaR6az3YJYaIh5ZGw/EDpfjLVFjPjemUaAtwA544yRznkrIqxD1pPCbSMcAKhx0m/smU3GtDLp2rEcyx6qsBwG1mAhz2AK2xvC26L3EvSXx8QrJQFDA6XSwA033PDvf//7D9bf7373uwv/eaFZU8gHryv1wpVRwi/7etcd87cjy3Ho0ivADidyrytJA/gG4ADPQhHebcXopRKYL/avKd51Iy5lmNDc5NB5BHQCJkyJ9RWswHpBMXHZna7Kl4FVGVinQe0iED7S1WxqnhyYz2+z6YVi0q90EkzIbzw3X80MCEl3NsBQ4zH0N1qa3vTWlMYPpbvDnYtCb09ruDrLHe7PbHh/ZoNVWYSQu9Ib3pFx2YocGRrfmtp2+ZyoTXNlSFg5td/60cO2j5QhfsW0Bgw8VU6CgvxGqUWNMhYTwublh83ND01bLEOzKWKlCu8yRIPFRgWtRhfJgN+7c1x252SXOyQ4Y+MYK5UrQkx2XIdM5TJBVuxWltwsxR2gUs8GNWIaAXRrueWlZuCmATlYCPJW/hvPg1Mpgga86sIAofwFfrsMDQSWTwXPGhoolQZ27tz5gufv2muvTYhPMGsKlfFxVvDlK6G0INKAWFLC4oAK0QCrh+o00F10nH1pwFUuGkjLaZCX5aWB69Ka3bLQhwZuSy0XDdyc2naZlwYSH5jS/yE3B8AElaeBQWxU4PTSQA9n5y7looF4a78aQwMlvLpn/vKfuxIMDZRKA/oJ4xs4S+99YBqgO0nXspzaQAAaYBaxTRtg216PNkC/uNOVeUIbuDJfaAPQwMgiwQQjxeQAzEGN54tpuozNd2sDbAiDQjAxv/E8JgAXNnAV8RuSntMgP+uSu3MJ9e52Nr4htfntCxuvSyc0WZvW9M6UMGiAvv+qzNBVGWEr0hvdl9FgZVbDlZmN7kprdEd6/fsdl92f0+B+R8vbFna4d1aHJ+ZEPTGX36RVkwdsGDlsmwhDXhoVd//0hmgDcozQba4GBfmhqYWN0hcT0AbQTkJTi0JTFxOaog2MyvVug2PZiESjUAhGFbLokJcGklACnLFdcoQqEJfbJTpbLETKfALGUHUQS014tYGmKcKwprQBOXL07GsD/iajc4enZ+kzCXYDoYGblz5W+Pqupe/u37ar1OXh2HHsx3L8kU0HzxLjZvqYx+IZ7GdZI19Bpd0jDRVnSKgwELuDe7V6RqNjWLAcA26vAJYEz3BDYV6AIaRvAK+ABCNrwKhYTUisiTZV7LHOCkJMF2BjGTZXaTCbPXjF1IEm89hPRvgG2qV3iUqP7ZTROTYzupuzU6JYuD/qCsEEbA3fpo+jdT9HxGDhG2gyQ0wCCJuZ3Xx8dsuxLlLCZmY1WihM8/iHG6U7QlwZDQvSG7rS69+S3eamud1XTUxaObn1XXObr0iJvHlWpztmtL1ldtNbUtosm9t/2fDxq/pffse45rcvIHS6dVrM7dNaXTs37Pb02LumTVvfe9rDva+4d1zMQzO73T9xyIZhwx8eOmTD8H5Pjo69bWqzaxeE5qc2KMgSvoGMjJD0DCoQxop1M11NpjiaTMlpOtHReE5ek2twXThZyDpiaE7EqPxWg3PY5SZiqPAWtBmcJ3wDiXhBhG+A5YZio9JYcUiETlmYyCxXwcKE8IXCNxCeInauF5sSz0luLHwD1r40U8VsDAJaF84YVnP600gxdcMKgrN5LjwdazKB+JWmIfkoReIQyzGAUcjyDbgdA9a0MvlKWD4h9xgB/ZNRb4uM6KdMvIISgAZWLln3889lLApkaODpq/v0NS7iIDON7Uv2OdRWF2CjEvBCmphtLgHpGLC4wZ2BZSRUh5QV5VhK2jO4xT1xzGPXTmo8373LGAtqhqfGt3EvISeWjogXk2w79Mhzrybd09V2oHd9Hlb0DFuQe9niQhlCMlkH1FnvhgIZ6i/OqX9jVr17nSIsy2m3cm7Pp8f3enEC4conJsY/Mi36qdkyJK+dMm7TwEVv95Bh1MYhSWunJDw7XYahG4env9Dd9V4yIefNrjNf6DP6haFjXhFh6DMjOq2ZKX0Jwp1wc0b9a70eAqYoixUmrBWK+A2by+zivNBFi0VYUNRsakHLiW5/RviY/Hb9XB175csQnewQNCBdAvG5XXAJtE1z77gQlcW0MiTmNgc1Xci4WzX1Ohk9gMWF5FxiVhbCPw8fe8ZrCQ+BhH71q1Q6tiKQM4oZMkQQexd7h4RZ3QLtNRArTPh2ofQXxnbKHFZEAuWkgRL79ZVLNNqA76tckadl/wxq+rX6Z2yPa9+/Pw14lAD3MKHSaIAhjKweWhoNhM5lQKRYVFnSQCsxNkYtH8T2LF4auCq3bX/vDCw2h2GigJcG0nIaZjq8NFDgqH99ppsG7nW2Wze357NuGrhq4/iER6YqGui6etKEx/orGhj7/+y9B3xU15n3n33/u9nUTd4ktmM7BtR7772OJMCmid4kIUAChESRUJ3R9KZCN9gYG0yvBheqsTHgGvee5M1ustndZEuSdeq7/yS77+85595zz4w0g4TBYPvyOZ/h3DKjmVue733647PHH1ymYeCpheaL4zkG8Nr2/Wn1L6gYOF+Tf1jDQORmU9iARTiK8WWiW50aBlrdMavdCgZ6BlHjGoWsuVs7ud6LFsoaBgy2okKLhgGUl0gzahhA/ChUARWi0AkCY6Bex8Cn61bVMTAimOm+gRtyWfuLfrXCDNaTKUC1C10NA0oIKVcXZG0gOAbQczHWBwMlEgYKq1wIpVe0AY6BeiURFxiIAQYGmDYw0B/BMbCZaQOb+8K89rBNlrGPkjYw7lFH9rF1Uy40TL3ciDHpVEP54ysLzjFt4Fxr1aHlDU/O7n6LaQNvTW54fPbEQ43lF0gbMFxYtfDJhb0XJ7jfJW3A9U5V68vV9c8vWPwKjQXnagoOrQk/SJFF8CgAA+HAADwECBnagdpEDAMWqldK2oCMgW50u+xPWq5gICUoBkqze8v9MIA0gmvAAGxEQg/gk+uiDfhdPJ/2R6Kb+v11DOgYuGHaCb9RA13f0m2MKmPUopYbBJAowHwDVHpMDEQTQoLAIgQrEI8sVBUCzdYM4cItzioJmKtgKZrooo40FTyA/Rq+AaRBxSMxqgMuARqs+zyqp5WldpVmGUsKrMUldtTiL8ruKSgx593ryp3kyrrPmjHZkjbTkVLXR6WEFttim1AmiEgQbnZEmCzhvZYwu2Ps5j4sRreaI1EpaJM1bKc1ZXN70cam8bsaJ59umPxkw4RHGgxblxXvbi54am3BgdUFD7ZM2rm46akZ3W9O7jk30XyycsWR6nuPNFZcaJl6dEnDnpltxyeZnxtvfnlCw9GZ03fUztm/sO7CgppzC2btq63c2phy/7qIfeao7cbYgc4YV1c4ClHs8IS58cUsUW1oS+BCoTqkL0SvNcesssJbgM42ifWO1FkWynVY6k1Z5MmotuVUmfOqrHloXHyvI/s+a26lpajICoWAGJDcRUXlQIJsCyxmpSldaMVDdqGYTvIM38Ma9VDeAFmEKpA0QI0HltIrun6i9wC3C+EVNjqcGgYAZA9QowhkD3yFClDT2aR8AmUolSRE1hhdOWofArIISfkl0sVDtqNA15i+fmRHQMeAjoEbgwH5Rh16LWpbZ+Lm14rUQyJgUQ0hh8jQSAAkSJtoH6QRqJWFDJAp0jMmuSjlfpMoKicKTaO3TMRaKp3G6+kn95Sl9pSiw0yxgwYUgkJLUbmzyODCyJvgSJ+HJl8DNBb3JS5G3QgPf8qO7PJGdtpCBhxjUBT6QU9IvyPCiBpBHtISBvqjB2yZu9cVnFHcAKUnWiofb6q82EzjbHPJgeacw2uzz67DKDq+quHIzE0vFD74YT6G81LFqsenrb4yvfVNGk3PzJzzVO3k55ZNvkxj2uklM84snvHCUozqZ5YW7WmJe6Qn6pgZI3qXKcrVG+p2KS4KpyvcbBu3wTVmuxcDDoyEFe6E5sGEFhpgQPocap6DkTG3LxOpZHPdPH40fY67oKjXkKpUlShPM5Vm9hYXs8Ah4CHTVBFFvZqVAbjymn145e4BStZjcbqYgAGUxEdNiSv+bhEShrWzKZ909B7wLyrn5wYYIui162fIpqEXm77makdAx0BADPzpT3/64x//+Af276mnnpo2tVp3EY/isSv4japtvSoGZOvQLEEIfwywpGJBBXJLQvqo2WSVdyynuEa13wDVy0w1KhhARTnECHEG4DXXDA8BZwBhwGBNn+lQMNAwkNiABF3N+xrq8aJWKMfAuPVOlI3jDMBrjMOS9VCbcAMU72s2HFyhYOBic8mR5pwDazgG8Npwec72d4gBGBtfKTK9MJEzAK+Np2bNeGwRZwC9Hl0y7ZiCAZCg9HAzYk85BvAavtM+bqOXYyDE6wrpd3IGEAbMdrQn4wzAa+p8lkUs+ufMcqepGAAM8iY6tRobwECu5DDINBqiqE8nHxX3NFMrN0ECAEBggOZQDtTG9N9YhGd/DQMc6twzfHUMDHlS0a4fHQNDDs7VhP7Qu1jHQEAMbNq06bbbbvsi+/fXf/3Xt992h55FPPQCCrgm+I2qbb0+GBDmIIUEfhiAnLo2DFT4YwClGoT3NUzCAGq94UlcYCDWYckGBlQ3QMm+ZgSMVj7LtIFnm0uPNOeqGMg529Z4ac72txUMbHqlqPf5ia1vKNoAMDATGLjEtIFLy6YcXVINDDxP2gBeSw9JGDhqDn9Iw0Aox8A2UgUIA732BBkDC3wwAAe40AaAgfzAGEBLTn8MQAm4JgyQ2qdiAHMfQviZgIbKNe360TGgYyBw2FFA6T7iDT/5yU+eU/8NDg6WlepZxKO84MS9Gvw2hmMAtiCKF2RVBLhvADYfP4sQ9xPAssxNRrwRMZwBPDKdewX4ItbAOYznUNQXun1ZBeQUuqPAK8DazlSgs25MG8rjsLYqRlTYp0682b1QCOAYKCowF+WZigqtUAVQgj/7XivlCixkdqE6V0KdJabZEdXdBxJErXPFNJvC7Lax29zj7nchUSC2owfSNmSgL9LtTOvvzN/SUrB/deG5VsORpuq9i6btr686sbzq2ZXVxxfPf3j+xD0NeSfW5p1trTs2b3BPwfYLuQ++l//gW3mPnM/ccCC/8+yktjeqVz03fdnxmfMeXTDlsSVTLjXOfHzRokNzao/Mm3GKSHDf0YbCTSuT718Xs9cYddQct70robc90mEdt8kbssET4bBEd3fDVTBmmzfU64xutSUusiYtdkMVgE6TuMgGDwF60cAoBItQ1r3mDGRFLPQioSxzhrOgoEepOJ1hhlegJL27GH2YkUqWb6WGBGGUdQFtoCJ0bQVK9eHYchJA98IB52GjlEOwhM4C9xAghBSxodR4Us0FUc4jP+/MNyCTgLsH+GVDVxGLIpWvoiCXlrybPh/ZEdC1gRFhQY8UCvjUP7LrbPi3i5t56ESOFCIpIJuGZpOPUQ4+gfSHY4C7iFHaTHgFbmusQHFpyCzKeFqHBgNwcpaiqwwShpEWm25EQGRZNlpu2ZAbVZJlLKiw86rLaNuba+hNm6sU4YFbmPrLtyl6ADqFRbXb0QFm3Mb+kD5PuNMWsckc9qgt9IA9fJsl0duVvact7xyN/ANrJj24ZMnpOStfn41Rf3ru0n0zu5+9z/bOROvbE43PTHzwVPYLb417+6d3v/T+2Ccvx5x7KfL1H92DxQuvRfadLFn9dPWaN2ZgNJ6ZvfTRme3nJ1veuRej+ez0e3csyTu4hgoNnVmXsbct6f72uL3dsSdMsfuNMZt6Ijb3hu6xheD7oD5djzmqU/nmiBxNqLeg8BzvfxC30pU+zZox051eQ06CzJmurCn2rBmezHn92dM9aEeDbvVFZcxNUmRDsTlDUo8hFW6DXvKrh64muxDrRkBUQGDuXSt51SZSDmAawgAS0JLsG3Wkq/HzJTz8qvtHeQLgagHyBmT2+513LH6ci01/b+AjoGNAx8Aon/EDX0yjvkuHSn9tjST3/cQBjAmBMAAS4PGT1RMlxwAmiGNhDOAYoEqiahW5UlSWBgbAADbgEkDHeVF8P3O2Bz5hpRZbvSdulVfYgqLXobGMEwzgIwJd4zf0ggF8JD7clXdgDccAXuHIbXqJGIDR9NzM9itTwAA+PBfKTl6Jg9Dn4+LzoRhicffzmQIDIEHHq1PMrxMDMNovT64+tVjUm8t6dG3yw+3EADagFkRuNoIBfER6bKiDLb58hBmdLNHPktrgRHV40LaeGMBGZrUza6oDDOAjdzylEQg3SWmWmepycwyk9lYkdFMiMccAkoqhad3T4oMBkU3mGzBKOcMaAxAOINWdJgxI1iG/865j4Dreer4fdQ0Y+Mtf/vKb3/z2x//wk7ffex/j//z9P3z0m9/85S//PSJ5+j//E9iOQ1tQseLnP//5Rx99BO8sKj3j3xf4f/wVa7ENe2C/4B80wm8zwt10bWDUIt73Ohv+7ZrQlzIGlJUSBlRLgmJSgBAZIQZAAhkDkW0yBsquhoGUwBiIDIyBpGAYmNV+WcOA95nRYaBXw8AUGQPZe/wxELUlGAbQuJhjILrDkyxjANYhCQN5/hjoveEY8PMV6xgYyU10PfYZLQb+86OPnrl0Zff+Q37j6YuXfvXrX0MyX1WuBpfeNxwDgNif2T9MrvpdxQ46BoaX436XoBDrfuuDLAqhT/e8HwwUEpAvUTwkwqbMWtf6VKfhFiG8Mq8AqkwrMUIIEEKugGoUMkSvU2oHFdjRcBhV0spTjGVZqJtmw6Muaumgx4CiDUxwZI83o3+vog3UuhNrqI4/PVOja7zRGdljDXO6oA2EemCFt0VsMIfvsobut0c/aErf1Jp3cC3XBsoOrZy1o6bh1OyVr9GAbWfFvuruC/fZ3p5of3PC9st5Tzwd/eKb4976yd2X3g7b/0zqY1cSvv/BGCw++2rY1sdz2y9MJqPQ6zM6z91n2lfZ+/QEy9v3Yqw+Vz1lRz0yD6je3Km2koPN+TtWJe7tin3MlLi/K+3BdfEPdIXttobsh5GqN9pkiup2cW0APyF+qQUpBRwDsatcaTMt6KJD2sACtK13ZU6FUchNRqFqNxmFoA2UOqAQQFUqgzdF1QaoCEfYGq1FJaxDaOSArgNQCL7XTK4COGa4Uehbiyu+XqNZ8JREAS0m2EcbIP8Q6kmoUcIKBtQHAl0bCHIffbxNI8cAxPcHP/zR4cceBwD2Hjpy7pmLr7z2xvdff/P8s8/tOXgEK7HpvQ9/cFUS3EwMQI3YsWPHnDlzZsyYsX79+r//+78Xgj74RMfA1TCgpvnwe3hUdyx29rnzJRjwVCNuVubGBDVrDNGHsDhTXXtIHHggqZwZ+o4t5vZoekU1Id47F4kC41YZotsNyUayaSR1l8euQxfiihQTykgYErtKkzvRboVK7Zc7CkstSKHKnEGSkTyoM+wp8x2Jjd741YMJje74ZRa0iBn3gAMVpFFHOnptT5jThoBReIkjvOYUR1v2o5QNkHO8tfiR5sk762ueovIPi87Orzs8t+7o3EXn52Nx6ak5xgNVBy8kXXl/3Cs/GXP++fAt+3JaT0+B1aj5lVmOMxXbD2U9cinjwI/Sdr6W5T5V2ne86OALSad/HLP/xRT7SUPT8RkNT89d9uq8BY/XTH6gfvbh2vpL9Feqj9YXD6wo3d9seLal/FxL7s41CbZ2OAnQtyDsAVu00RK3wgYMRFoGkfoQt9ye0OCIX+mNXTeYuMSVVm1Jme9E7wQkFqDNcl6JsSSfBdEW2UuzTWWJHcrhSuymvOuIVrKzwRwEdwvcxeFrK6PYInLK4ImBl5gb5b69FGdECdwCnhHRi3MnQoPIFjSH1gAMeKXJfHIhgOWoMoRgAb9ngo8n5q529d48u+it8btGjgEYf7gG8NhTp3/rW0n093/4wxOnzz164DB2+PCHPwouUW8aBmBQevjhhzs7O1944YU333zTbDZv3rwZvcWCf12+VcfA1W6kG4YBUZNS7VVCgoMNJAcQA9iAS6ACyauqPZoymBAhqlYTQiVRQ3yXsGuDBxVJPYSBFBMqppXmWUTHlcIyW/ZkhzCXoyh/cp0TDOAjpt0Zul7rIjB2u1PkDYRusic92i1SAZAgNutEHaQzH7WPz8cQi65ny8+9EgEG8PHg23lNLyv+g+ZLM/peKgUD+Hj4Usb+y8lgAB+bL+Q3PTkDDOCj/uy8ujPax05/bonhPGEAAwlryXu7RPuayH5LdJcDDOAjrtmV0OgCA/hIaPQkLfZQchkbqDdXCgDwXIpcCxKJ+bGi19gOuUExkEBUEG3reW96NV2DaswBAHwQBpAzrJKAuwTUU0knFLBXtTpKNpYxcGvIyqvdAp9ilowQA0ileuXVN5557spb77z3///pT0MlJ3Z47c23QIKjJ5/4zW9/O3QHseamYeCDDz7o6+t74okn+Fe5ePFif3//K6+8Ir5ZkImOgavdA7cYBpDThLRhGQMJmnszGAYQJDrFDwMuXwxoPcWCYeBg86yT14KBFsJAmcDAI5czDlzRMLDlQv7Kp3wxcHZkGBgABpw+GEC5bBUDicDAEg0D2cEw0ImelJrc53lkMgaEfx6hukEwAB5wVUCQQMfAzaPdCDEQREKKTbC4n3zqDBSCKy++LFYOndw0DFy5cgVy/8UXX+Tf6d1338XimTNnhn7FoWt0DNwUDFBxIeENhrzwlR14eFTC0lmIegXKSnN7NHQCwkCLgoGQNaQNCAwg6jEWVo5u/oRLfXczTcWldq4Q5Fc5sqY5M+b3cYUgtdbDLUJEgqa+2LWOsEE77ymGJsPhFnNov51nEUdssqRuXZd9rJUrBBUnmuY9WSNqgi59Zi4G1wYaL88ZOFf89KvhXBV45vWwDU8WrLwwg0cTtVyY7jhVvuu1TE6CQ99PfuzF+Kc+jOXawAMv5655rpqrAg2X5tWdnF93VlE4Fp5dOHnPEsPxJq4NFB5anbS5M3wHPATUzzJiwB7d4Yoy9RMJzIMxbV7EPnEMxK3ug10ocamCAdSZyKuwQEPStAHUFk1UlKeK+C6qM6rGCFHjAQyOAeABjgEVAxXfaUDeQEBtQDEEaa2kNW0AeoOfNgDN4OaJyM/Dnx4hBv6ACJ2gPQngcMU+//KLf+WGo1/+6tewFAEMQyXqTUkaUDgAACAASURBVMPAhQsXIPdfe+01/p1++MMfYhG95od+xaFrdAyM7GZgOoFcAgx3r9Du+Z3st6jc3kPeiN2UDCPkmlJDEs1/AHsCe5AkxyPPF8Mrtx3BqgAnAbMOVdzWgMSxiu+tJMNFfLcBteRQQyJmHXwDhkwLvcahGX0naqhR4liuuSinJ6/cnDXVlTnLm3WfLXOiOXU2Osx4Exq9yfNtybPN8Q2O6PaBmLWu6A5zZJcJ9ZzhIg63OiJ7zXGe7qSdHYmP96TtbCva1DR5V/3C0wvrLi1ceHj+op2z1h6bbH1xgunyxBWHqtt3Tzz6TMKrP77n4iuhT5yOOvp47BNXoi/9Q+ie51I7jk5sOlq95tzUzremGs9O2HQ497FTcd9/bczbP7j71NNRDx1M2/FU5t7X0x96Obv72PhFO2fXHF9Q92JNzakF8/fPn/FI7cTDjeOfW1l5eHnZjhXZ96+O39GF8hIxW3tie7pj15qR9BDV1Re3wh5fb45daYs0epFMEL/UljTfEr/MGd05ENfkTl5gy5xsyRtvR+npgnJrSbaxJNNIiWOslFA5jh5Kc8d3VsBDENlWQaX6mqiZz/eaqaQEKs0xF3HlnU1wD5AeAGMdTsH/rufmfm73J+MPzib3CuAksjOrxY+y9T6NiMXVgol8/SiXjXp1icWRT/gnj3z/z/SeI8EAooOOP3EKsUD/9V//NVRC8jUwvMNXzN0DnARHTzzxq1//59D9by0MnDx50u8rvvHGGy0tLcXFxdHR0d9U/331q1/90pe+/PW/+eZtX7gr6Qu5I5OJn2Jb4fX8gfKdLM+D31fIJRbR5XJKEZzJfnkDAIDkP6CictAG4BtgowKqQEIPH6QEINYFDGCjHBXlskzKM2+xo6DMljXFmTm3n4/Uur6Epv74Veg7P5iw3BvX4o3uGuQDATaRPVreQLTbkrS9Ewzgo+zwygWnaha9oow1L0+3vz7e+S4N10sVR15PfuOn3+Pjwothp16IBAP4ePhiRtfZe8EAPrZfyX/51bE//Mfv8nHxBxEH3089/CMaO7+f1Xl5kvgTc0/W3nesAQzgo2hvS+KDHaLQUEy/JaYNDdGoMyUG5Q1Y+8MdAxiR3R60rY/uHuQjcYkzewoxQOlCg0ghFNpTu9CUZpgMYIDangFKAIKClEQBwAAMGLOKDzjnfU7BNxdVfFXN7+Ndg2RzkEwCnGgh7sXlIV8zQeZi/5FM5M8Zyf6f9X2uigGE7z919mlIdoj40+cu4BnfT2yKRex54bnLnAGPnz4bSHu4aRh4/vnn8fgP/zD/xu+88w4Wz549K34AnwADCCKCA7m2thYw4P+SkpLu/O6dd395bOgXYtO+UHQ9peRn/QrTtAH53sM8+A/XMaBjgF8hfpdNoMXgl5PfVvlD/DZ9LheDYwAZXKfOXdh/5DiEO6JCDx57DHb/PwcOuIeIf/bSlceeOIUcAj/pKhZvGgY+/PBDyH3hIoaNCB5jYSMS3w+ToV/x/PnzehPKqwjuQPePfMvJ80D78/U+GJAsQlSAaLbP438QbeD2Ruo5rGoDFbGdikWIawMZvaidqWkDBnvWNJeiDczuS1vgSVjep2kDzV5YTrg2ELPOjbrNIos4atCa+EiXpg0cb15wTtUGnl+4+tlq2yuKNmB/serAq6mv/4OiDZx9NeqJ78cKbeDAy2m2SxOFNvDgS3nff1PRBt770V1nXovZ/1aaog28lk3awMvKX5l7unbSE5o2UHB4dfwurexozHor0sS4KhDV049KGBG9fVwbiOr2oFNxdPcA1waSlrqzpzo1baDCXlyk9aREvY0KRNlybSCxpzK81UcbgGYgtAH0fIaHQChkpA2wUh/slbpOjlwbkC+Y4PPgl5PfVvmj/DZ9LhevigEYdhADCgzgAf/Xv/7PX//nR0EwABH6u9//4Xe/+70sVP3mQ2WsvOYGpo8hD3nXrl0IGIVaAOlvMpm2bduGnGS/7zfsou4buEYG4KaSb7mhc3HXYZNwKrDd0IWGXMQwGkDQQ3AggwxGAyzCJYDBDUHwBHBLNHMSwDMMMwXVtFG8xBQsVAm7ENwDaEOPIPdIMnAbEjpL03uK0V+l0IpWM6UZZB2CyCssseZWWbMm2TKm21PRun2+E43GkuqcSfWuhKa+xEWO+KX2mBZ7uMUR5nJFdlhoGHsRQoqaQokDHakb29K3tKYdbC/c2zJjf93So7N6npgw8Fq57Vyl8fSElY9XTz9WP+t8vfH4+AOnkzY9kb/qTPXaZ6cNnig8/lTii2fjf/FmzLuvJG84UdFx9D7HybLtr+Ttfi7jzIWo8xcijl2IO/VezP6LyTufznjg6eytz+bd/2p+52MT6w7Om39gIRII5p2um7JrseHB5dlbVsc/3BW3ozt+sCOuvzPG2w0vcZTXErvGTkXx1tnDXN7IDkf0WkdckwO/K3FZX1KtPXGRPQWV5lBTaIYrr9KSX2pGy52CCkdhuQ0deFBNqBzpArGdcA6jRjd17kTYKEgQARKsrILQR+4YXAWYYMBAhDnOAncMIHcM0h9nB0M9azzel2CAylF/Nd3wv2bQifa3CPHYMzmpkJWWGnoJ8TXiQhrhRHzOCPf/TO8WHANcJCJLABjYe/DIR0EjQbGzEOjDylK+Uuwz7OQGYgB//he/+MXOnTuRPjZz5swtW7b84z/+Y5AvKm/SMXDtGMD9I265UU5IOsh2f+4TFo+WKB+khqjT4yfyxcQDKRNMVWGtfBAJkNwU1c4HispRYxnki1W6i8sc1G4MbejZKCyzZk13pCwd4CN1ITFABIzGrnWFObTu8+O2usbuoFQyjNDttvhHe1Kf7Ep9iobhQFPrmakb3ivb8D6NdWcmi7YBUy4vm/dU7bJzSqIAAoROvFv0f38a8Zefh//55+H/+kHMuTfTHvkw+5Ef0NhxKevg80nnfhx17u9p7L2csu1iDt/08IfZvc9OqDm9oPblWhov1RrONMccNkUf78WIebQn8mHKHVMihdYj8Q3VT6klDgaaFSM6SCQKpNa4qda0Wlwoe4Y3/15P/iQvRqHBgcMlek8SCcADlnKBVwoTGtMiGjkQAHjKHgvVBZU1PYBjgCOcKwSQ+4FkK64TubagyC6kiQwGoIKNQJ+jrx/ZERgJBiAPL7/4Mkjw2JOnkB8gi0d5jrig889cfOL02dffekde7zcfVvqLlTcWA/gqejGJgPfeyK6Ya3z7KAGg3N43HgNFQzCQKWNggTNpkYYBhAnJGEDumMBAyHZbHDDAGIDX8gNNa09P5QzAa9vpyTOOad1j0FCsUcbAewoGQIJ/+yD6/JupXNDj9cHnspE3wBlAGHguZduzuWJr77PjNQy8XFt+pjlawkDEw+aAGFjrRCc1DQMLA2KgICgGqJ7EtWLAJyLI79obFQb83qsvjv4IjBAD8Awj8gckeO2Nt4clARjw5jvvwY2MkhIoPOcn+uVFIfGHndxwDMhfZeRzXRu4Rukvrsibj4HWYbWBIRiwof6+pA24khZLGGh1jxQDh5rWntMw0Hp2SvWJetFEbM6pusbzkjYgY+DD6PNvaRjYfiVn/wspAgP7n0/ZflnRBgAD9KyvObNQ0QaCY2CDJcLu0LSBNlfiEtaTkqUNB9EGYBpC7wFJG+iggkKqNkANKXUMiIv8UzsZIQYgsrmHAI7iU2fP/+73PtZ/RIueffoZXlno3Q8+xM5BBOyw0l+s1DHwWQwz9WMA7hZ5jd+ivEk4hBFvjtQB1q9KMTQzZwA1NkERG0Sps0XMqeo9Ksqxzojkwxy3mjecqcQEfoLwVliHDDHtZcldqJtWXGAtyUSvXRMFyBeSqwBhowicz5psRV259Fl2uAdSFriSa5zUqqXejlDR6FZHuNkRbnHGL7clrHDEtlrC+q2h/dZwiyXSZU7q60jb0565qzXv0dX3HmpcdWSq7ZnKxiMzKw6g2s/KifsbJ59omLJ7MTSDeUcXLn1qTvO56V3HJ64/W3ryTPY/vhb3T69GvXsx4vuXI/c/lf7A8zn284bFj89ZeWr6pifzjr4Yv+dc8p5LqYgr3XIut/9iSd3e2SV7VlbuWT7nsdrpJxbnbl4ds7Eb7enjHuyOfaA7dn1X9KaeaE83WiCErzejAlKYyx7ZYUWJ7Nhme/xyYMAFz0dyvTttli11rjN9hiNjujOz2pVbac2rtBWUWtB9AX0X8sutqLNUltRJKWPIG0AdIe4hYNXlyAqEgwwPAbr6IE4U466mKqy8uwkFhbgPQDlf3JPPTXw8E5CqyLEWAsP6BnAZcFsQSk7RJaEWnsJcvmBGJXn5e0f1ls/HziPEAMQ6JPU7771/6NgJ6ASQ+IgNfePtd958510UHEWlOaw8eOzEW+++d9XCnULiDzvRMfCZwwDdw+oIclOJfZSJetv72IWp9iQ5jTkD1GI15HtUB+UVAwOiLSKeVYWHAFFDEGRq4FB5UjcKi5YWOviAxxgVRrlBHK+Zs70pS9R+A4u9cau9SL7lxRgQhh+3yh3bPshHdLsr1OVAky/e7jH+AWPuYbQVY21nzrUWnlpTdGoNdaM811p8cvV9p5fNen4JH3Wn55suTtz4fsmm90s2v19y+MXM918L+/ef3YXxbz+7++CLuYvOLVj4Uh1GzUu1jteqjr6f9NiPEjEeeTVzyfk5uWfaUGGUxv61iTu7wvbbUOIUI3K7KeoBY/ghqzK2WULW28fs8CjZzk5vbOsAzx9GabmkJV7RaTl9jit7ijO3uo+PvAkOjNxpfTSmeovzzJQ/HNeljIg2zSUAhzBgIPoNIGvv6zWKHxgSnw1xguDb1yoLIS0cyYByggjOvnaRqJeNuDZEEIG2z4jvF+1DRvyWa/grn863jBwDnAT//h+/vHBRSQ6A6BcDBUf/7d//A5I9iB7ANw0r/cVKHQOfuWt05Lef2JMmATFQDsHhhwHZjQz9QO6OC9kkMABHMR5mBQbiu5ASpWEAqkCFDwaSZQys8oqCPLGr3fFNGgZiVzvDrXbOALzG32/MO6AUmqYGZE+tLTi1lvemLzqx+t5Ty2a9sISPmicWGJ+euOmDEj52X8x+/cWI//inu/g48Hxu7ekFC1+u48MODHyQ9Nj/ScQABhafmyvazmTubo3b3i363kRtMUVvNYYftipjqyUEBTCAATbCg2BgtjNnkkPDwHhHXpWKgWl9xflDMMCaejJ9yxcDtzcavrZQwwALDxUYoAAhgFyuMRcQA7gXJBJ8HAZAOour69MpqSU6Xn8RMSoMcDmO532EjcJG9Nqbb7/6xluYYPGqSoDAg5D4w050DFz/c3xDL6Crf/jIbz+xpx8GyCwgUQFSA8/+UulKnzQCGQPgAQrMBcRA5xAM2DVtYJZ/9zEJA674JpfQBobDgNZ9zB8DT/lgoOd8YAxcCYyB7/tjIFbGwGZj9NYeCQPmkIEgGPBo2sAsZ859Egaq7HlVdkUbGC0GkC2s6gFa5Q+msdEiLy/KSRBMG2D3grgqPqb4vl6f8zG/xi359mvAgBDo1zYZVvqLlbcQBi5dumRX/y1atCgjPSPrtuKrS71b8jTfzK89wttP7KZMJLkPQ5AcPvi/qM4EdwbgGZPECsrPQSH4ynxqOcCry8E3gPQlIOGb9VUIJA1Zg1GJ1AEUw4lqJ4UAJYbiOskulNlLbSnhHsjoQTP6AoM9f4Irz2BF25mMaVb4TlNq3KmzbcnzrfGNdpTliWl1xbTYYpts8cudZFpZ5YzqtIX3WkOd9rFb0JfYHOvqSkPnmf1r8o61Zm1bk7l+Te621QVH15QeaUFo/6xHambur5v59OLZJ+tqD85rPjLNdr4CRiHT+Qkrj09f/2T5ay9F/ezHYw6fz2raP33+/gXzn6xd8HTt/AMLlu2d7j5Rsu+V1C2X8uftmp+3sSXnwTU5J9qy97SmbW1NXN8etdkIi1DM/cakzR2JWzqit/VE7LVEeU2RXeaIHktoH6JFnTGrrUm11qQ6W/xKD9on4HelV1vTZtlTFnnReBk9Z3LuteXCEFTdV1BuK8k2Fef1UmPOSZ6iXFN5dBsq9FFrAfgGQpjHBS4B2NwQm8uOdtV3l1PPGQSJfmWhTxFAfnZUr4CPUYh1E6KwYK4Q8GBQvztIvjDkTVgvL151Lj7nqnt+/nbQMRAQZrt37y5V/6WkpESER2R9Ry8jcWOUFXGL+k14BplqNCCfobAMYBPLLFOeOtGC5ttLSOKzQQxAwVFggI+7VlDGE3oMYKBGZnwn2gwY0nsxylONZfASF9h4OnFRiS13kitzTj+Nuf3pc93JWiH+gdhVngiTJ9Q9gBFu8cLdGupxjd3ShxHa7wxfbwljPchgpo992Ji8tzPxZA8fhUdWzzpVX/Nibe2LtTUv1NadW7D0wtwVr87BaLo8s/HUrMUX5i1+ZcHSV+aveXb6mrPVS6/QIkbdeRo0f3nBklfmzz9dU3pkZcrjXUmPdyed6Ere25G0tzP+hJHG/u7EHR1J+7r4X0zY3R01aBk34B27sR8jzOZGwnBs22BsKw1Ulk6pc6csGaCxuD9tnidjjgdd6akx/WxvgcFWlmMpy7djlOZQmzZ0HlaMaWAAYMDrS+MV3mDhhoFL4JuL6HQIgw8HAHfbcAzAmsdzibGb6CinuIIDi3W/q8Jv8fMntUfHvxEcHx0DATGAwFiEQPF/p06dmja1OveO0ut+AvQPpCPgd2OLRX8MsMASflljH+BBWB78MIAsYsEAlDu+azm1zeIYQKFpMCDVyDGASVk267TFuqwgfCh3okMUmMuY4UyucSW0DPIR1+yO6HaHegaU4fWO2+AZu7UPI3TAFXa/TRjoo+83Jj6k1Zsr3LNq1vFFIrITvWIazs1Z8Zoylr4wT5Skrn9m/qJntBYCdU/OxxD9aqYdXZy1a23SE918JD/akbi7M/6kkY/EY91Jx7uVshZ7uqI2W8du6ucjogcBQi7CABvIiUudp8XFgnZy+lj+va6yPBvHQFmWuRzHTXWokI8diXgCAwgQkjwxCNzSGAAY/O084RKgicoAkAAnzqf7/LB6gCy/xCUxdCLvps+v6QjoGAiIAXmDnjdwY3E19N7ma4JgAJe7Hwa+JWkDaEeMUqMqCSruXE4lEEaCgQJL7gS7hoHpDkSL+mLAJTAQImEgZCgGdkgYeLRl1vE6DQOn5zecna1h4EUNA2CAjIHaJ+djCAxMPbI465GAGEgAAyQMRPphYKWEgUVOfwzM1LKI82QMZPpiAD529HZWMUAlpllsLtcJrh0D8P0El1+BrhCsD/5GfesIjoCOAVnaB5zrGLiBN1uQO9wXA+Qh4Lc9Is1ZcSFNG/haDbIHqlBTCEYhFJZA2ChaVHISoCs6wtip60AnkQBVccLXoNkAKQSpxvKUrtKUztIc6jpQirrKsIYX96IPJUhA/Wem2VLn2JMWu0GC5EWu5Hno6GuP6CW7UFS7M7apN6LHNm69J2TAHdFjjWnvidzYC4Ug4kFzTH93orc96WFqQpD8SEfm1jXjH2lEDQmQYMqRpSUbmqp31zc8M2f5K3PmH184bVvd3MML668sWPLcvOZj05p3TVny5ByI/vrz85Ycnl2/d/aip4gE6GMz4ZGGvAdWpT7aTtrAQ50JzvbEDR0J+7rijxsTt3ckO1uTt61LOtqdeKA7wd0dsxZNERzQBkIdrqg2W1yjFekC0AYSlzKvwAxb2nw3EuUy4Bmu7M2615Yx24PG9LkTbcUZ3SggUZZrK8u2lCd1GaLa4EohhQBlJOBcCUUGBiMBUjHuaiIMcBJ8h5oPa0Yh6i1MjYWVAaMQ+W+YUYj1JaYKUSIamKIAggr0IBfJCMTcDbx6PxN/XcdAQNEvb9AxMIobSb5jg98k8p5B5oCB6h6gCSzO6DvGn/S/XouOxFoX4m8vQVNi8gqg8wwanmByR6Mis/AYS/5h1kAxvhvB76g2WpprLilx0ChADTVzYam9YLybhsGRM96CDLKUJf2wnqcudKfOtcNJkNg0kLhyIL7ZE9WGIFFvqKs/zNEXbnGFul1jN3rHbfSG9rkiXb0R23vDDtjC91ujHzQmDrYnPdKZcKIHI2tPa9bmtdE7THAehB2wZu9rnXCosepUU+UzK8efb1p4aqH5ysTBd8oxnC9Utj4+pfnC9LWv01h5fsbsPTVVx1YYLrSUX2gpPLQqeWN7xAOW0L320H32qId64x/oit1njD5qijlkjN1ujBh0hGzoG7e+L8zljuy2hVtdyB8O7e+L7HEl1llTFrqSl/ZjpM13Zd9ny5nszJnuzZnRl3ufE8X1SortdECK7GVZ5Dgh01kadWwmq1oc86+g7UxMe+VYFiTKijhR1hiazPzvxUpfaFjhAGC+yPtQChhgQpFCs5WhkEANB+AwkK+E4NePvvU6HQEdA7K0DzjXMXBzMaB1IuMYwLO/MPhA6HxrsdaMHnMVAwQDxLFEruODVRhtE3URqM5odm9JqZMPpBATBiZ4+Mie7kmt71MKzNV6Uuq9iSsHlbEUucRwDisegohuJ/KKx27u4yN8wBoJDBy00Thgi97fm3Ckh9vuE/Z1R+8yhey3hxygAdldtK+l8mIzH/Meq+k9N0EpQ/RemenZiasuTG99k403ps+/VGc4p7abP9mSvKcrZJ9SNi5yay8CRnlFObzGbjRG2KgzGo0NaDLjAqhCBvtpDPTHtPeBbTxINLXGkzXDDQDwgfDQokKLOCCInkIkleJBAQxQZZpjgNnWqO0McjI4BlBVFD55kIANkJhgLBbBaQkDLGBUxQBlhks6Adf2dAxcJ+E+8ntWx0BA0S9v0DEw8kvKx98b/IKWb/jgcxFTeB0xEN+J+tJC6jEM2AQGsmZA9GsYSF4sYWCJK3qtjAGUl7D7YGCbScHAQVv0gd74owoG4vd1RwEDjAF4jdveVShhYO7xmt6z40U1OsLA09UKBt6cPv9yneG8hIG9XaJsXOQWU4yEgZgNRhQTFe0QwmQMDPbHdPQlSxjInClhoNI2BANdOgZGceUHv9pv4a06BmRpH3CuY2AUN4Ms0INf+vKeQedaaDkw8EVmFOJ2fzxpIo8Mz54IDcJgveklbWAx2hGjyjRpA/BqhqymgHdURIBRCHkDMe2opF9SaAMJYB0qTe0uKrAUVLlBgsISW36RCUZzrg2gykLGFEtKrRvaQNKy/qRFzvhGW0QPhQyF93pQxD+ixx7idYMEKDwX1WOK3GAK32sFCaK3GZNdbUkPdSjawM7OeFd7xP29YED4bkv6jnXlO1dUnmiCNlB+onni7oaVj1V7Xy4HCbqfvm/hrnlLnpiz9lXSBhpPz572QF3F4RW83XzB/lXJ7nURW6mOdOjDtsiB3lhPd+zDPaQKPGyMtZoiu+2hHg9IEG51Rq+xILA1pK8P2kB0hzNljpn6KDQMYCBXAOkRufc5SBuY6kEpoaL83hLUWYKGVGAtzTSWJ3cbUphdKJF5CFibAfKvoKIca0SsaAOIGSVbnKYBVEInE0YhqGsIElUVguumDeCCEdHDwS8zfevVjoCOgYCiX96gY2AUGMA1x2X61S4++kxF+nPrMC8iJrkKsVXoAcpEqUOg+Rt5OjF1ol9cgTJzty/DK5mJkEfGXJcIE4LMUgphAgnjVldgAAysPA5MQ+VwF8PikWKCyCvNMBbnmKjMXLmzsMyeO8GWNdWRNdOdObcvc4Yrfbotuc6duGIgoXkgocEVv8Qc1ekMc/djQNRGtZrDHI5xW7whG92RA+aE9Z2Ju+C87Unc05m0vR39gaENxB4zxT3UnbqhrWjfqopzzZXPNFceXlG4cWXyzva446aEx3oq9y+fsn1R9u61iSe6U4+0jz+wbNa+2mlPLJn6XOOkJxsMj67IfLgVxqXYY0Z8ToyzO8xjG7vFPfZ+T0SfJb6jO6bHHu5Eq+H+yG5X9CpLhIkAEOb0RHU4EhrsSUvJvZFc70mb40ib40yt8abU92fMduZWoRO9I3eKF7WDkDhWnNlTgk70pU6MUngIYtahjTP6zFD3MQBg3Cp+MKlmH44tzEEsZQ/Hn0T/HZRERnlkSCOAcx5nBCSmlIJ6IoGaREYefhCdn1PhIVAuBqmAxPAXklRr5KohRiO5CD/3++gYkKV9wLmOgdFhYFT3Fe5kOWJEfi+vPQl5oQypFg10AogVUVKCHMWLRReaCkStQDyJzCb4MJHvynKJWTpxK9XL5FXSEAODhDK1cjKs4SXZvVoXmlJrziR75rx+PqAWoCSnUqZ/5WDMur5we1+YZwAjwuKBP3YscgjupxHptcZv66asLgT1nzAm7egABmIfM8WeMOE1a2+r4RgpATSebc452RZ72BTzWC9Gwt7uxL1d8Sd64k4aMVCstOrQ8qmXG6deacRr+f4VKQ+tE58TvdUU6rVTVTuM+z2hXk+ErT/cOYARafREmN0h/UqfGcQ1JTa4EpuYe6NpMHWBExhQ08cGMqe78iY6RRW5gioXMYA1oy/Jt5ansrQ7Hm4LDIyV+szgCPO0ba6NIUYLFUZFjTkcdjWrAKeDnPmBdIKhXgEZCfIlgbn/BSM9N/jtqS+O7AjoGAgo+n/6059eVv9t2LChvKxcLyZxQ2Dgf1dLicpBMeBTWQg8CI4ByKaRYsDsg4H7fDCQJDDQPBjTjuduCQNuPJUrGIjgGBCJXTs6EoABMICNrH0SBi42Zz/RFnNEwUDc3h4oDZwBeE3f1VYJDIABbCgYUD8n+n4JA9u8If3ecAkD4Ra3aDCgYED1cqfIGFhCGMgVGJjWh1gpXwwYRcoFaQN+GJD9834YQE9KHQMjE8Q35M4a8Z/WMRAQA1u3br3nnnv+jv37yle+8t077tSLSdyQi1XGANQCPAaKy9cfA3AMSAoBLAwwOguFALZpiCHWltJHG+CSSGBgDGwaq8hboGgDrL8uiiUwhQCFE0qyeotLHESCMmehwZYzzqJqdAAAIABJREFU1cVVAQTVZFTbkxcp2kDiUk/CEltkt5trA1Fd7phWK9WWYCQIH7THb+5OONRN2gBcxOgPvLubP8XH7enJuL+17IgSIFR2rDlry5r4h7u5NhD3cE/ixvaEPV2cBGn71hn2r5hyvgEYmPxMY+G+1Qm7tM+J8RhDvazG9TZvqMcR3WqJ6nJxbSCq0x29BqGiCgli1rmT61xJjf3cvYFQUUoaYMUk0hZ4su+1CW0gv9JRnGMszrdybQBGIUPsOmo1w7UBtBtDtT5eW3TsKjIKcT2AHDMIGF1MrUCZNgDrUAWChVSdjAxESBrQtQFxbd9KEx0DATGAMhK//OUv/4P9O378+JRJU/RiEpqAvl4XsaL7M7uQ6gagIEKwQcUDWZD5EKYhtRwN1ark5mbIF0gZIEENJKWIUoABJgsmmKhVOjwEeIUIC2slvzE61EevM8D5ibj4hC4DLODwE6SbyrMtZRmm4szuwmJLwUR3/kRXXpUt12DOnuTImt2XOd2dNtNOleZWuKI7UGXIFbfSHr/Mntjojl89ELfSGb3aHGGyIoFg3FZPdL850d4eu7E74lFLxC5z3IbOBEtHhNsastUTs96Svbk1b8uq5J0dcBjEP9SVsLEzdkNX5LbesH02qkXR156wuQONLeOOGnMeWVPc35TU1xW62Rm60RHr6Uno7Yx02JAcAKd0hNEa2WGJ6HUgMwAuiphVNjSWiVnrjjQNRLe64hssyTV2yPq02v702Y7MSfgh9pxqT840d9YkGxLH8itsBRM9KLJdUGIBAJA4Vp5lwSt85uXxHdRmEsX4kHwXuroCuQLc4IPDiEJyOLDwAeCRnyeOocwfzgJSOpCxgaoSX0LVPxSTWIAcggrUnebOAKI4Hyg3zUqN4szKJkHZFsTnw15ptOlqGWfDvlFfOdwR0DEQEAPyBt03cP0BgMtRvud9c8R8w8kZBoSHQGUA9yj4kABiCCkFPIiI8wB5xVxyoTUKhJfchQZtyOI7lIDItF5Dcnd5mrE8x8pHcbGdGMDasqPmKOrNZc3qy5rdj4EulUmLXdGdA9Fdg3iNX+ZCX9/4VYOsc/0ASpCGOZ3cSTBuqzdsuz38UQvPIYjYYQ7fCI+uF1vhSY70WOLu74lB+3h4BY73xm3r5lVCqTDRflv0A+QEjj7G+ssfM0XutI7b7GY+ABh/qKTdOCSIscyACLMjwoQGkxQLBCsQvMGofR1pGozsHQQJUEk0fY47rW6ARm0/KscRA1iuAH5U/ngHxcgCAxM9RUUWeMjBAD4MSLpGFbmodmUgZxi+X5YoQK84qmqrGYAWsl7L6P5bqbqcUk1aeHcwgXNYUul8zqYaIyAujOFk1g25FD/ff0jHgCztA851DNyQe0/c7ZgExYAWL+SfcDSLVxYS1gZ6Gh0ZBqgbpcAASo2m9PhgoMSeL2EgZ7KbM4BjAB0ciQFsxDcyDKzmGBhUMKA6CUIfdITvYRg4aIt4yBy22U6EYCPCY40FBphnGK+xHANgABtRDxpjd2pJYeGP2MZu9nBv8LgBF+JTRWYAktcIAzxBbJAwEAMMgAFs+GCgbiBzTl9ONeUMYzAMODkDhsEAksVQRU7GwN2oLL1KGUEwwB/zOQCUR34ZA4wE6tZhCszJV8XnWzrfkJtuuEOqYyCg6Jc36Bi4IVekfMNfFwywqjU+GLitUXto9dUGKiLayCLEyk3jlTAAixDXBjLNaLaVP96paQMTnVkzvJwEGXPcCcs9GgaaPYnLPEwVGIROEIO29agtwTAQMuiO7LdE7DTzbLKI7ZZwj00UJQ0fcMQ8yFQBToKHjShGpNQoRYmIB02xuygVACNmnzFqg2ncoJNjIKTPFWZzwiHMSRBuc5MPQMVApNEdvc6jYMDItIF5Hq4NpM/3Iv41Z4pLw0Al6me4FG2g2FaW2atpAwgPRbKFjAGhDcAWdGdTFajANC1/bWAoBoQmJ8x6OgaGE8c35C4bwR/SMSBL+4BzHQPX4QLlQp9flNzuz827Yj13CPtZCdRQQtSV05wEogIBmtQzCwMq1VTA6IydsdsX55BOgPBEqAUoLAG/JRII4KuEG5N7LCHFkEeGmskx7eQSiG03JDKvAEiQ1IWcKfgG0IsGsfOFJZZ8gzVvAppweVB5NGe8NXMKKrIhbNSTVGNPrLMl1NvjmzwJyzywvyfPtyUtcsS19MFhENVhjey0RnY5Qt19kVZbtNcUjVpDZlpErhlM+ZHttgijK8LhirUbEzwdMX3dYVutYZutUR5jlKM7wt0bss0RsRHuhK74DZ3oJgaHQeT63nCbJdxkw7N/qMeLHLGoNmvMahvcANEd3pjV9pgWa+xKW+xaD/oixDXaExbbEhc7Epr6kmtd6TPsmVNtGTOdaTVUMg/5EBhoOYmaGXmV1sKCXmRLoLRGaba5LAUugXYcE6rEh7KsYWtgSUNNDu4GIH8AgkQVV3xj1R3LUM6vEvVcv70U8aCGL1G9IMVYp54ayhcTdYRwjjDnnCDrENMS1LPJ0wioT724JGQRNuxKeQd9fq1HQMdAQNEvb9Ax8HExwO9h5dU3UQArxeWLuXAY0kSVCOyNXEyossPHtkAwkHYmEkh1h+ArroCvGAzgA3JNyhtAjblylFOGTTzTghh5zgClT32BOb/Kxiuv4TWr2pkKBjT0JzciC7c/cXlf3Kp+1shlIL7JixG7doAvxjW5otY5Q939VHrI3Q8eRHY7Qvr6Q/oHQrzINXNFdKMgXT8qlVL22QZXyA7H2F0ujNCttpDNtrEPucbsdI/d6QoftERuQik6yklGQbrIPvif7SH9fRQJ2teHuCAwIMo4EGUcxGt0J0oG9TM1ZSB2tQd8il81QGrKqgEiwRwnfAPcQ5A1zQEGKN6OmX3oMwMAUBc2jHxbeXpvBerH8dAgVJELWa35V5AKoIZjUVAWAUA9sN9ZavhajezUoZMiGkJwGIhF8EBWEXxCAACSIXWnlSuHZZaJq0WfXKcjoGNAlvYB5zoGNEl9bVeefBurIUAk8TH3KQkgJYjyrfIbZcOReNjk5gXoEJJuARFDCoEaNYRSo0Ex0CMsIWWpPT4NivPNCBPiJhS8wjmcusBFDGAjcUV/3Op+3sglrtmLIfq6xK1AbWetM0FkpzOiC2acAT7CgYEebWvIRs+4nc6xu10YIffbxm21j3nYzUfYoCVis1qo7qAtsp9hAAxgI5JjwDQYxUZ01wCCl6K7BzFi13jjV3oVU9XqQUSLIl9McRTDQzDNwQKfyOONkV9h1zBQYC/PMGsYiO3wwQCpApSqrQTmQgngUaGMr4QBmeI6Bq7tZvnE36VjIKDolzfoGLjVMfA3c2TVwU8bGAUG0ozUnbjQoWgDhaiyYJcw4ELR6QAY6Itr7tMwsNId1a71KYPQhwagYaDXHWHUtvpiwO6DgQ22iK2KawEKQeR6S4TFKZLCInuQrODhDMBrMAzUu9PmqfFCwMB0V/ZkJ2eAgoEcVRsIjgFfbaACGBDawG0NOgY+7m3yiQOAf2EdA7K0DzjXMfBxr2/5oR6P/4pCMFzoN/aETYBbhMjOw+1CMxFSQkYGGqwWDXaAJQFzikOfi4h12B+YRYL5BpBAgLYzrPMMxa3DKIQcYyWbaRmC36kwDkXEowZ1G9oUo2ZOeXJPOTzGaFOc1A37OHSCMrgKUo2l2aaCMgt0gsKi3uIia36FNX2WI2Omo6C4FxGW2RMsiBZNbEByljNpiTupBqV7XKg9h2oNKDsRtxzme3R/tMehAeQqlKe2R7U7sDJupTtupSuq3RXZ4cJi7Bp3TLsNFarhQI7usKMrQFS3JcxjjbBao7ocUb2OaLspar0p2tobaSStIrLdHtnpiGuyxbW4kb4Q1+KKa3KnzLMDUSkLHfFN7oRlrpSFTtTCw8qkRa6UBY702c6MWdR0HnpAznhbvsGOkTveljvejnJy5BKAOySztyzNiCYzKMNHiQKoIxSxFv07eVEg8grcwVQBlAlizgBUECK+8rLecMBg8o06w1cXUPAPtLEvz6/EWUCHGRiCuD+A620UTsqYLZw93JrHF3FC+aKfQPS5fqQ8c7/d9MVrOgI6BgKKfnmDjoGPi4HRXp0KJ9Ri9GAAFyJ49fEhzyIM8J5WyChmEy1SiFzEctlLlkrGM2ARBQ8vMc8lRsHR+G5KlEVsTLKRpxMbUk0URJRhNsBhkNFbmmdlDWqoOUFxkaW4AM/ONnIjF0KYWlPQr7hpIGHlAF6RZkzimPrVUGuXhJV9sa0o7zyAEbfGG7ea+w/gQoA7wY3mxjHrBmLaacSudUW3OyOs/XzA7g+bT7i9HyPC3hfu8GKQO8HVH2HyIBYotm0gdh2NhGVufIHURf3KmA+VRWksg5rSyBamvAF4BTBq+uETLqhy8e46heUOFNEry8OwleVaYRBD1VURGkQF+JAkLOoykZtdSdJWvAKstw9v76PAAGsABjjnv65lb6AHmXbu+OmTZfrQ+WgvFX3/j30EdAzI0t5nvmPHjpiYmLvZv+985zvfu/t7ek2hTw4GpBOoDKAHfw0DvpHms8plDLDaElfBwLjVVWwoCgFjAGEAD79SjTmGAWIAYSC9tzRX68dSgqrUCKrhDtUCe36ZBaWblXpzzbDCu1MXUHNHPhKb4Dzoj+kcxCAMrNL8BxDf8cvdMR2DfEA/iFnjjLAN8BHV4UZBiHDHgDJQw87Zx3vdoLp19DpvbPsgH4lLXXBcp9YP8JE225k6VyklTdWkOQZ4+ljdQPZ0bwErpk31tMsdqBxHDOAjpccA9UiNEK0Y00JlugUGwABWwFVxDEAhGBYDSCGG+gU9TDhmfDFAGttQ0S/WfGyJ9sldop+hr6pjwEf0ywvvv//+0aNHD7N/JpOpsKBQryn0yd1jnwAGUBIHcfECA76lRq8dA7VuCOXhMbDaG9cyYgy0I+rUNTwGoA20jRgD89zpszWvQDAMoLsAKx3BSTAEA4i41ZzDZBfSMfBZIYGOAVny+8z/9Kc//V/13+nTp6dNrdZrCn2yGJDiSkVcELmCJS3h/2PuASQNCLsQ9wrAHATTBC88hzkcA1xmfWdp1V0rqDIaauXDQ8DtQjGd1K8YUaSha8g0BJ0Ai2NXoZwONV3BiO+E26Asw4geNcUFlsIic1GBuSTLBEsR1AIkmuVWUYPfpIa+jBn2nInW7Em29LkulPFBkgGi9VPm2eJXIrfAnT7TljHdRub7lV4sIqif4vobnLFr+5PqXXA5YBPqQER1e7Ee3Y+T6uzRbahc5EmstycvtMc3wm3ghpaQsNiONAXkKMS3eBOW0+ck1zjSZjtSa/oypzryKmxoK4/wULQTyB1vKcoz5ZeZ0SwBA/6MkswepAiglQJa65RkGmEIopFlRrYEpQgAjbxLDwouhbdWYPG7CApqpNwL7gNA7gXcwqxMEFl+mD8AJYN4ogYtYhMOO8vbgEKACVnthAuHG/SkmC5/zcBPsOJpQKyR51jptyh20yejPwI6BnxEf6AF3Teg3Y2jv8iu/b241f2cBDIDuIsYIgYDJJASBcg8DR6IAdkEQcZrYd7WUIWa+LALoe506FqSeqqZCCvJUiQW0a0sotWQ2E215zDSe2EOQgm2/Hs9GEi+Re/i4iI7CpEWlTsLKh2ozZAzzZvLRs4UZ9Z0Fyo3ZKIa3dy+jNnuDLQwm99HY0FfSh0F9cM9gBG3ug/N7jPmevgmwCO11pNa15daR7Z+uHnhaqYO8tQ5sh9e6MRGD/kh+FiOqFD6nLi1A/HNfWAPMp8LJripGtJ4B2Q9LFcw+CAVoKTAUpJnLsuxoHBeeY4Fcp/cwqo5CF7xyjA6GjRwQMK1fgxUVggkkB/8v17DBf0wr+CBOOaYwG/PGcDPkezUGUoCv+uKTv3Iht8b9cXRHwEdA4Ekv896HQPXLspHf1FKf+tjYICrAlwqyRgADKAQMAYQBiD6VacxYYC0hGbuPMArymrKdYdKcnoJA7ze3CRvYSXas7CS1KhKXYKqDM7c6j5lTHQgIjNzbj8f1MJsmiNjQT8f8CGjHEXsukE+kqFGzPMqW2d70ud6UhcN8JE2x5U6Dwlr1DMSIwVZC3Uu4YdIbPDEr1A/p20wfaGXfL+sTlyhwQHdpSzfrgwEPqF0qFo4DxFBCA0SW1FaleDHMYBjInnOKZgKjmKBgb9jOhZ73icMQAkTephYqZKAYoQ4APAqMwAs98PA0ItkhAzAbkPfq68Z5RHQMeAj7gMt6Bi4STfbiDHAC0gItyQkkQ8GajVtIDgGvreSCieoCgF6Fxvi1Cqk0AayewsQahkIA1W+GJjk0DAwxQESaBhY4IIxZ3gMzHL7YMDX35uCNsK1MgYQMKp9TlqNLwYKrELQl6WbIPp9MIA1KiRg9SIWjhQDCzQ9gPcPEADgSBgeAz6mPB0DN+mGGj7WVsdAIMnvs17HwM25avGsp+QQcCEiewt8q08jUP1L8yhRACSAGFJr35ONggspeAhgF0KuEzQDzFEuH7KebN8UC1+FButYhCqAngTQFVBDjRmIEDhPFYeSuil4NLm7NKWrKK+3oNKJ4qOFpdYitGfJ7UVJanruTsXWzoJyK4xCaOFCqQblFq4Q4BXNfnMmWFGLAiRA+m5uWW/6DGvCCg+SkJNqHeh3nwUvwmxP5kw3yhblVpgzkK6M+E4kfM20p820sQoW1EE+a7ItfbrS+gYrs+61pM22JVDRCPQSsOcX9xYWWfD1oAoU55pK06g4Ell+MqlSUFlSp1JCFRFBse3lCZ1lGb0gAcooVYxtJvhxrQgJYrACwWsS20lll+5cXvGNOiQEkEIAWz+0AfIEMBKwXA088isKAVIEeNcHdsBZGofabZi0AZxB6fQF0wYY+2VtAM+2wRdH+fB7cy7mW/hL6hjwEfeBFnQM+Nw5fvfk9bq+5Y/1cQlI4oP5BiiJTKQRYE4OZDZgiRZVazARUok/n8KoDRGGJ1ashw8Tck0tikATiD/eVwtsoPyy1RRCyurqoCkNehSj+mZZjhXx9ejMBf9qYYWTDVdJAbr1GinhAAloqcYS4oTiP8ib4MyrtOXd60Srd/IZ3OdEoTp4FOBLKKx05kx2UAswcgOQJwD+g5wpbtptqgcTFK5IqfUkLRtIWtafvMiTMcORVe1C3xsaM1zZU+y5k5x5UzyoeZc9zYVPJl9Fpauwyl1UCixZS4vspYUoEGQtyzSRuMc3x8joLUduBOopxXexVAlKEGO+kFVERFTcQ4QoL7sEt/AdiBBdSokXICvAicFhgMwAoJTnhfGjzY+zsA4xl4BcXMjPqx/Muyufd46K63V16Z8T+AjoGAgk+X3W6xi4mRggceBDgoAYAAxAAuSsChhANqk2CgUAkFl8wKWMvGJBAqTISl4Byi5GeTUS7kZMIN/LcpFjRQN9GYsQL1Tl5gMOA9jWlT2TjaVZJs1/cJ8n/z43CWvmM8i7z1VgcBSVu4oMNKA6ZFY7UhYP8AENIHeiQ3gXUO8huc5DTeQxVgyk1fRlz/RmzenHyK52MwZ486bSyK+0F5bZCsd7+EBGWCkyG4odyqAM4V7ly+fYDCkm6r7Jw2Sj2xEcJSxgpAlxBvBXYJJEP3KD2RAYYH4CHFXtIHPiqqYh0BdZxP6iX/j2cSp9qkj5minkEx18z8BCzeda1XcbwRHQMeAj7gMt6BjwubXkx/YRXGQ+7w2yv/yxfuJAXqQgUVkbkCwPQTGAZGNILoUBTCGgsmgyBpgtiItFfwykmTQMZJp8MYAelhIGMk2y/yBvkidXxkCFgzOAMFBqRWkHDQPVDtSy9sWAW8FA0yBygKkgqMDAZBdnAGGgwlZYKmGgwFKKAkHDYiDXhnyIgBi4C9VDWS1uhoEKSgTTssA0beCqGKCqHjIGgHCJ4iTcfUW/vCifaNpT9wAHPlbycft4cx0DgSS/z3odAz63riyvr/n6w4f43eTyx/qJA3mR4kRVDGACKsiRoyCBrA1A7uMplXkI6OkVcaWcBNASKHxoiZIShcQoDJ5SwJ0EY5orotvpGR92IbQliG6j6BpoA1lkZy9N7ymCXQgWmGIbTPBwI/NCFDAflSZ3wUDPO5chZLMo14indRLuU72FJdaSjB5kHhAJSu3o/Zs93pI21w0SIMMrt8JSUG6BxoCdEe6ZV25On+mgJvJgwFxXrqGXSkMDAzP7YGgqzDflV9mJARNdRUVmuChga4I2gI+FOoJekjAHEQlyzGXJXZQZgAbLuTbUTTKEr6XgH2gD0AkiWkkB4joQ0ibgJoHvhJeKQ3thlAzi5iCmDdCcpw4AA4jHZQdTUQhYEWnNQ/C3c4NahIIKd1wDI9QbrvnC09845AjoGPAR9/LCsWPH5qn/ysrK4mLj9GISGgy4yB5yPWk7BNskxf9AvvtIf2kTPUKyrfyjSECwzjPcDYBXijvE/jS0pjR8K3MSKBIfD/6QWSKAHTFFYAASylAdgRVIoDKZIj/2uyuUlsWAAYugr4DQhPEEOcaoQIeooaQeSjBONZFsTemC05XqDqWbyY0c34FFmOCpAFE+xemTLC6ylxTZYKihsH3E7EMcZ/aWIIGrHE0uKf+ADEHl5oIya6HBWWRw0nM9msAUWcl/UAEzkR39YfKrHNQjrNJZYKAHf3JKlziwT3F+L7kBiu30V/IsJRlGxYEBNwA8GfiGMAdlW4kBqUbUC6L+8ggGRe40sgHCUUIOlfXWUeoc+rKhcpzSUqYBvvQKKATwE2B8ewmpBXwRDgOwAUqVXCoOx1YMWq82EgCbfYDN9QNVLaAn/UDPuco5FSc38J6BPkFfP7ojoGNAlvw+8/Pnz7er/2bPnp2SnKoXk7g+NyQJdDV8MBgGhnQj8O03oECCk8CPEMxDIOw/JLYEPBBThIAiUSWN6wHCNARJh6ghZBWwQdlkkJiImWGD1IKEbkNqLxsEA4ogYnWHkF+GHpZUoI3nZGWyZl7w0zLjTFkWtqrxmtkWSkND4Ol9XhrIRKtwFpWpxqJiWzGwUeYsRi4CvAhFcEdbKRsAjePxsF8EwJhR3o5GiYNIk2tR7D/4WygSx576SWtBdBD3DHOXBvQAuVAEkoRFn2GQAC5x9BETJOAA4NWEcEAw1MpCiLulYq7CP8+Os4YBwQDlaKtKG/ZH+rdsKSIMBDH4+JIgIDBGJ+yuz9X7WfwyOgZ8RL+88Ic//OE/1H/Hjx+fMmmKXkzi+txIo8OAdKsHwQA+c4hpSMMAxJO0NRgGgAcZA4ifgRXFBwNdKgYAA2BAKT9HGIDkVfNyqW4zys+pBnqE65Sn9YiwfYhvDQP3eQsqXUVIRWZ+Y1iZijEYA+gVvuhiKzGADZS2xnsVDIAEeRYfb3C+jcUyMVc2vgwGZwBe/eoFoWwGlAC1ihwV0hAYoIBRVlz6ZmJgSIToZ1H4Xp+76XocGR0DsuQPONd9A9fzkr1mDPBmxfxJk8ehc1WAv8qQkLUB2SLE3guzBlVG4xoA758ljELAAB6KEUEPbWDMKgqeQQQ9IixBAlThD11jiO1UMBDfZYheZ8BTNtcGEC2KSHyYYhgJ0MyyPKVLMdAjjQuqANagzyXyeFG2OtNIRiGmDRSU24tyTEWFVo4BMh9lmYpRvIiTAOsLUMECJSI8sBoV55pLcswlxQ6QoDTPAqsUwpYUhSO7tzypk9LEuOhHshjPDMBijg01kejxn7eYD29DsSBkxpFFCCQIa6WfKTCAZ3+4B4QGAKMQYkZxWBgVYCCiZ/9htQFflYu462MU8tUGZHMfBJnfItbIZ/Z6SLrreQF/5r6PjoGAol/eoGPgOt9FdJNLdn9x2/MbbOhWceOpbgDFrCRsSuobfUTPF+dSq3ruE9ZgQBGlFV8mFzErOUftaMgdCm8BxB8i5SEBETJ/21LqqQJf6DfqKm5vqLhrBRXfx5Py3U2UWoyyazAWRa6j8nPIL0voMiT2IBYT6QXlaOYO1yuetcPWwrFM7d0hgpN74GrGpDyRSWrU+cmzoCYdWr4UF1iLYejHKzLRIOULrCTlYejPNJbmoJw1eReK8y3F6d2w9Zen9ZZzt0R8B/rDwG8BFEHc42MpWgn+CaQ48DkK5NFiJ30f6iTTSgyAEvC9JvoVfED6I2uavMQt5B5gngDuIq6AixgeAkSFQrjjcHGPOpzq3NnOMgM0Rz3ZfFgDYSa7yU/DxToWyVin9gvipiFhDyTXDgsFpiri1FCIrEbihLKPIhiIU69PbtgR0DEgS/uAcx0Dt9DdSMJFdS1wUSLfHggc0p5VmQjjWQKQXNyBqW4lEiD6BcFCbBAJeJAMD5cEA9RAeJTSpE3CPo7EWhiLuH8VJIhoM8R1ggGkJaSYyKXMlQnuXUAirpx/AB8y1AVWxQEP8nASFKOPTRlqE7EnfWAAFn9u90fsvwj/L7IjQolqnXK3BD4QXms8y7NBncKi2V/hTeQh9zESCTz0p0ELMAkM4J5hZEpD3PPfggmq7I1ZxQexARRkPx+vwCQdMdWnQjTlMVcsD8PPQ0BnRD4LQojTyZopA8PHQ4B3EQPgWGbDt5OozgCfQyof3us9/3xh4F//9V/RPqC1tbWlpeWBBx748Y9/HFDw+27QMfCJXZEj+ENMkxAkwPOjfFf4YIA/+Cv5Yn4YMHxpPikEgTCAwgl4BBYkQCEKgYE7lqEWvyaFw1s1S1FqL2FgTIvmZCYM9GhpaFIlHzR9JAyAAXyAARjc/TvE7g/fr0IakMAPA/D3AgOcASy8Fa5sbVHGAEjA3AAjw0CtFvYDGEAnCIQBLr7ls4C5IAE31qmyXseAz+Xqd9Bu0uLnCAO//e1v9+zZYzabz5w5c/HiRYfDcf/99wMMvgJ/+CUdA7fStXudMOCrDZCBSGgDMBNBAxAYQCEdbBIP0XhqRsUh7WGcaQP8OR15BhC1QhvAbjAfwT7Ds5HjOsgohDrPvKYbMJCtagNlLjQCI1sQxwBPA2dxAAAgAElEQVRCQpECJqKAci2o/EMlr/lfwQfCyMOsUvga+Is+ch8tEzA4FVA6ArqC0AYwuauJnCIcabD4wyVwT0sAbSAwBtBFQPYQDMWAYICuDdwkyT6qG/ZzhIFf/OIXSAW4cOECQoDQTubkyZNer/edd94ZXvD7rtUxMKqr6uPuLIQIxRSqQt/nqZ+7Fphlme/MHj/JDI2nTuSUUX6ZVlUCHgLF9Ey5ZswSzU0cMP3zSnOwDiEriqVHkTGEVUmDpKPnX/hIYUiBf/We5gruOEWyMYxCeKyGYR2Ztxjfa0bPFsrMCqEOl9iTNo1tIQEd140aPvS0jk8Y00yliiJay+PaDTHkV8D6soROVKwjKQ9TfnJ3WVpPKQZKwrHYfySCoSQc6w3J/BDReGM7WYQo+auN3Lz4WCzGdtKfgMSPbMUizaPgvVhDtSJQOBrfFoO+FXMDAGOw/MD0Txlh9cxbDl8IEujQUgYmMqyn1jEG9I6nI6m2c+C2NaBRGSABixwVYaDCrA/HADfW0alhcxGmJfkMyC3M98QZwV+h5pTMXaSdfSlI7NMgTD/uZX/zfuPnCAPoJvab3/wGDOAS/vHHH+/r6/vwww99Bf7wSzoGPrlLXEgBZaImHJFk8XUY+uw508fKLDGAPbf69Czzs2+QaYgVSMArVdCUi6YBEhDoeMDHsz895kP0EwOo4AReUZUTlUpZuD0Z1kVJIgYJ+JAr0OI4oYde8eTORDB79G6BUBZP6AQDMuXDo8us+fDxon4RGEARPlYK9ISDV2ge4WsrMOdFgfAKAxRCfcQiIpoYEipjOyrxrjC0kWHNZJAHx5zAyoM/5uAZGCAGYCDa8gB7X4ceoNrrMSGPumpY4xPVVoZNwRKGheGOT2SQ49xxBij7+ALA70TfPPn4yV32N/U3fo4wIAv4H/zgB/39/YcOHfrjH/8orw801zHwyd0PPsJdfZxU5IgvBnDnaDsHw0A5WS00r3JwDJDzExYPPvBcLLkByBYkZD1IIGMAZpa7tUYF0BVIFQAD+MAzO7bC/MIGPoQe5MEVNsikA3O/jAEe9IlXivenkCQ+oFJQJrDaP5mEPoZYRFQrj23FBIQgDChDwYDwBhMGpLJx4IHAAGKE/DGgFWKiwwISyBiQDqx8kIfMmaCXhR1XFJQz64sBeTd9fuOPwGcZA7/73e8OHDiwhP3bvXv3r371Ky7loQEMDAzs3LkTZqKhcv+DDz6ACwFug56enkXqv6qqqvCw8JCvRUZ/ISXzr8o+OZl446+AW+63aJIdDLjZGEC8EDQAVQr7YADaABLNhDbghwFqZbxOwwBpAxIGgBZhr4fSADdywvAYoBbBMgaAFlnuyxiATkCLLMXh6hhYpqkCZBqSMABtAHGiPtrAjcCA35n1w8AQ3n8Ob4RP8Cd/ljEAKxBigS6zfz/60Y/gD4DQf+ONN+AS2Lt3789//vO//OUvQzGAHdra2iZOnJiamnqn+u9b3/rW1776tW9+8dvf/cI9yV/Iu+VE5yd4xXwSv12QAL8Lc249wGToz/TdU0kaUGMcyT2AoSSaScYl5kJQbNx4toWx+2sLK1FNE90IsIgHXvgS8IpFmImQQwCrOgQ38gZYSgGkP+Y8qwDCtOq2xip4j7nb4M7lxAYWjE9uADy8Q3BD4pM1ier2VN7ZRBH63FgP3YKM+2sgvokEZPRfR6YkZAOgLQxcBViDahaw4UC3CFlDOQpQGhKYLYipF/SV8GlgDAbCk/Al8Yf4In042YKohQ4QBaM/Bv+ScAPACAZtAEU1qHw0YwC0AQxoP0pOAPOgAAaIp8LxYYeFXCz8kLJUDMzp1IiHerL5MHIr54tLdn7Y2Vw7fZwB3DfAXvnJVc4mXxO82oTuNrieR+CzjAGI+D//+c//xf4BCf/93/8Nh/D69esRM/rLX/5yWAbgLXAe/PM//zP4AaXhXfXfQw89VFlRmfqdnPy/mlD8V5OHkUfaJX49T4/+h0Z7BCh3SWBAcTwy2UQiRpJZ8BX/zRwlswwybuiAiJTsJJVqND1N8LwMn4FqGCFHK1by2Bu8cicB9x/AcMS9COyVCXSWn8w7v0NSQ5pzMw7cyHDwYpH7IaBJAB7CnXBPC7EBtStQxg4DMAAeRB0krohIFidghiJW+V/B91E9H/SLMMQivjnmwAOcw7AFEQOk7sGQ+Dgs4meCi34Hlhggjq0vpOX1mMt3BxY5J4Q5yGcrxwaz4HGuyFv1+Y05Ap9xDMgP+xD9O3bs2LBhww9/+EPMYSP66KOPwAh5n0Bz3TfgcyffmGvx+vwJGQNDC06IR1fIIOgEkvOTkMAechUkQDlQ5SNNMFQSUKIZS6ZVRCS8yhCjGgZ82teQJ1lFAqkUmAt7PTAQLtWtgx4A0S8MUNAY7tLsSLAFEQDUwhU+GOAFMAQGoB9AMxB/BV9MFIiG0MdcLNJkMWcAxwCpQULW+2KA1COxScoZVkgw9JIQJPDb5I8BP0joGLgJz5GfIwy8+eabSByrrq6Gwb+e/evq6nrppZcCiX55vY6B6yOj/STCjVj8JDBQf8th4LsrNP8zMAAk6Bi4EVfXZ/QzP0cY+P3vf/+zn/0MTgLx7yc/+QlCSGVxH2iuY+BTgwFedIg/t7LqZprhgi9KkS14vK34W+b/JKs3Da4TcN8AZL1iRUE8JRlSWH4ZvAVQBbi5HAYTzL9Zr1ShuL2RJhh3NFIQEZwBsMWTvQgpWs20yE1GPKAImgHJ62byFSOqB5GgKPgDVwEWQ9dWYBP5G5ZVodgD5sj5GrcKZSGokl1iN+kQeCN9eCNlQZNxn7LbsCd5KaCa4AvgL+JPsJoQ9EPgCSA9gH4FvBo0xxruGOB2IWRNy8/7TJGi4wO7EH4s9wqIo+pnDlIOrG86dyBtAJKUFIIAZh9S11SFALt9RsXurfa7PkcYCCTiR7Jex8CtduEO/31U0aN0oRFGDCanhE3DJ9SdZ5PJgTFiDkJA0POYel5zArISfmNhLqdaFGpBOg4AZmQnQSx1cyQSMN8syzBogmQnsQ6RzU3/ENasv43i2mUuAc3uD7GOPcmsBHM/gwTCQMNa6WF/3BriChjAB74nvoP8BZAIhvw4VgKIJrL9B5sUKhDhsI+POYhLeS6CZe0KxxNH0pcBzC3P8r+4pWikghsi3lfKq+cuoJVppJ98E4wqw1+Nn54vrGNgJBT4Hx0Dn44LXYgSCC8IrJFgAI+l2E2IfiUDWU2ewrMwf9ZmGCDPMB6NBQbwQC0kry8GqDwn1qjuBPaEzh7t8XQPBsBtK9n9KQ4VD/g8jQAYwA7C/Qt+IPSIu5qxG5QAIAEYYIMwwJ/oOQkkfy/4RN+WMwCvqI2Brer3oa8HDJCKwzDw1QXasfKX5vTkrm2lXF/JLSyX/vZ/4yjFsfyxnx4B+um4L652PHUM6BgY5e16tUvqZt4YkigZBQZY/KhCAj8M+JWfwzN1IAzwIBz1YZzkLNaoYpcwcHsjWXg4BtDqEhPh1A2CAZh9sKeMAbh/R4oBVRXgMJAxAA0ADBsRBqgZgI6Bm3lV3/g7TseAjoHPBAYIAD7xiwbxoMrN3EKW8fAh4SEgjYGlF3CFAPZx1NIRygErq0kmdWgDXBXgtvKvLKwAITAnu9ASMrh/FQ6DhWSfgRIABkDOQshyhQAtbshM1MBzzVDDh0Twt5cSEmD3R/gpdkZhIhT/CVldcecKijvCWwAANMNhlhzyNAAV8C7ARsS74sAoxN/LTfz4GlxHEV+A7Fc1pLjglUokkYGLTFggE1mBsB7flhwGmPDsCkXWs8wAst1zow0OLKlWitnHxyIE6xBZ29RNXFGQZRbeG2RR3oS5hHCfd/ntpi/egCOgY0DHwKcdAwwAQqzLokdIFn7nyNGi2J97BeD8hNzHAADEkz4vK4RNWCmv56KWb+WowBu/DCGLZgYMHgg5hcYA6c/VAj6BYQfiGwM+ZBLBqnSGpKb8A1asDSuBE9pnGQEAAyQAA5gxiisTtBVWIO5nxuvtrBgc4v3ho8YXA5M4or4OhzBzGIAN9PmsGqj8Q/Azxc5YD7kvrGfAHgXOshw6XjdUHFhMcACFDCKsqq2GMaGtPsaigIviE8TE741ivT75pI6AjoGAGPiXf/mXV9V/27ZtqzBUZt9WrN0Gn9QZ0v/i1Y5AYAz4nyPfPbktiMtHvEKU82dnSGS4TOUCc2wriVo2mNBXnQdCbxATqAVcCRAWISG+gQGIfvVzyL7ExTF/RTyPaI0JGDAlQ8EA5tAMtM8BKhrEIAzIH4UWm8h94yRgf44HPilIk3Mj/BgAGEiJFCxJWCvExBggPd3LfR04MPykeaBF/5Oi6wE3/zlMx0BADOzatSsjIyOa/RszZszYMWOzvlN0NZF088/o5+8b+gp3SJ+hgkaskRUCGDTwIHxtGBBCHxM/dwKkPKS2ENNcFeBP8b4YIJzIQpm/UTiH8SHcGIWJPwaYvUj9E0MxAI3kxmBAurx1DIiL6tM/0TEQEAMoOgRlAPll+Ldly5ZKQ2XO7aXBRMyn/2r4dP66j4cBbvkhsa7WToAq8OX55VgURiE2UZzD0BJg/xH2kKEYgNsA4ps5A1jdISQfwNoDGw4e8KX0Y/78ThYYtXAb1uARHk/9TBUgrwMWuV0Ith1IdugKZAtaBjzQIjf0U2ULOK7VehiMalA4lAgiaDb48oJ2mKCEBk+VgArCNwmLEOOi8n3wORT546cNyBiQjELUcsDHMRPQIsRVBL87RdYb/Dbpi5/IEdAxEBAD8gY9YPRWJ4QiX3xVAVm+aHPKTvKJI4K8471TuLfgi6ihzyQgXxRiGnITwpH7AIT0l3mAPSHKYRSCewADUZiqCCapDTZArDOBTnYhYQ7in09vZO5c7MD3YbYp9jkLFZsPduCfjJ0h98Ui9sRctmLxD8e3JbnPXbgosYefycS6+rtIE8I3xBASX3H5Mp85fyP3qGtHD9BVB7mOyUWs0mI4EshSTLyRT4Zuktf4zeX3+m3SFz/2EdAxIEv7gHMdA7c6BobeCbLg8JuLqCEm6XyyyeTnX8yxg4QBJtYDewUgfLnsxiuEsiaC2Yf4Gmo0JYCLbI4BSHM+pM/RgCHIISYCHmx/f3+G/AU0Ya2SANIfGGDDvx8DOKHAgzUFC/akr2b88uPmG6w1zDUjn4ihpyzImmt+Y5DP1DepR0DHQEDRL2/QMTDMLa1eQ7foJllw+M1lDPAHZCH9SZBJog0CUfaa0oOzGh5DdiTfIWGA7P6yFMaHUEUHJeOXZL1EFxL0AgPDSXaNBHiX3xvxUSozfDCAryp/Ab+f6esX8cMAhYGOFAN+FjlfhWDoFSKfiKFbg6y55jcG+Ux9k3oEdAzI0j7gXMfALSrr1et4mK8nCw6/51luzeCSjhs9BAb8JhCIAgN4cJa9wZjTU7NKBUywJ4Q4fzAHBoQkxQSbhL0ehh3IfSHNBQC4HoBFmQSYiz35u6RFwIaIwjFATgtm4eHP+ECUz0O9MN1wbUByjw/TSFLKwQ5iFFKOsERNXRsIckHewpt0DAQU/fIGHQPDyNlb+LLWvq1vEpmPXRsw0PDAZJl4ClbYwFdyWT+H2Y6whuVSCRsL3gJpq+5Pop8bW+hhnAcRSfoERDb3MPOtCM8HEihBrAHBReQSgMYA2xH3DXAe8Fc/AHAScFqwzwQqtGd/pgQo7g3ygqisYgwjOz4X3yoLJe8u04TUrDGqy6QdH9UfIMNVXAC0kukBfI28D+ZiN3mr38qRLPKPHcme+j6jPAI6BmRpH3CuY8D/Zh7ldXbT3g5ZJp7KIaz9JJS8qIpFvv8Qh4Fs7pCef0l7kDfNIK8pBLGwFwllAqIcKoLwMGMHYAB+Y2SKIfjnNmSWURUgzXCEZ3wh6CHr2du1V2xSbUH0sT72H78HfxUD7CvR75J/td9cLvfmt8lvMfgFIO8cfE996y1wBHQMBBT98gYdAzdNjn/Mm+R6YcDP3CH7D/w20V+UMaDGg7InetIVBCE4BsAANq6CAch9mQQSBvz8EP4AE9rAiDAghYTiyMvS3G9+1fMi9r/qnvoON/sI6BiQpb3PHHkDr6v/tm/fjiaUehbxpw8G14wBPyeBn6wfBQZYeQYuwcl0I2Hgyws0beD2ZT4YgF0I+QdCG/BjADcKqV4BwoDQeCj4lVn/xfcfHQZ8bThClA+dXFVyibdcdU99h5t9BHQM+Ih+eWHPnj25ubmJ7F9oaOi4sSF6FvGnDwO4wbi1h5tusOgnnviibBDnhn6swSa8i4tRPOD7m1OYJV1IW8YJsggpEpkpBJDXrD4PuXm551aQAGsgx+EbQL2Hb9ajjoVi2IFMR5Ei0AIVGvBHsT/WqO/lCV9k98e3wj70aYrTgpvymTWfG6nIcqXoJcwroH4x5skQB0GbkNuDeQ6kwkHy4dL2lPwEQeSX2D/IPvqmW+MI6BiQJb/P/J/+6Z+uXLlykf0bHBw0lBn0LOJPJQZwp0Ekjfx+k3fmyoT6CD/EsO7rJNAYAHO85Bnmcpy7jlWBTmXsVOM+BD2JYP4N8dcFWjAR4p6/EUJf3kpzH8+EBjl8Dn8v//KEMfatGKWGeRdnAP9w+Qjwo4c1w46RH1V9z1v4COgY8BH9gRZ038AoxOgtfLmP+lcg0Ahy87pjAGBQTTqAARwGPl8MAleW9XD/qvDwD/D3N1X5CuvrhQGc0GEZgJWfpXP9Of4tOgYCSX6f9ToGPqc3/CeGAVmkXh8MMHOWCjCyDl2zNvD/2rv2WCuKO8z9q/+0tJrS2NIYMYpE5aWA8qgW0ohoS4k2SsQEk2osBOIfIsZQDBKK4ANEERARpT4RevEBKBIKPgApXEABeShefAUQQUUeIqD9zpl75vx2ZnfP4e7jzNnzTW7OnZ357cxvv5n9vp2ZfVAGsq4QlAEP3QdtUAZqVAZyDKg+ulJYGzA5Uc0L5WdmMIOk1iHU6oKaUMrdGoR1gvwf4vjLvcAndxtr7s4fPEagpoyQqJQAv7k/NVOfLzx3UZ/fPb9jMcscCuR3KSQWVily75LLrWrk5nzUK4DMjwkXrvTzdWEUUijB0+JNXhUu/43NIJZUZkG5THcGAcpAEPN70ikDHlJwpvum5JXNejolKKIg0g+vNa0bD2x6IAu52FE9YVCc8MkrQbHAPK2r2aEcj4fe75+TjeINQgUNyC8GmCvb3omjYnVWesRW1iVHLIe7J48AZcBD90EblIGUCDf5Hh/bgWiaMyLGIagxgZIBxcjaADsiPVAG1JigQO76It2ormkzUAZ8VoP9S6AMeJ+Z0M1UAxHKQBDze9IpA7GxZ2ZOqiAyNQ6QMmAAwk33EKAMeOg+aIMykEEZUDxe5jkJY21pCkD+AYJiYn6dQBjrBYPcjJBORwS7qHmh3IJB/vZ/ecmvDMRUT3HWPj/LLy7z8w40Wap44d1w9oyQKlZ7a2zqdB2BgfpDio6rveSmHbdLsG2Y4gYClIEg5vekUwY8FOBG343kkiYpg93sQ5OWZtwzFZNfhg2Yw1F398vCdVHIUlP/mvGlSzkzWUuB3zGbZOyV2z2vQKpkxOWmSpQOyLjKbcavLITxqkWAMuCh+6ANykAkznXw9JCUF+6etDTjkqALAqDYXF7Xq72MWjxFectBljT2yIDnu2mWfggZ8JSfn/eXZdpx276cFLscplQhApSBIOb/qb6+/pprrumbD126dDnv3PP4TiEPPVVhdy/6Lzku/ECkpRn30re+nEfEkAG7Ck9R3nKQJe0pAxINxhNAgDIQKANr1qzBOyQm5sMtt9zSrWs3vlPIQ08JdMf0yvewsJd2jeOSlsjybIoZmxzvg80LhG7KgKwiv5c0yL2/SOyo3/aMupqWAdRQI3ex37TS0DQppCot5nrck64ibhyX3DQsPZv5KmSKBEEWotKNFG5WAwKUgUAZOHLkyP5CWLBgwV/7D+A7hcKopBq6u8d/SW2IN9t/VU7T7vnpF6NkY9OQCl2vp5yc3hRv/8995QbLywUnYemZ98/JQ9F/ozqZpeuSEdu+mFIQJzW+0Q7I3XW8uJdwRucy4jAClIFAGZAZXBsosozDvfmUnUyIuWSxZrxsYpUyoJ4flsgbxRoELXPlXr5xaWzGDW8Ldw2VLMfXgImuIkAZkGwfGKcMnDLDutrjPQciWS9Gh2WxZtwg1uAL53AZgLeyZMP5kCzD0ihH7piLG95SBkIRsLGtkhTKQCD1ywzKgIc9q6Rzl/ZZsp5xUMiSKcamzLLjRrFyE3E5KWRcxcui1DKA7+PHMDPKlDsauXaWnWKUVtyUMuAFxCgkvFLbmCkuIUAZkGwfGKcMeDjRpR6ciGNFHvTO9dsHLi3tXP+UQpn+ueJ6E4XnNKPU1L/2oZwClbFhqUvQEW3QZF9KA5S93r1pL3EsukBG3EOAMhBI/TKDMpAI27p3PjQdpkFnetN2WGchYucmkSJrNOIlq9P2tqXOQsTOLT8lrnLKr5GWkRGgDEi2D4xTBiJRQ+Rumnbtkstk3D6Q8FzbPnqKrNGIlyxc29uWOgsRO7f8lLjKKb9GWkZGgDIQSP0ygzIQiRoid9O0a5dcJuP2gYTn2vbRU2SNRjy8cGlsW4bn2vZBKXGVE1Q+0xNAgDIg2T4wThlIm4gT6OtJHYIivrgc1jRafoElHdBlhluG58boT/lF0TIVBCgDgdS/bNmyfxbCoEGDLr6oC18mkRSTptLXq8B5ydcxYpJQsTF6yKIqigBlIFAGFi1aNKwQBgwY0LFDR75MogqYtKKnU1R8EuLrhIqtaqjpvECAMhAoA/v27dtaCLNnz76q39V8mURUmhM9j0X5IJAQXydULFszKwhQBgJlQGZwbcCHs7JyDrh1aIqyY8c2oWJj95MFVgIByoBk+8A4ZcAtrqzEqUIEiEBWEaAMBFK/zKAMZPUE4HERASJQizJw8uTJVatWYbp/y5YtkutD4pQBnipEgAhkFYFalIGdO3eOHz9+6NChK1asCKF+mUUZyOoJYB4X59A54VZ7CNScDBw+fHj+/PkjR44cM2YMZcAkwdo7ATwI8I6aGu8AtXr4NScD69atmzZt2syZM6dMmUIZ8JBgrZ4DRRAoA+wDNYlAbcnA3r1758yZM3fu3JUrV06dOpUyUGTAmuz95uFTBtgNahKBLMsAPia8ZMmScfmwcOHCAwcOYHP69Onbt2/ftGlTkAw0NjYuXrwYE0ewHFsIgwcP7tC+Q9uWF3ZocWn3uitM+qjJrpNNELQSsE2JQM0gkGUZOHbs2Pr163Htj7B27dqNGzdiLghKgPQQGdiwYcOoUaOuu+66nj17timEM84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} }, "cell_type": "markdown", "metadata": {}, "source": [ "Resulting interactive widget:\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Seaborn: large dataset" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-10-08T10:39:43.731326Z", "start_time": "2020-10-08T10:39:43.690189Z" } }, "source": [ "Seaborn is advanced statistical plotting utility based on matplitlib.\n", "\n", "The following picture has a 54K datapoints, and it starts to be laggy." ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T10:42:44.977410Z", "start_time": "2020-10-08T10:42:44.700502Z" } }, "outputs": [ { "data": { "text/html": [ "
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caratcutcolorclaritydepthtablepricexyz
00.23IdealESI261.555.03263.953.982.43
10.21PremiumESI159.861.03263.893.842.31
20.23GoodEVS156.965.03274.054.072.31
30.29PremiumIVS262.458.03344.204.232.63
40.31GoodJSI263.358.03354.344.352.75
.................................
539350.72IdealDSI160.857.027575.755.763.50
539360.72GoodDSI163.155.027575.695.753.61
539370.70Very GoodDSI162.860.027575.665.683.56
539380.86PremiumHSI261.058.027576.156.123.74
539390.75IdealDSI262.255.027575.835.873.64
\n", "

53940 rows × 10 columns

\n", "
" ], "text/plain": [ " carat cut color clarity depth table price x y z\n", "0 0.23 Ideal E SI2 61.5 55.0 326 3.95 3.98 2.43\n", "1 0.21 Premium E SI1 59.8 61.0 326 3.89 3.84 2.31\n", "2 0.23 Good E VS1 56.9 65.0 327 4.05 4.07 2.31\n", "3 0.29 Premium I VS2 62.4 58.0 334 4.20 4.23 2.63\n", "4 0.31 Good J SI2 63.3 58.0 335 4.34 4.35 2.75\n", "... ... ... ... ... ... ... ... ... ... ...\n", "53935 0.72 Ideal D SI1 60.8 57.0 2757 5.75 5.76 3.50\n", "53936 0.72 Good D SI1 63.1 55.0 2757 5.69 5.75 3.61\n", "53937 0.70 Very Good D SI1 62.8 60.0 2757 5.66 5.68 3.56\n", "53938 0.86 Premium H SI2 61.0 58.0 2757 6.15 6.12 3.74\n", "53939 0.75 Ideal D SI2 62.2 55.0 2757 5.83 5.87 3.64\n", "\n", "[53940 rows x 10 columns]" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "sns.set(style=\"whitegrid\")\n", "\n", "# Load the example iris dataset\n", "diamonds = sns.load_dataset(\"diamonds\")\n", "diamonds" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T10:39:53.715135Z", "start_time": "2020-10-08T10:39:47.553924Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.8/site-packages/mpld3-0.3-py3.8.egg/mpld3/mplexporter/exporter.py:267: MatplotlibDeprecationWarning: \n", "The get_offset_position function was deprecated in Matplotlib 3.3 and will be removed two minor releases later.\n", " offset_order = offset_dict[collection.get_offset_position()]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "192.168.0.8 - - [08/Oct/2020 05:40:32] \"GET / HTTP/1.1\" 200 -\n", "192.168.0.8 - - [08/Oct/2020 05:40:33] \"GET /index.bundle.js?94bf264022802c3c715f HTTP/1.1\" 200 -\n", "192.168.0.8 - - [08/Oct/2020 05:40:34] \"GET /favicon.ico HTTP/1.1\" 200 -\n" ] } ], "source": [ "# Draw a scatter plot while assigning point colors and sizes to different\n", "# variables in the dataset\n", "f, ax = plt.subplots(figsize=(6.5, 6.5))\n", "sns.despine(f, left=True, bottom=True)\n", "clarity_ranking = [\"I1\", \"SI2\", \"SI1\", \"VS2\", \"VS1\", \"VVS2\", \"VVS1\", \"IF\"]\n", "sns.scatterplot(x=\"carat\", y=\"price\",\n", " hue=\"clarity\", size=\"depth\",\n", " palette=\"ch:r=-.2,d=.3_r\",\n", " hue_order=clarity_ranking,\n", " sizes=(1, 8), linewidth=0,\n", " data=diamonds, ax=ax)\n", "\n", "vis.vars.sns = f" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Camera live stream" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T10:43:17.286001Z", "start_time": "2020-10-08T10:43:16.886615Z" }, "lines_to_next_cell": 2 }, "outputs": [], "source": [ "import cv2" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T10:46:24.078859Z", "start_time": "2020-10-08T10:46:23.450087Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Camera opened: True\n", "Camera frame shape: (720, 1280, 3)\n" ] } ], "source": [ "cap = cv2.VideoCapture(0)\n", "camera_opened = cap.isOpened()\n", "print('Camera opened:', camera_opened)\n", "\n", "if camera_opened:\n", " ret, frame = cap.read()\n", " if ret:\n", " print('Camera frame shape:', frame.shape)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "ExecuteTime": { "end_time": "2020-10-08T10:46:39.434234Z", "start_time": "2020-10-08T10:46:24.852257Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "127.0.0.1 - - [08/Oct/2020 05:47:01] \"GET / HTTP/1.1\" 200 -\n", "127.0.0.1 - - [08/Oct/2020 05:47:01] \"GET /index.bundle.js?94bf264022802c3c715f HTTP/1.1\" 200 -\n", "127.0.0.1 - - [08/Oct/2020 05:47:01] \"GET /favicon.ico HTTP/1.1\" 200 -\n", "127.0.0.1 - - [08/Oct/2020 05:47:17] \"GET / HTTP/1.1\" 200 -\n", "127.0.0.1 - - [08/Oct/2020 05:47:18] \"GET /index.bundle.js?94bf264022802c3c715f HTTP/1.1\" 200 -\n", "127.0.0.1 - - [08/Oct/2020 05:47:20] \"GET /favicon.ico HTTP/1.1\" 200 -\n" ] } ], "source": [ "for i in range(10):\n", " \n", " ret, frame = cap.read()\n", " if ret:\n", " vis.vars.image = frame[:320, :480, :]\n", " \n", " time.sleep(0.9)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-06-11T18:27:22.934021Z", "start_time": "2020-06-11T18:27:22.897978Z" }, "lines_to_next_cell": 2 }, "outputs": [], "source": [ "# close the camera \n", "cap.release()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "start_time": "2020-10-08T10:48:52.811Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stopping webapp http server: `Vis.stop_http()`..." ] } ], "source": [ "# Stop the server\n", "vis.stop()" ] } ], "metadata": { "jupytext": { "formats": "ipynb,nb_as_py//py" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }