visual-search 0.1.0

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(\"../python/recoai_visual_search/\")\n",
    "from visual_search import RecoAIVisualSearch\n",
    "from models import *\n",
    "import json\n",
    "from glob import glob\n",
    "import ipyplot\n",
    "from matplotlib import pyplot as plt\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creating a collection to keep the images \n",
    "-------------\n",
    "\n",
    "In this case we are using MOBILE_NET_V2 as the feature extractor. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "api = RecoAIVisualSearch(bearer_token=\"secrettoken\", address=\"http://localhost:8890\")\n",
    "upsert_collection = UpsertCollection(\n",
    "    config=GenericModelConfig(\n",
    "        model_architecture=ModelArchitecture.MOBILE_NET_V2\n",
    "    ), \n",
    "    name=\"images\"\n",
    ")\n",
    "response = api.upsert_collection(upsert_collection)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indexing local images\n",
    "-----------\n",
    "\n",
    "It is possible to index local images using `ImageBytes` or `ImageSource(url=\"link_to_image\")`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 759/759 [01:58<00:00,  6.42it/s]\n"
     ]
    }
   ],
   "source": [
    "for img_path in tqdm(sorted(glob(\"../../images/ecommerce-images/data/Apparel/Boys/Images/images_with_product_ids/*.jpg\"))):\n",
    "    image_id = img_path.split(\"/\")[-1].split(\".\")[0]\n",
    "    with open(img_path, \"rb\") as inp:\n",
    "        image_bytes = list(inp.read())\n",
    "    image_source = ImageSource(image_bytes=ImageBytes(image_bytes))\n",
    "    add_image = AddImage(collection_name=\"images\", id=image_id, source=image_source)\n",
    "    resp = api.add_image(add_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Searching for a cat \n",
    "-----------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <style>\n",
       "        #ipyplot-html-viewer-toggle-BLSoHHwtY9VAGGCw3jJUw2 {\n",
       "            position: absolute;\n",
       "            top: -9999px;\n",
       "            left: -9999px;\n",
       "            visibility: hidden;\n",
       "        }\n",
       "\n",
       "        #ipyplot-html-viewer-label-BLSoHHwtY9VAGGCw3jJUw2 { \n",
       "            position: relative;\n",
       "            display: inline-block;\n",
       "            cursor: pointer;\n",
       "            color: blue;\n",
       "            text-decoration: underline;\n",
       "        }\n",
       "\n",
       "        #ipyplot-html-viewer-textarea-BLSoHHwtY9VAGGCw3jJUw2 {\n",
       "            background: lightgrey;\n",
       "            width: 100%;\n",
       "            height: 0px;\n",
       "            display: none;\n",
       "        }\n",
       "\n",
       "        #ipyplot-html-viewer-toggle-BLSoHHwtY9VAGGCw3jJUw2:checked ~ #ipyplot-html-viewer-textarea-BLSoHHwtY9VAGGCw3jJUw2 {\n",
       "            height: 200px;\n",
       "            display: block;\n",
       "        }\n",
       "\n",
       "        #ipyplot-html-viewer-toggle-BLSoHHwtY9VAGGCw3jJUw2:checked + #ipyplot-html-viewer-label-BLSoHHwtY9VAGGCw3jJUw2:after {\n",
       "            content: \"hide html\";\n",
       "            position: absolute;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            right: 0;\n",
       "            bottom: 0;\n",
       "            background: white;\n",
       "            cursor: pointer;\n",
       "            color: blue;\n",
       "            text-decoration: underline;\n",
       "        }\n",
       "    </style>\n",
       "    <div>\n",
       "        <input type=\"checkbox\" id=\"ipyplot-html-viewer-toggle-BLSoHHwtY9VAGGCw3jJUw2\">\n",
       "        <label id=\"ipyplot-html-viewer-label-BLSoHHwtY9VAGGCw3jJUw2\" for=\"ipyplot-html-viewer-toggle-BLSoHHwtY9VAGGCw3jJUw2\">show html</label>\n",
       "        <textarea id=\"ipyplot-html-viewer-textarea-BLSoHHwtY9VAGGCw3jJUw2\" readonly>\n",
       "            \n",
       "        <style>\n",
       "        #ipyplot-imgs-container-div-FSoB3Cb4cBWacgHyZXUA69 {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            margin: 0%;\n",
       "            overflow: auto;\n",
       "            position: relative;\n",
       "            overflow-y: scroll;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-placeholder-div-FSoB3Cb4cBWacgHyZXUA69 {\n",
       "            width: 300px;\n",
       "            display: inline-block;\n",
       "            margin: 3px;\n",
       "            position: relative;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 {\n",
       "            width: 300px;\n",
       "            background: white;\n",
       "            display: inline-block;\n",
       "            vertical-align: top;\n",
       "            text-align: center;\n",
       "            position: relative;\n",
       "            border: 2px solid #ddd;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 span.ipyplot-img-close {\n",
       "            display: none;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 span {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            position: absolute;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 img {\n",
       "            width: 300px;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 span.ipyplot-img-close:hover {\n",
       "            cursor: zoom-out;\n",
       "        }\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 span.ipyplot-img-expand:hover {\n",
       "            cursor: zoom-in;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69]:target {\n",
       "            transform: scale(2.5);\n",
       "            transform-origin: left top;\n",
       "            z-index: 5000;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            position: absolute;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
       "        }\n",
       "        </style>\n",
       "    <div id=\"ipyplot-imgs-container-div-FSoB3Cb4cBWacgHyZXUA69\">\n",
       "    <div class=\"ipyplot-placeholder-div-FSoB3Cb4cBWacgHyZXUA69\">\n",
       "        <div id=\"ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69-R9ZfSwTD8HKfGCMGafuftU\" class=\"ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69-R9ZfSwTD8HKfGCMGafuftU\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>\n",
       "        </textarea>\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <style>\n",
       "        #ipyplot-imgs-container-div-FSoB3Cb4cBWacgHyZXUA69 {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            margin: 0%;\n",
       "            overflow: auto;\n",
       "            position: relative;\n",
       "            overflow-y: scroll;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-placeholder-div-FSoB3Cb4cBWacgHyZXUA69 {\n",
       "            width: 300px;\n",
       "            display: inline-block;\n",
       "            margin: 3px;\n",
       "            position: relative;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 {\n",
       "            width: 300px;\n",
       "            background: white;\n",
       "            display: inline-block;\n",
       "            vertical-align: top;\n",
       "            text-align: center;\n",
       "            position: relative;\n",
       "            border: 2px solid #ddd;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 span.ipyplot-img-close {\n",
       "            display: none;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 span {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            position: absolute;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 img {\n",
       "            width: 300px;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 span.ipyplot-img-close:hover {\n",
       "            cursor: zoom-out;\n",
       "        }\n",
       "        div.ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69 span.ipyplot-img-expand:hover {\n",
       "            cursor: zoom-in;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69]:target {\n",
       "            transform: scale(2.5);\n",
       "            transform-origin: left top;\n",
       "            z-index: 5000;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            position: absolute;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
       "        }\n",
       "        </style>\n",
       "    <div id=\"ipyplot-imgs-container-div-FSoB3Cb4cBWacgHyZXUA69\">\n",
       "    <div class=\"ipyplot-placeholder-div-FSoB3Cb4cBWacgHyZXUA69\">\n",
       "        <div id=\"ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69-R9ZfSwTD8HKfGCMGafuftU\" class=\"ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-FSoB3Cb4cBWacgHyZXUA69-R9ZfSwTD8HKfGCMGafuftU\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = plt.imread(\"../../images/ecommerce-images/data/Apparel/Boys/Images/images_with_product_ids/10054.jpg\")\n",
    "ipyplot.plot_images([img], img_width=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 187 ms, sys: 11 µs, total: 187 ms\n",
      "Wall time: 430 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'collection_name': 'images',\n",
       " 'results': [{'id': '10054', 'similarity': 0},\n",
       "  {'id': '4728', 'similarity': 1093241214},\n",
       "  {'id': '4202', 'similarity': 1093312557},\n",
       "  {'id': '52121', 'similarity': 1093681515},\n",
       "  {'id': '50718', 'similarity': 1093681515},\n",
       "  {'id': '35999', 'similarity': 1094314830},\n",
       "  {'id': '24909', 'similarity': 1094343361},\n",
       "  {'id': '34183', 'similarity': 1094374909}]}"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open(\"../../images/ecommerce-images/data/Apparel/Boys/Images/images_with_product_ids/10054.jpg\", \"rb\") as inp:\n",
    "    image_bytes = list(inp.read())\n",
    "image_source = ImageSource(image_bytes=ImageBytes(image_bytes))\n",
    "search_image = SearchImage(collection_name=\"images\", n_results=8, source=image_source)\n",
    "%time search_results = json.loads(api.search_image(search_image).content)\n",
    "search_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <style>\n",
       "        #ipyplot-html-viewer-toggle-HNCutFnQZuqFgQbFqUamJp {\n",
       "            position: absolute;\n",
       "            top: -9999px;\n",
       "            left: -9999px;\n",
       "            visibility: hidden;\n",
       "        }\n",
       "\n",
       "        #ipyplot-html-viewer-label-HNCutFnQZuqFgQbFqUamJp { \n",
       "            position: relative;\n",
       "            display: inline-block;\n",
       "            cursor: pointer;\n",
       "            color: blue;\n",
       "            text-decoration: underline;\n",
       "        }\n",
       "\n",
       "        #ipyplot-html-viewer-textarea-HNCutFnQZuqFgQbFqUamJp {\n",
       "            background: lightgrey;\n",
       "            width: 100%;\n",
       "            height: 0px;\n",
       "            display: none;\n",
       "        }\n",
       "\n",
       "        #ipyplot-html-viewer-toggle-HNCutFnQZuqFgQbFqUamJp:checked ~ #ipyplot-html-viewer-textarea-HNCutFnQZuqFgQbFqUamJp {\n",
       "            height: 200px;\n",
       "            display: block;\n",
       "        }\n",
       "\n",
       "        #ipyplot-html-viewer-toggle-HNCutFnQZuqFgQbFqUamJp:checked + #ipyplot-html-viewer-label-HNCutFnQZuqFgQbFqUamJp:after {\n",
       "            content: \"hide html\";\n",
       "            position: absolute;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            right: 0;\n",
       "            bottom: 0;\n",
       "            background: white;\n",
       "            cursor: pointer;\n",
       "            color: blue;\n",
       "            text-decoration: underline;\n",
       "        }\n",
       "    </style>\n",
       "    <div>\n",
       "        <input type=\"checkbox\" id=\"ipyplot-html-viewer-toggle-HNCutFnQZuqFgQbFqUamJp\">\n",
       "        <label id=\"ipyplot-html-viewer-label-HNCutFnQZuqFgQbFqUamJp\" for=\"ipyplot-html-viewer-toggle-HNCutFnQZuqFgQbFqUamJp\">show html</label>\n",
       "        <textarea id=\"ipyplot-html-viewer-textarea-HNCutFnQZuqFgQbFqUamJp\" readonly>\n",
       "            \n",
       "        <style>\n",
       "        #ipyplot-imgs-container-div-NfZQn7eYfsbfuiNBEp8PvC {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            margin: 0%;\n",
       "            overflow: auto;\n",
       "            position: relative;\n",
       "            overflow-y: scroll;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC {\n",
       "            width: 200px;\n",
       "            display: inline-block;\n",
       "            margin: 3px;\n",
       "            position: relative;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC {\n",
       "            width: 200px;\n",
       "            background: white;\n",
       "            display: inline-block;\n",
       "            vertical-align: top;\n",
       "            text-align: center;\n",
       "            position: relative;\n",
       "            border: 2px solid #ddd;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC span.ipyplot-img-close {\n",
       "            display: none;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC span {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            position: absolute;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC img {\n",
       "            width: 200px;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC span.ipyplot-img-close:hover {\n",
       "            cursor: zoom-out;\n",
       "        }\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC span.ipyplot-img-expand:hover {\n",
       "            cursor: zoom-in;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC]:target {\n",
       "            transform: scale(2.5);\n",
       "            transform-origin: left top;\n",
       "            z-index: 5000;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            position: absolute;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
       "        }\n",
       "        </style>\n",
       "    <div id=\"ipyplot-imgs-container-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-M37QY6aebG9goBLNsLiFWb\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-M37QY6aebG9goBLNsLiFWb\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-Vu4KdzVbigmZrVvPEWhxgw\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-Vu4KdzVbigmZrVvPEWhxgw\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-kLiJaBiVuRfq98mxEq2g4T\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-kLiJaBiVuRfq98mxEq2g4T\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-QVgo5GMzCHENWa5ycjpTuT\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-QVgo5GMzCHENWa5ycjpTuT\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-RZrA339MkFAxvxmnmXFqEq\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-RZrA339MkFAxvxmnmXFqEq\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-66tUeChivWDxZqpcsftjQo\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-66tUeChivWDxZqpcsftjQo\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-AHtnhQay7uinhcf2RsxY9i\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-AHtnhQay7uinhcf2RsxY9i\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-9uUqCooWCwxSjQiKRKK8b2\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-9uUqCooWCwxSjQiKRKK8b2\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>\n",
       "        </textarea>\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <style>\n",
       "        #ipyplot-imgs-container-div-NfZQn7eYfsbfuiNBEp8PvC {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            margin: 0%;\n",
       "            overflow: auto;\n",
       "            position: relative;\n",
       "            overflow-y: scroll;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC {\n",
       "            width: 200px;\n",
       "            display: inline-block;\n",
       "            margin: 3px;\n",
       "            position: relative;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC {\n",
       "            width: 200px;\n",
       "            background: white;\n",
       "            display: inline-block;\n",
       "            vertical-align: top;\n",
       "            text-align: center;\n",
       "            position: relative;\n",
       "            border: 2px solid #ddd;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC span.ipyplot-img-close {\n",
       "            display: none;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC span {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            position: absolute;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC img {\n",
       "            width: 200px;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC span.ipyplot-img-close:hover {\n",
       "            cursor: zoom-out;\n",
       "        }\n",
       "        div.ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC span.ipyplot-img-expand:hover {\n",
       "            cursor: zoom-in;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC]:target {\n",
       "            transform: scale(2.5);\n",
       "            transform-origin: left top;\n",
       "            z-index: 5000;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            position: absolute;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
       "        }\n",
       "        </style>\n",
       "    <div id=\"ipyplot-imgs-container-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-M37QY6aebG9goBLNsLiFWb\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-M37QY6aebG9goBLNsLiFWb\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-Vu4KdzVbigmZrVvPEWhxgw\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-Vu4KdzVbigmZrVvPEWhxgw\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-kLiJaBiVuRfq98mxEq2g4T\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAAEKCAIAAADYbY3CAABWQElEQVR4nO39Z7Bm55UdBq+9n+ecN9ycOueA7kYiAhFIggEcDjkzpjgjTVCwpZFlSzWyv/pslVzlKqdS2bItl8v22CrLlr9P0oyt0YhDDWdIDhMAghwCBMCAHDuH231zfuM553n29o993gvIkqZMF17c7va7WAUQ3bfvvX3Ouk9Ye+21SVUxwADvN3inv4EBbk8MiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wYBYA/QFA2IN0BcMiDVAXzAg1gB9wf9riaXPPPvShYtX+vo1ooS+fv6bGX6nv4EdwNraxu9+8cmvf/OFZnf+nrtOfPqTH33g/rsOHdjr3Pv5NJ574cf/9Pee+PnPffpzP/soM72Pn/mWAKnqTn8P/UW3252bX7py+UYUaja71+eWX/jRa7PXV+v12tLSxbWN5Xp1ZGpq8vixg/fde+d9Hzp9/NjBmemparXy/+BrZVl2Y37h3Pkrz7/w0jef+F4lmRoemvzkY/f9+l/6ub17p9/3v9rNjNuWWIuLq6+8+s6PXnzzzTfPra9ubjU6Lqn6tKZREAMnSbVWbzeXZ2+crVZHkqQKcJSYJDw6MrJrZuLgob2HDu49uG/3zMzUxMRovVarVivOOe+9iESRoihCETqdTqPZXl/fnJtbujY7d/bC1es3FhtbrVa7MTY6vmfmWJAIoV27p+44vu9XfuUTZ04f3+kH8wHhtiJWlufXrs298srZF196+803Ly6urMUoBE0Sz+R8WkvTGkAqEiUkaZqyvHP+xaiuXh/2zhEcSFVFFfZYiOCcq6RpmpLzntmxYwCqCEURYwzB/i0iogBEHSeAgrB75oDCsXNMTsGhCI47Dz985nOf/djpU8cmJ8Z2+GH1GbcDsRrN5uuvn3vuhdfeeuvi7I3FRqOtyswEURWoFOQcO8+Oa9VRdqloDEUBxFq1ru0bKK5tdGrtwuXCABETMzMTgwBSwDGDRESJyP4JJUCJACJAJAIEImJmqIjIzOTeJKnlIYCdcwmBGGh11kII1Wq6a9fMnaePPvzh0/fcfcfevTNEt+EJ7FYlVhGK+fnlV147+/qbF95+8/Ls9cVuXpAqCEQAFHCkpKLk05A1mR0xpUk1qQw79gopitw5P1xzf+ojaz/z0aHrc9mbb7ev3MjmVrP55bDe0m4QgVfvPRFBwSCwaiRmKIstaaCoARpV4ZjT1KeOh4emfTIcQgBByTN7hYaik3ebgEIBZhCcc5MTYyeOH7zvQyc/dM8dR4/sGxqq7/Rzfd9wixGr1W5fOH/tJy+99aOfvD07O7e6vhVCTDwTkYhIVFIoKYFsBQH4+Ke+sLV0Y/GtHzNA5JPaUOpTYjCxxKCQSpI+/ij96s/Hw/tyuBHkYWU5zN7IL17tvnV28+p81mhqVmizE7IcQRTE7JwRxDuM1mm4irEhJ8IbrXpGk0I+D0HJMQBiR05V2u31KAEQicLOg+1HgAUK8HC9un/fzP33nzl5/ODJk4cOHdyTJLf2hf2WIdY7Zy995atPv/ra+bmF1U67I1GJ4IiCCgFqTAIILKwQEFSkID/8oT/zF+tjY9dffnHl2qX9p+/1aWXxzR/l7ZbjRBGhQsQhYqQq99yBR+9NTt+hu3e50fExGh6GCjpFaBVZnjWb2mrFrBugcI4Yocjb5IaUMLvkX3kbb5zLV7c4QphdjPYtCQgQ7WbNIu8QuxiDCjnvREVUmZSJCKxQKBE5eIwMDx8/su/eu0/effeJY8cO7J6ZYOd2+vH/1Lg1iFUUxV/9jb/16uvnHbHzTlVUQKqqLCQEATHBOeegGmNBcC6pVUbHh3YfPPzhh0PepahZuw3oxuW31y6fDxIrlSHbjwhMRDGGEISgQymNDMfJ8WR6kmamKtO7qtPTPD2G8eGQVsU5H4JkHb+wmF+42Dh7NZ2dD8vrCEEU4rwjYkABD9hpXvKsFYqMQUWMqpHZQSFQgj15NZmaiFQVBAUUIFBS9eNjwwcP7H3ovlOf+PhDJ04c2tGX8NPhFiCWiPzdv/ePv/ilp0SihAhlRWRyqiwAIERKygQiJpfW6jMHJw4cGhqfUoKvVMFUFLkHZe1WCHHpnVe6SzfgAIVLU5dWScgRK6JCCaoRUYRAChURApwj77ni1TGDEQpVoJNDhJhAgELJsaowMzNreeSnGPKs2xYRqEqUIMF7z0x261QVZq+qqkrERBARtUMYoHZSJKgIgfft3fOf/kf/9oc/fNeOvoqfArcAsf7Xv/+7/9s/+Gfepc6lIlGjgGyXcQpSFQaYmIgi1KeVytRkWq17X/VpvbZrb31kzCdpzLvt5lalPloU+dq5Nzdmz7EqAAVxdTjxqeRd1eAcEzvTG0CqGkmZCAoijQCrgmGsZlKVKCIKZiKOEu1kR8SqIrEIIQNUlYqYQ9SxIyaVcoUSVQYTSCHvfQuqtmBtr1xarVSr1dEzZ47+N//lX6/Vqjv2Jn4a3OwnxK9/87v/v3/4+6paFLnjhIjhWCQASqpk+025qSiAIuvk12ftAh8Vd372l2ujI93N1cvPfy8WRTI0ktSrLvVgF7MuJdXdp+7Zc8fdRdZtra5sLc111pfzrK0xEqH8H0UCk5ZfhRyraQ+2uogyswIikdn4FESjhKiqIFLRGAtS8j4RqIgCCmFidgAESkpMPV4pFCgZr0SkoiAh8o7dO+9c/vo3nv2VX/7MDr2Knw43NbEuX579737zt/Ki8M5HCTFk7FJmkqgRSlBmQrl5KIQcUQSR88wUoyRJpTY+3tlcO/e9b4RWXpvc3VhcCkUHRElar8wcmDh4fPfJk0niahMjo7t27T55otttZ5tbzfX1YmNtc+6ySBRRZlVbPjRCBEQiAiJiIgJINWp5PIoSJRgzoAhFIKjjhDxL+UEMVSIiENQWRlWB0dZWRoDtaisqUGV2LqmEGBXyf/yTb545c/SuO28B+f7mJVYI4X/4H//R/NxyWqnEGIkoxJB4DzAR4z0buCoTgZhElZiggCiDfHWoaLcuP/9Ud2398COfOXjv/e1WI29sddqN2MmHJsdHp2cEKPLQzbdSn1RqtXptfHz37ukomzeubS5d88IxRlUhEpfWKqOTodsBMftEJGatTQpFKYtCQAoiBodYxGiXRyYwOdMUiMmLqp2wyt2PTRslhTJIjExgQFQBIpA4ZgILqSPd2Gr+j//zF//Of/HvTk7e7ML9zUusb3zzu09/74fek8SoIuxcJHEinh3ZFkgE2JmGbA0QKCmgBCaIMsnVHz3bXl6dPHbX7jNnQtFJ06TRWFs6/473SWc5XTgb9py6a3R6X5pUYiHry4u+UqM8JEO1zYW5ottJ0xQMKFTU+2Ry35H25vrw3r2+Ws/abVbtrK+uz16SvAUREclCoVEBdezArFAVkULBpoUog5RIVYlJJaoQgxQSS0WfiFhEgPIgxsREXiUwSAHv3Nmzl3/zf/qd/+Q//qtpkuz0K/qTcJMSa3Vl9e///78URRhCqmAnEY5Zo4CJyBGgosogIrIfcAUTAySkTEyeQqvR2Vitju89+uBHksTFELsbG+eff/bA6XsWL75FkEqtfvGPnxw9cHx8z74i5Avn3jr8wKPs02wj31payrNulEhETOyY8m6bq5VqZVdQhG4zbzeHx2bqe/flodi8cbmzvsyOnUuEhdSkA2XYulMWIMm+cWWnqqImoalCBeVNkiGqTETKIIoK+2WJIlGazfXhkVGQPv3HP7rzzqN/7td+fqff0p+Em5RYX/r9b1++dIOZoCRQJrXbuKhSIsxM6kQiALu8MXNPadz2LqpIkY5MHX30Y8vXz7VeXp45eQ+JHH3kU44iQq4Su0XG5FoLs7HdIqLJXQedS5oL19UnQzP71q9dJFXEGEEBSl43lherY+O18dEYgsQ2kqS1uqTk93/4Yytnz7aWb0jo9KQoIpCIwhGpbZJgkEYBQWK0XyCQEpFXjcz2IwEiBeAI5FlVwcpQzUM7L7pFUWcHKP/Wb3/1oQfvOn785lW2bkYH6erq+h9+5QlmIApAgIoEx8SqAslCbr9oG6IDO/JEDLKjjEAkFoWIpiN7Tj3+85vzV1cvnG+urIasde2V5zavne9sbST1YQWgDObY7TYWr7c3VtZunFu/dmH9yqX22mp1eLg2MaWicL4sSUNit51UqsizvLU+MjnGiM6hNlIPzcaeu+499rFPpyNTsMugqirBRAUoCIDJooooChCcEomVs0HEZEUeBhOsnu0Agh33iTqtJjsfRWOEY7eyuva//G+/F2Pc0Rf1J+FmXLG+9rUnr1694V0iqqSAKEglKjtPgEZBAmKGEGDqIpESV+tcrWsI1ZGJ+uTU+PTu6sT0xsby+uzV8d17h/ccWrn4VtHJZ47slyLUJ6cRpOi2oBARQSw6LSZs3pgd3b0/73aVeeromcXuq7HbFAWTg+jG1XMgCt1Ga2mBXMLMSnDOxaJIh0ZrE+Pje/autLck5EQMIhFSgnEFKuVFEAARWFlJoVAlkKjgPR4HMhGLCcTMDqIh5NXaGKKKhAA4z99/5qWnv/vDn/3MR3fqNf3JuOmItbm59Xtf+oYdPsqfXkYI0TklYoBUkYWsUqkiAiHaYV0kHrz30b133pl3Oi71RORAoSiq7dQ5t3ThnZUr551L9t//USKRkBP78SPH1y6+bXIrk0MEQFmrsbV0fWx6f3dttTI5dfD+R6//5JmQd8COFRpD3twkIEZhzRSs4KC5aozZ0tbyPDk49gSnqgRloqiqEAVUBcoKIcdQRBEArLb2QgEVJWbRSCBSk85KmS7EbpQCRKpRRQJFUZFIv/1//NFHHr1vePhm9ETcdFvhE089c/nKHBMrlEofAQiQIgMEICbKs3YoinKxYlbVyujU9JHDEnKBah40D6EIzeWluVd+2FpdJhGfVMcOnhganWotL+R5YJ/Wp2bGDp4gjUzkQCAYRYt2s7k011q63lia5zTZc+8j4wePA1GhrlIbmdw9vOtgOjQKOx4xvHfOMbNLktSTI1Grh5sw5axYwwRmkDJxFIkivcXK9k0AABNInLP1isAkIiaPFUUWJUIlSFGK8VG843Pnrn3t69/d2ff1r8LNRaxut/ulL32jd5MSxKhRGETMIIQQFCJADLHTaSoEDHIExeSBoy6txKikqhJjjAFYm7vcWpkjZiIk9WE/NOyH0hDz0V17asMjEoqhXfvS4VGNQUyjdOSYCOi2tprL85vXzrZWl4and00duwPkHJOEYv36hc7Kjerw8PD4FEHswueIVEUhKE/qUIao+XgQySqA5mAAEzOR6W22BtvfXVVDEWIRSYXN/QVVjSF0sm6LVQmqKgKJEIWKRFX58h98t9Fo7uhL+5fj5iLWCy+8+PZblxLnVMt3IRJElbxXdhqjinj2PknanbVQdB0xVF1amz52Egx2IAdlgEChaCwuhCISkUBGp3dXh0e9ZwpSHR1Jx6dEMDY9tevMh8h7MIEBAjM7JnKk0NhpZWtrVEnyENLhkaBBCVm7ubV0o7Uyn7VbRF4FqlFQXt6gJCJsZyhiImKQii1esNJzKZSoMljEhIeoKgQlYnKJEOBsqSJVyfMsSEGuIiAATM7IqSBmunp17rnnX9np9/YvwU1ELFX5/S9/uwjFtuVcoFLWR4jJMbGKgJAkNYZvttZVJcYwvOdgbWIi5KHIipgLu5STdGNxvlIfUSu5CNzQiK/V2xvrgN+9a/SOE2MT06Ncr40ePjZz4i6NBZOWBRpRUgIAQXN9PuadyQNHDz366bH9x6IEIlIiTpL69Mzw+JhPE1HNQyGuUhmdGNm9f/LIqcr4NAAQQc2bUFaVba0SFSUrCIqtY0RQiK15UaIqBCZiQWxlErGzgYjaDVNEJUYmijE+8eRzN6GT4CY6vJ89d+H5F172PlGx1SoSlUdbEgGgzgEaNThOKpXRZnMxxqDspk/cEQCJwYOLojt/8S0/VG8sruRZ25sp3VFlfKoyVG/MnfvCZ9q/8PPPVV3n+lL9m6+Or3SGd919X6ex0Vq8KjEA5kAmggOzhLh86cKRB6ZqY2MHH/xId3Mja64ToEUsmuvtVpOgd98tjzw0dP5q9c1zleb6atVPjR88EIo8b2/AwfZYUiXi8gBP7Iii2oYJWK1HWVVVo0pUItvhoxIBUURFKWGVaBqZRLFPVYiy51dePXf12tyRw/t38uX9C7iJiPXVrzy1tdVOkrQ8r1h5H2RbCDMAMEFiSFxSq1RbTWRZq1afWL1yrjoyktaGwRRCsXD2naFde2r1+vrKAhFB1A1PDE9PEfiuw5u/+oty9uL4taUDj9zz1i/c9+I/+eMHP3nyxuXqnu8+0a2mdVcf8ZWK87a0RGKvhKXzr9eGxyj1k4ePaQwxD93WVr61Xq0ODaWr/85v7O20/c9+pvbbv33j69/q5M2t1try1IFj82dXFUogtvIgqZIQ7EoYUe69sB1TVcmB4CAiEiIpMYnEKEFFRArHdQWcc1CYd0NFHYg5WdvY+ta3n/2Nv/Znd/j9/fO4WbbC1bW1bz/5DLNTEahABFKu/ErlAdfcS1G022lGiEuqWd5ipo0Lb539zteai7PitDI2dvcv/EpluL549nWNavaWqUMnnMbG6uq+mYyoc/zwhbnF+a88/6Ej+5YPTjZZt6YryzP794xP+tGxand9bvXym63NjaLbXbt6tsg62dpGa2nu0h9/a/XC6ytX3t5cuFwdHR3be0idGxmvTo75b30b/+R3Lv7iF6ZP3XlMQSHrtjbXCSjbfEiEBFTWnomUGCCKUCUW1SJkWdHK8m6MOaDOeVUKEgVC5ZFMlFRFJATzQqj5aqAQMPGT33m22by5jvA3y4r1nad+MHttKUkSKGLZ08cmSwtgDhnVqIpCQtFt+W7iXBJiEInsfNHcuvDs00c+8ilhyra2NMuRZ+S8MLFqd3P5yk+eHz1wR2f4k+S/PT6y+qlHp37nD2+0Wnl79quVM9Pf+dbs/KL/m39jb5HOfOv5O3/mrrPt9O5D+7fmz68/N3v0oZPtRz7U/MqXKk88uWX252G3XAwdcVu1dqjOz2/+/OdG/vZ/1filP52dPBquXKwnQ1XvusRKSiGId8TsTFYnk0yJRZQcFyGPoWi3VmPIElf1vsJJ1XtPzFBSFWImgaqIwrFa25lIUAmABo2kkYGlTuW1C/Mfve/kTr/Gd3FTrFjdLPv9P/gWmGGGXSJiJhOsRUiVQCBWRZRIMTJRN2vkWTMUnbzIxBzKeXf+/DuuWu82Gu21ZTgGqUieTEzvPv2hkx/79PT+6Z/8eO77z8rqkvvql97I164DdOruDz9wd95s5I8+HL/wBZkem/vw/WO/+ivJpz504TMPL9xxpD3UeuPzn9gaSRc++mj9Z3+m9hv/9oHPfbry7/6VuoR2ZbiO2sxXnhq983Tx2cfHZq9uHjvcnJiUf+evFf/Zf9C4645QSYuPP8ZTE5KmcXI8d0ms1jMiFURFVAmh6ORZM2tvZp1mt9tod9a7rbVuq5F123nRjhIVGkLX7p0q6pwn4vK6KaIKEalPHxjbffCLv/MVsQdxc+CmWLGee+4nb75xIfHerOBQBcxxpWaII6jGyMwwg51LvEjUAuyhvSYXFeeS4bGJDaLu+poqsqzZaq1kEvcU7Wsvfn/l6vnx4WTis9Vry6fON3b/4mfW8/zckYPF0uL6gw/QX/rL409/Nz10uLp7+kqr2dmzh996vUF++Njua8PD1VZDXnvx6l/+y3ddv9rYv7euYTNx41vNZmP9wg8u8X+fNX7mZw/O7CkeeCipVTbuONROq/kD9/HPfi594AH+ypfDWqP4/C+kL7/SuvPM8N/6W4Wr6r/16/SPfrs9PxdC3oVzUC1CRhHiY5ToJWVOkkpNNIaQETOIoKQgZ154JSJPUPa1iUNHl86+2tD8wsVrd5w8ssPvsoedJ5aqfvnL386LkCRJqd6YwZKpV0Aj+7BY3szt6k5RIBKpPiR5106zQ5OTnUYrbzaK0M3ybru5iKQ+svvw2We+PrHr1M//qaN//hcbM1P5wvL6v/WrlSN7lr773cq+g42PPDT261PcbJJL/P49zcuzlUZzNI/VZ35S+0u/1jlwYAxx843Xlh/+yPH1lY39h9KJyeFnvrsegkwfOHxt5froMN11764jR9z4pHvyGytgd+BI7ZWXhpdW5j7xeO3731u6995R0fzMmeLYUcSYVWvx44/Jn/u1+JUvx3liZu+TukoragRYRIlCjETkY8xana2EmVzSM9OTqPTEWEDhR0ay9lbR3uqqfuOpFwbEehdnz118/oevOEciAXauskqbOWKseksArG3eOUoIeZ63YszyPEsmJmmrEVtbCqqOjLNngeTdZru9EUF7jt/TXLnhXP3APR/ef7gl+Q8uXRtfmGtP76ourn1qM2/Mvu3OXrn8yrPP3nUmfewT8uQPjv7o7ekjMzeaceLGMv3wtdYTX7vywEcfOnKAnnvmxksvbv7Fvzg9Od3NMr+5NH/i4U9ee+35z3526MMPjPzTf/z2v/Fv3vmdp7P9x6c/WWig9M/9+YlaLbv/gaFKpWDiUGBhPi+y6iMPbX3uc5UL57p791bevujTSl1DFqUAVEVBpFAhANptN41DjtOy7iPmXSZr9pco9aHJ9tqaQF2l9qPXF1bXN6dujlSInSfWN7753a3NZuLZlvrypErWigOFWZccEzk4TlIQ1LkiZu3ORpG18vbm2Ohkq920CggxQaTT3cyKbOLAma0bl2YO3Uk+aTeWvvvS6A+eOXjg0KnpIbe4VlPwwd1jCnd9fn86dPeZOz9xYy6MTe994FhjZTVJuF6tdP7JNzD7Vo0PnHzmmc65126MjE38sy/n991fYQ3dra2gOjk9+thju77+lcsHjx568y3ZrD66tTzyd/7O9x56QJ/8SjY6offcx2Mj+s5b2X33j/zg2bh3f/ibf3PkJz+Wudnk7ruTp74X2fN28APQc8wQ51m7011PKkMFnHdJhCZMYBKAhVSZIIKoJBoKVhqd2rPRlj9+9pU/86c+udOvFNhxYm1tbT3xxDOJ+WFMJFe1R0xldZaJoCqqUWIAkXMe5IaGxmMsJBaNpWs81CUNEbS1tiK1akHotLdq43u7jeWJ6YO+Vk+Ghtpra7Xx3QXvGnZ5moxWWKMW5CooOtXhoQMnzoDyqfFhz1lI4/QQnTmxK4f/3S89MQfswvLn/rWPXjx9eHg0P318vNVpPP2dS/uml9rz86NTu8+d7Zy6c9f5861nrjygvjX74rMXc3z/OWWuM+LXvlWwd6Qj33wybDXrY6P5Sz/JJybxK7+avPbFLsFtN+lEUQdn6n+WNZqtFYDJeZ9WmR0Tl4VtNSGLiSOURArHTmPIWo1IyYvn1n5J9GbIedthYj377I8uXrzmnVdzr5RPrzyMg6ARAOzZS6/cCwBwlXQoT4c760sTe09zDNnC5c3ZC35oRKr10X2n8m57dHTX1JHT7ZXlkZn9G2sXY9HdMzPWyRo+4esLreWW1BI3VcP66rqvDieVfXv27JqdX15ebdx75/GtTlavxM9//uNbPDo9PXXk8MGh2tDiVlfcxMiofOFP3zd24EI6PLx3/OFLb/7w/LnLz/9obfTkGjmX5RmzI0BQgBicRlWozi16Ymq06MpsJfHxW09lW62EE6gEEvHKZa+qosharfZKjGG4PkVMiMJsKoNEKYhUQYlPEFkVnc2Noek9uz/0sfrkTG1i8nonvnF+9t5TO+8s3WFifevb39dIcAC47P1VQa+nwBQHYpSdwmZacs5sSs5Xkspwu72e1kdCd6Pd3mzMvkXDwwFOYxFbG+P3fqxQ4rSiUFetxqzttJIFrC43X33pbedYhcemd9eGhu7dOxZC1tjavHT56refeGFl/p6H7ruztZWNjk/WR1It2lvNdpKm0yMUY65uWIni0OTqyvyBSjY1va/VQqu70HrrlTs+9fP7T951cle6vtVe39iavbYYRZgpCqwREgTnNarb6lSUiii5ikQpf5LIU4yh2VoOMR+qTVXr43nRdi419at8CMwkKjEwu8rk9MjMgaHd+zoL1xdeO0+16sSxD/3g5Sv/byfW9etzP/nxm957qKCXZyAKJuu1M7mdFIBqCAW7KOxAcM5DiYi9T5jRWLnSXV+JpDFvL195a3hm79bqlQqSrcVre+96qBtFVMb27C+67ZR93ty69M6NSn2yOjyMmDXWF1aurJ2auntlSYcSv7ay3O20m81OmrpKpZ518kp1aGrfgdF6bW2t8ea11Zd+/PLkWPXI4X2ri+2VlY37j037tDs1M1GtpO1m+/qrP/ylX/ysbMxOdrOV1dqNuUUpNIQ4vWvSed7aaHQ6maiYu0HLAoOFvQWViEid9mooOmlluF6fUBFSqtfGAOaym98UGDL3c2g3Vi+81tlciZ1uvrmSDI/F5voT37r0yz9z966ZyR18s9hZYn3vey8sLa9651QIJEQEcNn+Cy3bpAAQBXO6RVSVkrSqzESe2Tv2RLw+d3F4Yo+214OEWmW4MXeRRF2aZGuLsehS6kK3yTyct7bWZtfSSnV876FrFy9sXj8bsy458s6pyPT42OrK+rGjR6emd02ODzl2kxOTb1+6snjx7ZlPniHH0aHTaod26/z168898yOBG5ucXF/bXx8ZhaseP33n2fNX9oykd+yfWK4UzcvXKpV0ZGR4dXXDJ3zm1AFVId79g2ffilFVVK1epaQiBABOCd28lWUNR0mtOkHEed6sVMfYJSLC9pPWo5c1S+edjve+vbwwc/Ludn24tbawce6Ndmvr+8/+5Ff+9Gd38M1iB5X3oii+/s2niSAaBBG9jgP7qTTBgSQixJhnIWQx5jFkWd6OMY+xUI2AEjMxMyUTh+6dOnJPZXQ3EDtby84lxGnotop2mysVVV659FZrbbUyNKHQxtzZjcVrodsFs4pCtchjq9PJimJsuHr3qUO7Z8brQ/WFlZUfnl8fm9k7VPVCFLvd0/tqf+FPP/5v/Pmfm5kcCXm2ujD39jsXVtc3G+urVV8klfTQiZP1ehKDZkWWJsn4aD1G2btvV61a6bS7ly7P53lQVagYsVRVEaNG5fLKoqIurSaVepRCodXaqHXhMjtyznr5e2aibadDWL96dnh61+Th0+pSctVvfuu5otjhJPAdW7Fee+3NN14/650T876pkqW7lG2oKhLJCobSa5uIRVDNC67Ytcgxc+pdJYRWY+7tTmN9ZOZwLHLvakzO7pJ5s5mAWvOXk3Q0qSaNlRusxV13Hut2i4WFdVadnBpzLEnFt7O8Vq28+c75E0cPpWlSqdS///r1tVA5cseR+shI0WwmhKFavZq6G/OLIRkDNUIoMqkiFOsba6nXYmt5vJL/8IVXwNxqZaoSYgDx3t1T7GmoXl1fbYKEAIFGCVB5t4dCxIGjCoiSZIhAIeTOVe3vT+RRRkmwIpZSMXMv3AaSF8tvvzK8e+/Y4aOTLl2GvH3h+r1njuzUy8UOEusPv/JEtxuStEKxsCwgtWZgk9cVxCxRmCjxKUiLvKP241lYgkNCzM6nSVLNG8ub8xdDLELWmTj64L77PrN24UWEgsDdreXW2kK1NgJtr567Ujswc+Dg9PLS0oH9k/v3zVQr1aEhnptbW1tv1Ku1PbunXnz1XJLWds2MjoyNPnLfqaUXrhTtRt7qrC2txJC98sY712bn9hw8uvfMvYtz85PHTqy3M807Fe9qlfTUycP1SrWTt3/847f37JsBKK1UhkfrRcy3GrK50W42u6oQCFSJOMZgviBWIiVRDRqdT7xLJeYqoVafYiUlx85FjQ6sGgEQO7U0CVGlyORArEBj/npr4Tp5nxXF732R7v1b//5OvVzs1FY4O3vjO0//2CcVApgcyp4IKxWWDw2qomLd854T52vqXIhFXrRD3omhUFViTtOhxFfJunfam1lrtdtYmj55nxATu8bc1frIpKtW166cd94vLm+KarWWAlKr0e49QyCAMDRUSytpnhVbm61L11Yr1XoEH909cs+RSY3aaTVGRmq1oeGllVYzT69ucGt9Y2h0vGisXHrjtU4eiiDDI/V77jrezpqvv3F+faNtYhMT7d09lTjPlCwsbJS7vUrpgXaOQaQE9spOSRRK5JhJpBARn1ZNg1G1EzsYrCIxbgeg2paoIoEgxE6JVKJnevaZly9dmt2Rl2vYGWJ99WtPLi+tJ96VAV3WPMrEjpgZoBijWBsFsfMJVyo+8cwpgSVKXrS7WSOETDQ6nyZprT61b/eJh0b2no7d9trFV6XTTmsjUJ06eu/ovsPE8OygXBTh1dcurq5tEVO3kzc2mszcaXeydgcSNja3skIuX19e3uiE6sT1hfVDkxW0VlaXltc3G61283Ofe+z/89f/9T//c/c//sDBImtvLc938nxxeVWUQpAk5Uaru7bV2Wp0WZkIw6PVqclhaGw1OpvrDXaWCFDW18uboURFdAQlCkUXEolYYgA7YqcqdockYolq0SL8boCvSaaAtYyLACoSmbGx0drZBp4dINbm5uYfff17zrHIdj2Vylt0aY1TwJWX8jJf1HlOvE/IsUJiCEXoZt2GFBkBPqm31xc3Fs5SQll73bFrrVxX6PjhMwc//FFChPDkifurIxOAdrrFa69dfvOtq7PXl198+dy3v/385csLS93K1TBzZTWHq7cyudxIV7fai20p4PaNolMU5HzQpChi7DZS7bTyOLxrHxQxYGllo5u1IbHdyWOU5cWNEMLQaPXAvumKTwB1jhfml/Mg1ptDqkwMZZCZSYsi5lGCxBAl+KSqQJa30qSOaJX3aF4/7qUf2fKsILLGVgVAUpapAbsBOPfEUy8sL69+8O/XsANnrD/6+tOXLl1PfKoqpYyuvXS9MuPD3EeByWE7SZF94iuF5BKjSpDoiqIDcKVSZ3a+Um9tLfvqeMjaCbui0xzee/LQwx/3CcOnSX2kMjycJEmRZ932umPXbOSNzWxkcv+u06fbG+tx6vhbL79RHa7mza2xYwfy0V3PvrMSm6vr595IqEi8m969a9+BPdPjk+ttUWau1fNuM8YIuMXF9cOH9nQ7nZFxd/HC9aIICrp2baG5NZzHsLHRTHw6v7hGSuW2pUrWA01WuQKAGINKZOe9r8SiU0hIKkPKCoCUNApQiLM2VgWEiVRFAGYGQaOCwExQBtkBFXM3lr729e/9lb/8yx/8K8YHT6z19fXf+d0/cknSEwnLhihY868IyDnnVTSCTYIngAElx+wd+eC8Ft0QukoCYiKEohmZXJJKzDQGdVwZ3XPo/o+3G+uqE9WpqayxNT41nQ+NdNstWne+kmwt36iPzey+826wHn7k40Vza+XS26whrU/suetDW6uri6+9uHHtgkogRlIdWe2kb19Za2+uMXFaq1TqY5vz153zEqXZ7LQarVo1XV5dm1tcs+TSLA9FESbGhhtbraWllSIKw5EIiAFVVgJBSEFAGdsA0PT0iayz2WqupmktdSkkEhw5Zz9u2osVpNIQqeSdSTTMJKqi6nqNiqoC6D/78pNf+Pzj09M7IJZ+0MT6p1/8+qVLc2nqIqIEITsgOBKNECWYMVKJidXSfoShaqVE51NfkRjzUIhGijEibxaNdmOtWh2rVofz1iYgEotkqMYe86+8mNRGpk/dM3PilPeOqrWjH/3U2tWLrZV5hZM8y7bWbrz58vCufaMzu+54/POt1ZWx/YeS4aFsY2369L0j+w9d++F3Q94dGZvxw6OdteVHPv7Y6aN7f/DDV9czVbUCQGw0Wk//8YtpkoKo082ZWSFr61tjw/UsyxPPy/PrJAqnULCz3CwgKgFkGQKwnyj2abXVXApSjNX3WeKDQLVMhKfyIM9U9iWW6iqTSDTrtkihhRKYHYOTxM3PrX7py0/99b/2ax/wW8YHTKyz5y787he/kVbTGArYY40gUovcUNMJ7TqoAo1EJBolRk6d+UmJvHMps5MYIDFKJyvau3fPJMlIV+rESXVsOq1U24s35l59vjF/haI0l67NHD5d37NvaHK3ohg7eGhiek+EtlaXs05n6uQ91XqtsbLsh4dnpqcqQ6OzLz+/9M4raX3oyMOfOvKRz9x47cfp6BhUh/Ye/PDx6c995r7Xf/TCa6+/OT5S/+TH77948cZrb5wPoiHLCQwiUXXsmludt966bOpcNCdVDGBWAVsMLqyp2wQWgapzLhadLNt0vpKmdaWej0GgJCBX1qiJVS26jUFc5turlqN8VJi95yRJEiZKnP7+P3vyU5948IMfDvWBHt5/53e+urrRSJNqNa0RO1X05GcbAMDMHs6jjEon06jLiANRQNm0ducBjhqjxiKPf+Ev/NrnP/+zWQxTR++sj08gFLWxme76UoxF0NBdX5574/mL3/vatR8+tbUwO1XJ79hV1LtzrcbWIx+//5d/+ZMPTnfuGt3oXn3z+msvr559beGtl3xSzVvtt5/+GhMqQ0Mx5FtL82kt3X30RKuZtTqFhGJ4qDo2XDt5dK93ZZhoFnKJEUIqyLOi2w3tVtZodABVEoWoBDseESBAJGawmWZBpBIbW/MhFvXaOMOLSDlfQBUqEVYJAiSWUl+MECEFgxwnTM5+6hKfJmkCaBGjUNzYan3xi9/Ee6M1PxB8cCvW8vLKMz/4iSOEPIPCsVevCoQiB5eZoky9Uy0xkVr3sBKCRDulEvtKpQ6SEIoitB35JKncf//9Z9+51FmbX3nnx46cQEZnDnWbm0TESUXyLpigaC7Mo71VGTmepZVuB8PUuWsqNtvNK3Pzo0P+kbv3P/vKjcs/fKY2NTOzZ+8d+0c3Vhc3Nxcmdh9Yu34pIjQXFrLm+lq1O7847xzPzi098fQL7Ua7CEJE9Xrt4w/dPTKUvvby2WvXVmAeYluSmQmQENTCsZjLfMtSL5BQNg+iyHPv6tXKECBETAqoCBFQDrAgc9cSCZQdO3bEZdQ8kSNi5xhAiOKgjqAE5/H9Z1+6dHn22NEP1PLwwa1YP3jupcWlNe8SMIdYhBCIHPuEvYMdNMgu1FBIjAUsxQhAL5cFIIWw89Xq+FB9KnFpEbIDB/Z+/LGPBZG0Uq3UhtO0yuw0dIcn9rjKULU+Xh+drg6N18bGRWItEQL/+J2NN199zWeLy0tLT33/9Z9cztZb/sTpE+NDKVdqk9N77j8++cDp3b/+Z3/uP/yNL+wZCjHvuChVj8b68sWLV7rNVlHk99557E/93ONprSZCTO5jH7lv766hGLo+IYX20iGV2W0P9xKRGEIv50G5bDWEBR4xsfOVSmWEOSnNxyoKJQZ5T9oLXGVH5Bx59gmIy2FljolESWLIi5iTKhGiRigc0cZm4+mnf/iBvWjDB0SsdrvzpS99VUMO1SRJfJoAIhJU1buUS33Hsu/YOW9CQ1SJiBZuWyZXQ1UiMw2PTo5PHEjT4U9/+hOTkxMxSDfbLPKGmZY6zdWsszU6szepVsAQdp1mI+92xseHKvXhbqshWXbmntOzVy5dunj91NFd+w7sXVxaL5L6yJ5DR/aNPfrQnYsr7T948uXF+fk/+4WPeuTtzdWlK2c981C1lueBQYf27zl+fJ8FKg8PVQ7un1haXP3GN164fGWZHYno0Eh9YmqE2IwM1nnEoqISqOeAsbF1ZE1vzEzknAMI5LXnUhYQKakykSP27Mg5YsfGHiIHwIYVSMhjKDSKQAQQUeMxEX3rqR9sNVofzLs2fEBb4ebWVrfbiTGIBKdJ4lL1CCGoRiIQIwZVERFxzqkysyujyYgt0NPEUhItYtcnCTPX6xMi+olPPAYb71YUja3F0VFH5FW029jIW5u18d216b1FY8MPTew+NnLq1N61zU5jeblaG2pstMYnRj3Pnz17/cq1pazdrdRqk/v3+mIVkB+/cen64saID5/97EfGRuubW41adWhsZGRu/nohyt6llWRtYzPPCyIWoggtcvUujSI+dY999IHdu4YlyttvX371lYvsHdipBivIJBVPMURRUlVIlKCiYGFHIkLEzOSch2NWSuuVrJN779k7JoqKGAMTqWqMEbFQBVvgMkDMSZKQc5YjUoSskxVT0xN33nkihOKDedeGD4hYe/fs/of/4Dd/+7e+9Nu/84ehCEmSMFvolQtFLhqd9yqsIuJYHbH6mEcVEUTHpKoM8uzEoQjdPA8xinMZU3H06EGU7kzN8vZWY2F0eK8qFOK8r46MZGtzXJ9MKrXpPRPC7sZGrI3vXrt27q034p/55c/edWr/ajtrzM12C70+P8uJp2P7sm7nYw8e/4Ov/XG1Pry13sizXAWVqq/VK81mxxyf+/ZMxzx0syKGWK/Wup38jlOH3jl39cbcyum7Ts1M1ubnlpqt9uEj+5qt/MKF60QgIVUECV4ThRCJCebWo1vEIIpate7J5m6KSPDOJ8w5sUJEIDFaWI0CEqMF5Dpy7AjKUHXeAZAQ8iJj0gP79/zsZx79/L/2+NEjBz+YF72ND+7wPjY28v/99/7KAw/d85u/+b+fv3AdVrsphzhILAoix0nq04rGGB3YCSGoRqiqRCH2zjuXMCchdKBFN28eOjB14sRR+/xmI1GFSrAuKQlaZBkno6OTk62VlWtL9Uvnl7RS33XXg7WJmW7RXWzyQ/fth8rs9cpX/ugHzIQQLl6d/9FPXjt14siv/+tfyPMQNXa7QRWVWr2bdzvtLER1KWexWF1Yy/MMiLWa82myvtXoZjkzz8yMra1vPfPM66Oj9ZmZyeGRikokshgbRI0xFN4ned5VVceOyCtH77z3wxVfjzE4JiUhZlVuNtpmZ2Ai8okjjSEolJ1jsDJMNWWGCuV54Xzct2/mww/c+clPPPjgA/eMjo58YK/4vfigBdLHPvrQXWfu+K3//cu/96Vvrq82feLYMcps7RiLbgy5Y+IkrdaHEWMRshCKEIODMrNPKmmlXoRuVmxmef7oR35hZHgEQHnr9tXJ8f1Z1hHEhFNmFglD4xMr186PTezNWx0iqteqaxffGNm7dySZ+vYffYdjc2io2u5EiVStDyfV4ebq4re+9YOVB1Z3Hz599Oj+2RtzrVYHIuPD9W43u3pjTkTrSaWeVm9szMUgGjEzNVnx7nvPv97Y6DjHU5Ojb75+Hqr33HtCRNuNjh2THHMUhkZREfIqZcHPex8jyCWOPWDTBjyYiMg5x8475+0sFmMw/aXMAiQwcxEkD4VztHfP9IcfvOvTjz/64AN3T+x0d+EO1AonJsb+xr/3b/7M44/89//DP3juuZeT1FtCo0qMIbeqs+Qtdt77WlqpVqp1UYkhiCKKepcOD022OwDo5z73M/Y5iZgpqaR1dohabE+raC5eay7Oju07lrebQ1OTK9durM9fJejShdfZee+9ijZa6mt1VXRbzdr41K5T95JL3lnpzuv6iy++uDK/kOeqEouQP/fci1evLYmK81qvpdVqJUaNJJxwN8tnb6xahGNzq3n40J633rry9FM/TtKE2Xn2WiatAYCGAOdAIhJUxPsU4CgaYqE+KIEkcfDsIBoRBbEQkd58FAAMm34oklaSPbsm77r7xM88/pFHHr53Zmbqg3+h/1LsmNHv3nvv/Ht/72///f/1H/+jf/h77W7uPJl+6MgxJxKDhBhiO8uaBHKu4n3CBIkZsSdCrTY2M7P7zOkT9tnYO5dUGC7rtkSic56JJQoRs0vaKwvkXHtjmZmYVEUnDp32tcraxTfBbnTX/mxr2YKnNm5c8dWhysio5sXqxTckRvLeWo9ff+PSa29c9OyYudsJf/BH31lc3lAiVQoSbswtgqAkqnLu/LVHHjn98Efunp1dWFhYs4FOpWxOdg1Xmw5EKlEDQCJ05tSJ8cmh559/uVoZdt6ZfQ8SlUjAolFjaTb1STo9PXrHicMf+tDp++67846ThycmJ3bqPf6rsJPNFPVa7W/8jb/68EP3/cEffvvbTz7bbrc8V1QLiHj2NiXLOw1q61Wex0zE8s8pSjh54p6Z6fIHtFqtJElVmYqQQyKSlNgplMiT86U6BmthZ9Ww58w9G0vz6cj0xL5D3Y2Vot0qEyPYhawTsg6DQZx4ErhyJqbdPVVUOcvk1ddniZSgjunFn7yTeq+iBALzpctzQ0OVO07uP35091NPvbS4tFF+B2qjApxasCo5U9MZJDF+7LGHH3n4nuefe5XZETlyjsipSJCYMEZHRvbum77jxJEzZ46fPnP8+LFDU1M73IfzJ2PnW+w/9thDH3vsoV954aW/+3f/0Y9ffD1EBlPqHVSjFCIg8s4BShVXVUaUoKpB8OCDdyVpOago9WnF1YlCkAKkDIhV4px14rF1AEEIBOf97Is/mD56fNeJU425q5sLs2C7sDsVFSj3WvujQtUSK0t9UqVs+nCORKJtuBqlHTJLwrFYr9dfv/LOW7OOEbWcy2v9tyi7bZVUfZLELqmCmZjp4IE9d911anRkOAjHKEXMJsaG7jhx/J57T99z9x13nDy2b//uWq22Q2/pp8bOE8vw6KMPPPDA3c/+4EfffuKZF557ZXFuwaLvCEpQUSk7oImcT4nUO/+Jxx7b/uOVSpWTCkBStBns2YkIs+02QZR9kkgsI/lVtLuxfP2VFRWxRBurwqnE0hpmg3nM1kTllCWrCBI58/mQjWIyvxRURWx4jsVBElEMWkBUQeREhAj2O2AuoplAmZ2LUiip97xv7669e3YfP7b/wqUbDz549+Of+sjHPvrhY8cPO3ezvKOfCjfRN52m6acff+zTjz+2vLTy3HM/efXVt89fuDY7e31tvdFtd1UgEJBjhkqcnpk4febE9p+t1mplrzQRsyckIlFtPgqzOsQYmb3CRiWxs/FuTFY1oV7xiJ1TG3Vj/kztNf2Vk0osxl3KkH9ilHXyXoKJCuy6Z3HINjyxDFww4gJgZi8iIkreI6hKSDyPTYyyc//Nf/ufqsipUyd6p7FbFTcRsbYxs2v6F3/p537xl35OVdfX16/PLly+Mru4sLK6tr62vrm2sr65sfnxTz3yz9+ARCFM5FwlSapETAznEzIZmxhsI1NYNNp/igSIQFGuPQSAWCn2ZiCq6nu2PuLSz2l+dZuxqhYnAZBKNE5vD8vpfWzJJ1Vmi+xVhUXYSnA+iSqWdllJEwCn7jiB2wI3I7G2QUSTk5OTk5P3fujO9/66iDD/cz/QSeIY7DhNE00r9ZhlDCYbSmGdMOVFPxpjohTEUJRJHObmBbHlKJXSgKoqs7e8XQDElulfzkYk0UhgsZqdDYQW9OaNA+WBii0Bk4iVPasIYrmkxcg+9Y67MSf2lUr6AT3WDwS35Hr7f2EVgDRNlITIVWvD1hPFNt7C2qmYoQKNUYMtIoReIz+EiLXHBYvxtKB12AYn6piZSaFBQyy3M1GKFpJm1z1rNSIqXfxmNUPPoEEEVRsJUG7XthwC7H1VRdM0vYUO5v93cEsS619EmlYYDCLnkxgC2Pzy5Vs1J2EUATuY8ECAqg3MFagqqQAlq6jsrHrX7hJh4Wjg3n+S2B5Z3vKIwCpqAXEKW6kcEdvw5xCDGP9Q+hXN4B9Dzs57TrxLkpt7FO9Pi9uEWNVqxaeeiSRKjMERA5F6h3AmOCLHjpWZuJdfVjZy2NCkXr+QwG59cbv9DL2hUQy1Ioq38hwAImfGY5DYqqZETJ7K5I4AEJSYXDkr7L2jJXq5ct75iYnJ4eGhHXt8fcBNfcb6v49KteLYkZJKIFWJBZy3gd2qogI4JmLL47frW1Rl5wgg2MbEMA5BpRyqZL1W1lYqzjkCxxi26apR6D25u2bv6Y0eLIkLkjKw3vZAsJJYD4VKhBI7H6Pcc/edY2OjO/wQ31fcJsQq8lxFmRFDdOTBDuWILMQodn4GQR0g5Zrkem19qmLmVVGx+CSz39nvipbDy0UEBLM69VIFIRJB5XndWrLM5gqlcvJBKTaUw+PsTMbW4myMhGPHn3r8Jh2U+v8Ytwmx7NCtiEAUjY6S0hwIEImIskmm0DJ33ybqlp3EwsxqLRvsmSlKNKOLqV7WKmixzVECYgSXyxuUy/YtG/5TtnHb1lmSjXrVYws70d4RzqyjQWV8YvS+++7awafXD9wmxIpRVALI2eJgA3ABAjOYSQiwZCPE0gIGsYZRZUvdsL3MuovLPOxeuJKDJ2c7HTnR6HpHL7W8OBaJZawXVABHztQKQJmdqV5qDREmo2p5vFIgBDlx58n9+/bs1KPrE26Tw3u30xXVGAsGeZ9SL+eACFxaAHstwihrMTbG3IQulPq5hSRE26ZKGbQ32dS6Ha23xkQKACiLOTb6BuUp6t3AHGOqlCujqmUWAkrsyq7oKA8/dL/3t8lP+DZuk79PNw/WFkXKlr+spTZFKkoEE5esf4bEZkmzRZKY5g7mUhCAGguIlNmBKKpsN8lIL73ENAqgDPnQMm9ICOVmC7CNYgFASgyKUZRMviKrfhIgKgcO7N3JZ9cf3CbEKoqcAOe9RIhYKEKZi87MZJujmndF1Tr2oLBcjt7GZv+IKtY7i/LDYZMxhUQQEUHEWs6pt/IlR0jZJg8plyQQE/cGSZR6fqncW7dksJVSY5TZ6/M7/Pj6gNtkK2y2OkqqwmrOXthbs6t/WWix8bjybjFPmdl2OKiSKqsAoqRsR3Ypu+BhegQYApRDDmJ5hAKXp/EYjKnW62VpVYJSPi3P88Swsvc2GAS9fPn6B//E+o3bhFidTobtKsp7Mg0suY177fzQbXEUqhrNAaESES0SnKznAVSWnsuDvCnvYDAxmzO4TNMDgFgWs5VV3v2q77JbhYhsJqeITQRSO2JZM8Xc3EKWZzv16PqE24RYeZ5TT5QCSNVGmlo2EiAlbwCLIiFVkNVwRAjEYCUWovK0DrYPNTYpICqqiGr1HIVCRESiWEq25S+IGR9MtzLSmS7KWu7IZE0fTM7uEACzcwtLq2urGzv16PqE24RYrUbL3AjErDYvnqkMEWESkRijlva8d8uB5fJSHoFC1FiGgkqExNJLY5VFQjnPrbzyqQ1M7d37CCivjyZQiUjvYlga1bUnXvU2wlIbI6Cx1VxYXN6xZ9cf3CbEErGJuNyTuK0tXcku9mUekKhGEjHBqvxAkKK0xTi14aUqCnaJiZ024a4cRGmede6lTJTaPStpIUEhtlBuT0onshijYIEylmlrxPLsuQwjpaxTzM0v7chz6x9uE2KFEInZps8DFFUlRiKG9yGGKEEkbPczqDUTlxApb4QCgkCI4Byb4sDOAhVYe2uN8a4sWPcGcpGS47IT0FYsmAALQANRWTgEECVqb5RlT36HqFy57c7vtwmx2u0OQcUG8UAIys75tAKFSNye/G6wa2D5Ny9tMyaHRomqah//bpQloEooU+hhX0JVo10SACGC3RlJlNHjkahItKsl9ZK9UBpT2cYfoJQ5cPXq7Uas20THykPobW0olSRmgDQWEDHvec/iB8cmjkvPnUfKUDGZiSwaj+CISCRAbZwgMXM5/1QLwGkZfw2T6YnKSZYRwuW1E+hZBVXVctiJqOxsZAFAzmmMIMwvLlnw1Q48u/7gdlixRKTdbNnbtfuaijI5Uo2xkBhKjzCsioLtae/vBjTb3DdLVAdTTzg1ttj8U+1NErZbnnOOQKrRjl3Adg6FtZBZ3BdDYZ4+FWwPOOndGO1fSpDVlY1Op/vBPrb+4nYgVowxy4LVkqMogdiG0VGEil0JoQqNbJZ1qwqrWrSwqVe9ca76Hn8LQaAqPbFUITbHBjbqRyGM8ogPmKivJnfZlieAWAHahHs7zvX4Z+uTqQ+NrWZjq7lTD7AfuB2IFULMsszEdIKSY2JH0CLPJQoBljcFRu++htIlpUSlK73sUi6VJ+3NaaZSErMv1JMOYoyFSLDB1ei5+ICewE+KMsBRwdybHqHmkvZcdoVRKaEymLvdrNn6QIPR+o3b4YxVFEWn2zFjixGDmCQWGpXKgxMTSMAqkVTJsapYpBustKy6neRpmr3YqYiIy6nByuWlj8s53yinUQqByg4LO+ATFHCwWNrSPKiiRjbnSx8XyjFBYHhy3W62sbG5c4/w/cftsGLleSjygpjtKEXEMUoMEjWKBNG4/V6ZmHodPlFFVcsGil61WVXMjFU24JhgRaaCGXtMJeBy+IgpCwRlkrJhWlQENv+GyvKiVYEUZYijqrKU+6DVw4sibGxu7cjT6xNuB2I1W61WO1NyNuLWbvoxhl6PsmNyRFyyjso+UiOGdVKYudh6dICeWdmVtR9THMobm5ZlGUdUlo1ATL0+Ve4ZG6xJH2UIu0WIKiGKWb1IidGjrapGkWajszOPrz+4HbbCUASL3BCSUo20EawKYgcAxNttFbTd2mz7mpZeCNuVRJUJ1rNFpdRVRj6QClR7JUhiFaLy+gdRR2TGCbFCtARy3i4H5oEv60DlzswoqwLl9gmljY3basW6HYglZZBLOaBIY5QoULF6MzEpKUTZCsSlQ0ohVhDmnldZSaAwvRzUMzuU3WAASpoAJSmp14GqIEgsLaQqAEMkWvWmDIBQUVFiB1Ely3DvrXHsgAjC+vrGzjy+/uB2IFar1S5iFI3mqZN306+J2ZVOYLYVp1ShmACmaAKBHaG268UKJgvUhUg5rQ02ZKRs5lHLNnLsrM+C3rUKAr0RJVAlJWjPu4rSmmokFRJAIWr8Y6Krszd26gH2A7fDGWtubjFkOROJaiyCSFAJROxcwt4Te7uXxdJ212sVLAdtokzaY4a1jJlbXonJ4h9c2apqBcTeFU+hiqgSQVpukwQ15cuikaL9sbIorqWV2UR8R2bqYorlCBO6fn2hKD7QxOy+4nYg1uVLsyKqUUrVCsw+dT51nNjgBse2H9mH67uqVa/jwSp6rAxRa7LorWU269tGI1lpz0x8LIryArltXRCyGeC2/0Hie7onCICEKBKi9rym76lzM/PqysbWVmMnn+P7ituBWHPzS9YhyM6T9+RT5yreV1BSR6KNqrOzEZtWUF7cei0Rts5EkK1a4NIX31uZNNp8JagSOWuOsHEkpIReo+u7RUItkyPKCiBtt4cpVKJNa1LrGWKCY+ZWq934YIdH9BW3PLFiDDfmFgFAIbZoETn2gJ19tNfXpSKyHUhks8esV8cqfcyeiWX7bK5MgEhA2UtBxiqAAGESWHMOYBVEm5nzbjKE+U572TXMVPaTxShFkBjfbfXRaCEi3W6+tn77aKS3/OF9fWNzfn5ZYyiv/sREFDSYpq1qpmTYDV+1l9DQK9XZ9KyoUSG9E77dDm2/KtNpSHt3T0sKJGFy2D5CEQQqUBbdXqwsGrLcV6HCTChnnJgZh9ATz6DMVMRwO22FtzyxNje2GltNESk72YkAco7R63awI5Qdypkd9U5QEaZURS2bZcTaaEq/OrE1I5Z9NgDKTDUFk1inPJQEUjZWaGk8tkumaWZk40xA7LySEmIsjfGigbg8w5n1ryji6sr6Tj3G9x23PLEWl9a63YzJqW63F5MqTPkOpYdPWcGlWEpMZbqVnX7KwD2LYmOgTBkt+yNscGIZ+4GecMU25lS4VOXF/PVKIpZwVFq9hOBIiYmFgeiICBoRrQXbaYzMLEQ2wvDipdkdfprvH255Yl24cDnvdpkZ5BVMpYpEUSKb4VjEmicsYFLLIk1ZhDajA/WmbkaRMkutHMK8/X/t+mijJ0Qtrt3mhasyca/VAkqlLcyOUIBYrDcphHqfi0hEylwuxHL6J3A7Od9veWK9/fYF9GTHd2VyJUiIvRsfMdkJx/6IqsLB5nsbAZisDZUdO0tv3z6EqWpZkLGOHlUitggkUQU528vKL8pMiLaHgmxgQS8lkJnVmZcQgB23ynYLAExM1Ni8fc5Yt/atsNvtXrh4DSDAk3O9qCouu7GkbAgDCOrKaLWylgeUSrgQVGOA2Njm0rsHwDpgHewYZJYHOGZnKdwmn0cFsWP7kpFK7av3DyJYhpbGchgqOSJX1rqlDH9AGSxIm1ubeZ7vzKN8v3FrE2t+fnlhbtHiYHqxs9ZIE3vpoGV4h5a9NdITlQggx86x37anO9s6y3ZDezI240RN8qJeBE2pvmPb4WcjxsuSs4UnWe6RHfNVFSGSdVFQr4eaEG057Ekgja12t3ubtETf2sS6cu36ZqNRyphRLGxINPb2G3NncW8Bsg2NrRGLeh1gZRZob+C5aNnfXHZHEIidEqx0CC2bq1XEQT2TqkaYyOCobDO0k1O5FDm2iFuB7Z4gYi5DZ2zrLvNutN1pt9vtHXiOfcCtTaxrV67n3ZwAfbc5Cz2VAbYJmgBg3nQlLjvg4cxWCmC7nUu2YyTJoTSUmvYklvChRMIkou+2D6qatdlRabO3b6ynUvUmwYlGlSiBSOEYxAxGL4GNymhdbbU7t41GemsT652zlwHXkzlNaWIhS4FE7Nnbtee3etcPCrPC28WMwKyAmCdCCRJVixhDjFGgomoGHHLm3yIlZccC2BgLh97v9lSy0s0HC7gRgKzdWglqypfNy3BctltEJXC3my8uru70Q31/cAvfCos8v3jhCpUXeEfEagFUlv1SBuYp295HAMianktLqEoI0dr+SF1PjjeF3VFvejegCoG67b1Sy1NXeVCS8l4HsqxAx1AhIbX0ZSYLCzHPhESFBZXaMAuJACwCDkAMurh4mygOtzCxNreaq2vrJlCJioLN2yQxEnoTvABAiVjEsq/MWNfzstgwFAVrOcoLEEuWBLb7IBRGW2IVsT4yCwOBNQUSjK9CYHICsWQ1O5D1Zsqp9WwwE3qylZYNZ7TtICRgZWVjJ57l+49beCtcWVnd3GzY0DmRCIb58+xcw8zEDkSiQRFND2cqPcG9gAXqxfxZvigRuZKdvYtb2Q+mIhJ6FWyyz1w2iBETsRIIKjFAwD1trFcesqq2agwao2VTUi9Jwr4x+3pKtHK75BndwivW1avXO+0OkwoTkwd7AitkO/MMUAWBvO1wTL1RTeXv96Kzt1sozE1qOxpK00xvN+z5jHtarKg64u2RTgCJwjNFkWCGebN0lZPrSg6RKEPATpVAyiBrm1aYoSeurq7txLN8/3ELE2thYSnEmLoySA0xKqtazU7VMm1NDrfZpyaeM7P2mkl7NLMcZdM8RRm9WRUot63eFQ+WbGu98zDhytJFQUwOBBHnHCRGu1SyOWrKiqJ9RYsrdUoqSkwKKqtAEADt26XR/hYm1qXLN6AaRMCemG2Ckh3eyXpmrJ9+O76fmYkEQsq2RpTLkm1U5fQKFgAaCSS9sAYiBr27fAFkuX4qysRgskIhK4i9qrLz5gJjYZVg3y2VNmiULgn0praWQwqsERHNRjvE6J3biSf6fuJWJVaM8cKFK+U6EAOxN5cws4PFMZT5CbAgSLvqC1kXjtomWfZclPqpyZSqYEBIVZlJWU08V5BGW/Nsk+sVtiO77WZpuzfYjdGO50LMSkA0ddRGFphsZnPl6D2bKVRRFDGGMCDWjmF9ffPG/KJj4jI1TazzRsspvGaXAjsShdNtYzqVg93KXHfrwC8FTQAoxwIwAGcjfdXsCNQ7eRlvy9MYud6vybYhJ1oCjU2YFpvwa5K82EVV6d0dtvQBkmMpghUCPuAn2SfcqrfCK1eurS2vU8/o2RMQAPMfl8uAQtXZ6NSy96bciHriFgkQTa/YDoFRoXJidLlJ9u6CEKDsUO2NGS+bbZQceSIWUmWnpR8GZdxWFI0maZVpR73RF9vt/ARlkNOIZrOd3RZ16Ft1xTr7zqVOJ0u9A8Xejas0kNpVkJ2Fs9tCxVABk3XEqwLsUMrjACycRntmhLJ0Z/GANknA2MVk3YCw4QBUTg7r9VwoYLoUTPJnVSlzSpm1NMz3dj2UQRHUW77YMTHKIOZbH7cqsV57/R2Ue2B5WiIFuzIyDeS09PdRKSVBVcyFXN71mB00onelE8tVKDUFkACqMRYmXpQR20QgMDmy66CAmaLatUFJTMxSAkkZoVuWBVRj2a5IpfzfM7WWFUyoLWCxVk3S9FZ9Ke/FLfl3aLVbb751znm2qQD24gn2HxHsAIEp4TZ2xC6IKI9HADOUmZQcYhRIQIQKMbtylBeBtAyYVLW7AJUnImuPVpjjS6BwlgtBREQ216ksbrMrL4xlGVOhYNtjAVi8lopIzAlgx2BKEna3/skdtyixVlc2lpc2yEYdsSujHAHYqTrG3vwIjVHB1CtDl5PcIHafC6UPwq7+ojDjAnG5U9lprFfCJiJVZUCgUcTiF8quICgTS8+Wg7K1gsoKtAhYIbYzOpTGZZVyA0zUTD8xIMjQUP32GA59Sx7e33jr7NZmg7etKcxmrrPDVqkVsbOdCz3jMpSilMJpr6KiEiPZkkYW8Yh3SzkghSkE5WkdRAJRArky4R3EqlFtXmGpyAugrhwtZncGtsKRWEJzaU0VjRJjDDEQmOCInWrcv38XbV9EbmXckivWd7/zXAh54j2UtDyluNKKXh7hyVIVqGc6sE3QE8cYpIzRBgAtqzKxZ4qC3fIssFZRdncBsJsjOzZ1wjJIGCQEZrK2LvSkMBVhG9hkwZDESuBoHOOopYkZvfXS7H5KuP/+e3bkkb7vuPWItbKy9uMX30i8Nw+5DVPd9hvb3Q0kZRVYlSywWMmRg1o7FwgkZJuUDdndFj3JsSuNpTA/u7MREjaH1UIlTZZC6XSw1i9rw7GB9aLlhFVYujcpCcSxe/feQKohlNoaleNb60O1M6dP7uzjfb9w6xHrq1//ztz8YlJOFqFet7GUDQ02tsYMA7EMCSqLdBoJFsWmdhoT2NBfs9iwqpbTMcuzFzEzVEy/QCl/gXreh15TGCIi9cafmIRvbr+S2VReCBXl3HKy8x/FUoAjNc7WRuoTk2M792jfT9xiZ6xGo/Xl33/SWbyxRsRgcdlEzOycS8h5LU8/74n9sGRH62wuRyMRsWPniYjZWX+qI7ftlQfgwDBzJ1RBoggi23Xr7eYwkIJRJnujXKrUNA1iG5ciADkHG5wp2vMIltoEkXfeE1OlUqnXazvwWPuAW4xYf/jV71y9tpgkVdMOiBy7BOy2LeikYn1WjlwvCdLsVdFE9p4kbnNw7GDmiBNb+4jBjr3zzA5ssw4T69ryifPsmCliOyBLVaPNKOhNnBZBtNy1qCoSyvsliGyMBWxINbGax1RiLIzczvlmJ19d29jZJ/x+4VbaCmevz/3D3/oD57zEaD1+MG3clXdDgiMSMFn3s0ucqkDLkatiYoTNQwGJlZvhWGC5o+SI4czW7Jy1bfVUTVVVOHYKSHlBtL5AYniCiAgcl13RMdgyqWT+PZgrmh0TWDUKLLSLYhElhljknHhi6nSK53/46qk7ju/sc35fcCutWN/4xnfn5xfcu5UZVhAhEAHMcGzVOFXhMsChjGkUFSJ2ClKBiMYYQiGhkCKLWbcImcRMQiGFRJEi5IUWQSJESKNq1BijiKhGiFqGh8QiBJWoIagKkWd2rDYexaaQOedS7yvsPDkCg8iZQctZVxCRS5KkVvdpVbhsl3bOffPbz9wePau3DLEU+tLLb2rMJQqxU9UYgsQQYhaLTCVKlBBDCHkssiIWVlqOEkVEQowhi7EIoYihiDH2Wua5lJpAgHVVAGBRsQ2u1CxsKI5NBgsFlfJ7iKFQUVaIxChRYoghhKIbQwaNZLnuUDvNOW8BWuYWVKhqjKTwSeLYaYwaoyM+f+7KSy+9udMP+33ALbMVFkWxvtGp1EbBBCH2VULOTESJI2+2J4XaqEm7CZamdBMzzbzJSiCJQsTeJwqCesQosYCFo4naEd7WOftoBSsiWcyRK9t9Eue1N+xEISSqpadZJAYT8pkZ5Bgc1Lq0BWXdpzQP9izzRAQJkTlGSZ7/0euPPnr/Tj7r9wO3DLFCEbudFjMzO+YkSWoVCVFVQqYxiIiZg+XdIh+g2vMmqCpUSnXKytRFKMDOOQdyKqoSwABFODikMQSbSgIiQFk9OxseAEDLAXHUczxrEAnW3gXmJK1DJcSoZbez1aLLJbT8hCgT4OwrxBhUpShanNSXlm6HDrBbhljXZ+euXLkSxSGtKiUENukRzmuMEiNExF5z2bkllqOsAJghGkOIMdorVgBwgE37TstzU55rFPbsXEJwPZFTt2M8zERFIEfMzlnOJAC7ZoqITV9SIibvQCJRJVr8lkax5IYokSBRBQQmjjFGDUpKEvOQo9NaW74d5kPfMsQSlXqdsm5RqVTtdm5R/8SpxIrEQiUSETnyZNdA8t4TO3YEZscMEZuHk3j23tWqtWq1mlaSWq1eq1cqlaRWq1YraaWS1uo1Zh9DEJEQQhGiqORZkReh0243ttobm831ja1Op1uE2Gx1upmEGDVqaWQtQpqk5FwpfpbuLFNQ4QgSo7WsEVMMuUlrMWSCmGf59MzIDj/r9wP0XknwJsfi4mKW5aWf4N2gFyYi4u1hInZqKavT7w5Z6ukGROqcd845fndg008PzfM8y/KiCFtbrbX1jbXVzaWllcXF5fX1xubm5tr61laj1enkzWaz1eoUeVaEKFG3TdAiohpUQyhyUVXN826nCFm1Xv2jr/zeI4889L48sR3ErUSsWwqaZXm3m7fb7a1Ga2uzsbGxub6+tba2ubq2sb6xubG+1dhsZFl3z+6pJE1a7dapU8cara286PzXf/s/vw0sWQNi7RhMCkn87eC++hcxINYAfcEtI5AOcGthQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oIBsQboCwbEGqAvGBBrgL5gQKwB+oL/E1BHwhtUmZz+AAAAAElFTkSuQmCC\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-kLiJaBiVuRfq98mxEq2g4T\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-QVgo5GMzCHENWa5ycjpTuT\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAAEKCAIAAADYbY3CAAA/10lEQVR4nO29aZAl13Ue+H3n3sz3Xm1d1TsaO7qxENwALhIsipS4GpLlVZI1sjXWErYnPIsjHDF2jGNiYiZmjRnPjGNsyzOyPbKHkmXLFk0ttMFNFEGCBEgCBBtoEGujd3RXV9f+6r2XmfeeMz9u5quCNRqTMh+6upBfILoL1a+yXmV+de+53/nOOTQztGjxvYZc7zfQYm+iJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4mgJVaLiaAlVouJoCVWi4nAX+83cN1QhXD69JmqCN2ZOZ87TxGhkOKcwZy4XjfLMyekmqkBIGAARISkwaAAqGYkDAAMqp1ORjrAAF7Xn+86481LrF/5p7/19/7u/7W2tjJ/7IGsO+NEzEDCOQdTWpyZ8rMzMyK+CrGsSpiaeCdOSOdd1KAhmlk0OBEKQdHByrH92X/0H//Cgw++9Xr/fNcZb1JiLS+vfeJTX9waVYP+YvXac1n3kDiBqamRAufL4XqoBnlvXpgJXTFcjXGU5bMQAQioxaAxEGamqkpxtGjl+gvzNw3kX/79v318Zqp7vX/K64k3HbHSFnX2/GtXlpYhcHTlYNmiOJ8bjWYGOJdZGGq1GSw614XvWiy0WA9hBOdJmkWomhnMDNFiAEVjkTtOzS68dHbp1HOvPPTet13vn/V64k0XvKfA5/lXLhZFAfq8O2exCmFTw8BiYRZNY4wjWDCNIQxCHMU4AiJhGkcWCw2FhiJUA62GGkYxllFLDaMQRz6fEt8bDapHPveN6/xzXm+86YgFQFWfOvmiAQZxWS9ztDCM1UhDqbE0U6jBKMxgZjGoBlDocgWjqsHG/0VT0wpaqRamZd6dVemKx6Nff/bUc68CSPH+mxBvRmItXl155cx55z3hTLK8M+1hpiFqsFhpLFQrNaM4oSOUqjCAIuKEhBkMJAkABlOYqqoDfWcOhNBtbgw+/i8+E2NIr7jOP/D1wJuRWE8+/e2rV1eEAhjg4adc3lEEs2imBjUzABTxLgOgGmCRFKEjBSAohBAEYFbHWp2p+aw7D4AgIV96/NTnfu/rb1rR4c1DrHrZGBbF73z6S2UZNarBSAfp+Gy6k005ySiZoxcREgQNBAGawUhSHOkAAUjQ0kUJAAJOzx2UbEpEFGaGUVH80j955MrSVb4pufXmIVaNJ5489c1nT4dyUBWjaFCoAZBe3pnKspwuF5eTTsTReYhQMqMYaRSIAwkm1tGY9kOvxizLs6mDSgIOzosT59yZi4u//PHPAPomjLTePMQiYKb2+S8+WRRlVZVRjRDSgVRCJc/ynhNn8JSckpMd56fE98R1ncud65Ce4sR5ige9QWKEwR0+fOTosVsh0wCDRoBKB+bi/COfP/mVr5+qVfs3E7veDDqWoZav+NzzZ7721ItCIR1JMpoRkSQMDuIOLEy7Tr64uKKmJCDizEioRZipSVSLGlWRZfmB/Qt33H7L/ffdKsCXv/piGTKNCoqZiXMG0DiM5T/6fz799vuOz81Nv6m2xDcDsQCAYL8/+PgnPrcxGIEUl0UrNaqZUcTMgBiVRvzcn//jLs+//fz55186fW1lbTQqqhCpQWi9Xnd2pnPbzUfuPXHnof0zXuzq1de+9OjvXluJhT8qOQzm6QBRNZLOeefcixfW/s4/+e2f/4kPH7vpAOmu9514g5Ck5j2MOhnc39r6X//ur3/usRcGg+VyaytURQiFhkBVs5huglEMcueR/X/sY++9885bDh29OSiKKkL8aDjodXynmzuxKxcuvPDct7/x9NNXri5OTff2zR85d7mqMMVMRDrO5y7L6TxgTsT5zIk47286tP/o9Oh93/eWH/rgDxw5cvh635aJY48RK/0sr9ty1jf6X3n8W//6d7956qUL6+tLxea6VpXGqBbNzNRgsf5io0gG52Z7OH7LXH/Y9xrm980fOnR4fWOt1+leXlwsQjUcVbfcdtuJO2/3Pru6uPjiq4vnFyuFQCTLuuK8iNB5COkz7zIzIy3PugLb2lg6drD7xx/+wYc/9v7bbj32+9783tks9xSxDEYgPZ719Y1nv3328ae+/a1nXzp97jykO+xvllt9rUaqUdWSApW+Ln1EkCDE5Xn3x3/0/e95112bW6P+1taoHJWh0mgHFha63sdgFy68dvLUcy+9+OLGxmhq/+2ST6upiRNxznmhE3EmdHnuXO6c0xgN6HRy2pDwhuzowe73PXj3A++476ZD80ePzB48cHAvsQp7jFgAAHvhpfOf+9KTX/vGC+cvLW+NNrRULyzCqBgOY6gYg9k2perTYnMTzEwodLmIPzDtFvbP7z9wcHZu1jtfFOXmZn9xeeXq1aWN9c0qjDJvc7OHIjsxfZkTQpzLKJ4QcQ6OMIjzzmcA6HwcrpoVrjcP9Z7Mulm32zk8P/fed9z2sQ+/+/5778BeCcJuaGIZwLRMpV/202cv/tann/ji488vLa/EsqBVVQiOEqqt4XAQKzMzxGimAEiYWX0NM4Bm0Ywg6Jgxz/OpEPqjUVDJQAqpFBer3MpKS9FqZu7QyM+oRhrrN2Kg8+I86UhJAgNruQvOicGqsnBUl+WmQgEoznm6bN+Mf/9Db/tTf+yH3nn/nXW6qP4ZcSMuZjcwsXbccj137rXfeeSrn3n0yStL12KohHRiMcRQxtFoc7S1wayTuWkD1KJppKnWirqpGUkzkGkBIwAS8PlUlueDpbix6MSP6DusvFYSy8Lnb3n3e0eavXD+Umk9n81aUqoUFEcRwihCcSRIMbMQghNR3fLSAQmYQTQqac5lzjvvMogePHTwB95z/4/88LtOHD82Pz9/HW/vvyduYGIlLK+s/cZvf+mR333i4uWVWJVq0alA+1XVj1UgUFUoqxFoee+wWVBTqJmGMbESj0wNtJQKNIoTT4tZR249NNcZXjtz9pWtSqUcHjpySz928ql9R2695eqV1y5fOh3KUdadke5c1pkRdiTr0GfOdQExCyQpBGiq0DjYWBRK1unmnVycN6OpGuCEMCEty3xwvV63c/Oh+Y/+8Lt/5qcf7nXz632P/zC4IYmVdr+19f5v/KvPfO7Rb55fXC2KyqqSpJo5joab66NRAdCJE+QhDsuq3509ZgbVmMzpRtIAU0JBgALU2cEqDrXcePfb7rjrtqP33Xv3/iOH5+d6l86c+cV/8E/7PKTYF6EhFGIMxdrWxmtabalGEZLinHdZL5/a35k66HvzYJ7esAAIZTFYNTPVSJoT0HmfdZ3LlAI6oRjNOyEzc37f/Owv/a2/eu/xW6/z7f5D4cYTSNPx7fmXzv7tv/Pxp06+DJ+rqUYlAC2rUX9rNLBo3nUhAoUBClMN1Wjd9/aTgEaQrI+QYuLSqgIdlsX6aLAWw8hCeOtbfvj4idvDoNxYXZqfufnWo0cfevd7Pvno852OVypU1QyQrLug+TTUYEFjaYZQhXLl4tbqRd+b6U4f7PT2STYt+XRVlDQKhV4AQGOsNMZB5jOXd00YokEoqFQrury/7j71yBMn/srNzhlwgwX1Nx6xCFw4f+m//m//3nOnLzjJGCrAoDEWo9FoK8boRHzmDVQIqaoGilBi2c+nFhQu5WqMzkRFg4VhGG2Wow0NI5OcyDqdbvTYv3Ds2LHbX3jueRuVLw9e8ZTnz29Q8qil0As7pKlzlgtoQLLMq4inSKz6VbEZi63+8PxAmOUzt9z51i2GwCRzACIum3I01RDKQmN0eY/SMYMqQcZYwKY++cjjM9O9v/zzP3bDRe83ELG29cN/8Mu//u1vP+87uWkU82AcDQfVcGTptE+JFg0EqJYMnwRdKAchjJyfNiq0RLlahK1YbFkozbxzPd+Zhjif96KqFsXG5uYtNx39xK//5uLStQfeeuf+g0cXN4LrzgkVBjWFRrUgJChpN/U+F+8JJ8xdNqc60jAKoTDJri2t0GWAGQkIIWoR9BAvDhqLarDhsq7vdOimxEuMjFoOh/FX/uXnDx9a+NM/9r7re/e/W9xAxKpx/vxrX/nqtzTGOBiJc0qpyqFGON9J2WaLUQUAyNqDBzUgIxC2rqmsVeVWrIZmBmbO9/LePCSH5DSNWpjBZz2tcOrFV2f+zWe++MXHB2V59fK5t7/3hzeHFSgGESZiJdISRiHpvYiv47YkZPkp+KnMohGQTGHpHaUMeB3RQwmA3ovlmWgsR2E0Pbt/qjtdDAdCGUJ+6Vf+zV13HH3n245f3zv/XeEGss0QgEb9pV/+javLG0BtXCnKECLF56RHLaIb1ARIfxJGI8W5rCfGshgZLOvMdaaO9GaOdnqHXb5PXFdSwarkMUSY+az7wktnX3j51aPHDnc6jlnvxbPLZoQaopkqm6hfAaPQeREPSHKTEiQlOSZEMie+0bScuIwkYATEjElXowIkvBNHLQfry6hGWo1iCKEqry6v/+I/+p31jf71fQDfFW4gYhmAJ5548guPfs0oapGIoSwQA2Gqoc7K1KZONVWYwoygOHEiLpuhn+t0Fzrdg1l+IMtmRLJat6KBkRQnGQUhDLyXQYF73nL/ibvvOHRw9m3vfGCjHxzNiRIxVVik4J10dALCENWC0ShiUr8P1uZ4I4ygUYQ1oxIFDQaYmkYzhStGA41OyOHWegwhxirGAqE4+fzZ3/w3j+HGcQzeQMSimf7qr31yMCpUA4BoIT03M9VYgeObbqpqqqZRCROaiLjcu9x5T+8hmQkgaCTxRroXMVKct6gxllH99PTcX/pLP/vwwx+Znju6vrJuVRFDBW3IAJoIhSZQaArlQBphSOfOegU1EHB0mTlh0suQBLNkcgYNRo2mIVYQ+qwXQtT0I8QQQmUx/vanv3H5ytKNEsXfQMTCF37vq49/7RSFGkuNqlGFLhFONapGg2naYyBqURHq7E16zGBav2obu6khNkuAI51BhRRm9J0qjGII589fmsrcVG/66edejggxbBWD1agjY6TBAS6lcqLSkgb2uhtKUBJzYeKk/l6EWpPqQeMtVbUYNY5gzHwnaoBGQk2DxagxxFBevLz86d976g2+539o7H5i1Y7e9Y2N//OX/umoLMrRlpnBIiH1P5qqhqgVjckaCmgqPUUMUE3FNCSEtdQ+dgpbcq4LSAEUpIh4lznxUcOLr5xd31ibmV1YXi58Pi3ZdJbPiOSmyXGjMKWqUxMzYHtvS288LaIhhofec/9D731rr9uZn51WoNfN6RA1akSMGuuiaoUZxQFaFUX6BmaGGCxWyUD2uS8+vby6cd0exXeDG+FUSAP4r37z86eee8l5qYohXAarzDzoYGamtIBYQTIxURDSLAMWSaETkIodG58BdFIfydJKV6916S/nO2qjF145d+HS4rW1wdaoIAgTyafMFFqmVyrUJG1lqJcfmKVUYyIaABIxfOxDD33sw9//1JMvfPnxb/yXf/1nn33+1Zdfvjg9PbuytrG0vHJtaWlzYwOA8/lwuOaYkR1A03HBYoxSifqzZ69+5WvP/omHbwDpYbcTy0ACV64s/ca/+kzQ0ms3ViMBYBHw6bAPCsw0lOI7AJncKlCzCoBqpHgK2SwotXcgJYJrQ3zamLxZWtNI0Dm3sd5/5cyFS0tF0Oidp3cQ0SpQDSJJZzDQrLkmktGB3LaG0Yx53jtyaJ9z+oXV1YP7FzZWVqby7rvfeeLEXcd6edfIX//NL376s18SR61KCzG6SOkQSoUSVINGCzpC+eWvPvfH/+gP7LA/7FLcCFsh8C8/+blz5151ZADMgsZgGogAguJT9xeNpWowWlqGhI4QM1WtNJaathsylTKnB6P1pkgYzVKBFyApbgPMouLpZ769vDaUlGuhIBUTprJVExrFKHSsd9dm0YOZKZA2WV26tnzx0uJXHz91z1vu3Dc3c+Ke41OznUP793nn1zc219fX+5ubFBdDqEZrZKZRlTE5piPSQcRCjIbqqWdOP/7157Drj4e7fcUieP7cxX/9yO+FqiQkrTimFaBlVTgnzk1RRIGopcSCLgOQ9jumcnioWnDmIEJj4xlNy5QQMMGOJQeAsK4ENND6/aLor5GEqgF0jrSaYalmlQpzqG0MAoPWha40Y4jVRz/03puPHv34P/88nY8Wt7aKf/iPP3Hs0MGr3vdvOXzn7TdNT3W7ndwopqIaxRnNmUWhS158s2iqMZY++v7W6H//pU8e2j979923X4fn8R1jtxMLwKc+/ejlK0sWo7jcKAQ1ViRJr2HopEsTo5kFiwW0A3oja8NCMlqZmUZJ/gXWanldytysMUnxSh9pvRoQqGZm5pcvD5EsFRQzVVOHMbfSCqYwpHMh625/6bAAC3Z0/7633n3LpfOX3veBB6fyzu/866+86z1vPXvutaXVjRcvLD7yma84589cvNLJM1MaM2gEhbEyJ0QkhabQaMoYK43l+cvrf++Xf/t/+W/+cqfTuR4P5DvCbifWVn/ry48/XZYDhZKkKQDVQPHOZeVoLfMzgIg4mmksAACOMEOsN6yGPcklmhRumBk0yak0NKtVCrsprAt3nFB81h+uAxZjEJ8DEDMzGrcZCRgkyVbRILWIlXZXx6LSs69dfteD9996bCEUStqtR/bdc8eRGK3bzcsQnnrqhR98/7uvrfV/9dc+RRHVUmRKrXCu17TsUo2Vc2KqIYSpHi6vlptbw91MrN0eY11dXllcWkEoWbcOigYzjamJXrQqVH2DJt9LjJUlu5VFWGSjfJIwBLXYVHqlfdIII5MRy8hEryRoKgCzmHmMihjVQKgFs9icG2VchoFxgiZ9pvnLTLSKpFy5slgOto7fdlDK+OIrF8sQbjp6oNPJy6KgmRdZW1ufmZm6fHlRQwCY3rmZGULaszWJ9KoxxqixLAadTPJO9gY/i+8Ku33F6vdHW5tb0JCCjXGKzTSqjVw2VRZrWToVkqalahCJZtEA0pPBLAJQBWl04lDvhcngaNvW5PT/9akQplD13g9GVSwHFNWgDo7egV6TzwvbfvnxG2ZDTyE+8IF3nju32h/EL3zlhd985Osz050quDLqr/6zzx46uHBgYW40Kqemex/50Pd1u91HPvvVaAUhYgAi4DUORWYoVrfQ1YAoiL4qsba6VgxLTE+/0c/jO8auJVZdI3Hx0pX+5lrqWyy1AqmKSGUo+1m2fzBckdB30qNBVS1WJkmxEmsapJkqJfnam+uaJTHLUtTWsAEAaDAQYkbvslERxGdAaYhABWRpGdTt6IxjIwWTI5emZvtn5n/8R37wkc9//fvffXe3033p9BWXMQTd2Cq+dfKlx58+raHs5M4sHjpw4Pbbjm6srxHBkBuyGId0M6pbXqbrYyiNGhGDhcqcXFtaP/ns6Y988D3X8Qn9/2PXEqvWRZ/+1guhrAAhIkzN1Cwmq4pWJTMT6YRySzqZkAGmWhmMcIAZyrpxQ2q+Z47jqi9KCr0SN1SVddhNQo0ytmyPRpW4rqGXdwKb7lkUigjMaDWpUuxfc5ZQ1ZuO7JubnabIS6cX33LvbXfdcfTc2SvFcOvtd99+dH9vZXXgvRw6cvC1y5d73Zlz5y+fu3CRFJhCPKwg1VTUgqB2Q6QzAlVFrSyrL37lmQ//8Ht2rZ61a2MsAlzb6D/51LOGOuCGRWg0qFDMYKoxFlk2G8MohiId9cwq1BqSvu5iiaeJO7VOkPLA4xc1DdS26wzNeWdGswCUgKbcHplaGY17ZTVNtACkSh8jYMfvuunpZ156y/Gbbr/tyNrKalGUW2X53EuXsq4fjayobGtQLV5avP2mI9O5vOXum8xGQK18mDmzSthVLVJe08ZZJFMNldro6efOXnpt8Q18It8ddumKlcKWk8+8+OrZcyJUEwVgSKF2pIdUiIzV0OfTFB/Kgct6qdjGLKRG/6nObyxQmalpBAnbzgcn1QmNxN/YXGqpc3Z2ZlQSarUkRgGMpskaYTu+PAmkUVU11XThi499K4an7rj5yMLCzEZ/9Pb77rjl1puO33ns5MmXDh08cPPs/qqIVTV67crSfffd9cVHvzYaaur4QIMx11A4n6XDCiEklSIgTKNWriqvLq99/ksnf+6nP7Y7K/N3KbFSMu/LTzwzGpUpzZJ8xpKObPRGgGKx0lhl2b5ieFVcBoipAkZ6pFNVWn2StwEwU0BYJ6+ppvV6QJglM3yaQmHJAjocFSHmdXs2spa4LIqBjqBQ1CyZXsyi3XHz/H0njmxVQSsbFlpVRX+wce3celXEsy++mgm6ua+QzR6eP3rsYEeyW246eP9b7iqL4tLl5QhkiDAYIgi1KGaEmJWUKTiXDrIiooYYtCpHn/z04x9839tuv+3YTt/2LsEuJRbAC5cWn3r2VYHqeMlRMwQDCEmtG02jhtJn3bLwMQwl6xkiAEPkOLpKl2uAcXeHRsVMHzbnu8aiAIIcjCpxCkmxedolFabR1AmFzkzSCTRNQHnLvcdO3L7/rjsOFxeXtkZlOTsTBiWvXDnmwvrZStbWu0cODgs7c/qZl853Xpma/8bJbPrRjkj32rVFL95MgZiSmYQYRsIZxhFdF+aaJDdEPAGrivPnLv5P/8e/+O//5s8dPDj/Rj6b7wS7jVjpN08B+cJXnl5cXGpKIQQiNING0MFSEg7QaLGMIt73ytE6fccgqkHo0ypE0BAJb9sqOQAd/36nsB11ttjqbTApX7Bu3hmVgcmcbgDFmFaRoBpSN0A0/2rCZ06dPXZ030KeLzgOrJi7/faVLz3x2gsv3PrwB068/R7VqK+eWTn16kxe3BaXe9O2dveJ1+Zuurw0uHD2NEFNHgyoBQUZw5B+SmPIYkGKOZAZmuNx1MDIb54684VHv/lnf/xD1+2J/QHYhcG7AXLq+TO/+anfi8WwjpZAQEgxkHTJodB4zGNMKUKKxVIAs1jrBmldsjGfdnyPHStZE6nvCONh6cQo3oUwjNVQrVQEtQDElLxTjaYKIs12MiOdXbqy+eiXTn3t1Kubd99+4Pvffvbjv3buK48f+L4Hu0ePWa+DGC9/69Slc2cvl+U6/MqVxe4TX/3oEdw2FatQpcgdaTM2BWkK1ZGaq6qRahVj1BhSRXXdZ56M0Z594dXJP5TvGrttxSKAcxeu/Hd/6x+eO38JoaoZQmEjEIiIojQD6CguxgqxNN8T341x5FwXZqnTtpqZJY+ojbdTgKpK1r9Rtt24of5faxynBtnqFz6bUaNZRTqA0Yrk5dMYhJG1YE/SRA3iXj631vn6mZmZuftXLlxeWj30wQ8ceuAd1aiYmu2F9Q0/P3fXh99/6fNf6851Vs5f6C8urf7eY+WBe6JaVpsPU9GOqRngLA5dvs90aNZLYoTFYGIAnOQhxPk5vP+P3H8dHtS/C7trxUqegy988WuvnL4Yi1FVDpteLZ4mgBFKCGoDgdH5lBg2jc7lBpiFFH6nBA4sNLFRc2JP6ZpkGUj+vpp2VnsAkZJGMYRhWY3MojhAGGKpFsVl4nKIT1kjVVNVSMo+GgGfy7MvX/3iV08Vs/uO/+AfufNd70Qv97PTWoUrX3ri7NPPdDty/1/58wv33jU9u+/wB943fc89r60tA9FMCak1E9WUMDCtgCDINPbTJDujIpppKIrhrUfm/vp/8uMPPXDcLFzHp/b/id1FrLSsvHb5almWyV2MdPwTgQhhoCTJnOI1RoAiDmaIpVBEvCZiNdUvzSY4jt3NoCld8/qma/VOqM0WYxZNTSQL1SiWBQ2Z80KzaiQwJ96MqtHSbAGAlOSuF3Xi+OypK8Pu1Px9d4Yrr8nqKjMJ/c0LL72E6fkXPvlZP1g78P7vP/KxDz3wEw9vLa6cuXg1ORNrKTft3Zr6DLoQhhCaRtMqhZulVoT+2Efe+z/+V3/xoQfvGo2K/sbGbjNo7batEIAev+2QRxliBdPkGTFLjk2jZApCCPPGAhbr8Esro4hkquWO5F0taNbLSdryYICSYinns52oZlq6GoJF5z39tGkwg4XAxG+lCuAcxUEVCFZrX87EmalSxdxQ8fLi5gP33XPm6ye3im/f9vAH2Zvq3nXXbe+8P5y/tPjs6aMfPXrr97994+Uzw16nXxIWDGocy7RNvy3xiKW6jhhNt6IigHcfv+VnfvpHf+iPvCPPs6qKEDfo98uymj9wyMluWSl2G7G4ubHy1nuP/YmHH/rE73yhCioE6Q2WutBCMtHK2AUJpVpgqnBXYywoLoYq0wqp5lgVtbNPJXn6ahlBMK5ArL2gBGnWdPo3psYh4nKRTFVrj43B5VOaqnHEaQy0AHPU4IQOTDurQDLyt77w/IN3LMzNznamp3DpivSm3vojH+p0u/b2E9eefnH9+VclxF4u2cHDa/0XKGCygaWcgalRmwNKRgtgbzTcuPXY4T/2oz/8Yz/6/sMHFzRajCoCRw7LqtgcLhw4dN2e2+/DbiMWlq8tleXo4Q+9e3Ym/+1PfWlxcSUVtQujiiedxVIkM6iIixpMIZTKDBqFdD6ztIlYU8hQ73k0NLmdbbEz/X6nNFHTzsXqJZLpgAnAIsySMiYxoJY/HMxUg6gZVBFEBBQawWjC89cG//M/e/I//1NvP2ajMCp0VOHQgTOPfXXtyZMH3v3uo++4R4xcXnvs9MpqUfYyb6nuiFCNdQifIHlZDudmuw9/9EM/8Wd+5I7bbyNZVVHqLuJcX9+MwhMn7pFds1xhtxGrqsqtzQ2Lwcwees9b77zt2FefOPn4E88urfSjDp3Lhd5ElE7j2K1Z549jVAuVeI/agIVmXwEav1Qdo9dWF47rDZt8nI0VVIiAolqf+2y7ACcKHcwcHaU+DkDrrm3JVmomhw7ue9v9xzc2t37xc2f+6M3ZQycWZqa6pbkqWNmdcpmXK0uE++rlrc+fH3hEwJmpGFIBf6O0WUoR3X/P8f/wp//kux58Z5a5sqy8906YspQb65sgT9xzT5btLnvW7iKWiJhkVQg0QvWmI/v/7J/52Ic++APPnHr5ySefev6FC4NRX7yIiJhTOJo3VgpQhKRaRDDnOqnDtoABUUkH16SIaYiAG5fqIK1JqBPLqJOGiUw0i0oH0owwrbuWJgo10hqhajGlEJ1zAEIo7rz16M/85IeKqvril577xc8+trUw92AY7o9x9sCB6bdk3bmZi2vlY2fWf/upM2VJRzMIyWhBtVA1McC5GC3L7Id+8D3/wU/82K3HDquWocrEOaOYSFEUo6LcN79w2+23p/Zeuwq7i1jO+TvuPPHicDDo91MJoJC33XzkxF23P/zRDzz1rZNfevRrTz79wtawhFDonGSmSkYRKkmFaQxhlKcmfSlmsm3xc6yL1l54qZ0I41wba8ndzEAhDKZpsbO6/UdT4KA0EwKCWGsWSDVnIsz88y+evvja8qtnzx8+OPfwh987fdOhy7147KZOfs+dr15df/TZi51seuq2g3Lyahyuk4QG+A7pAEdGwDTq4cMLP/rRD/zAD7x731y3KKs8y4Ao4kIsNwd9MLvn3ntm52bf8Kf0HWEX7coJMzOzb3/gPQcPH6n3MGE0DVXo5u4HH3rPX/tPf+Fv/LWf+9D7Hzww19NYhVBqSraAkiRwQmOlqoBpU0+a1KlGcUglFUnYFFCa3XAbJNNYelqq+XKOjpAm8jEzTS1sKHVklkq0Uh9KU8vzbGWt/82TL+cZP/yBB8R48213nVvduNoffuPZxX/xmefPX1qfm86+78G7H3rX3Z7eTGEQ8cLMFFnm3/WO+37mp37sXQ/e78WFKsQYQgyADYfD9Y3BsZtve+BdD+5aVmG3rVgJed659/53ZHn3wrkzLvOpCiqqmhq9PPCO++67+86zZy88+a1Tzz334vmLlzY3Nquq8VChCXykKT21CMvqjFDq7VBviNIIpDvCreQfhaJmXkoxal3SLGKqZqCjmNRNGJxHMFiEJlHEMsfVjf7f/79/w8F/5AO6tTX6/GMnn3jquXfct9CZzj735Vfm9k0fOjR/+PCBH7/n+K/86ie3hht5bwYanEdvJjt65Oi9d9913913HTww75xLjZ1jVanGa8sr+/YdeOe7HpyZnbleT+c7xK5ubnvuzNmXXnp+ZmpmbnbGYKqIMcRQlkVZlqEoBitL186dv/jq2bOLi0vr65tbg2HQCHIUu/1hZTGoRZqJ67qsQ0paUQhnje+v+VYERFKgphotiiVVwdiMCgPSUpV6zZAiIlJ3HwlV1EoI73KIU8rc9PTM9EyIow+//z1nzi1+47lzoQzvOLGg3j3z3NWf+6n3z8/OfOGxk3k32zftTp38eqfbnZ2e3j+/7867bjt8+HDu814v63byvJN3u10KNZrL/PETd9997327vwwau5xYADY21k9+82Q53Jqdnel0uzHGqirKsixG1WA46K+tr6+tXr129drStfX1za3hqAwVgNeuja6ubKVUMc2c74rvkJLy06Sk1mg7vo+gsQQm2ZsaAVEzEScUSjruqY5XLzbEQtQYNJQknOTO+yrafSdu/tgH37fa3zrzyrnpuf15jiOHD33mC189sLCwb36mIzYsqudPX+l592sf/x+mp3qnnjn1yKd+C2W5sLCQdXKfZd1et9frZj7Pu535/ftvvu2Ou44fz/MbpjX3bidWwtXFxW+fenZzY6OT5VnuYwyhqoaD4ebm5srStaVrS8srq+sbm4PRMKpOz8zOLtz02c8/AUSNlcKJy7M8J32MMXly0vo0NmCl/mnpeyViISrJ9A8E6RwAVYAKNTNN8wFAUTOzgBg0VKS4vGPKW286+Df/2l948tTLWpadzpTvIHfdy0tLGuPx24+trm4uHNo3GpSdLP/5X/jJbm8KwLkzZ/7xP/iHy0tX983NZlnW6XampqdvueW2+x945/G7d52a8O/Eboyxfj8OHzly+MiR5WtLly5eXLx8uSrDaDDqb2xsrK/3NzeHg2FZFKGsYlQFf/LP/lR3at9nP/eV2oCO161NrzMy1Paa+l/SCAnWY+qbrlopXWn1nF7Dtk9ezQgTEVUHAgxmQaM4ly+v9X3uNtaGd9x+2An7g9E//uef/nM/+dHXriw989yZW285WA6LhfnpTjcfh/+333nnX/6r/9n/9j//rbX+8MMfed/xu4/P7dt37OZb8s4Ns0rtxK4nlmHcqu/AwUMHDh7CAw9WZVmMin5/c3VlZfHKlUsXL1y7trSyurY1GN114sSf/NN/6itfftwJaw21SUMDSD2wsG3S+rc2RBDUHUt4rd6nVa3uq+VgSbU3oE49JsWckqzSpXN5WcWNzeFmf+uuu26+cmVtdXXTeXfsyNzqyoZWYWqqOxoOb7356NrWcGfAdOymm/7G3/wvMu/3H9g/6fs6aex6Ym07ibeR5XmW5zNzs0ePHXvL296WPqmqIYQUhfSmpjLvtaqMRhsf8QitVyJQNRGi1sz9+BhINU0FOVa/FEkIE2kulb6hAUbTOlwTR/agilhGrQh3eXG5CtXy8kqe+VtuOfrzP/WRqV53brZXFsX0THc0KrZG/dFInHfN7gwAe2ZG5q4n1ncMERnHtrNzM3mej6rQkAOk1L2KTGtdq1nF0jCd8aKUKk7reh0A27Jq8ycBTS8xSwsgJZXvmDhEszBEp/vPPvH5Snn+0rXpmfwt99y5trx2+txroB8OR1VR3X7zkcVrS66z4KQpGdpb2DvE2onpqak8zzkYJd9pXRg9XmoaW03KNLNJVG9HXQZVc0zGrLH7NMVYQggkVa7Ghp+poNrRdTRGjUMfq8Vr/YWD+07cceuwGFy4sLi6Plrtb2WOYRS+/eK5ffNT5Sh+6EPvG/ss9hj2JrFmZqenp7tLq+to0jlGMQ1MyifMTJoqVlLTLmiU1PqYhKfoeKkyM5iKqgloYeySECS91FKNIYwiwizTYlRVW16yuW73z/3ED21ubXU6fmVtdPrVC/fee+ulC1fh3DefPfPk06erKrWclHFOac9g16V0vieYnpqam5tJA5/r7PIOY0Pt76vdV2YW00FvRyaxkeGbBpCwenCAkVa3w9JkQ2ByzVgEAi2SzrlcNcQw2tza3BpV/a1hf2sItamOm53qTvc6J+44MjvVUcRQE2sPYm+uWJ1uPr+wD6bjevj0+aYIrI6d6tpDmJqyFtnHecPEP03CqVJhAeZJpAZuqQ+bWkiNcS1ZEuFAiMstljEMNjY2H33s5FQ337ev1+105hfml66tmwnoyqDF1mBr88ZogfyHwN4kFukOHVhouvaJUUjEGFJaG0hdj1L8NN7ZSGtKd5K8bgQVcEaAjgoIDIFWm6EAQpxpZGqSJJLGEtJ1xJuG/nC4/olHHnPinZZZp5N1Ok7Y7WTz+6aLyqBVUVT1N9xz2JvEAnDzzcfScEqYichO38xO6aiOqbhDRajNoykmFzCNbhaF0oh60nMct3owChDNSiJH02dEfO4003IU/NDNLJSKchhQRKEDyqX1CCspDDFVTOyp6Cphb8ZYAI4dOyqpVZ8IKRi7Q+tS5/plae9LdGvkBGtMXAZGgtCm55+lk2BqNSN1qxmmTdWZmTFCIoUi3mU9I8NoI4z6WacrqRLDIetlU9O9WBUUCfE63Z3JY88Sa9++WRESaWiOo41d5DYumuC4J0PyixKKOjst49aRUGuGPaGWVlVNm+aSTAMKCDFlVNAkbaricue7ZjGMNjVWLuuamris050JVRVVAW5tDUPcm7vhniXW9Mysc/VGv02g5I9J2lFzPMT2EpVeXYtb261AxlL7jpOiWjBETeeDutAnMdPMHABQnO+J89CiGmxI5uAz7zwhMQQhHLmxvjEaFW/4vXkjsGeJ5b13LhtbXBI/UnYmKaLc0T40rUloGiHrDrF07KUB0meDpRprCExSK5Em76g0qAazMummFC/SiWah2gqjYSfvNYUbgIgKN/vDzY2t63ODJow9S6zBYJRaKTfe0HGR8faf4xKdtAahtjVAm+lPdeE1mXrOsi4dS9MGtcnsGJoOXAajsB7cA1LEu44wh8VqtEGa0dQiSRFHcYMqrtZDl/Za/L5niTUqK4hP/Y/AP9B2trMvDZpNM1mOxx22NQ3YZd2bROvObGn+ABViaWZA/eUwVVBTJz54L1mH9DFURbHlslzN0sgxmBVVXF3bnPzNuA7Ys8SqqhLi6spSSeXOzYYGYMwhYKybWurw0aQLm3/Y6Sxlk9pT1fHI3VS85ZrXb2+jac4lXU56gVXFkGqOQkKcg1kIcW2jJdYNhf76BlUBQATQNAkHpI6D9u2AirUzps4q1s4apC4faQGrk4JW87OulgU1NYZXSxPGAYzDMlOrByC61MoLMYwGm+Ic6EQyOm+mzYrVngpvEGxsboYQIHSSIXUu2o6rgG37YPowNWesj3YYF7ByvETVbbDQ+P4aqqGeU5c6pe64aGoqCZDixWd0ToFQDjSMsk7XxLksV2DxytIbeVveMOxZYm31+yEEinM+R623c8f216xMSTBNvneDpE61415CSfRqPDb1dURSTjqNdiY0qQxJ00q1PgCglnyFyR1PcSJiMYyG/byTZ52uy3LSrayuAWiD9xsG6+sbZhEUONYTeMywI4Q3jFUsBbXe82AAhBhPFE/heGIMWbNOwXoaHRRGgYe4FLWxzhoJIQRoCgXFictEnAGhLMvhsNPp+rxHkc2tAtiDAvyeJdZmf3McPddTMLFznzImIo2x0wGxbcNK0y5T3ro5QdaFX40uRlM0xN2+vrJeCtWoRoKOkhFiMRSDPs2yvOOzTn9YxbBj1sFewd4klplupNNWajG1kz/pz22jlTWx9jhp07yizh6mfbJuBEK6OhCzWhmTVMVvtRN1LKumfTRFYgbQeYoX5wnEUBWjgYjzebesrAq7rtHjvz/2JrFi1MHWCABFhB5qrNeYMcfGyw+awh2YgtYcA9UMdcy1XUVGGdeDEbQ0A4yMptZkpJNcobVomobbK5sJ9eIykGqhHA3NYpZ3qypWezEXvTeJZaYhVABSLyutxxTueAHQOB24rZHSQK07tCW93ZKFQbY9yttHQzTpoPrrxxUXjWqPZt0zWkwdRWrpQU2rMpYFHatoVdUS6waBqsYYCYjLUoNk7nQeN+ERtvmAHaro2FczjrZSMF6/kJDUuC+FUBinG1XNLBmyBEitb9LSGGHBVKkgSSegxVAVI5gVQYu9mIfem8QyQ9LQxXmzUCdcdnDL6iNgtKYKpz4kpkkqqWOzRVgqyW/iLChSVyyQIo0ECoylsGYO2PbcFMBUkXq2qSrq2nyDVlWJGMsybA1H1+UuTRR7k1io6yEozqnunFC/jcZFw+bAx3H03YTezZWApINCaVaXqJqBdKYYHznT5qpWDx3brhoTScE8U82YIHXdMg1VVRQhbmwO3oAb8gZjbxKLpDgBRZwzVcOOuYQ7Tn3NJ8i6e5+lMdG1g29MKda5REhDPpjUsoOz7YvUl69DfTOrB/VYyu2ME0fiPOhgFkNZVfHq8tobdmfeMOxNYplpjEZxdcFqcxi0lMKz11tokpOhicwtRfQU284+j2sQm/ECAJLNK122XumSlJoOmkpoGvCbTDbWJCstjW3xuUEsxqooX3vt2ht+hyaOvVlMUVWhLCsRl9TR8eebmud0snMYt+ZulhkBaPUEXtTyetIWWCekWdfWp6VLUplhPWasKcRAzV+IUK0u6hkvdjCDiVCRmSKE0fJK/zrcowljb65YqqqqdK7e49hYY9LMEElHPGt87Q1z0ivM0tqEesxqnSkch1qavAx17RgBSKN0pWuRRO0xtGaLTYkg1GG9RooIRTVqqJZX1t/Y2/NGYI8SK8ZoBucb2WCHoaUeOJ+icGVjAU1qaL2VsU4G7ZTs61SjpdLBeqGqPQ91cDY2PqSXK5tspDNIczKV1PTG4DNPR5gurazsPfF9bxIrRNVoTlxq8YgdMdZ4BUqvNNv25Y3b9wG1C/l1qE+RKbvcFH81R0jscNo0kMY+kQ4AdeNvTYMvDBAvLjdyaWl1c2Ov7YZ7k1iqqgbSOQpUodbE4Ds8yM2pUMSx2bAAbOf7alk+xffj0J5G7hTia2uppSZJ9UpYr1SpN/y4b8SOgrIUg9F5oVtb37y2vNd2w71JrBijgs57BbE9lLB2fXIHq2qwbtwwPtmlLwG0EaSaL00p6MYMmBQESYeCevApZJz0adbDVKkx3nOphqpCDAKIcFhUi1f32sFwbxKrrEJUcz4D6uUB2KlkNupAHQ2lVJ1YE1ptG2TGFYXpK1QF9R5Zm1K10Sx2XBam0GiqNJiqaVRLae1Y96qBmarFkL5FNCyvtivWjQBTJYXOW2NTQO1k2OFv2EbtR67/SpPM633TJamgWebEIKCrN0g2uUYCkmbvWFNoWC9YtUBqqhppCqgRCo2IQQOl9uGsrvUxzl7vCexNYjVyuqgG06b6b+xZ+Lefn4wPiRg7lpN63vga6rUrWUZTFX06YBIg1CxqIk2ss4eNdG/jbw1A1dLgHRKEatQYIUJgcWkNr7Ph3/DYm8SqC0ed06qorVSNO0pf5/RMSGPctFYaAG1IZnUX7mboXFJQVXee/9DsmbUbsBbnUU8P3GGHbmJ6wJC8gRbViRhwdWX997+tGxp7U3mnGL23KIPNzaoakY5CUvLcaWRZBaljqbGVtEbawxqaNIoCYEZJVplmBHA9xSkF82Nt1ACoIm4XsI6PomYgVU2oImIGCmKoRKYhVhSFmjrund/zPUosukx69x8/3HvroZnpXpZnM1NdJ+7AwQO/8TtfeOrpl1yWaRPRN5pTzap0geY69fom4qyecp5eRtYGm53Z5zqnQ2hzEqxlMbPUWBlmahoMaaS0mUaDZJ3e3Oy0ayYJ7A3sTWJVIR49NPsTP/qQCEAHRjVxzjnnDx2YawYt1QuKpGoaayxb6ePU/takyQU1MtjY2DUmEoCUkDZN1zSK7UgXGQBhvZPSUi9dCJEmkKl2er252anmve+g942MvUksDeYciir0B+VgoJsbm92ev+/uW2jwskMbB5o8dDKCbltlGonK6lmqVh8AjRBLZ8CGa03ds0Kba0tdOwZK3exte8+ttawUb6lpLIUzU51O8973AquwV4lF0ane7NlzK+cvXl3bGPR63TvvPKQWBHlqG2k7Vfi67Qcw/nwzAzr1IK1FiqappDWZGjMdd8O12lWTrrIdhtu2hmAkUrPScdoRNI3BiSwsLLwhN+aNw96JFndCo8UYOl2Zn+05keGwunx5BYR4572vHVo79jhgLENofXCsoVafGcFxXpk0wtVx2bYNRyC1WZT1ObFuSPq6M+Y2neurhxhCmJ3dvbNS/3DYmyvWcFQUVawK7U1nR4/MO5cdPTrjfea973TytDWBTUi03SjLknRQ56rNUp9ksK5qrhM5TXFOOh4aEGEkhan1TGP/IsyUTcyUBFVaPeg++XDMLGqMMeyQztoYaxdjMBxN9TrT0939nSnYSlDecuyAKaqq9F4w9s5sP0/ZqTuQTPq7qVHYWB7Y/BON42lPr4uf2FyzYWrTFKl21qMxA5qZUum9ARpDCLVwir3BKuxVYm1tDTJPClbW+z7Pcy/Ly2vu4H4jer0u03PdjtMx3hjJxlNqBqYDY82I9HFiTeM6rUv4G5dDEibGbSnJ2h2hpJoahGZSHzmT7qoK1RjKUVldlxs1OexNYq2urnVyP9XNDTGGstfrmZrGyne7U72uAEKfdKzt1nyNM1koSbhvUjFNGKq1VxmmYxu9wmhNdVkyNddXqEUviEN6Qe1LVtNUcFi7DQ2mMa6sbgIwKPdK1LtHfox/C6+euyDOaYxVGfuD+NLpy2cvXDarUOlUN/feUTzIVFKYnndTGEjUHbKacsO6a0NjhdCxyDDe8mrr6I49Ly1YAkn/OYqjyHiNTKnJdBUzU9jqs6dGy0vNtKa9gD1FrNp4ZXb6pTNVxIuvXvnWs+fOnFnqZPnxO49BJWo4eGB+3765JmP4usRhcrbUIwibS9lYHa0rFceWrm31AcAO0X5s00oZo8QqB3HivNCByf7eBFRmCvRPn1v53BfQuAL3APYUsVKw88I3vv7ck08rZPHa2vG7Dr/7wTvvvfvIcDhcWx+SnJ2dWpiftahMVc5Ua5ph7TRWJZ1T6AGSUtMlDcGsB9F50hFCccmvLLXclXz0qReEClMxoiMcxMN5iKt1LDVqLUesM7/y+OMW4x6h1R6LsRR0wMvffPrqyurclHzg/e/qDwaUNIwEW1U1WlxWNckyNRXajg4O4w+SGUvqvpHQ1x/UzIyWRAara7ogNEsEMbUYLYr4HWKVoh4qJiBSixqIGKkwMSWoMayDYW2gVSmu90besclhTxEriUAnn3s+il/rF7/72MmLl1+rQlxbXV1e2SjKGDXESJUOGdNWCL6eNXVcpY0Xpja919L7eM5vUjdr05Wk5pEwEpJMfdIkd8YiQ/0dVIVOSINtlyRqWDa3mPdkxy58o2NPEcuBa0tXv/yNb2XdzlPPnO6vb6ytLiIGAKkcniLed2IVoIbkyDOmuTkpd2earFJAncRpoqvaHZqIp/XmmHLS2kTtTBWwAapmFO9rqUyVImOOmYUoTijpYJCa0A/B51Y2Ht7clO709bt/30vsKWIBuHrh4uLSinUXQrRur+c2YApxWSq3d+KDBbMIYQp+6lRwHWIpkCQEGo0Ua4rBmsZGMS00pJKO9YKnSUofnxMNahZUa6sMJW2pdfUhgDp3ZFBoauYWTZcGRdXfyg5dpxv3vcZeI5bzGZ2vTSym0EghmmlNUSMs1s5OuLFvQejMAEm1OgJBGp+ZKEXQidh236yaIiZpFHRdi0rVZm6KGtRUHfJa1CCiQegUaXiiQY1CmFoIKkFj2DKWmxtTf+BPdoNhrxGrNzuVd3uFeBFXVCVd5sRTstTaikbQJRqkVo5qgaap9R8tJk4Qrhmymq5KhSJVSlskSTgDWbfKSlUVksbSQUToGr9WivtTOb6kUlVo06c7kmZqIqGyarShoVjbO5N89xqxNlbWI/POzAHfmRr2N514ABrLFN/QatW8cc24prsa6lkTkkY7e4CqBmrdv08gpGk9d5VpA609gZoU02ARMYJGMzOheIhTMxEnAOmsWSrFKFIX/4jzoFfIWjZ9dXnjyPW7dd9b7D1ibbjubIjVqL8ew6iqtlLbz7Q5GkDnAJqCjsIc4+QwBRZTOhoAjM45pTJ1CVHSCUWilgIxSD3JXFydVhbnSJOAGM2UEs1i2iljDCSF2mjtoEaLtcNZkl25GKzNzJx6+ezbr/P9+55hrxFr+fyZcjQqpci6MyLOzMEc4ekzjQaNTDWkqjDSKSAQgI4QI2hUC2pBkNWhk5EiNT/GA+wFUSO1SpVgAKFG5w2SAjULUa0wwrmuxiqltB29OWGMEBMK6YJVmgrxCZq99spLgO4N1XpvEUvjyce+ElTLUOa9OcA5OgIxlON6GjWzGC3GSqsSQ6RNDkI6OgocEYHKGEDvTABSxWCxCiqo519KNC01lDEpBkZSnM8hHlARR2aq0coSuaNp1ApWCTqOHdKFGA3Be3HOp5NCKCuZ724MSpQV8s6/6+e8AbCniNVfX7vw8ishxDzzIn4w3ApVmeSmzHFh337SoplAe51sdqa3sDB/4OCBqV734MGDR286Mr9/vpt1s9w7Ybfb6XTyEKJGE2GMOhoNo2pZVcNh4cR3OllVlWtr6+vr/fX1jfX1jWvLa1dX1vub/SpoWWhZdspyqIBGqSqEUIZQcjSgZEpYKACh845OxLmyWvX5qDdjWwO2xNptGG4NirU1BBez+amePPynP3r3PXfMzs4cOLAwv2/fwYMHsywD1DnX7Xamej2f59/bNxBDKIoiRK3KqizKsixjDFtbw+FoVBbFqBitrKytrm5ubm5VofLee+8Mtr7WX9vo9wscv/2IZdneSBfuKWJ1p6cXbj525NIVxfpf/Omf/dlf+Atv8Btw3k/5P/QtNd2ZYLrB8QfOtL0RYaary8uj/qDTzQ8cvSnVX13vN7UT9gd8DK07PdROrjf4bU0Ce4pYvw97pDDhRsSu+oX+nqNl1XXD3iZWi+uGllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgpZYLSaCllgtJoKWWC0mgv8XtmtCz9K6ITwAAAAASUVORK5CYII=\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-QVgo5GMzCHENWa5ycjpTuT\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-RZrA339MkFAxvxmnmXFqEq\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-RZrA339MkFAxvxmnmXFqEq\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-66tUeChivWDxZqpcsftjQo\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAAEKCAIAAADYbY3CAAA8oklEQVR4nO29aZhl11UluNY+5973XkRk5CgpNaVkjZZly4PwTOMR29hlzGh/XXPRUFRXU1DVVHVXUXzUQPNVNQ3URzEYKEYbbIMbDxgkz5NsZNmSsWUNluRUas45MzKmN9x79u4f+5wXSXUBnl5GRuquLy1nvnxxX8S9K8/ZZ+2196aZoUOHbzZks7+BDucmOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCTpidZgJOmJ1mAk6YnWYCZ6kxNI2bfa3cI7jyUisw/ft/8j3/uBjv/rWdn34Tbng6NCR5fv2f1Mudc6AZrbZ38MZwqlTy7fe9P76oYPDT96uX7rv/IXtc89+2kX/5G/vfsnzv+5rGuzozR9/4pff+vCxgy982y+ff+WV38RveEvjyUKsW//8c//hJ35m/bZb/+nep+zathhS2hb62rbSrxdffOP53/8d25/3rNDvfU3XXH/o0cfe/Acnbvp4kPjlg/sHL3jmC/6vn7zkhqfP6EfYWjj3iXX/A/v/75/5hS/d9JEXN+myKjx1z8WDqlak2FotFQBLiVXsX/uU3a940fYXPmfu6svDoP/XXNDM1u79ypF3f/DE+29pj5+SwNHa6kOT43OD3sF+fdfTrvqBf/kvnv/cG8/Uz3eW4lwmVlL7w7e/6zd++ucueezxF/QHu2M90XTe9t2LgwURjtvRQCuGYAAJqJoxzA96l104f/3Vc9dd2b9ob9yzI25fDFU0tXZldfL44ZW771+540trX3pAV9cZI0BJenDtaFu1fYknxqObn3js1DVX/fiv/JeXveRbN/sGbCbOWWJ95rY7fvdnf+XQhz/2XAnnB4hxUPUIxFhdtOuCAJpgrO2c1VGkocEMFJpZSpaSAVJHVpUMek4+HY5sOLZJyxhAocBAgUza8bHm+LYQJ83k5GR8ePnUstqHA1/9z/+3f/NT/1rIzb4Tm4NzjVgJ+Pxn/+J9v/F7h2/+8N7lpfPrfh2CqKa23TXYJiKttjsWdiz2FwLDqEqfboYXp+qp0qtElGxTa0KAAGAGAgZLCQQlgP4iaQxAIE8ErrdLC00D1Vb14PKptfFYA5fHoy827dU/+o//1U/9xLZtC5t9VzYB5w6xjhw/ecuHP/7n73j3+mc+d9lwvDvKOCWJ1UAkqk5Smqt6vVCJSKtp747zq1BVQR6X9AsnHp+sD2/sb3/Bwo6nVL0aQpBm2rYWBABI1URQKIQJ2QCPaXO7TLbb6AUWQoLChpPJEydPCGVFmwnUJs1NkemZz/jRH/unr3v9a+u63uw7dEaxtYmVgPvv2/+VL993x0c++cjHPjV45NG9wPa6rskmtQB7In1ILZyYmVmPYaE3ULNYVbsXdjGESuS4tf/54H13pLSnP3ftzvN2tekpxvOq3jbGQdtWbapCNBEK17Q9penLk7Xb15dPWfPd27a/Os4TVCKldHDpJNQabdc0TWDNaHT/oPendUDbXH/DDd/1vW949ete85TL9m32PTtD2KrEOrm8eutHb3n/W9/xxG137FhZ2alpV1X1JABWUYIZgEoYIX0jYA1BIID9UC305iZtU1X1jsVdJAJFBR9qV9+5evKE2XBlqQdD3auqqq7q8fowtU2IMQ3XW+Fq0+yo65fMzX//tl2XStUkS2pqenx1eTgaRQnr7aRX1ctts9qMDpi+e36+16ubdsyTS9fsOe/b/uc3/r1/9sP7Lrl4s+/fzLHFiDVq23s+f+et7/mz/R/6xHj/g9u13RZjpAgpZgJEIIqIQYBgCGRkUFMDAhhIkv1Yz8XeuB2HWG+fXwx1DYn9GA/q8M9WT3z42BMnzF63e+8r+3MjylozWUvpeDO6efnkQggv27H7RfXgkthPpm1KllJSPbm2ujoc1sJJSi0wiNUopRPN8GAzfuf8/DDGGMOi4KXHT8XJxPZdcv2bvudl//DvXHHVuaymbhlirQ+Hn373Tbe89Q+X77xrcTgaUKpAAWoITCMlAoESRWgQUkxpAGDMUThBmJIg2AtxvhokU5Bzcwt1r89YhRAj9MR47ZFTJ/fNb9tRRbYJIaopVY9ps21uoa/WqKqppdZMJ5PJ0tpqatsqhElqxykZGECSp9rRyWb8zn7vYF0FiAZe3zQvGY6hllJKF114wWu//fo3vO4Zz7txx7kY3W8BYqWUbv2dd3z+bX907M67F8CeSAAD4OtTRQoQSAJCCRQhCQbSzAgYoLCkajB/hQYR1hLnqn4IsU1NiKHuz4XeHEwxGk9Go2pxTmCHJ8MA7hksts2QSVlFS4mAJW3aZjgZrY9GkayCDJvJsG1AAWlqUcLImnHbvD/ytrqKFKUsqr1xOJKUYpB5ExgOz/XWrti389k3vPhvvebbXv2KiudO6nYLEOvdb/+T+/75T+7UEULwDS4aokggI4jMKpIIEoRBCFeZYEqhmaqh1ZRUExRmBA2IIQRjv6r6VV9NW00Qxrpnk2bStDt37/jA8cf/yBja8Q/NLd44v33SNAx1akZNO5lMJiklwmIIBqyMhhNVAwwQkKRQFDpum89R39urhQRFzL5vNLrYbAyQjIpeCC3lONLxGK79jld930/8+EVXXbHZ9/ubg7jZ38DfgCOHj/3ar779FbHaoTrJgXlmlSCvUvk3QpEwlSMNAISAUQJYhZAktZrUVM0MoAHEqBkn1bqqowgBm0zaph21E5IH2ubgGFJVn1k6/kyEUatJV0iYaaD0qnqcmhPDtaQgCcDJrUAgkqZAqRn2AgFMRhoakWMSr1ENZga0xMQsQvcAOxTL773p92+749LnP+fb//2/2bPv0k27498knNXEMtVf+oXffujxI6uxXkg2QYrOHzCK0EgihAA1wkBAPIKiqRqMFF9ESIKIJnWIyTRpSqYASZiKmbbtxCQECkWqGKvUtslevf38u5/YX4e5b51bVENVVTVrTa1pmrTNSjuepHaSNIgESjIlSf8uAFJIxhB2QypIctaSK6Gah/YINUtmSiosmVUmvVC3R04++p6bf/Khx/7lf/vFq658ymbf/m8IZzWxbv6zj/3Juz9SVb1jaOeDVNpAEckQIgG4BA4wECWW4lQcByk0g5Ak885IRoqZqiY1U1NFEgpoMCMNsKQGsJmMLwZ/cttuMuxc3NlqQtvCoClN2kmjCUAUma8q/0aiBYIiIoYQaCCBAGw365GNiIsdKcgCtSVMkcwSTAkDDUymEBnFeMddX/4///d/+xu//cu7d+/azLv/jeHsJdaJEyff/Et/AEgIcjhFAfogxHxdgefgNBk8x2IwCx78etQufgYU3xwJgAKnGxCiGGgpISJpgikMBkDTaDJpkmrbJNPFwQLApm00tTQBTEKMMCZRqGpe9gCIBHGmq5UPNII9WCQkuIQPM/bFEqBiajniM/NUZWVmq7B2vv7iF+7+dz/x0z//X/9zr/e1OXnOHpy9xHrbW95zYP+j/V4vgUfJEcOOGJM2YjQKCAMgHq5AoYSZmXjsRJiZ5DDMDPmlEoHlHVOiGElTaDKAZmqpTWmsyhCRGiUJajsZDteDVL2qR2ElMTLkawAw9WuamZmqADA1E6OICCACESHMlIB5Wjp4QpJCXydJkSCGO5v1cVXPi3zkQ5986+++7Qd/+B9txr3/JuAsPd+eOrV88/s+2e8PjBTYqlSHJcQQKBEx+IrljwQA/WBIesqYEHjcPo2pUXQsCGAgDQaYibONoJDBJACigJlaO4GmCIQQGCvkS5AMDCFWdYwxhhhDDBKFLL8kkEEkSGDIpBERUmAkGcXPjBQRoURKoPSqql9V/apa6PcfruoQKmGo697v/847Hnnk0U19Dl8/zlJifeqTtx86eExCCCIkk8QHIEEiY8VYIQZQAJAUEYoQQogDAK1wCGZmvs2ZiNE3HZjzzfz3oF8NMDNV9Wuup+buZvjYZF1CrOp+dHrByJCvAJgZSVIyxUlfSkXogpqSJhTmrVv8U2Ekg4gEiTHEEOtQDWI8SnmoNxcZDKDw8NETb3/rH23WI/gGcTYSa21t/S2/9ccum2tSoYQq3A9OhPlgL0FihAulFIAmAhE/kJVAyrkl5htiju8LpYRmNPhbxKKAUE2qSdVIqSS8Y/nYvzt19D8uH7tv5YSklhKAfN6EWdlg8zrmRwSW35oBSWHWmLUJJZiCmhGMMVYh1FXVq+p+3auruq6rXt37c3At1oESJRJSV/UHb/7o4cOHN/FZfN04G4n1qU987oH7HhaP0IOArIWPU46qStbOBSEybzcC0B+zeQLHo5ZpHifviVkKLmtH3h1NDaaZLr720Ei2pkc0qSwcSeFxU/GlTQgRqCGzNmTnVvkk1zaEIiJBWBFGJhIiEkRCqBkGse7XvcHcfG9uoZ5bCP25UFUhxuNt+jwliggD/B+KyJEjxz/x0U9t2pP4BnDWESu16V3vfL+REsSSBpCEgMNYHUgWKTAzCiiMkSLlyXpG0J83zOOnaXxFP7GxLFq+cWWemaprDFNmgGCs/+72C17U4ysru7EajNXPgACyTsUpZZ21FA/FARCoyWMiHwc+QVTANsOCxPm5ObnwvNHitl6sESJihVix6iFU0Xh3054KwUyz1CpiBoh8+AMf2/jorYOz7lR41133/cUd98YYSCZTUqCAQE0fML44RkxaBAUCJMB8j4GpmicJYbAw3adywsqmUb4iHxT9dWeGQNXJ5nummmmMF1W9f7GwqOORSFidjIImWOX2eEAzlf2qVs4JRoFOhB+DrSiuIrf7LSbrwEGvOn9+7p6dcdfy2jVrYzXz1c1UWsOdoBKWkhlFxIxCDSJf+uI999795euf8bTNeBpfP846Yr33jz80Gk8Gg76vQAoLFBGJEh5s2hElSFBVBIELWnkV8uMjwAAkmP73adDy4CHMpKJlhvkBM7NOSKqqmaKuVRUS1LQcA0yCwAJyVgiCktk2g0GAVcEHaFc2emGQjwS5H5xIqAf9fj9uq6p9y8uvGDfLuxcfCHPXrI0VRkMgj2h6qK7rGIeTIUwCg+ZTQru+PvzQBz7aEesbwt133ffBm2+ZH8wZmDSRhCW1pBoEdsTsiNolvl+Ib+J+1gowQBPMXM0uoY+rDwBoVgKxpMyudqqq714ej/vWGETGKYGECEADmdq8NBGmKPoVUDw5yJ9iCfgg8exkD/SqmxcG23bt/Fd//03bFhZ+5dd/dzQc3vAtN5iE3/vM5777yPGVvecd79V7EBUWiLtTOhVCn9FgQjOYSACsbRPIz956+2Qy2Vrm5rOIWKr6u7/5rrW1ca/XM7MQpE1aVb3hcAmUKGEd2N+mfVWOukExgBKgCsJ8GzNlkI0dMG99Jb63vHMZDWp+xszLWt7XGCWgbV2yEPquKhRRP9rRSG7w1S8NAIjkbWKXKx/vyR+KPP9p1/zsf/qphYVt48nkd97y9je96XVv/L7vAvChj3zyzT/9c//g2MmDV12x+9Ay1JLqF5pJYoBRGH2pFhFhZaam9sjDjx148OFrn3r1GX0e3xjOouD9nrsf+NQtt1d1dB0ohCAiahZDNR6tAmLk/jYh+A5IAKQYxQUqhIAgnJq1jP6AUPbKrD3RNa8sOMFoMAU0v4UxxjpEhiCMoEjVk94ghBBAc5FdPGJ3STZHWATWYE8Y9pI3zQ3EMBj0Fxbmm7ZZXV299JILX/OqV6yvjZaWll/+khdd9pwbbl1fmxsOD/WrmNLxpjmgSSgGCsWgnk+XUIFBRJaX1770xbs289l87TiLiPX+P/vkaDhxQT2pprYlGSTU1VzbjptmVIX4hNqEQima44a27oc+gmK5AjWf//OyUhTMvID5myRL8P5HAAYTsg6SxmNrJjpeT+OhjidQNQmkmJmllC+VM5A53/w4cSF4Z+DxpDSr6sr368lkcvHFexcXF++66963vvUddVVdfsnFdwrD0ZOH615Qe6BtjqVWVZMmAFqWUpKD3nxgRYTbbr39zD+RbwRnC7EOHzr64Q98OoQgFACSQ2wDGGPd6w9W1o7B9ITZqqIo3YUWACQAhKd6ZCMCKmxDfrHE4JlnqpiqnQYzhRlC7PcGlkyTmtHUTNsYa7oxJqf4BBSzqV+HFB6jnAfeFwNUJciBBx898NDDIYQ2pfmF+RDk4MHDq6trMJuMRmuD3uG2ia2NiXubSQIEYmYiwWCqalOZP1QS42c+ffuD+w+c8cfy9eNsIdYHbv7koYPHglDVjEZQoSklNQWs35uHpZWVo8uGY2oy3eBco3IyZYU9i0DuwvL8rr+x6O+e5Smv+N+JQAAJBkiIUvdY96QeMNYSa9KNqZIJCMDtopymGmHgGKyIJVKAKOGRRx5/7NHHYwypaecGfZBLS0u7diymNj3+2BPV/Nzxfi8cPbpmeu94WAqmmfV9s6StqQZKjHUV4tLS8tve+s4z/1y+bpwVxBqNxje/7+MhusfYoyEjRTXrmSHW8/PbR+snTq2fOjRpiw6p5TgGy6uObTx7IEdBRlBs4yCXnS7lfTRT18P8S8zM3CqYLfPGWDNGhuDczKz0zyIUag6a+iIpIkH6/brX7xkxbie9QQ+GY0eP7d17/tLJpceeOFz3euN+r2qaR5rxo+04SlRVJBMJMl1c88KsMVa9enDzn37owf0PnrGH8g3irCDWrZ/+/P33Pez+cXhOLal4URfF16eq6g8GCyeWHj0wXCVJCRtZObexu7wugQygkLIRqgfZCL82WAjLlDiNk0V6QGpNW9MWqqYtRSABmC57BjP/cv+tmfXIBC7CYowhhKqOvV6PwGQ8GQwGTTM5evTYvn0XP/rY40unloNI3e+J2ReHq2vaBgaQ5XpQGOhrYQihpojEamV57S2//bbNe0pfG84KYr37jz/QtsngSqSZKUkzNUPSBDAw9Oq5hYVdgfrAiUc1x+s55QyzvOqI+EpjRE4pet7a3KQpoFhZDqa2eIYAoRXBgkLfi3Jqxf8sghgp0TdWI0yyJ8zM1DRp2p7SMnBJqyasqtjr1XWvUmA8Hs3PDdbW1sbj0SUXX3Rg/0Oj8QTgdkMD3D8ZelrQoMWGAbjhgiAsSPQcVqz7H7zp43d+4Uub9py+Fmw+sR64/8Adn727qqvMEU00mFmypDBTbdvheDxKavPzO3fvuujQeHnSNkWVAswg5aDnObWcAxQwGKWE6tkYA2TCQNy0BVN1oaHk/qQ8WhJu6BNCyOCePQRR02SaTFXblCZqqaHtNX1M+IymjUlDCDu2Ly5uWwBsbX19fm5waulUr1ft2rlz//6HVFOfOG9tckp4HPmI6iG7+CnETPJ6bJNmrKousK2urv/Wr7/l7C+swtlArHf/8QdXVtclywdg9le5aU4Atu1kfbg0Hq+vrK7s3HGxDXasNhPJy5VNQ/iyMrkp2TDVx0U2ZAaSFECQi6WRY3ACUnQKt1hJ0U6zZpH3ViVaaNIkaYyqXt12/qnd+4Y79qKut6d2Z9sch17RNi112+K2waBHs9WV1cGgf/zYiYX5AYmv7H8omV0+SXOTtAY9OlyxpiWpadpv10ogyNQmuNmQIYS6rnuf+uRtn/zYFvA7bLLy/tCBR9/7rg9VMZoZhTCYqvmKAjNom3S+NxiP1pp2JIxra2v1wgUrSXeSvnFuZJqzaybbSjNFjIAY1cwYJO+vqplzU3FLjZIzyUXSkmnmp5hOVYWaVNp2vLjns5e+6MCFT294qh+GiorD+vIjB5794C2fWD/6RBPapu71qlhVBltaOlWFuJ7SdU+9emVl7bHHD1XgC9fHJxfPWzt+8Njayp5dl6iZAmqqKRGiZkk9bwCa5ySTqorE8bj5xZ9/83O+5VnbFred+ef11WOTifW23/+TpZMrc3MDAKYmpFEM8DArhJBSGrdpMFhcXz8VqkqFK01zLKXLNoyguSwHIZq1HpBPHTL5LQbzMgf3jTLbRylQO81M6qnovI3mBkbIC6MpTJNG6GOX33jbc9/07Bef95LVn9U7Pihp0rI+MXfl53e//g8u/ZEX3f3R7330lj8QrKytV1XV69VPHDy8srb61Guvuu7aK//ii/c8fuToi5LFfr+naf/KicHCzoWFHeNmXMUeDGoqQVJqYQgiAN17mGVgkaru3ffl/f/1F978b//9/7F5z+1vxmYS68H9D9/8vk8MBgNhkBCapqEA4oUuDBL937CqDgZzbTtKKUmQBD06HlIXXZosyxVdsbJMJBYPg5oayj4LT097yJRled8ASfOKDGwIEyBUQTOIEaYIpo9e9i0ffd73/fD37nsKbtKDH5i8oJ6sVKOlVB/Z/x3tL60+6/Ufec6P7nvfzjfc/d6PHTr6//z8rz312ivvvPOewaC+4frrNOmHPvqpwXD0rPmFlbn+NU8cvm3lyLYLr5tMJiQIkXziNI8EUOJ4P7Qy/zQWYu+d73jvt7/mZc97wXPP/FP7KrFpxFLVX//Vt588uTwYDEC0qfHkYJsawERExO3iYdw2bZvq2B82y2pQ8mjbQpN5eKuZH5rDLYHzI3fe23AieO0YUQQq0rdOkF5GRpESnMnUT5OPfYBpmuy55KZr3hAef1+7/IaD993RPoR4wdzOK9t6d5i7MIVodfXBKy98/v/b/zvnHf3K5ccPhA9+/Bff86dD2FcefPDo8ZOTRm/9wMfeVPWaSfO8Q8c/u3zskcloX9sksarum5nrK+24lRBAr0vLHh6SZlSzGCPAybj59V/+nWff+KzKCxvPPmxa8P7Jj3/mpvd9ot/rmSqAKkYRmipNzMQFJqliqKoQQtM2EusQoqaU2vHRyUg1u6lcvcq9PqaWUVOKGIqHWIRSSJady+ILm0uszlFA8iEAQM4dmhdAqFmA3nPtq9fW7/3OVz7jyquvaOu9o2a7XfYjh750weOfkaN3y/JBHr47Ld3+0de9aPHRZ3/7lY3JaPj8tbXLJuOdw/Hn3/X+Y+/74A8o6zZdA1ba/tnJx+fmd7apASCktgmwNjVCCVKpakrJ/9k4txJUQvBeOv3B3G23ff6P//A9m/X4/kZsGrGuuHLfDc+6ejQak1RNbdOSiDGEGKoqVqEig/eb7dXeYIZVVZNq1h4erbaasrgwtcVkQ0wxv6tmcZ2EBGNw7dQk5AQOSAaT6G2zkOshvDQrMESGQAk5U2TWLOw6dNFV1+9Zeu6LXjwerVm1wEtfNNh7cXXNG+3iV9me/2ll5fqU9vGSl543ly5+wdP39c4/NFz7qOlwPLlu0rwO8kKpRmqX1r3dVfzS+tJnV09u6y0MBosx1qouvdFMQ6xESDAyAIAhxoouyRslhCiBII2/+eu/d/Lk0mY9wb8em7YV7rvskjf/5s/8zn/7oz96x81rK8O6V6uq0cwgfgdzTx9SLMQAM5GqirWoHh6trKd2rqrMyyH837XZxvHQbHq0zEZ4Fu8MjCKWvLZ1o3oHAEzJcJoj3gUKMwXMlhYvuuSp5734mlelcYA0c5ffMH/1jScP39tbXJjf8239bdvb1ROjA18YXHydQXbv6i/P79p9/P51Cccmo2dUvZ2WKsOiUIA1yCeGp0aGxfEkkCnLIFRLKAcGiqjBDCJBgqg2ABCpqgY0k3b79m0/8mM/tHi2ng03U8daXNz2Yz/+v/zm7/6nl77suWbaNq2pkkhtUhioQhNBCEEkInfcIM2Ot8MTzZgGqMKTepoAzbuYG+FznhHw6FeLGsUACIO4lS/7+BjISAlGQAR0scEVEBpMTEfzO3fuHuy74pIm6fqJpWOPPhz7g/HgwpHVcX5xeenI6vpy/7pX93ZflEYTz58/StSVTGIMppfGuB02aSfD8UguOO/8735dgqbxerO2HCT4t5pSQ0BC9DypeEILptrA3dBk26amaW983jPe/Nu/8F3f94YQwuY9wL8Omy+QXnf91f/lV//dz/3iv37Zy59XV2EyHgNKqJnSA3BVgSc8LEgIIuumR8brkq3rKNFS8VqxdHZIWlLUOjXNTD+XAM3jLiuHRt8Rhd7lykVwbnyFKtrJBO2pai7OXbBv/dTS7u0753ddmGDV/K7BnqcOzt9nmrRNK0vrzWjpAKyiVHXdiIyahmSgpMloz2tf/vLv/x6hrE/WJysnvY2DajJ4h3mCiFHM1CPDIIGgJh2Pxpfu2/uT/+HHfu23fv4ZzzyrZ6ucFdZkki952Qtf8rIX3vmFe9/+lvfc8ok7JuOmrutkbUDYMCDAAMRYAXJwMmRpMJPjq1IiZdkX434WIQkJ0xLTYtBTWAnB/NDg9a45MjM/GPp3B4XCemsnji23zbCR9iQkbVuom6YFlJqgWkto27odN726apOdPPBYu3b0qBlTexHkilhP2iY14ypEWZjf+5pX7L30oosuuPjwoYPD8dpgMomDuUk7EQQQqZlUdQ2gqipLatC2bSbj8d6L9nzPG1/73W/8Wzt37tiUx/Q14awg1hQ3POu6G5513Rc/f/c73/6nt336iyur65oSgwQR78gyNdkdGq9B1RfcwhAr4ZaLnzmcN6/LERDibTtKqI4cSBnJAJo3WiA2TpfMzAtmccfyE/c9cnL1hnlrNdb+bjxwz/0XX3rBqRPL8zsv27Fje1pPqKu1iaZ77npk/Xii9Sy9gmEBmNT12mg4bhsu7uxdcP7Cjp2veNUr3/6W3yegk3GYW+j1+jTEqmpT66X/Zm2b2rZt916457Wvf/n3vOn1512wZ3Mf0FePs4tYjmc+5/pnPuf6B+578EM33fLpW25/9OEnJqMhYNA2pZTadpzGj62eUgM82p+WTljWTF3fcvuyF6GiaPDMXmRfz4LldpKlygK+k5baiuwMAyn12onBXX9xz7e88jkXLLTtugTEKiydGm47b37hggvPu2gvJkhjEji+PNav3P2wTkJVXUa5UaoGEEOM1dp4uDDox34fwN/++3/vvW9/F0Ftx6md1P05SypkVcW2aXxkwWWXX/Idr3/5a7/zleddcN5mPY6vD2cjsRxXX3vF1dde8Q/+8fd/+a4Hbr/tL+6+88uHDx5eXVqe6+PyK85/4eX70n3HYQrL2Wgo8jaYcmLaPDKL8JKJYh/1bLWWJOBpBuUSceZsthAA1UAJIm3Lp37lw5+543lXvXrnzp42bVv17ZqnXT4cy/rKSprsXti2OIHWkXfdfag++cRxAsDTLAzIBgZDJM1Q79hRzQ0AXH3dtbt37Tp14pSlZjJaFwkisWnGBuv3e9c//drXfdervu3lL17cfpae+/56nL3EcszPz934/Gfe+PxnAhiuD8ejsZlt37kjnVj6/Hf+kK0OGWDl0GeeoWHukeUZwpylZonRkcyYS5BNs0jBjWFKnguHAZrbAXpxDkOcP3Xw6o+/410LP/Bt10x21Cvbdy1IGFjSteaLd995YG1lbttgjnuf+cTHvnBlc3IsEoALQABJLYoIGMHB3vNCjAB27t61+/w9x48cT0k5mYyxPpifv3TfhS9+6Qte+ZqXXn/DdSJn6Ynvq8HZTqzTMZgbDOYG/vu2F8O2QbuyauYN/LTsiZY3NvNGQiWX7MG4gRLMNJth9DQvVzHMeDjvnT9c+yIpEqCpgVz64C16c3zXodfH3kNPv/DB513/wh3b5+69/75gVR2bj9zXLtzy+Zfec/NBQCX0yF3lLJo0gYjA4ILz/Ufo9Xp/94f+4Tt/721z/cWLLrvs6c95xre88LlPu+Gp8wvnQtv3rUSs0xEGA9m+YI8eggRO+y6ogWJUqvqqVZyieY/zHdDXKi+Oxsbq5K1m3M3u/wdvjGuWRIJZE4EUepd95RN71g7ddtWrHwzXrKXhnp3BqpctnZqsHxw+/cufueK+D1ary02swCYC/exhpZoSQqB3WmfRH/xn/+s/+ic/qGbVlqpy/mqwZYkVY//8PSO9n14wU2R3X65sI+NXaidQ/KMG02Lu8zVM1Re47MfSfKJkli3UdQ1CXDpNwvlDD7ziyP6Ve/Yubb9grZ7rCy9cPrpw9EA9WksGhghrhIxABXpicqIpkAL0ztv9l36QqtrCG95fja1KLABx53bLKpPlOL34QTNLJDg9IKXoHtMTX2YgDISUGi7fGWmq3kaeQGm7TLMEMxGhWhJRxfyJxxeOPGhtAxAxItYWq2CpUpgKTPrEXMlze8GgkPW5OODk/48tTKyQ02RTQ18Om6blEsW3vDH7JLdtowf3NPNstGtSuT6GMt1AOXUJExCKe1aFIkEQoBpUaCEwG6vhRnXRxhggac7Q95ylMZKNJREJW7YR8teELUysavcOIHtmzCQvWmoM9Gocb/WZ6+KL492/hF5hlVOL5lZkj+Fdt7ING46X5bgNXnNK2z0TEtRE/czI3G+XFLL1LEAkQ24hQRZ196+fZH7OYCsTa8f2LCJ4AxBvalVawHtRnlf95WjdG0Oeli/ktM/HtNjCNK9fKGX7jrzSFbuEKYxqKkJIQGpLz0A33cTUEGRlCGRgPhEAoDDMz53R27RJ2Pwk9NcNWRj4NoecAQGQnZ+ldt7ziKYpTfOH/vppl/HeIVaa+uUuMjnkcpXV09XgtOt2qesPQJBQwwglIbmkX0IigNIMPu+SFAhCfJKsWFuYWGk4ctHcVD1yzwaq06vskV9mCLmXQzZuZQdXnkK3sYgxV0kLAYMmll00F5YRQO5KWTolB3E7KpS5uW5QiNe8TltTwmtmSZ6tRpdvLrYwsSZHjkM1J2Dc++A55dMWprKS+SKVCVdMMlPpIRfjl27vzPWE2T4qGxtl3mRhqvkrXD4NFdqWye07JNmSybAsWKdm2TZbpZ8s2MLEao+e8EdOVxOKy4WZAdkfQ5bNLheLbRT2UAQ0856ULp+auQffS539gyxX6OcMIiji/eVdqacg1EJmlsMIGxnUZN2w7L0oLBe0UWFt+h/+OOcYtjCxmhOnzCu0zCjexQ+eV842mtzvPWGqHEzty1n+tLySGcriZhvSqhmg/uWmeVaXpWS5CY43FUn0vroSkds9CGBDIShjw6qZgJS89EE1ra9v0g07o9jKxFpZ+cu8UJiWPc6mNi243KAGzaMLARQvvJWywhz0F/heGErgVihoMO/FbeotPHI/EqejKrSFmSVdpYHSGtbL9fL1VdP66Ezepc3CViWWqk6OL+XJJnnx8MLUDX7QmzhM3VrZcEXALCUzy9MCDXn785DLE9LMwliWsU6P1TKZdKM5h+WFyjQhqaqtKSiikPXsyHFFzaCpXetWrLMYaTROp9aI3GEmE8KsNMgupWDTX9jw7mUHqR/9siYgOSYTWvaQ2oaaD8kbLLJdgrlxsmYvl6ePRKDJTNV0DHi7gHVktxgycVXbZlPu2BnGViWWTiY2Ghtgqr7eeObYihTpNVs5uEbZGE1N22JoUJQENkyZuxqVX3lt82vmsrFshbCi5PthwBe8aT8ImAom4n222KAcC32iIgzpSRG8b1Xl3fsd0cMmkamzOGtOKGtQ8WN50ARVyWZSy6TxAh6WQQBZairCqPOPBLxLth8uTQzeds+yZ94AMYihNU2JMhIGSiJNxMw7qtFQeuw+CbBVVywDrPU6xJwBtKmGnsUmADAvmDZjGa/qHva8CE2LqJGDNABALgp1oWB6NR9mienO5kug5hbxBOiGT9OW1ko+ByahlgBLUByFTwJs1RULsKRJtaWK5WyMwNNyWcDKq4SPUS3LkeV5FhCjuc6Z1zohfQJP7ilinuih5cF1JbXjKeyUAznxYnczMwRBEsAasAmBBmMqAZ7T33X4JwWxtuqKBVJC9BbZpWAwZ0+gBlWX1K0YWpDHQ7uiyo3FqjBmWvXKMhHYoF65aurZa830yAOh1EddAr5gwYfdQdNQk1ZVFUOUOG1pCsuW+6nuem5jyxIrKUHmgQNkiPnExrJWwfzBm7bmkncJsTNvrHj+POEI47SE2gAz5kG75c9ZLZvumgYaNJm7KkoqEKoTAnUVYwwxtCQpytyhRIDJiZObdtPOILYqsaz14MnXEmbSlKlJ0wN+HjE/jWyy2m4GzX9b+mp51iVLqcgSa9G0mK+pWmbWJ9f3N14x+omC4IQwISAhVm3+rqZqPoePPHEmb9RmYcsSS5MlLRualahKwdy9Hbnc2bUGtSnD1Bv9g9luQwYpFqtCprxHcmqw8Za4fvwsa1gWxiyPs9Npq7aR2aRJaoogMUYP3cgA7zk/96SwzWzZ4N2Kgy+XQrjsOTXP+F5WNrjCAWAqvqubQj237AnB7BfNpzbmfTDP0t3wSIA5w1PKfE7X9AOMEzMFQmAVwqCqvTJR81JnYTA4YzdpE7FVVyyGknUmKcIQIMV9UJ63EQyxDKTIEnzxnBrMzX2ao36W/I8Z1Gw6BMXlCfV9E3m39YnkKNdJaWNtA4YppaSkxBB6MXC6DAIwoN16A56/DmxZYsVKetVpqpUf1jwdvDG0t+Sip6FSTg0CmLavmdaNAVLYIdkpb2bZtO6Xy34b30mzs97UNJUSRZAyyQPiRBji9EtLeK/N5IzdpU3EViWW1BF1hTLqElDQXepm0/OeGlJ7evyeJamsOYhNa9h1w72Qf+VdsaivU78NsnyVaw8Z6NYdLd554cRUk1KNQA+ujE7ZpToen8kbtVnYqjGW9GqZH2S5UtzsngQ5uKbPjUbJ8rjM5NwoSRUD6C1yc3sZYKPX1pRGRh84LdMZ5eaJIG/u7ydDgNQEFzskJLcxR1IYsr4mJQXEtDbchPt1xrFVVyyGIP3ef+dcmIba/hZ4YKS5PMsFJ6/n8XdkZXTjIqWKFRthULEjZ4tpLvuZ+pV9rpgbaXLoxrEISTWYWU91Sitf/trllTN3mzYPW5ZYIqGufVQgc8pYyrMr7T1EjAKRqXF0o27CMzIbf1QARgO9SSWySO8dREwttdC2fCGg7mCeTiw3uOgAAhga2jalSaut1pMG5j0hxAChtCdP6nRXPXexZYkFSL92xQEiuZ40B9VlMqUmwjYULADIY+XyK9O1yrexvI+i1Ksy14T5l4gUdaH008o9IASgaWspq6brACCqlpp20Cp85oRfiDJZWk7jcz9+36rEAiALc1ZMwwpzc7mZd4lkTuAl1w6mK0SaHvzzqTC7ks27khbD8bRPbom3WLyEKIK89zVF9u3kwAum5CjGIOLKR1/V4C1qxfOFzanldn3tTN+sM44tTKy4MI9MJaVlZtCbr7lPwYrPpWRykPM5AEpWMWdwnExCcf8WshDv0teGKI+NEM2mnZol+ylSC9VEjkOEoWlaHY77qUVOa2exQ4fDJ4PtfQsTK8wNSm2q66R54CmmcmjWDOC/yS9vBPeZFwA4baCFEqj7H0nLimie/bohZME7KxdV1t+jKZmNVM1MLc1BB6oK8zVNAWEAYF2MdTaDVVV8Vnn2Saku1CypWw7tKQI1pHTa8yyrUf6DGkrhjY92yvJ9onlFayhjduy0bHfJ8JAegRFIxjYwBoIWkoasb/mUFQHMQmC1VVWerx5bmVj9PPhqOsneV6Ccgc5qZ0ndZEKU+DubQjfMprRMDnO1c0PF0JJjTublZVMRNZ8NCZIxegivUBMxs5S0D8QcnOU8pCWttm17MrTI2sLECnMDsPSGcXumWwyKdO6SAXzAvS8qmS2KDdL5IFYXEUoPCBDeo5tiMi3hzwdAIPuby1aZe2NBBNqqpWSmZhT2CFjacGuBAOqd2+OTIA+9hYnFKmrbqs9ILVG6/03+L2mnHwmnKZmc2CkSw7Qen/DwP8f09PgfOYbbWKm48VFmSMnyLGACUDUQVSUiYmZUwNRLdbxkjDHgSVBSsZWJFYJbGPzhQzeGNNG7ZHk7GF9vSEBPc/tNFXY1043mf3l675ScRWudGiKsZLancbx/vhoZQBFLQUSCUKgiaePz8tdwK9/zrx5b+IekF1dlrZ0ALak7083MUoK64SFTgRTztpHepjvH6VNPX84lnibNu7fBP0u8PbNljuazppmZKk0tqXl2WltJSZMJ2ApNSvMtP26KjI8ea1Y7HesshqZUfAPivgEzs1SmnqAUoJIbe6TZtISQIBQ0mheNAblXFgCQEnIlxVTu8jp58QpnKdfJxwSWEo0AsE2aAGMbopY5mm4PQwjNyaXmxNLm3LIziC1MrKxtkgJhyRxvZANZvMXmvToU5GknvswT5PeKLy2Wp/hOnYJ55yum97IfTpM8DnfdGAChRFIkSKiCBXGng+bV0Ciio+Hk6LEzfK/OPLawoNKOJgpEEVGa161PjcV+AFQtnmGhnRaCw9+bVQrmCKtI6iIbx74SlBWToIdsQBnp6gZUut0vx+QCQgQSqEbd8DqbmtFobRofPnqG7tHmYQsTC6AFEZStCHJaRJV3Q3ciM4ip5Z7Hpz1llNp85B1VPG3jx8YcGxX3aS4pczOFfzlKgeHUY0pCJHiDblLJBEJNp/utEWrrjx/anBt2BrGVt8Iq+KznXNAskjs7etUNgWnMlD3ppE1bIuddsvSN8StOlfliXy5q1VSF3TgnohhmCATJJ0eX+UPM+UnQ25WW+dbws8Xw0cfOxA3aVGzhFWuyvCrlRLihX2243UlfVni6FxBAESaKV9Rfck0rm+jza4kMkAAojdMx8xtmGz8g0Cwl99gwiIEWJEiAah4+lj+1hH9Bxk8cPAP3Z3OxhVesZulUgJRKUeYT3HQoXNbFc2TkU7uhuZExUNR5Nzfn/rZ+VvTVjpBghWxFx9KyzZbiCXcse6ZasgQhQaoqShAJwSQ4Zck8iEUYRk8cSW27aTfujGALEyutrIiZa1GYVrjnEMsozGc58V5CvsYIVGlKN4mq5gAcxTOaO8bkj3De5ePkNMN9mjIKz2uLQEp8Z1aFGEOMIUqUlvl0mr04VMYwOXJscvLUGb1ZZxxblVhqSCeWggQU70s2t0zXnakJIefpps5h+spj0y3PADVoyt1E/MvUE4jGqVFCE909qloGg5lBzaYBmM+eRvBWzmTTplRSQmUdNaW1a+uTpXOcWFs1xmqHw/bQcYZcDgoRujHBYHmOuJZhEx7X+9nQWQIKTS23Y3B5KgSveICWUB4lUXhaI+VcteH/JYuJBm4Q9Zy4taq1qVmIMYlXW2ix+tGgmhqdnOPu5K1KrNGRY82xExVDbv1CY96VimqUkjuIWezF1JLsc/GztM3a2OxcbbWyk7qGCs2a+mk+0pyE9iYgucxsukGqmpKsYpQQ2nyy9Jmt5ePAjZj+HMVWJdbK/QdsZQ2xh2k+0JN1blfP576ptkB6Um+aYy5p6HxUC8LkvNN8zFSUBqNOv7L4TTHVzFji+bzIWRWkqiqkpEBbdFZVLd/cRqPUcxhblVin7r6fyRC9YGaqeLvCkBeG7Mubyg65d614m27L1YUkYN5CjXmUXNEgpuuTgVqUe2SnAkFGb/HgxRS+WIaECqJqVEtA8piOAMVlVQNMThc/zk1sSWIl1aU775UgU5G9iAQeNhUtyut3sj7uEbwCsFanRvhcopMlJjMhc3+2/MJpbdpKftonIebPKI6aUpsBWNu0k0kbCWVeBzdqOSz7SK05x5tyb0lijZdX1h8/NCc+U8mMNC2ZluzgA2EmkhWnqUJqhQqYcoXIk8k9+NbyClCkV5on+QCUHRDIucWyW1LEdKPcIndk81yhC2lE3mZJa7VZO8edM1uSWM3aEKtDP95vTA73Lg5TOalYPYvC4CMAxJetbKkymza+KoIW896VT3EsgzbhEkJO6SBXcBB5V/O1iEIzJOQxBsmTTblCh1ltNYNaOzzHK8C2JLHELFoy+EhnbygkpUICWT637ILKJz8zEEKoDxI/TeX0NYlkGe80rbGYlkCUJW5aSuGHzcLrsiIBsARM3EADqSKjhKmERlL9uzRN57rXb0sSC+odizOpsm5ZnDDmW+LUTeUqpvf1Y9GkrFgicntQ7xSjZTqhx/Ga53vlnjGgegWX68oCVyJUbZrPMSSg9anUQaxslM5HdU/YhnPnXMbWJJaIiYBUTcX9mY1TuVeHAYBOp07kTA9QktKWu7RZ3viK6YV5kI6PbZpG6CWxXfqtIROV8IJ++O8VsGQ2VtVWkwCVMNc8/uULifBcL9TZksSiiB/BmCtMaSmhFJqChKVCC0CCd0feSNmhSPNecKHT6q48H8CSbkyfcHdN/iBB8r5/wYxEypeDy2gQcAKMVAXs9XuJgCbz72t6ijBDoNTVZt29M4MtSSxtWk3JO2kzM0VKyhm5CYwvLUARMfO25LueWWKxfpbsogEmFD8NsBjzikiWqWzZmKxMMFf1S8TvgmwTZfueXaHfnzTNeDQOINy67JlMMf/fOS+QbskktI7HaFvLFFFTHz5oOczx4boSpiUPpULM08o6FU5L/hr+dZhqTQC0TK4vFnjkav0Av4iPw0wlx1yKJmKv3rFzB4RmGoQhi+zeBsdnHKolS92p8CxEs7Km4xYoJIBkk4z4VlX2MZh3eLSpg3TqX/FsX1k2KPTHXtyhPrCe0MRSqJO7/G0EbGUVzLPCcrDlHIwhWFWZquQtOJshGMQLttPoHO9EujWJtbyik0Zj9A7urh5kq4L3X5i2CfF5JLmyJkfop/sVpodEkghZqUAMWSz1KH7a5N38yqWATDVHeN7qRg0i0qo2TYgxkQYLvk3m8b7BPBlgpp3yfhZifPyktS1CpAAazNsEcVqFSkw7swPl0EhON7584M+WGgjp2x6AIO648hmZ9pcqB71XkTMzbXhryrkha/VJh6vrqd9T1SChuN03lFU/I6w++PAZvWVnHFuSWKsHHs1yk/fwILI5ysAyd9CHbBEbi9NGIQ18fKHkhg/C3LHPjDkUNwgwJUvuaEpC0CYAZChpxr8cgxvblJZXV4PLYqm1lPvhuhZigFFCjKf+/HNp0oRz92y4JYnVnFqRbHP38aolPexP0AeJO4VCcLmB2JglYSRSMnG1lLlEggKCgWTIVPCpYMW8kMdixlyxmEV53Shf9U9sAgfbt8XBoG3b1AqiMNe7ivss3OM8Pny4WV0Nu3Zu0i2cObYksdr1kaqpT38wY/AKUVrTgmBdMyWvu3JLFhGKslASwrHKEXo+GLuCrz683js6eAMjwnxKRXaLekoxeKDuIikyCxmgKUbZJRFNKzQNYoSIILXumUmm/gvjRs/pFrdbklhGmASguEOTr0+lpYIESCjNPsoqVYY15TC/eIo3KsdckVCvqvBwXzkVubyfm8dtJVQvxmSUEgwDME62dPhIr676IhNoO5mAkmBQJJjCyEDA5gZxfm5T7t6ZwdYklhs6hfDuxSRM3ZSSFxVKaTpqMPWZhghZIDBN+WwYAMslz6c5rgBX3kuJRuZettIEwJB8f0Tmq+rUvrBudqyqq6pHKIOksG7jCSG5aTJFiaRW7dkd587lrM7WI5aarR88AoOaC+XKWJVyHMmNOlyT3zAxGMwHNIMhYjpCp0heMEFgabZlLG1qDMqkQDKSEk6bG72xq1IIUVhwY1io49z8gCQZEcgYKJLbA5pbdpDaNPfMp0ncejf/q8fW+9lI7njGtSfuvM/WxykpzBgaqWuIP7Yys0nVTOAtG8yQkvpcuKBOLApBZ4nL7gllWnM5ahpUVY1ChghTqJiHU8mNhWUkXdlYNSVGqXsxSjBg2EzaNqFNpq130jJLCtMoF77yJZt0/84QuOWSVr7CrB54dP3+h0YPPTZ57FBz9ES7tNqurunqmg5H2rbFKUzGIDEgBMQodczZawlmpk1C2+a+DygzA0qhWBkqZgazpGgTNPnfShVJCXWNKjAGqSKqyH6PVRWFR/v1rYvza6tr62tra6PRS5dWnjppxzSEoIHWq7htYecrvvUpr3+tyJbMp32V2HrE+h/CzHQ00eGwXRumZmJqIsIgUlWhqhADY2AViyOPpmopWZOYx1v66BzkNwQBZRpxWfJZOgYhRBgCRSQIJHg941/1LWVDfXEC/hVvPDdxjhCrw9mGc3k17rCJ6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJuiI1WEm6IjVYSboiNVhJvj/AF3ZQ4JikSVxAAAAAElFTkSuQmCC\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-66tUeChivWDxZqpcsftjQo\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-AHtnhQay7uinhcf2RsxY9i\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-AHtnhQay7uinhcf2RsxY9i\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "        <div id=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-9uUqCooWCwxSjQiKRKK8b2\" class=\"ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <img src=\"data:image/png;base64,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\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-NfZQn7eYfsbfuiNBEp8PvC-9uUqCooWCwxSjQiKRKK8b2\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_paths = []\n",
    "for result in search_results[\"results\"]:\n",
    "    fn = \"../../images/ecommerce-images/data/Apparel/Boys/Images/images_with_product_ids/{}.jpg\".format(result[\"id\"])\n",
    "    img = plt.imread(fn)\n",
    "    images_paths.append(img)    \n",
    "ipyplot.plot_images(images_paths, img_width=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "text_representation": {
    "extension": ".py",
    "format_name": "light",
    "format_version": "1.5",
    "jupytext_version": "1.5.0"
   }
  },
  "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}