{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import os\n",
    "import shutil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "workdir_path=r\"wos_extract\"\n",
    "outfile='wos_extract_complete.csv'\n",
    "# with_header=True\n",
    "# for root, dirs, files in os.walk(workdir_path):\n",
    "#     for filename in files:\n",
    "#         if filename.startswith(\"wosexport\"):\n",
    "#             path=os.path.join(root, filename)\n",
    "#             print(path)\n",
    "#             chunk = pd.read_excel(path)\n",
    "#             chunk.to_csv(outfile, mode=\"a\", index=False, header=with_header, sep=\"\\t\")\n",
    "#             with_header = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "record_col=\"UT (Unique WOS ID)\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "wos = pd.read_csv(outfile, sep=\"\\t\",low_memory=False)\n",
    "metrix = pd.read_excel(\"sm_journal_classification.xlsx\", sheet_name=\"Journal_Classification\")\n",
    "\n",
    "\n",
    "metrix = metrix.set_index([c for c in metrix.columns if \"issn\" not in c]).stack().reset_index()\n",
    "metrix = metrix.rename(columns={'level_6':\"issn_type\", 0:\"issn\"})\n",
    "metrix[\"issn\"]=metrix[\"issn\"].str.replace(\"-\",\"\").str.lower().str.strip()\n",
    "\n",
    "wos[\"issn\"] = wos[\"ISSN\"].str.replace(\"-\",\"\").str.lower().str.strip()\n",
    "wos[\"eissn\"] = wos[\"eISSN\"].str.replace(\"-\",\"\").str.lower().str.strip()\n",
    "wos = wos.set_index([c for c in wos.columns if \"issn\" not in c]).stack().reset_index()\n",
    "wos = wos.rename(columns={'level_72':\"issn_var\", 0:\"issn\"})\n",
    "\n",
    "wos_merge = wos.merge(metrix, on=\"issn\", how=\"left\")\n",
    "wos = wos_merge.sort_values(by=\"issn_var\",ascending=False).drop_duplicates(subset=record_col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "0       Publication Type\n1                Authors\n2           Book Authors\n3           Book Editors\n4     Book Group Authors\n             ...        \n76      SubField_English\n77              2.00 SEQ\n78          Source_title\n79                 srcid\n80             issn_type\nLength: 81, dtype: object"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(wos.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "0        Salucci, Marco/S-8654-2016; Arrebola, Manuel/L...\n9714                               Huang, Yu/AAY-5464-2020\n9697     Kakavand, Mohammad Reza Azadi/X-9556-2019; Fen...\n9699     Dong, Sheng/AAE-3619-2021; Soares, Carlos Gued...\n9701     Han, Guoqi/T-7365-2019; Nan, Yang/HKD-9687-202...\n                               ...                        \n3066                         ; Liotta, Antonio/G-9532-2014\n5097        , 卢帅/AAK-2185-2020; Popp, József/AFN-1250-2022\n11369                                                  NaN\n11368                            Rossiter, D G/D-3842-2009\n11362                           Jin, Shuanggen/B-8094-2008\nName: Researcher Ids, Length: 9889, dtype: object"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wos[\"Researcher Ids\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "      Publication Type                                            Authors   \n16979                J  Zhang, MS; Huang, J; Cao, Y; Xiong, CH; Mohamm...  \\\n1880                 J  Zhang, MS; Huang, J; Cao, Y; Xiong, CH; Mohamm...   \n\n      Book Authors Book Editors Book Group Authors   \n16979          NaN          NaN                NaN  \\\n1880           NaN          NaN                NaN   \n\n                                       Author Full Names   \n16979  Zhang, Mengshi; Huang, Jian; Cao, Yu; Xiong, C...  \\\n1880   Zhang, Mengshi; Huang, Jian; Cao, Yu; Xiong, C...   \n\n      Book Author Full Names Group Authors   \n16979                    NaN           NaN  \\\n1880                     NaN           NaN   \n\n                                           Article Title   \n16979  Echo State Network-Enhanced Super-Twisting Con...  \\\n1880   Echo State Network-Enhanced Super-Twisting Con...   \n\n                                 Source Title  ... Web of Science Record   \n16979  IEEE-ASME TRANSACTIONS ON MECHATRONICS  ...                     0  \\\n1880   IEEE-ASME TRANSACTIONS ON MECHATRONICS  ...                     0   \n\n       issn_var      issn    Domain_English Field_English   \n16979      issn  10834435  Applied Sciences   Engineering  \\\n1880       issn  10834435  Applied Sciences   Engineering   \n\n                          SubField_English 2.00 SEQ   \n16979  Industrial Engineering & Automation       27  \\\n1880   Industrial Engineering & Automation       27   \n\n                                 Source_title    srcid issn_type  \n16979  IEEE/ASME Transactions on Mechatronics  19113.0     issn1  \n1880   IEEE/ASME Transactions on Mechatronics  19113.0     issn1  \n\n[2 rows x 81 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Publication Type</th>\n      <th>Authors</th>\n      <th>Book Authors</th>\n      <th>Book Editors</th>\n      <th>Book Group Authors</th>\n      <th>Author Full Names</th>\n      <th>Book Author Full Names</th>\n      <th>Group Authors</th>\n      <th>Article Title</th>\n      <th>Source Title</th>\n      <th>...</th>\n      <th>Web of Science Record</th>\n      <th>issn_var</th>\n      <th>issn</th>\n      <th>Domain_English</th>\n      <th>Field_English</th>\n      <th>SubField_English</th>\n      <th>2.00 SEQ</th>\n      <th>Source_title</th>\n      <th>srcid</th>\n      <th>issn_type</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>16979</th>\n      <td>J</td>\n      <td>Zhang, MS; Huang, J; Cao, Y; Xiong, CH; Mohamm...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Zhang, Mengshi; Huang, Jian; Cao, Yu; Xiong, C...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Echo State Network-Enhanced Super-Twisting Con...</td>\n      <td>IEEE-ASME TRANSACTIONS ON MECHATRONICS</td>\n      <td>...</td>\n      <td>0</td>\n      <td>issn</td>\n      <td>10834435</td>\n      <td>Applied Sciences</td>\n      <td>Engineering</td>\n      <td>Industrial Engineering &amp; Automation</td>\n      <td>27</td>\n      <td>IEEE/ASME Transactions on Mechatronics</td>\n      <td>19113.0</td>\n      <td>issn1</td>\n    </tr>\n    <tr>\n      <th>1880</th>\n      <td>J</td>\n      <td>Zhang, MS; Huang, J; Cao, Y; Xiong, CH; Mohamm...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Zhang, Mengshi; Huang, Jian; Cao, Yu; Xiong, C...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Echo State Network-Enhanced Super-Twisting Con...</td>\n      <td>IEEE-ASME TRANSACTIONS ON MECHATRONICS</td>\n      <td>...</td>\n      <td>0</td>\n      <td>issn</td>\n      <td>10834435</td>\n      <td>Applied Sciences</td>\n      <td>Engineering</td>\n      <td>Industrial Engineering &amp; Automation</td>\n      <td>27</td>\n      <td>IEEE/ASME Transactions on Mechatronics</td>\n      <td>19113.0</td>\n      <td>issn1</td>\n    </tr>\n  </tbody>\n</table>\n<p>2 rows × 81 columns</p>\n</div>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wos[(~wos[\"DOI\"].isna())&(wos[\"DOI\"].duplicated(False))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from flashgeotext.geotext import GeoText\n",
    "\n",
    "geotext = GeoText()\n",
    "\n",
    "def extract_location(input_text, key='countries'):\n",
    "    anomalies = {\"Malta\":\"Malta\",\n",
    "                 \"Mongolia\":\"Mongolia\",\n",
    "                 \"Quatar\":\"Qatar\",\n",
    "                 \"Qatar\":\"Qatar\",\n",
    "                 \"Ethiop\":\"Ethiopia\",\n",
    "                 \"Nigeria\":\"Nigeria\",\n",
    "                 \"BELAR\":\"Belarus\",\n",
    "                 \"Venezuela\":\"Venezuela\",\n",
    "                 \"Cyprus\":\"Cyprus\",\n",
    "                 \"Ecuador\":\"Ecuador\",\n",
    "                 \"U Arab\":\"United Arab Emirates\",\n",
    "                 \"Syria\":\"Syria\",\n",
    "                 \"Uganda\":\"Uganda\",\n",
    "                 \"Yemen\":\"Yemen\",\n",
    "                 \"Mali\":\"Mali\",\n",
    "                 \"Senegal\":\"Senegal\",\n",
    "                 \"Vatican\":\"Vatican\",\n",
    "                 \"Uruguay\":\"Uruguay\",\n",
    "                 \"Panama\":\"Panama\",\n",
    "                 \"Fiji\":\"Fiji\",\n",
    "                 \"Faroe\":\"Faroe Islands\",\n",
    "                 \"Macedonia\":\"Macedonia\",\n",
    "                 'Mozambique':'Mozambique',\n",
    "                 \"Kuwait\":\"Kuwait\",\n",
    "                 \"Libya\":\"Libya\",\n",
    "                 \"Turkiy\":\"Turkey\",\n",
    "                 \"Liberia\":\"Liberia\",\n",
    "                 \"Namibia\":\"Namibia\",\n",
    "                 \"Ivoire\":\"Ivory Coast\",\n",
    "                 \"Guatemala\":\"Gutemala\",\n",
    "                 \"Paraguay\":\"Paraguay\",\n",
    "                 \"Honduras\":\"Honduras\",\n",
    "                 \"Nicaragua\":\"Nicaragua\",\n",
    "                 \"Trinidad\":\"Trinidad & Tobago\",\n",
    "                 \"Liechtenstein\":\"Liechtenstein\",\n",
    "                 \"Greenland\":\"Denmark\"}\n",
    "\n",
    "    extracted = geotext.extract(input_text=input_text)\n",
    "    found = extracted[key].keys()\n",
    "    if len(sorted(found))>0:\n",
    "        return sorted(found)[0]\n",
    "    elif key=='countries':\n",
    "        for i  in ['Scotland','Wales','England']:\n",
    "            if i in input_text:\n",
    "                return 'United Kingdom'\n",
    "        for j in anomalies.keys():\n",
    "            if j in input_text:\n",
    "                return anomalies.get(j)\n",
    "    else:\n",
    "        return None\n",
    "\n",
    "with open('../eu_members.txt',\"r\") as f:\n",
    "    eu_countries=f.readline().split(\",\")\n",
    "    eu_countries=[i.strip() for i in eu_countries]\n",
    "\n",
    "def country_type(country):\n",
    "    if country in eu_countries:\n",
    "        return \"EU\"\n",
    "    elif country==\"China\":\n",
    "        return \"China\"\n",
    "    else:\n",
    "        return \"Other\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "locations = wos.groupby(record_col)[\"Addresses\"].apply(lambda x: x.str.split('[')).explode().reset_index().drop(columns=\"level_1\")\n",
    "locations = locations[locations[\"Addresses\"]!=\"\"].copy()\n",
    "locations[\"Address\"] = locations[\"Addresses\"].apply(lambda x:x.split(\"]\")[-1])\n",
    "locations[\"Authors_of_address\"] = locations[\"Addresses\"].apply(lambda x:x.split(\"]\")[0])\n",
    "locations[\"Country\"]=locations['Address'].apply(lambda x: extract_location(input_text=x, key='countries'))\n",
    "locations[\"City\"]=locations['Address'].apply(lambda x: extract_location(input_text=x, key='cities'))\n",
    "locations[\"Country_Type\"] = locations[\"Country\"].apply(lambda x: country_type(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "    UT (Unique WOS ID)                                            Address   \n1  WOS:000209536100003   BGI HK Ltd, GigaSci, Tai Po, Hong Kong, Peopl...  \\\n2  WOS:000209536100003         Nat Hist Museum, London SW7 5BD, England;    \n3  WOS:000209536100003              Pensoft Publishers, Sofia, Bulgaria;    \n4  WOS:000209536100003    Nat Hist Museum, Natl Museum, Sofia, Bulgaria;    \n5  WOS:000209536100003   Bulgarian Acad Sci, Inst Biodivers & Ecosyst ...   \n\n          Country       City Country_Type          Institution  \n1           China  Hong Kong        China           BGI HK Ltd  \n2  United Kingdom     London        Other      Nat Hist Museum  \n3        Bulgaria      Sofia           EU   Pensoft Publishers  \n4        Bulgaria      Sofia           EU      Nat Hist Museum  \n5        Bulgaria       Rees           EU   Bulgarian Acad Sci  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>UT (Unique WOS ID)</th>\n      <th>Address</th>\n      <th>Country</th>\n      <th>City</th>\n      <th>Country_Type</th>\n      <th>Institution</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>WOS:000209536100003</td>\n      <td>BGI HK Ltd, GigaSci, Tai Po, Hong Kong, Peopl...</td>\n      <td>China</td>\n      <td>Hong Kong</td>\n      <td>China</td>\n      <td>BGI HK Ltd</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>WOS:000209536100003</td>\n      <td>Nat Hist Museum, London SW7 5BD, England;</td>\n      <td>United Kingdom</td>\n      <td>London</td>\n      <td>Other</td>\n      <td>Nat Hist Museum</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>WOS:000209536100003</td>\n      <td>Pensoft Publishers, Sofia, Bulgaria;</td>\n      <td>Bulgaria</td>\n      <td>Sofia</td>\n      <td>EU</td>\n      <td>Pensoft Publishers</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>WOS:000209536100003</td>\n      <td>Nat Hist Museum, Natl Museum, Sofia, Bulgaria;</td>\n      <td>Bulgaria</td>\n      <td>Sofia</td>\n      <td>EU</td>\n      <td>Nat Hist Museum</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>WOS:000209536100003</td>\n      <td>Bulgarian Acad Sci, Inst Biodivers &amp; Ecosyst ...</td>\n      <td>Bulgaria</td>\n      <td>Rees</td>\n      <td>EU</td>\n      <td>Bulgarian Acad Sci</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "univ_locations = locations[[record_col,\"Address\",\"Country\",\"City\",\"Country_Type\"]].copy()\n",
    "univ_locations[\"Institution\"] = univ_locations[\"Address\"].apply(lambda x: x.split(\",\")[0])\n",
    "univ_locations.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Country\nChina            21063\nUnited States     5913\nGermany           4179\nItaly             3195\nFrance            2767\n                 ...  \nFaroe Islands        1\nHonduras             1\nVatican              1\nMacedonia            1\nJamaica              1\nName: count, Length: 137, dtype: int64"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locations[\"Country\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Country_Type\nEU       21228\nChina    21063\nOther    20404\nName: count, dtype: int64"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locations[\"Country_Type\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "         UT (Unique WOS ID)   Country Country_Type        Author_name   \n0       WOS:000209536100003  Bulgaria           EU       Stoev, Pavel  \\\n1       WOS:000209536100003  Bulgaria           EU    Penev, Lyubomir   \n2       WOS:000209536100003  Bulgaria           EU       Stoev, Pavel   \n3       WOS:000209536100003  Bulgaria           EU    Penev, Lyubomir   \n4       WOS:000209536100003     China        China  Edmunds, Scott C.   \n...                     ...       ...          ...                ...   \n173441  WOS:000947693400001     China        China        Peng, Sihua   \n173442  WOS:000947693400001     China        China       Shen, Zhehan   \n173443  WOS:000947693400001     China        China       Shen, Zhehan   \n173444  WOS:000947693400001     China        China       Liu, Taigang   \n173445  WOS:000947693400001     Spain           EU      Jiang, Linhua   \n\n        author_str_id  \n0          stoevpavel  \n1       penevlyubomir  \n2          stoevpavel  \n3       penevlyubomir  \n4       edmundsscottc  \n...               ...  \n173441      pengsihua  \n173442     shenzhehan  \n173443     shenzhehan  \n173444     liutaigang  \n173445    jianglinhua  \n\n[173446 rows x 5 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>UT (Unique WOS ID)</th>\n      <th>Country</th>\n      <th>Country_Type</th>\n      <th>Author_name</th>\n      <th>author_str_id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>WOS:000209536100003</td>\n      <td>Bulgaria</td>\n      <td>EU</td>\n      <td>Stoev, Pavel</td>\n      <td>stoevpavel</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>WOS:000209536100003</td>\n      <td>Bulgaria</td>\n      <td>EU</td>\n      <td>Penev, Lyubomir</td>\n      <td>penevlyubomir</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>WOS:000209536100003</td>\n      <td>Bulgaria</td>\n      <td>EU</td>\n      <td>Stoev, Pavel</td>\n      <td>stoevpavel</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>WOS:000209536100003</td>\n      <td>Bulgaria</td>\n      <td>EU</td>\n      <td>Penev, Lyubomir</td>\n      <td>penevlyubomir</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>WOS:000209536100003</td>\n      <td>China</td>\n      <td>China</td>\n      <td>Edmunds, Scott C.</td>\n      <td>edmundsscottc</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>173441</th>\n      <td>WOS:000947693400001</td>\n      <td>China</td>\n      <td>China</td>\n      <td>Peng, Sihua</td>\n      <td>pengsihua</td>\n    </tr>\n    <tr>\n      <th>173442</th>\n      <td>WOS:000947693400001</td>\n      <td>China</td>\n      <td>China</td>\n      <td>Shen, Zhehan</td>\n      <td>shenzhehan</td>\n    </tr>\n    <tr>\n      <th>173443</th>\n      <td>WOS:000947693400001</td>\n      <td>China</td>\n      <td>China</td>\n      <td>Shen, Zhehan</td>\n      <td>shenzhehan</td>\n    </tr>\n    <tr>\n      <th>173444</th>\n      <td>WOS:000947693400001</td>\n      <td>China</td>\n      <td>China</td>\n      <td>Liu, Taigang</td>\n      <td>liutaigang</td>\n    </tr>\n    <tr>\n      <th>173445</th>\n      <td>WOS:000947693400001</td>\n      <td>Spain</td>\n      <td>EU</td>\n      <td>Jiang, Linhua</td>\n      <td>jianglinhua</td>\n    </tr>\n  </tbody>\n</table>\n<p>173446 rows × 5 columns</p>\n</div>"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "author_locations = locations.groupby([record_col,\"Country\",\"Country_Type\"])[\"Authors_of_address\"].apply(lambda x: x.str.split(';')).explode().reset_index().drop(columns=\"level_3\")\n",
    "author_locations[\"Author_name\"] = author_locations[\"Authors_of_address\"].str.strip()\n",
    "author_locations = author_locations.drop(columns=\"Authors_of_address\")\n",
    "author_locations[\"author_str_id\"] = author_locations[\"Author_name\"].apply(lambda x:''.join(filter(str.isalnum, x.lower())))\n",
    "author_locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "8925"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "author_primary_region = author_locations.sort_values(by=\"Country_Type\").drop_duplicates(subset=[record_col,\"author_str_id\"])\n",
    "# author_primary_region\n",
    "\n",
    "china=author_primary_region[author_primary_region[\"Country_Type\"]==\"China\"][record_col].unique()\n",
    "eu=author_primary_region[author_primary_region[\"Country_Type\"]==\"EU\"][record_col].unique()\n",
    "\n",
    "len(wos[((wos[record_col].isin(china))\n",
    "         &\n",
    "         (wos[record_col].isin(eu)))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "9889"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(wos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "affiliations = wos.groupby(record_col)[\"Affiliations\"].apply(lambda x: x.str.split(';')).explode().reset_index().drop(columns=\"level_1\")\n",
    "# affiliations[affiliations[\"Affiliations\"].str.lower().str.contains(\"chinese academy\", na=False, regex=True)][\"Affiliations\"].value_counts()\n",
    "affiliations[\"Affiliations\"] = affiliations[\"Affiliations\"].str.strip().str.upper().fillna(\"UNKNOWN\")\n",
    "affiliations = affiliations.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "76485 72581\n"
     ]
    }
   ],
   "source": [
    "aff_ = wos.groupby(record_col)[\"Affiliations\"].apply(lambda x: x.str.split(';')).explode().reset_index().drop(columns=\"level_1\")\n",
    "loc_ = wos.groupby(record_col)[\"Addresses\"].apply(lambda x: x.str.split('[')).explode().reset_index().drop(columns=\"level_1\")\n",
    "print(len(aff_),len(loc_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[['IDAHO'],\n ['ICREA'],\n ['CEA'],\n ['AGROPARISTECH'],\n ['LENOVO'],\n ['RIKEN'],\n ['MICROSOFT'],\n ['GLAXOSMITHKLINE'],\n ['UNICANCER'],\n ['INRIA'],\n ['CIBERESP'],\n ['SINOPEC'],\n ['PHILIPS'],\n ['CIRAD'],\n ['VITO'],\n ['IMEC'],\n ['ILLUMINA'],\n ['EURECOM'],\n ['BAIDU'],\n ['CIBEREHD'],\n ['UNKNOWN'],\n ['BAYCREST'],\n ['NOVARTIS'],\n ['ITER'],\n ['PELIN'],\n ['INRAE'],\n ['ASTRAZENECA'],\n ['ERICSSON'],\n ['IDIBAPS'],\n ['CGIAR'],\n ['UNILEVER'],\n ['GENENTECH'],\n ['TENCENT'],\n ['NICTA'],\n ['QUALCOMM'],\n ['INESC-ID'],\n ['CIBERES'],\n ['ALCATEL-LUCENT'],\n ['TEAGASC'],\n ['ABB'],\n ['HEWLETT-PACKARD'],\n ['AT&T'],\n ['RIGSHOSPITALET'],\n ['FORTISS'],\n ['AMAZON.COM'],\n ['BASF'],\n ['BOSCH'],\n ['CIBERSAM'],\n ['EURATOM'],\n ['UNINETTUNO'],\n ['E-ON'],\n ['DELPHI'],\n ['BIOGEN'],\n ['SAMSUNG'],\n ['INTERDIGITAL'],\n ['SYNGENTA'],\n ['CIBERONC'],\n ['IRTA'],\n ['MICA'],\n ['MEDTRONIC'],\n ['IFREMER'],\n ['DELTARES'],\n ['PROFIL'],\n ['SANOFI-AVENTIS'],\n ['REGENERON'],\n ['YUTONG'],\n ['CIBERBBN'],\n ['KAKAO'],\n ['DNV'],\n ['SCHLUMBERGER'],\n ['ITALFARMACO'],\n ['CYBERNETICA'],\n ['ZTE'],\n ['NAVER'],\n ['VOLVO'],\n ['CHANGHONG'],\n ['CINTECX'],\n ['VINUNIVERSITY'],\n ['SERVIER'],\n ['CIBERCV'],\n ['IMELDAZIEKENHUIS'],\n ['DIAKONESSENHUIS'],\n ['ADVENTHEALTH'],\n ['ALLIANCE'],\n ['AUDENCIA'],\n ['SINTEF'],\n ['SAP'],\n ['ELEKTA'],\n ['ELSEVIER'],\n ['CIBEROBN'],\n ['PFIZER'],\n ['ABBVIE'],\n ['NAVARRABIOMED'],\n ['BYD'],\n ['INSPUR'],\n ['CIBERNED'],\n ['SHANDONG', 'UNIVERSITY'],\n ['HEBEI', 'UNIVERSITY'],\n ['BOGAZICI', 'UNIVERSITY'],\n ['DOGUS', 'UNIVERSITY'],\n ['GAZIANTEP', 'UNIVERSITY'],\n ['ANKARA', 'UNIVERSITY'],\n ['DUMLUPINAR', 'UNIVERSITY'],\n ['GAZI', 'UNIVERSITY'],\n ['BOSTON', 'UNIVERSITY'],\n ['BRANDEIS', 'UNIVERSITY'],\n ['CARLETON', 'UNIVERSITY'],\n ['NANJING', 'UNIVERSITY'],\n ['COLUMBIA', 'UNIVERSITY'],\n ['HELMHOLTZ', 'ASSOCIATION'],\n ['DUKE', 'UNIVERSITY'],\n ['HAMPTON', 'UNIVERSITY'],\n ['HARVARD', 'UNIVERSITY'],\n ['KOBE', 'UNIVERSITY'],\n ['KYOTO', 'UNIVERSITY'],\n ['LANCASTER', 'UNIVERSITY'],\n ['SORBONNE', 'UNIVERSITE'],\n ['LUND', 'UNIVERSITY'],\n ['AIX-MARSEILLE', 'UNIVERSITE'],\n ['MCGILL', 'UNIVERSITY'],\n ['NAGOYA', 'UNIVERSITY'],\n ['OKAYAMA', 'UNIVERSITY'],\n ['OSAKA', 'UNIVERSITY'],\n ['RITSUMEIKAN', 'UNIVERSITY'],\n ['SHINSHU', 'UNIVERSITY'],\n ['UNIVERSITAT', 'SIEGEN'],\n ['STANFORD', 'UNIVERSITY'],\n ['STOCKHOLM', 'UNIVERSITY'],\n ['TUFTS', 'UNIVERSITY'],\n ['UPPSALA', 'UNIVERSITY'],\n ['WASEDA', 'UNIVERSITY'],\n ['YALE', 'UNIVERSITY'],\n ['HIROSHIMA', 'UNIVERSITY'],\n ['MANHATTAN', 'COLLEGE'],\n ['JAGIELLONIAN', 'UNIVERSITY'],\n ['FUDAN', 'UNIVERSITY'],\n ['YANTAI', 'UNIVERSITY'],\n ['UNIVERSITY', 'OSNABRUCK'],\n ['PEKING', 'UNIVERSITY'],\n ['TSINGHUA', 'UNIVERSITY'],\n ['SYRACUSE', 'UNIVERSITY'],\n ['ZHEJIANG', 'UNIVERSITY'],\n ['MCMASTER', 'UNIVERSITY'],\n ['ETH', 'ZURICH'],\n ['TUSCIA', 'UNIVERSITY'],\n ['LISHUI', 'UNIVERSITY'],\n ['LEGEND', 'HOLDINGS'],\n ['WUHAN', 'UNIVERSITY'],\n ['GHENT', 'UNIVERSITY'],\n ['SHANGHAI', 'UNIVERSITY'],\n ['JILIN', 'UNIVERSITY'],\n ['ULSTER', 'UNIVERSITY'],\n ['JIANGNAN', 'UNIVERSITY'],\n ['KU', 'LEUVEN'],\n ['HOCHSCHULE', 'AALEN'],\n ['SHAOYANG', 'UNIVERSITY'],\n ['HUNAN', 'UNIVERSITY'],\n ['KYUSHU', 'UNIVERSITY'],\n ['TONGJI', 'UNIVERSITY'],\n ['TAMPERE', 'UNIVERSITY'],\n ['AALTO', 'UNIVERSITY'],\n ['OBUDA', 'UNIVERSITY'],\n ['PANJAB', 'UNIVERSITY'],\n ['KOREA', 'UNIVERSITY'],\n ['VILNIUS', 'UNIVERSITY'],\n ['CHULALONGKORN', 'UNIVERSITY'],\n ['CUKUROVA', 'UNIVERSITY'],\n ['BRUNEL', 'UNIVERSITY'],\n ['BAYLOR', 'UNIVERSITY'],\n ['BROWN', 'UNIVERSITY'],\n ['CORNELL', 'UNIVERSITY'],\n ['FAIRFIELD', 'UNIVERSITY'],\n ['NORTHEASTERN', 'UNIVERSITY'],\n ['NORTHWESTERN', 'UNIVERSITY'],\n ['PRINCETON', 'UNIVERSITY'],\n ['PURDUE', 'UNIVERSITY'],\n ['RICE', 'UNIVERSITY'],\n ['ROCKEFELLER', 'UNIVERSITY'],\n ['VANDERBILT', 'UNIVERSITY'],\n ['CAIRO', 'UNIVERSITY'],\n ['FAYOUM', 'UNIVERSITY'],\n ['HELWAN', 'UNIVERSITY'],\n ['SHIRAZ', 'UNIVERSITY'],\n ['GAZIOSMANPASA', 'UNIVERSITY'],\n ['ADIYAMAN', 'UNIVERSITY'],\n ['MERSIN', 'UNIVERSITY'],\n ['OZYEGIN', 'UNIVERSITY'],\n ['KAFKAS', 'UNIVERSITY'],\n ['EGE', 'UNIVERSITY'],\n ['HOHAI', 'UNIVERSITY'],\n ['JIANGSU', 'UNIVERSITY'],\n ['LANZHOU', 'UNIVERSITY'],\n ['UNIVERSITE', 'PSL'],\n ['UNIVERSITY', 'HOHENHEIM'],\n ['TILBURG', 'UNIVERSITY'],\n ['BEIHANG', 'UNIVERSITY'],\n ['NORTHUMBRIA', 'UNIVERSITY'],\n ['CHONGQING', 'UNIVERSITY'],\n ['AALBORG', 'UNIVERSITY'],\n ['HASSELT', 'UNIVERSITY'],\n ['HAINAN', 'UNIVERSITY'],\n ['GIFU', 'UNIVERSITY'],\n ['HANYANG', 'UNIVERSITY'],\n ['KANAGAWA', 'UNIVERSITY'],\n ['NIIGATA', 'UNIVERSITY'],\n ['SOONGSIL', 'UNIVERSITY'],\n ['TOHO', 'UNIVERSITY'],\n ['TOHOKU', 'UNIVERSITY'],\n ['YAMAGATA', 'UNIVERSITY'],\n ['YONSEI', 'UNIVERSITY'],\n ['LINYI', 'UNIVERSITY'],\n ['IMT', 'ATLANTIQUE'],\n ['CHIBA', 'UNIVERSITY'],\n ['DOSHISHA', 'UNIVERSITY'],\n ['YANAN', 'UNIVERSITY'],\n ['CENTRALE', 'LILLE'],\n ['JINAN', 'UNIVERSITY'],\n ['MONASH', 'UNIVERSITY'],\n ['YUNNAN', 'UNIVERSITY'],\n ['HENAN', 'UNIVERSITY'],\n ['XIDIAN', 'UNIVERSITY'],\n ['MIDDLESEX', 'UNIVERSITY'],\n ['GEOSCIENCE', 'AUSTRALIA'],\n ['YANSHAN', 'UNIVERSITY'],\n ['OITA', 'UNIVERSITY'],\n ['IBARAKI', 'UNIVERSITY'],\n ['LEIDEN', 'UNIVERSITY'],\n ['MITRE', 'CORPORATION'],\n ['GOOGLE', 'INCORPORATED'],\n ['SHENZHEN', 'UNIVERSITY'],\n ['UNIVERSITY', 'BALAMAND'],\n ['JANSSEN', 'PHARMACEUTICALS'],\n ['LIVERPOOL', 'HOSPITAL'],\n ['IRCCS', 'FATEBENEFRATELLI'],\n ['OCHANOMIZU', 'UNIVERSITY'],\n ['UNIVERSITI', 'MALAYA'],\n ['FUZHOU', 'UNIVERSITY'],\n ['MARMARA', 'UNIVERSITY'],\n ['STELLENBOSCH', 'UNIVERSITY'],\n ['TIANJIN', 'UNIVERSITY'],\n ['SHANXI', 'UNIVERSITY'],\n ['PHILIPS', 'RESEARCH'],\n ['GUANGZHOU', 'UNIVERSITY'],\n ['NINGBO', 'UNIVERSITY'],\n ['HOSEI', 'UNIVERSITY'],\n ['SUWON', 'UNIVERSITY'],\n ['HUAWEI', 'TECHNOLOGIES'],\n ['INSTITUT', 'AGRO'],\n ['MONTPELLIER', 'SUPAGRO'],\n ['UNIVERSITE', 'PAUL-VALERY'],\n ['HOKKAIDO', 'UNIVERSITY'],\n ['FAHRENHEIT', 'UNIVERSITIES'],\n ['NANTES', 'UNIVERSITE'],\n ['XIANGTAN', 'UNIVERSITY'],\n ['NOKIA', 'CORPORATION'],\n ['NOKIA', 'FINLAND'],\n ['INESC', 'TEC'],\n ['FRAUNHOFER', 'GESELLSCHAFT'],\n ['ZHENGZHOU', 'UNIVERSITY'],\n ['AARHUS', 'UNIVERSITY'],\n ['JACOBS', 'UNIVERSITY'],\n ['MAYNOOTH', 'UNIVERSITY'],\n ['CARDIFF', 'UNIVERSITY'],\n ['DREXEL', 'UNIVERSITY'],\n ['DONGHUA', 'UNIVERSITY'],\n ['PICARDIE', 'UNIVERSITES'],\n ['ATHABASCA', 'UNIVERSITY'],\n ['NANKAI', 'UNIVERSITY'],\n ['MINIA', 'UNIVERSITY'],\n ['HOSPITAL', 'VALME'],\n ['LEIPZIG', 'UNIVERSITY'],\n ['KIRBY', 'INSTITUTE'],\n ['NEPEAN', 'HOSPITAL'],\n ['TAIF', 'UNIVERSITY'],\n ['LAURENTIAN', 'UNIVERSITY'],\n ['SICHUAN', 'UNIVERSITY'],\n ['IE', 'UNIVERSITY'],\n ['SMITHSONIAN', 'INSTITUTION'],\n ['CRANFIELD', 'UNIVERSITY'],\n ['GUANGXI', 'UNIVERSITY'],\n ['THIRUVALLUVAR', 'UNIVERSITY'],\n ['ALAGAPPA', 'UNIVERSITY'],\n ['MID-SWEDEN', 'UNIVERSITY'],\n ['MAASTRICHT', 'UNIVERSITY'],\n ['BMW', 'AG'],\n ['RUSH', 'UNIVERSITY'],\n ['BROAD', 'INSTITUTE'],\n ['DAEGU', 'UNIVERSITY'],\n ['KAROLINSKA', 'INSTITUTET'],\n ['DEAKIN', 'UNIVERSITY'],\n ['ULM', 'UNIVERSITY'],\n ['OAKLAND', 'UNIVERSITY'],\n ['INSTITUTO', 'BUTANTAN'],\n ['UNIVERSITE', 'GUSTAVE-EIFFEL'],\n ['BOURNEMOUTH', 'UNIVERSITY'],\n ['BRISTOL-MYERS', 'SQUIBB'],\n ['XIAMEN', 'UNIVERSITY'],\n ['UNIVERSITE', \"D'ARTOIS\"],\n ['DALARNA', 'UNIVERSITY'],\n ['BOEHRINGER', 'INGELHEIM'],\n ['UTRECHT', 'UNIVERSITY'],\n ['BAYER', 'AG'],\n ['ROCHE', 'HOLDING'],\n ['JAHANGIRNAGAR', 'UNIVERSITY'],\n ['ANHUI', 'UNIVERSITY'],\n ['PHILIPS', 'HEALTHCARE'],\n ['QATAR', 'UNIVERSITY'],\n ['TBS', 'EDUCATION'],\n ['EMORY', 'UNIVERSITY'],\n ['BAUHAUS-UNIVERSITAT', 'WEIMAR'],\n ['LINKOPING', 'UNIVERSITY'],\n ['HONGHE', 'UNIVERSITY'],\n ['MAYO', 'CLINIC'],\n ['SANMING', 'UNIVERSITY'],\n ['SUNGKYUL', 'UNIVERSITY'],\n ['INTEL', 'CORPORATION'],\n ['TANTA', 'UNIVERSITY'],\n ['UNIVERSITY', 'RUHUNA'],\n ['HACETTEPE', 'UNIVERSITY'],\n ['MACQUARIE', 'UNIVERSITY'],\n ['SWANSEA', 'UNIVERSITY'],\n ['BAHCESEHIR', 'UNIVERSITY'],\n ['DURHAM', 'UNIVERSITY'],\n ['SHANTOU', 'UNIVERSITY'],\n ['BHARATHIAR', 'UNIVERSITY'],\n ['UNIVERSITE', 'BORDEAUX-MONTAIGNE'],\n ['TATA', 'SONS'],\n ['HALMSTAD', 'UNIVERSITY'],\n ['CHU', 'STRASBOURG'],\n ['KANAZAWA', 'UNIVERSITY'],\n ['CHU', 'BREST'],\n ['HOSPITAL', 'ALEMAN'],\n ['SALZBURG', 'UNIVERSITY'],\n ['KARLSTAD', 'UNIVERSITY'],\n ['COVENTRY', 'UNIVERSITY'],\n ['HESAM', 'UNIVERSITE'],\n ['MALARDALEN', 'UNIVERSITY'],\n ['GILEAD', 'SCIENCES'],\n ['LOUGHBOROUGH', 'UNIVERSITY'],\n ['NAGASAKI', 'UNIVERSITY'],\n ['XIHUA', 'UNIVERSITY'],\n ['NYU', 'SHANGHAI'],\n ['GUIZHOU', 'UNIVERSITY'],\n ['CURTIN', 'UNIVERSITY'],\n ['YANGZHOU', 'UNIVERSITY'],\n ['TEMPLE', 'UNIVERSITY'],\n ['SAARLAND', 'UNIVERSITY'],\n ['PENNSYLVANIA', 'MEDICINE'],\n ['LELOIR', 'INSTITUTE'],\n ['DARTMOUTH', 'COLLEGE'],\n ['NESTLE', 'SA'],\n ['AMHERST', 'COLLEGE'],\n ['BEIJING', 'HOSPITAL'],\n ['MIE', 'UNIVERSITY'],\n ['HEFEI', 'UNIVERSITY'],\n ['QINGDAO', 'UNIVERSITY'],\n ['BOSE', 'INSTITUTE'],\n ['SEJONG', 'UNIVERSITY'],\n ['GAUHATI', 'UNIVERSITY'],\n ['INHA', 'UNIVERSITY'],\n ['KONKUK', 'UNIVERSITY'],\n ['CREIGHTON', 'UNIVERSITY'],\n ['EFFAT', 'UNIVERSITY'],\n ['FACEBOOK', 'INC'],\n ['UNIVERSITE', 'PARIS-DAUPHINE'],\n ['TEIKYO', 'UNIVERSITY'],\n ['KONYANG', 'UNIVERSITY'],\n ['KEIO', 'UNIVERSITY'],\n ['PLOVDIV', 'UNIVERSITY'],\n [\"CHANG'AN\", 'UNIVERSITY'],\n ['BANGOR', 'UNIVERSITY'],\n ['HUAQIAO', 'UNIVERSITY'],\n ['NANCHANG', 'UNIVERSITY'],\n ['PACE', 'UNIVERSITY'],\n ['BINZHOU', 'UNIVERSITY'],\n ['UMEA', 'UNIVERSITY'],\n ['MINES', 'PARISTECH'],\n ['LINGNAN', 'UNIVERSITY'],\n ['GEORGETOWN', 'UNIVERSITY'],\n ['MALMO', 'UNIVERSITY'],\n ['VATICAN', 'OBSERVATORY'],\n ['OHIO', 'UNIVERSITY'],\n ['HAVERFORD', 'COLLEGE'],\n ['XUCHANG', 'UNIVERSITY'],\n ['YAMAGUCHI', 'UNIVERSITY'],\n ['ALEXANDRIA', 'UNIVERSITY'],\n ['GIRESUN', 'UNIVERSITY'],\n ['HUAFAN', 'UNIVERSITY'],\n ['ERASMUS', 'MC'],\n ['YEUNGNAM', 'UNIVERSITY'],\n ['UNIVERSIDADE', 'FORTALEZA'],\n ['ITMO', 'UNIVERSITY'],\n ['ALIBABA', 'GROUP'],\n ['TINBERGEN', 'INSTITUTE'],\n ['AUBURN', 'UNIVERSITY'],\n ['DALHOUSIE', 'UNIVERSITY'],\n ['KOGAKUIN', 'UNIVERSITY'],\n ['NANTONG', 'UNIVERSITY'],\n ['GENERAL', 'ELECTRIC'],\n ['INNOPOLIS', 'UNIVERSITY'],\n ['SUEZ', 'UNIVERSITY'],\n ['SHOOLINI', 'UNIVERSITY'],\n ['BEYKENT', 'UNIVERSITY'],\n ['BINGOL', 'UNIVERSITY'],\n ['SINOP', 'UNIVERSITY'],\n ['VICTORIA', 'UNIVERSITY'],\n ['BOHAI', 'UNIVERSITY'],\n ['AGROCAMPUS', 'OUEST'],\n ['CHU', 'RENNES'],\n ['CHU', 'LYON'],\n ['CHU', 'LILLE'],\n ['SHANGHAITECH', 'UNIVERSITY'],\n ['LINNAEUS', 'UNIVERSITY'],\n ['VIT', 'VELLORE'],\n ['KARNATAK', 'UNIVERSITY'],\n ['NEC', 'CORPORATION'],\n ['SHAOXING', 'UNIVERSITY'],\n ['ISTANBUL', 'UNIVERSITY'],\n ['CHOSUN', 'UNIVERSITY'],\n ['TUNGHAI', 'UNIVERSITY'],\n ['THUYLOI', 'UNIVERSITY'],\n ['ATTITUS', 'EDUCACAO'],\n ['LIAONING', 'UNIVERSITY'],\n ['FUJITSU', 'LTD'],\n ['FOSHAN', 'UNIVERSITY'],\n ['MONMOUTH', 'UNIVERSITY'],\n ['GUSTAVE', 'ROUSSY'],\n ['ROTHAMSTED', 'RESEARCH'],\n ['WUYI', 'UNIVERSITY'],\n ['JEFFERSON', 'UNIVERSITY'],\n ['HUBEI', 'UNIVERSITY'],\n ['SIEMENS', 'AG'],\n ['UNIVERSITY', 'MORATUWA'],\n ['UNIVERSIDADE', 'PAULISTA'],\n ['GACHON', 'UNIVERSITY'],\n ['LEHIGH', 'UNIVERSITY'],\n ['VALPARAISO', 'UNIVERSITY'],\n ['RIJNSTATE', 'HOSPITAL'],\n ['CANISIUS-WILHELMINA', 'HOSPITAL'],\n ['BROCK', 'UNIVERSITY'],\n ['SIEMENS', 'GERMANY'],\n ['UNIVERSITAT', 'KASSEL'],\n ['HIROSAKI', 'UNIVERSITY'],\n ['WEIFANG', 'UNIVERSITY'],\n ['XINJIANG', 'UNIVERSITY'],\n ['TOSHIBA', 'CORPORATION'],\n ['SAKARYA', 'UNIVERSITY'],\n ['SHAHREKORD', 'UNIVERSITY'],\n ['RHODES', 'UNIVERSITY'],\n ['LUSOFONA', 'UNIVERSITY'],\n ['TAIZ', 'UNIVERSITY'],\n ['JIUJIANG', 'UNIVERSITY'],\n ['SHENZHEN', 'POLYTECHNIC'],\n ['KLINIKUM', 'BAYREUTH'],\n ['NVIDIA', 'CORPORATION'],\n ['SECTRA', 'AB'],\n ['ORANGE', 'SA'],\n ['ASWAN', 'UNIVERSITY'],\n ['CHINA', 'MOBILE'],\n ['SHAOGUAN', 'UNIVERSITY'],\n ['MEIJO', 'UNIVERSITY'],\n ['MINJIANG', 'UNIVERSITY'],\n ['ZHEJIANG', 'LABORATORY'],\n ['ENSTA', 'BRETAGNE'],\n ['INSTITUT', 'CURIE'],\n ['DEPAUL', 'UNIVERSITY'],\n ['TOWSON', 'UNIVERSITY'],\n ['ESIEE', 'PARIS'],\n [\"L'OREAL\", 'GROUP'],\n ['SOONCHUNHYANG', 'UNIVERSITY'],\n ['TIANGONG', 'UNIVERSITY'],\n ['LORESTAN', 'UNIVERSITY'],\n ['CLARK', 'UNIVERSITY'],\n ['MARQUETTE', 'UNIVERSITY'],\n ['FORSCHUNGSZENTRUM', 'BORSTEL'],\n ['CATHARINA', 'HOSPITAL'],\n ['ROSKILDE', 'UNIVERSITY'],\n ['SWERIM', 'AB'],\n ['ZAGAZIG', 'UNIVERSITY'],\n ['CHUZHOU', 'UNIVERSITY'],\n ['SHIHEZI', 'UNIVERSITY'],\n ['UNIVERSITY', 'KASHAN'],\n ['SHENYANG', 'UNIVERSITY'],\n ['YULIN', 'UNIVERSITY'],\n ['HAREFIELD', 'HOSPITAL'],\n ['UNIVERSIDADE', 'ABERTA'],\n ['SKIDMORE', 'COLLEGE'],\n ['LOCKHEED', 'MARTIN'],\n ['LINCOLN', 'LABORATORY'],\n ['CLAREMONT', 'COLLEGES'],\n ['POMONA', 'COLLEGE'],\n ['BARTIN', 'UNIVERSITY'],\n ['LAVAL', 'UNIVERSITY'],\n ['HOFSTRA', 'UNIVERSITY'],\n ['POLYTECHNIQUE', 'MONTREAL'],\n ['WESTLAKE', 'UNIVERSITY'],\n ['UNIVERSIDAD', 'VERACRUZANA'],\n ['AGROSUP', 'DIJON'],\n ['URMIA', 'UNIVERSITY'],\n ['NAZARBAYEV', 'UNIVERSITY'],\n ['UNIVERSITE', \"D'ANGERS\"],\n ['LAMAR', 'UNIVERSITY'],\n ['MCLEAN', 'HOSPITAL'],\n ['HUMANITAS', 'UNIVERSITY'],\n ['ISTINYE', 'UNIVERSITY'],\n ['MRC', 'HARWELL'],\n ['TRIBHUVAN', 'UNIVERSITY'],\n ['DALIAN', 'UNIVERSITY'],\n ['HOPITAL', \"D'ENFANTS\"],\n ['AKDENIZ', 'UNIVERSITY'],\n ['NITEC', 'UNIVERSITY'],\n ['NEWYORK-PRESBYTERIAN', 'HOSPITAL'],\n ['MENOFIA', 'UNIVERSITY'],\n ['AVIGNON', 'UNIVERSITE'],\n ['KAISER', 'PERMANENTE'],\n ['VINH', 'UNIVERSITY'],\n ['FORDHAM', 'UNIVERSITY'],\n ['CLEMSON', 'UNIVERSITY'],\n ['NILE', 'UNIVERSITY'],\n ['DIAKONHJEMMET', 'HOSPITAL'],\n ['SHIZUOKA', 'UNIVERSITY'],\n ['SAMSUNG', 'ELECTRONICS'],\n ['MICRON', 'TECHNOLOGY'],\n ['TU', 'CLAUSTHAL'],\n ['DAMIETTA', 'UNIVERSITY'],\n ['REYKJAVIK', 'UNIVERSITY'],\n ['FPT', 'UNIVERSITY'],\n ['HARTFORD', 'HOSPITAL'],\n ['CENTRE', 'MURAZ'],\n ['UNIVERSITAT', \"D'ALACANT\"],\n ['KHULNA', 'UNIVERSITY'],\n ['OREBRO', 'UNIVERSITY'],\n ['MAHIDOL', 'UNIVERSITY'],\n ['CHU', 'BORDEAUX'],\n [\"ADDENBROOKE'S\", 'HOSPITAL'],\n ['APPLE', 'INC'],\n ['AGILENT', 'TECHNOLOGIES'],\n ['JADAVPUR', 'UNIVERSITY'],\n ['WALTON', 'CENTRE'],\n ['ZAYED', 'UNIVERSITY'],\n ['QASSIM', 'UNIVERSITY'],\n ['MAJMAAH', 'UNIVERSITY'],\n ['MEKELLE', 'UNIVERSITY'],\n ['BRANDON', 'UNIVERSITY'],\n ['CHENGDU', 'UNIVERSITY'],\n ['EHIME', 'UNIVERSITY'],\n ['AZERBAIJAN', 'UNIVERSITY'],\n ['SONY', 'CORPORATION'],\n ['MASSEY', 'UNIVERSITY'],\n ['JACKSONVILLE', 'UNIVERSITY'],\n ['SIRNAK', 'UNIVERSITY'],\n ['KOCHI', 'UNIVERSITY'],\n [\"TAYLOR'S\", 'UNIVERSITY'],\n ['EARLHAM', 'INSTITUTE'],\n ['ABERYSTWYTH', 'UNIVERSITY'],\n ['WENZHOU', 'UNIVERSITY'],\n ['SUNY', 'OPTOMETRY'],\n ['MULTIMEDIA', 'UNIVERSITY'],\n ['UNIVERSITA', 'LUMSA'],\n ['JONKOPING', 'UNIVERSITY'],\n ['ACIBADEM', 'UNIVERSITY'],\n ['TRINA', 'SOLAR'],\n ['SOLVAY', 'SA'],\n ['CHANGSHA', 'UNIVERSITY'],\n ['ACREO', 'AB'],\n ['TALLINN', 'UNIVERSITY'],\n ['KOZMINSKI', 'UNIVERSITY'],\n ['STAFFORDSHIRE', 'UNIVERSITY'],\n ['HARRAN', 'UNIVERSITY'],\n ['ITHEMBA', 'LABS'],\n ['TOTTORI', 'UNIVERSITY'],\n ['UNIVERSITE', 'PARIS-VIII'],\n ['SHOWA', 'UNIVERSITY'],\n ['TOKAI', 'UNIVERSITY'],\n ['ASML', 'HOLDING'],\n ['COLGATE', 'UNIVERSITY'],\n ['PAZHOU', 'LAB'],\n ['JIMEI', 'UNIVERSITY'],\n ['ROEHAMPTON', 'UNIVERSITY'],\n ['KINGSTON', 'UNIVERSITY'],\n ['HUZHOU', 'UNIVERSITY'],\n ['COPPERBELT', 'UNIVERSITY'],\n ['UNIVERSIDAD', 'ICESI'],\n ['SEGI', 'UNIVERSITY'],\n ['MAHSA', 'UNIVERSITY'],\n ['SZEGED', 'UNIVERSITY'],\n ['WENZHOU-KEAN', 'UNIVERSITY'],\n ['IRCCS', 'NEUROMED'],\n ['IUSS', 'PAVIA'],\n ['MINES', 'SAINT-ETIENNE'],\n ['BENGBU', 'UNIVERSITY'],\n ['CHANGZHI', 'UNIVERSITY'],\n ['LAKEHEAD', 'UNIVERSITY'],\n ['MANSOURA', 'UNIVERSITY'],\n ['AL-MUTHANNA', 'UNIVERSITY'],\n ['WAKAYAMA', 'UNIVERSITY'],\n ['HUAIHUA', 'UNIVERSITY'],\n ['NAJRAN', 'UNIVERSITY'],\n ['RAYTHEON', 'TECHNOLOGIES'],\n ['SANJIANG', 'UNIVERSITY'],\n ['WSB', 'UNIVERSITY'],\n ['YANGTZE', 'UNIVERSITY'],\n ['KEIMYUNG', 'UNIVERSITY'],\n ['VODAFONE', 'GROUP'],\n ['CARLETON', 'COLLEGE'],\n ['TOPCON', 'CORPORATION'],\n ['NINGXIA', 'UNIVERSITY'],\n ['PARUL', 'UNIVERSITY'],\n ['CIC', 'ENERGIGUNE'],\n ['BIRZEIT', 'UNIVERSITY'],\n ['YESHIVA', 'UNIVERSITY'],\n ['DUQUESNE', 'UNIVERSITY'],\n ['RIKKYO', 'UNIVERSITY'],\n ['SEMNAN', 'UNIVERSITY'],\n ['TAIBAH', 'UNIVERSITY'],\n ['HAZARA', 'UNIVERSITY'],\n ['CANKAYA', 'UNIVERSITY'],\n ['BAYER', 'CROPSCIENCE'],\n ['AHMEDABAD', 'UNIVERSITY'],\n ['MURDOCH', 'UNIVERSITY'],\n ['BOCCONI', 'UNIVERSITY'],\n ['JAZAN', 'UNIVERSITY'],\n ['ULVAC', 'INC.'],\n ['ULVAC-PHI', 'INCORPORATED'],\n ['AGC', 'INC'],\n ['SEIKEI', 'UNIVERSITY'],\n ['CANON', 'INCORPORATED'],\n ['KAO', 'CORPORATION'],\n ['CHAPMAN', 'UNIVERSITY'],\n ['ANNA', 'UNIVERSITY'],\n ['CHANGZHOU', 'UNIVERSITY'],\n ['FUNDACIO', 'PUIGVERT'],\n ['KOC', 'UNIVERSITY'],\n ['FUNDACAO', 'CHAMPALIMAUD'],\n ['JIKEI', 'UNIVERSITY'],\n ['METEO', 'FRANCE'],\n ['SEMMELWEIS', 'UNIVERSITY'],\n ['CENTENARY', 'INSTITUTE'],\n ['ESSILOR', 'INTERNATIONAL'],\n ['TELKOM', 'UNIVERSITY'],\n ['JINING', 'UNIVERSITY'],\n ['UNIVERSITAT', 'TRIER'],\n ['KYONGGI', 'UNIVERSITY'],\n ['LONGYAN', 'UNIVERSITY'],\n ['CHU', 'POITIERS'],\n ['PAPAGEORGIOU', 'HOSPITAL'],\n ['THALES', 'GROUP'],\n ['WILHELMINA', 'KINDERZIEKENHUIS'],\n ['BENHA', 'UNIVERSITY'],\n ['GENERAL', 'MOTORS'],\n ['TAIZHOU', 'UNIVERSITY'],\n ['YIBIN', 'UNIVERSITY'],\n ['DAIMLER', 'AG'],\n ['HEILONGJIANG', 'UNIVERSITY'],\n ['KASETSART', 'UNIVERSITY'],\n ['EVANGELISMOS', 'HOSPITAL'],\n ['UNIVERSITAS', 'MULAWARMAN'],\n ['TELECOM', 'ITALIA'],\n ['GRIFFITH', 'UNIVERSITY'],\n ['CHIMIE', 'PARISTECH'],\n ['DAMANHOUR', 'UNIVERSITY'],\n ['KARABUK', 'UNIVERSITY'],\n ['ASTON', 'UNIVERSITY'],\n ['AIRLANGGA', 'UNIVERSITY'],\n ['AJMAN', 'UNIVERSITY'],\n ['AERODYNE', 'RESEARCH'],\n ['BIRUNI', 'UNIVERSITY'],\n ['SELCUK', 'UNIVERSITY'],\n ['CHU', 'REUNION'],\n ['ASSIUT', 'UNIVERSITY'],\n ['INONU', 'UNIVERSITY'],\n ['UNIVERSITAS', 'PADJADJARAN'],\n ['SHIGA', 'UNIVERSITY'],\n ['KITASATO', 'UNIVERSITY'],\n ['LISTER', 'HOSPITAL'],\n ['RAZI', 'UNIVERSITY'],\n ['MIMOS', 'BERHAD'],\n ['CHANDIGARH', 'UNIVERSITY'],\n ['CAMPBELL', 'UNIVERSITY'],\n ['INSTITUT', 'BERGONIE'],\n ['AUTODESK', 'INC.'],\n ['DUZCE', 'UNIVERSITY'],\n ['TWITTER', 'INC.'],\n ['JULIUS', 'KUHN-INSTITUT'],\n ['HUIZHOU', 'UNIVERSITY'],\n ['WENZHOU', 'POLYTECHNIC'],\n ['DIBRUGARH', 'UNIVERSITY'],\n ['DEUTSCHE', 'BAHN'],\n ['TERI', 'UNIVERSITY'],\n ['TRAKYA', 'UNIVERSITY'],\n ['SANGMYUNG', 'UNIVERSITY'],\n ['COVENANT', 'UNIVERSITY'],\n ['ATILIM', 'UNIVERSITY'],\n ['ILAM', 'UNIVERSITY'],\n ['UNIVERSITY', 'ZANJAN'],\n ['SRI', 'INTERNATIONAL'],\n [\"XI'AN\", 'UNIVERSITY'],\n ['YASOUJ', 'UNIVERSITY'],\n ['HUANGHUAI', 'UNIVERSITY'],\n ['MIAMI', 'UNIVERSITY'],\n ['SHARDA', 'UNIVERSITY'],\n ['WILLAMETTE', 'UNIVERSITY'],\n ['IQRA', 'UNIVERSITY'],\n ['HOWARD', 'UNIVERSITY'],\n ['KETTERING', 'UNIVERSITY'],\n ['SYNOPSYS', 'INC'],\n ['BOZOK', 'UNIVERSITY'],\n ['ERCIYES', 'UNIVERSITY'],\n ['PUNJABI', 'UNIVERSITY'],\n ['PIUS-HOSPITAL', 'OLDENBURG'],\n ['NORTHWELL', 'HEALTH'],\n ['BARNES-JEWISH', 'HOSPITAL'],\n ['NIRMA', 'UNIVERSITY'],\n ['SUNWAY', 'UNIVERSITY'],\n ['INJE', 'UNIVERSITY'],\n ['LIAOCHENG', 'UNIVERSITY'],\n ['YEDITEPE', 'UNIVERSITY'],\n ['SRINAKHARINWIROT', 'UNIVERSITY'],\n ['WOLLONGONG', 'HOSPITAL'],\n ['BISPEBJERG', 'HOSPITAL'],\n ['CHU', 'AMIENS'],\n ['CHU', 'BESANCON'],\n ['CHU', 'LIMOGES'],\n ['HELIOS', 'KLINIKEN'],\n ['ARCISPEDALE', \"SANT'ANNA\"],\n [\"SANT'EUGENIO\", 'HOSPITAL'],\n ['GELRE', 'HOSPITALS'],\n ['SPAARNE', 'HOSPITAL'],\n ['TYGERBERG', 'HOSPITAL'],\n ['BASURTO', 'HOSPITAL'],\n ['GALDAKAO', 'HOSPITAL'],\n ['DANDERYDS', 'HOSPITAL'],\n ['KOCAELI', 'UNIVERSITY'],\n ['DUBAI', 'HOSPITAL'],\n ['SOUTHMEAD', 'HOSPITAL'],\n ['PAPWORTH', 'HOSPITAL'],\n ['IPSWICH', 'HOSPITAL'],\n ['GLENFIELD', 'HOSPITAL'],\n ['WYTHENSHAWE', 'HOSPITAL'],\n ['KEELE', 'UNIVERSITY'],\n ['DERRIFORD', 'HOSPITAL'],\n ['POOLE', 'HOSPITAL'],\n ['MORRISTON', 'HOSPITAL'],\n ['PINDERFIELDS', 'HOSPITAL'],\n ['ADVENTHEALTH', 'ORLANDO'],\n ['LG', 'ELECTRONICS'],\n ['EUREKA', 'SCIENTIFIC'],\n ['KRISTIANSTAD', 'UNIVERSITY'],\n ['ZHAOTONG', 'UNIVERSITY'],\n ['JIAXING', 'UNIVERSITY'],\n ['BOND', 'UNIVERSITY'],\n ['JIANGHAN', 'UNIVERSITY'],\n ['HALLYM', 'UNIVERSITY'],\n ['UTKAL', 'UNIVERSITY'],\n ['UTSUNOMIYA', 'UNIVERSITY'],\n ['KUWAIT', 'UNIVERSITY'],\n ['MAEJO', 'UNIVERSITY'],\n ['ATATURK', 'UNIVERSITY'],\n ['JISHOU', 'UNIVERSITY'],\n ['UNIVERSITY', \"HA'IL\"],\n ['FIRAT', 'UNIVERSITY'],\n ['ISLAMIC', 'UNIVERSITY'],\n ['GUANGZHOU', 'LABORATORY'],\n ['CHU', 'NICE'],\n ['BABSON', 'COLLEGE'],\n ['YARMOUK', 'UNIVERSITY'],\n ['REICHMAN', 'UNIVERSITY'],\n ['CONSERVATION', 'INTERNATIONAL'],\n ['JUNTENDO', 'UNIVERSITY'],\n ['ANKANG', 'UNIVERSITY'],\n ['AL-MAARIF', 'UNIVERSITY'],\n ['TECH-X', 'CORPORATION'],\n ['LEBANESE', 'UNIVERSITY'],\n ['EDINBORO', 'UNIVERSITY'],\n ['TAIYUAN', 'UNIVERSITY'],\n ['VIT', 'CHENNAI'],\n ['ALMAAREFA', 'UNIVERSITY'],\n ['NIHON', 'UNIVERSITY'],\n ['TULANE', 'UNIVERSITY'],\n ['SABANCI', 'UNIVERSITY'],\n ['THAMMASAT', 'UNIVERSITY'],\n ['UNIVERSITAS', 'UDAYANA'],\n ['XIJING', 'UNIVERSITY'],\n ['NORDIC', 'BIOSCIENCE'],\n ['LUDONG', 'UNIVERSITY'],\n ['JINGGANGSHAN', 'UNIVERSITY'],\n ['BIOTALENTUM', 'LTD'],\n ['ACADIA', 'UNIVERSITY'],\n ['HOCHSCHULE', 'BOCHUM'],\n ['WUXI', 'UNIVERSITY'],\n ['TOYO', 'UNIVERSITY'],\n ['CHEMNITZ', 'CLINIC'],\n ['GALALA', 'UNIVERSITY'],\n ['CRRC', 'CORPORATION'],\n ['ANADOLU', 'UNIVERSITY'],\n ['FUKUOKA', 'UNIVERSITY'],\n ['PETROCHINA', 'COMPANY'],\n ['NINGXIA', 'POLYTECHNIC'],\n ['KHARAZMI', 'UNIVERSITY'],\n ['XIANGNAN', 'UNIVERSITY'],\n ['AL-AQSA', 'UNIVERSITY'],\n ['WASIT', 'UNIVERSITY'],\n ['REED', 'ELSEVIER'],\n ['HELSINGBORGS', 'HOSPITAL'],\n ['BRAC', 'UNIVERSITY'],\n ['VETAGRO', 'SUP'],\n ['DEZHOU', 'UNIVERSITY'],\n ['RAFFLES', 'HOSPITAL'],\n ['TARIM', 'UNIVERSITY'],\n ['OBERLIN', 'COLLEGE'],\n ['JACKSON', 'LABORATORY'],\n ['DAYSTAR', 'UNIVERSITY'],\n ['SAIGON', 'UNIVERSITY'],\n ['UTTARANCHAL', 'UNIVERSITY'],\n ['UNIVERSITY', 'ANTANANARIVO'],\n ['IWATE', 'UNIVERSITY'],\n ['LUCKNOW', 'UNIVERSITY'],\n ['OCCIDENTAL', 'COLLEGE'],\n ['WELLESLEY', 'COLLEGE'],\n ['HEXI', 'UNIVERSITY'],\n ['SOFTWAREPARK', 'HAGENBERG'],\n ['NOVO', 'NORDISK'],\n ['TOTAL', 'SA'],\n ['RAJAVITHI', 'HOSPITAL'],\n ['RANGSIT', 'UNIVERSITY'],\n ['KAGOSHIMA', 'UNIVERSITY'],\n ['AL-NAHRAIN', 'UNIVERSITY'],\n ['UNIVERSITE', 'CONSTANTINE'],\n ['DAVIDSON', 'COLLEGE'],\n ['VILLANOVA', 'UNIVERSITY'],\n ['CIHAN', 'UNIVERSITY-ERBIL'],\n ['QIQIHAR', 'UNIVERSITY'],\n ['KYUNGNAM', 'UNIVERSITY'],\n ['SOPHIA', 'UNIVERSITY'],\n ['EIJKMAN', 'INSTITUTE'],\n ['JIMMA', 'UNIVERSITY'],\n ['GLYNDWR', 'UNIVERSITY'],\n ['IFO', 'INSTITUT'],\n ['HECHI', 'UNIVERSITY'],\n ['DHOFAR', 'UNIVERSITY'],\n ['SOHAG', 'UNIVERSITY'],\n ['METROHEALTH', 'SYSTEM'],\n ['DIPONEGORO', 'UNIVERSITY'],\n ['ZARQA', 'UNIVERSITY'],\n ['SOGANG', 'UNIVERSITY'],\n ['SAITAMA', 'UNIVERSITY'],\n ['CUMHURIYET', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'LUBECK'],\n ['CAPITAL', 'MEDICAL', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'LONDON'],\n ['BIRKBECK', 'UNIVERSITY', 'LONDON'],\n ['CHINA', 'MEDICAL', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'POTSDAM'],\n ['SHANDONG', 'JIANZHU', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'HAMBURG'],\n ['IMPERIAL', 'COLLEGE', 'LONDON'],\n ['IDAHO', 'STATE', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'CAGLIARI'],\n ['UNIVERSITY', 'OF', 'FLORENCE'],\n ['UNIVERSITY', 'OF', 'JINAN'],\n ['UNIVERSITY', 'OF', 'ALBERTA'],\n ['UDICE-FRENCH', 'RESEARCH', 'UNIVERSITIES'],\n ['ISTANBUL', 'TECHNICAL', 'UNIVERSITY'],\n ['UNIVERSITE', 'DE', 'SAVOIE'],\n ['ARGONNE', 'NATIONAL', 'LABORATORY'],\n ['UNIVERSITY', 'OF', 'ARIZONA'],\n ['UNIVERSITY', 'OF', 'BELGRADE'],\n ['UNIVERSITY', 'OF', 'BERGEN'],\n ['UNIVERSITY', 'OF', 'BERN'],\n ['UNIVERSITY', 'OF', 'BIRMINGHAM'],\n ['UNIVERSITY', 'OF', 'BOLOGNA'],\n ['UNIVERSITY', 'OF', 'BONN'],\n ['BROOKHAVEN', 'NATIONAL', 'LABORATORY'],\n ['UNIVERSITY', 'OF', 'CAMBRIDGE'],\n ['UNIVERSITY', 'OF', 'CHICAGO'],\n ['UNIVERSITY', 'OF', 'COPENHAGEN'],\n ['NIELS', 'BOHR', 'INSTITUTE'],\n ['UNIVERSITY', 'OF', 'CALABRIA'],\n ['SOUTHERN', 'METHODIST', 'UNIVERSITY'],\n ['DEUTSCHES', 'ELEKTRONEN-SYNCHROTRON', 'DESY'],\n ['TECHNISCHE', 'UNIVERSITAT', 'DRESDEN'],\n ['UNIVERSITY', 'OF', 'EDINBURGH'],\n ['UNIVERSITY', 'OF', 'FREIBURG'],\n ['UNIVERSITY', 'OF', 'GENEVA'],\n ['UNIVERSITY', 'OF', 'GENOA'],\n ['UNIVERSITY', 'OF', 'GLASGOW'],\n ['UNIVERSITY', 'OF', 'GOTTINGEN'],\n ['INDIANA', 'UNIVERSITY', 'SYSTEM'],\n ['INDIANA', 'UNIVERSITY', 'BLOOMINGTON'],\n ['UNIVERSITY', 'OF', 'INNSBRUCK'],\n ['UNIVERSITY', 'OF', 'IOWA'],\n ['IOWA', 'STATE', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'SALENTO'],\n ['UNIVERSITY', 'OF', 'LIVERPOOL'],\n ['JOZEF', 'STEFAN', 'INSTITUTE'],\n ['UNIVERSITY', 'OF', 'LJUBLJANA'],\n ['UNIVERSITY', 'COLLEGE', 'LONDON'],\n ['UNIVERSITE', 'PARIS', 'CITE'],\n ['UNIVERSITY', 'OF', 'MANCHESTER'],\n ['UNIVERSITY', 'OF', 'MELBOURNE'],\n ['UNIVERSITY', 'OF', 'MICHIGAN'],\n ['MICHIGAN', 'STATE', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'MILAN'],\n ['BELARUSIAN', 'STATE', 'UNIVERSITY'],\n ['UNIVERSITE', 'DE', 'MONTREAL'],\n ['UNIVERSITY', 'OF', 'MUNICH'],\n ['MAX', 'PLANCK', 'SOCIETY'],\n ['RADBOUD', 'UNIVERSITY', 'NIJMEGEN'],\n ['UNIVERSITY', 'OF', 'AMSTERDAM'],\n ['NORTHERN', 'ILLINOIS', 'UNIVERSITY'],\n ['NEW', 'YORK', 'UNIVERSITY'],\n ['OHIO', 'STATE', 'UNIVERSITY'],\n ['PALACKY', 'UNIVERSITY', 'OLOMOUC'],\n ['UNIVERSITY', 'OF', 'OREGON'],\n ['UNIVERSITE', 'PARIS', 'SACLAY'],\n ['UNIVERSITY', 'OF', 'OSLO'],\n ['UNIVERSITY', 'OF', 'OXFORD'],\n ['UNIVERSITY', 'OF', 'PAVIA'],\n ['UNIVERSITY', 'OF', 'PENNSYLVANIA'],\n ['UNIVERSITY', 'OF', 'PISA'],\n ['UNIVERSITY', 'OF', 'PITTSBURGH'],\n ['UNIVERSITY', 'OF', 'GRANADA'],\n ['CHARLES', 'UNIVERSITY', 'PRAGUE'],\n ['UNIVERSITY', 'OF', 'REGINA'],\n ['SAPIENZA', 'UNIVERSITY', 'ROME'],\n ['ROMA', 'TRE', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'WASHINGTON'],\n ['UNIVERSITY', 'OF', 'SHEFFIELD'],\n ['SIMON', 'FRASER', 'UNIVERSITY'],\n ['COMENIUS', 'UNIVERSITY', 'BRATISLAVA'],\n ['UNIVERSITY', 'OF', 'JOHANNESBURG'],\n ['UNIVERSITY', 'OF', 'WITWATERSRAND'],\n ['OSKAR', 'KLEIN', 'CENTRE'],\n ['UNIVERSITY', 'OF', 'SUSSEX'],\n ['UNIVERSITY', 'OF', 'SYDNEY'],\n ['TEL', 'AVIV', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'TOKYO'],\n ['TOKYO', 'METROPOLITAN', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'TORONTO'],\n ['UNIVERSITY', 'OF', 'TSUKUBA'],\n ['UNIVERSIDAD', 'ANTONIO', 'NARINO'],\n ['UNIVERSITY', 'OF', 'UDINE'],\n ['UNIVERSITY', 'OF', 'VALENCIA'],\n ['UNIVERSITY', 'OF', 'VICTORIA'],\n ['UNIVERSITY', 'OF', 'WURZBURG'],\n ['UNIVERSITY', 'OF', 'WUPPERTAL'],\n ['YEREVAN', 'PHYSICS', 'INSTITUTE'],\n ['UNIVERSIDADE', 'DE', 'LISBOA'],\n ['NOVOSIBIRSK', 'STATE', 'UNIVERSITY'],\n ['UNIVERSIDADE', 'DE', 'COIMBRA'],\n ['PARTHENOPE', 'UNIVERSITY', 'NAPLES'],\n ['LOUISIANA', 'TECHNICAL', 'UNIVERSITY'],\n ['UNIVERSIDADE', 'DO', 'MINHO'],\n ['ZHEJIANG', 'NORMAL', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'WARWICK'],\n ['UNIVERSIDADE', 'DO', 'PORTO'],\n ['UNIVERSIDADE', 'ESTADUAL', 'PAULISTA'],\n ['DUBLIN', 'CITY', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'TWENTE'],\n ['LOUISIANA', 'STATE', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'SEVILLA'],\n ['LUOYANG', 'NORMAL', 'UNIVERSITY'],\n ['SHAANXI', 'NORMAL', 'UNIVERSITY'],\n ['CHINA', 'JILIANG', 'UNIVERSITY'],\n ['VRIJE', 'UNIVERSITEIT', 'BRUSSEL'],\n ['UNIVERSITY', 'COLLEGE', 'DUBLIN'],\n ['UNIVERSITY', 'OF', 'BARCELONA'],\n ['UNIVERSITY', 'OF', 'ZURICH'],\n ['VRIJE', 'UNIVERSITEIT', 'AMSTERDAM'],\n ['UNIVERSITY', 'OF', 'BRISTOL'],\n ['UNIVERSITY', 'OF', 'ROSTOCK'],\n ['UNIVERSITY', 'OF', 'FERRARA'],\n ['UNIVERSITY', 'OF', 'URBINO'],\n ['UNIVERSITY', 'OF', 'MILANO-BICOCCA'],\n ['UNIVERSITY', 'OF', 'BASILICATA'],\n ['UNIVERSITAT', 'RAMON', 'LLULL'],\n ['UNIVERSITY', 'COLLEGE', 'CORK'],\n ['OREGON', 'STATE', 'UNIVERSITY'],\n ['UNIVERSITE', 'DE', 'LILLE'],\n ['FINNISH', 'ENVIRONMENT', 'INSTITUTE'],\n ['ANHUI', 'AGRICULTURAL', 'UNIVERSITY'],\n ['UNIVERSITE', 'CATHOLIQUE', 'LOUVAIN'],\n ['UNIVERSITY', 'OF', 'OULU'],\n ['QUEENS', 'UNIVERSITY', 'BELFAST'],\n ['SHANGHAI', 'DIANJI', 'UNIVERSITY'],\n ['FUJIAN', 'NORMAL', 'UNIVERSITY'],\n ['TAMPERE', 'UNIVERSITY', 'HOSPITAL'],\n ['NORTHWESTERN', 'POLYTECHNICAL', 'UNIVERSITY'],\n ['UNIVERSITE', 'PARIS-EST-CRETEIL-VAL-DE-MARNE', 'UPEC'],\n ['KING', 'ABDULAZIZ', 'UNIVERSITY'],\n ['UNIVERSITE', 'DE', 'STRASBOURG'],\n ['BEIJING', 'NORMAL', 'UNIVERSITY'],\n ['UNIVERSITY', 'OF', 'ANTWERP'],\n ['UNIVERSITY', 'OF', 'MONS'],\n ['UNIVERSITY', 'OF', 'SOFIA'],\n ['UNIVERSITY', 'OF', 'SPLIT'],\n ['RUDJER', 'BOSKOVIC', 'INSTITUTE'],\n ['UNIVERSITY', 'OF', 'CYPRUS'],\n ['UNIVERSITY', 'OF', 'HELSINKI'],\n ['RWTH', 'AACHEN', 'UNIVERSITY'],\n ...]"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_inst = sorted([i.split(\" \") for i in list(affiliations[\"Affiliations\"].unique())], key=len)\n",
    "# unique_inst = [[''.join(filter(str.isalnum, i)) for i in i_list] for i_list in unique_inst]\n",
    "unique_inst = [[i.strip(\",\").strip(\"(\").strip(\")\") for i in i_list] for i_list in unique_inst]\n",
    "unique_inst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def institution_chunk_norris(text):\n",
    "    for i in unique_inst:\n",
    "        text_split=text.split(\" \")\n",
    "        text_split=[i.strip(\",\").strip(\"(\").strip(\")\") for i in text_split]\n",
    "        overlap = all(token in text_split for token in i)\n",
    "        if overlap:\n",
    "            return (\" \".join(i))\n",
    "    return \"ERROR\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "affiliations[\"Affiliations_merged\"] = affiliations[\"Affiliations\"].apply(lambda x: institution_chunk_norris(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Affiliations\nCHINESE ACADEMY OF SCIENCES                            1188\nUDICE-FRENCH RESEARCH UNIVERSITIES                      647\nCENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE (CNRS)     640\nHELMHOLTZ ASSOCIATION                                   427\nUNIVERSITY OF CHINESE ACADEMY OF SCIENCES, CAS          411\n                                                       ... \nIMT NORD EUROPE                                           1\nSANGMYUNG UNIVERSITY                                      1\nINDIANA UNIVERSITY PURDUE UNIVERSITY FORT WAYNE           1\nJAHANGIRNAGAR UNIVERSITY                                  1\nSAINT JAMES'S UNIVERSITY HOSPITAL                         1\nName: count, Length: 4884, dtype: int64"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "affiliations[\"Affiliations\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Affiliations_merged\nCHINESE ACADEMY OF SCIENCES                          1725\nNANJING UNIVERSITY                                    737\nSHANGHAI UNIVERSITY                                   667\nUDICE-FRENCH RESEARCH UNIVERSITIES                    647\nCENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE CNRS     640\n                                                     ... \nULVAC INC.                                              1\nNATIONAL METROLOGY INSTITUTE OF JAPAN                   1\nSHEFFIELD HALLAM UNIVERSITY                             1\nGLOBAL INSTITUTE FOR WATER SECURITY                     1\nSAINT JAMES'S UNIVERSITY HOSPITAL                       1\nName: count, Length: 4241, dtype: int64"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "affiliations[\"Affiliations_merged\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Empty DataFrame\nColumns: [UT (Unique WOS ID), Affiliations, Affiliations_merged]\nIndex: []",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>UT (Unique WOS ID)</th>\n      <th>Affiliations</th>\n      <th>Affiliations_merged</th>\n    </tr>\n  </thead>\n  <tbody>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "affiliations[affiliations[\"Affiliations_merged\"]==\"ERROR\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.metrics import edit_distance\n",
    "from nltk.metrics import edit_distance_align\n",
    "#results = df.apply(lambda x: edit_distance(x[\"column1\"], x[\"column2\"]), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "affiliations = affiliations.merge(univ_locations, on=record_col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "    UT (Unique WOS ID)                   Affiliations   \n0  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON  \\\n1  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON   \n2  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON   \n3  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON   \n4  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON   \n\n             Affiliations_merged   \n0  NATURAL HISTORY MUSEUM LONDON  \\\n1  NATURAL HISTORY MUSEUM LONDON   \n2  NATURAL HISTORY MUSEUM LONDON   \n3  NATURAL HISTORY MUSEUM LONDON   \n4  NATURAL HISTORY MUSEUM LONDON   \n\n                                             Address         Country   \n0   BGI HK Ltd, GigaSci, Tai Po, Hong Kong, Peopl...           China  \\\n1         Nat Hist Museum, London SW7 5BD, England;   United Kingdom   \n2              Pensoft Publishers, Sofia, Bulgaria;         Bulgaria   \n3    Nat Hist Museum, Natl Museum, Sofia, Bulgaria;         Bulgaria   \n4   Bulgarian Acad Sci, Inst Biodivers & Ecosyst ...        Bulgaria   \n\n        City Country_Type         Institution  levehnstein  \n0  Hong Kong        China          BGI HK LTD           24  \n1     London        Other     NAT HIST MUSEUM           14  \n2      Sofia           EU  PENSOFT PUBLISHERS           25  \n3      Sofia           EU     NAT HIST MUSEUM           14  \n4       Rees           EU  BULGARIAN ACAD SCI           25  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>UT (Unique WOS ID)</th>\n      <th>Affiliations</th>\n      <th>Affiliations_merged</th>\n      <th>Address</th>\n      <th>Country</th>\n      <th>City</th>\n      <th>Country_Type</th>\n      <th>Institution</th>\n      <th>levehnstein</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>BGI HK Ltd, GigaSci, Tai Po, Hong Kong, Peopl...</td>\n      <td>China</td>\n      <td>Hong Kong</td>\n      <td>China</td>\n      <td>BGI HK LTD</td>\n      <td>24</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>Nat Hist Museum, London SW7 5BD, England;</td>\n      <td>United Kingdom</td>\n      <td>London</td>\n      <td>Other</td>\n      <td>NAT HIST MUSEUM</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>Pensoft Publishers, Sofia, Bulgaria;</td>\n      <td>Bulgaria</td>\n      <td>Sofia</td>\n      <td>EU</td>\n      <td>PENSOFT PUBLISHERS</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>Nat Hist Museum, Natl Museum, Sofia, Bulgaria;</td>\n      <td>Bulgaria</td>\n      <td>Sofia</td>\n      <td>EU</td>\n      <td>NAT HIST MUSEUM</td>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>Bulgarian Acad Sci, Inst Biodivers &amp; Ecosyst ...</td>\n      <td>Bulgaria</td>\n      <td>Rees</td>\n      <td>EU</td>\n      <td>BULGARIAN ACAD SCI</td>\n      <td>25</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "affiliations[\"Affiliations\"] = affiliations[\"Affiliations\"].str.upper().str.strip()\n",
    "affiliations[\"Institution\"] = affiliations[\"Institution\"].str.upper().str.strip()\n",
    "\n",
    "affiliations[\"levehnstein\"] = affiliations.apply(\n",
    "    lambda x: edit_distance(x[\"Affiliations\"], x[\"Institution\"]), axis=1)\n",
    "affiliations.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [],
   "source": [
    "def tok_overlap(lon_str, short_str):\n",
    "    l,s = lon_str.split(\" \"), short_str.split(\" \")\n",
    "    # create a pairwise distance matrix using NumPy\n",
    "    distance_matrix = np.fromfunction(np.vectorize(lambda i, j: edit_distance(l[int(i)], s[int(j)])), shape=(len(l), len(s)))\n",
    "    distance_frame = pd.DataFrame(data=distance_matrix, columns=s, index=l)\n",
    "\n",
    "    return min(distance_frame.min().sum(),distance_frame.T.min().sum())\n",
    "\n",
    "# lon=(\"UNIVERSITY\",\"AMSTERDAM\",\"TECHNICAL\", \"LOCAL\")\n",
    "# sho=(\"UNIV\",\"AMSTER\",\"TECH\",\"LOCAL\")\n",
    "# tok_overlap(lon_str=\" \".join(lon),short_str=\" \".join(sho)).min().sum()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [
    {
     "data": {
      "text/plain": "(4, 3)"
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tok_overlap(lon_str=\" \".join(l),short_str=\" \".join(s)).shape"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "outputs": [
    {
     "data": {
      "text/plain": "    UT (Unique WOS ID)                   Affiliations   \n0  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON  \\\n1  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON   \n2  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON   \n3  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON   \n4  WOS:000209536100003  NATURAL HISTORY MUSEUM LONDON   \n\n             Affiliations_merged   \n0  NATURAL HISTORY MUSEUM LONDON  \\\n1  NATURAL HISTORY MUSEUM LONDON   \n2  NATURAL HISTORY MUSEUM LONDON   \n3  NATURAL HISTORY MUSEUM LONDON   \n4  NATURAL HISTORY MUSEUM LONDON   \n\n                                             Address         Country   \n0   BGI HK Ltd, GigaSci, Tai Po, Hong Kong, Peopl...           China  \\\n1         Nat Hist Museum, London SW7 5BD, England;   United Kingdom   \n2              Pensoft Publishers, Sofia, Bulgaria;         Bulgaria   \n3    Nat Hist Museum, Natl Museum, Sofia, Bulgaria;         Bulgaria   \n4   Bulgarian Acad Sci, Inst Biodivers & Ecosyst ...        Bulgaria   \n\n        City Country_Type         Institution  levehnstein  token_overlap  \n0  Hong Kong        China          BGI HK LTD           24             16  \n1     London        Other     NAT HIST MUSEUM           14              7  \n2      Sofia           EU  PENSOFT PUBLISHERS           25             12  \n3      Sofia           EU     NAT HIST MUSEUM           14              7  \n4       Rees           EU  BULGARIAN ACAD SCI           25             17  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>UT (Unique WOS ID)</th>\n      <th>Affiliations</th>\n      <th>Affiliations_merged</th>\n      <th>Address</th>\n      <th>Country</th>\n      <th>City</th>\n      <th>Country_Type</th>\n      <th>Institution</th>\n      <th>levehnstein</th>\n      <th>token_overlap</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>BGI HK Ltd, GigaSci, Tai Po, Hong Kong, Peopl...</td>\n      <td>China</td>\n      <td>Hong Kong</td>\n      <td>China</td>\n      <td>BGI HK LTD</td>\n      <td>24</td>\n      <td>16</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>Nat Hist Museum, London SW7 5BD, England;</td>\n      <td>United Kingdom</td>\n      <td>London</td>\n      <td>Other</td>\n      <td>NAT HIST MUSEUM</td>\n      <td>14</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>Pensoft Publishers, Sofia, Bulgaria;</td>\n      <td>Bulgaria</td>\n      <td>Sofia</td>\n      <td>EU</td>\n      <td>PENSOFT PUBLISHERS</td>\n      <td>25</td>\n      <td>12</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>Nat Hist Museum, Natl Museum, Sofia, Bulgaria;</td>\n      <td>Bulgaria</td>\n      <td>Sofia</td>\n      <td>EU</td>\n      <td>NAT HIST MUSEUM</td>\n      <td>14</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>Bulgarian Acad Sci, Inst Biodivers &amp; Ecosyst ...</td>\n      <td>Bulgaria</td>\n      <td>Rees</td>\n      <td>EU</td>\n      <td>BULGARIAN ACAD SCI</td>\n      <td>25</td>\n      <td>17</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "affiliations[\"token_overlap\"] = affiliations.apply(\n",
    "    lambda x: tok_overlap(x[\"Affiliations\"], x[\"Institution\"]), axis=1)\n",
    "affiliations.head()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "outputs": [
    {
     "data": {
      "text/plain": "          UT (Unique WOS ID)                         Affiliations   \n2430154  WOS:000947693400001  UNIVERSITAT POLITECNICA DE VALENCIA  \\\n2430132  WOS:000947693400001              SHANGHAITECH UNIVERSITY   \n2430139  WOS:000947693400001            SHANGHAI OCEAN UNIVERSITY   \n2430146  WOS:000947693400001        SHANGHAI JIAO TONG UNIVERSITY   \n2430125  WOS:000947693400001                    HUZHOU UNIVERSITY   \n...                      ...                                  ...   \n43       WOS:000301090100061           BIRKBECK UNIVERSITY LONDON   \n13       WOS:000297893800037    UNIVERSIDAD POLITECNICA DE MADRID   \n11       WOS:000297893800037      BEIJING INSTITUTE OF TECHNOLOGY   \n1        WOS:000209536100003        NATURAL HISTORY MUSEUM LONDON   \n9        WOS:000209536100003        BULGARIAN ACADEMY OF SCIENCES   \n\n                         Affiliations_merged   \n2430154  UNIVERSITAT POLITECNICA DE VALENCIA  \\\n2430132              SHANGHAITECH UNIVERSITY   \n2430139                  SHANGHAI UNIVERSITY   \n2430146                  SHANGHAI UNIVERSITY   \n2430125                    HUZHOU UNIVERSITY   \n...                                      ...   \n43                BIRKBECK UNIVERSITY LONDON   \n13         UNIVERSIDAD POLITECNICA DE MADRID   \n11           BEIJING INSTITUTE OF TECHNOLOGY   \n1              NATURAL HISTORY MUSEUM LONDON   \n9              BULGARIAN ACADEMY OF SCIENCES   \n\n                                                   Address         Country   \n2430154   Univ Politecn Valencia, European Inst Innovat...           Spain  \\\n2430132   ShanghaiTech Univ, Shanghai Inst Adv Immunoch...           China   \n2430139   Shanghai Ocean Univ, Coll Fisheries & Life Sc...           China   \n2430146   Shanghai Jiao Tong Univ, Ruijin Hosp, Sch Med...           China   \n2430125   Huzhou Univ, Sch Informat Engn, Huzhou 313000...           China   \n...                                                    ...             ...   \n43        Birkbeck Coll London, Sch Psychol, London, En...  United Kingdom   \n13                 UPM, Ctr Elect Ind, Madrid 28006, Spain           Spain   \n11                 UPM, Ctr Elect Ind, Madrid 28006, Spain           Spain   \n1               Nat Hist Museum, London SW7 5BD, England;   United Kingdom   \n9         Bulgarian Acad Sci, Inst Biodivers & Ecosyst ...        Bulgaria   \n\n             City Country_Type              Institution  levehnstein   \n2430154  Valencia           EU   UNIV POLITECN VALENCIA           13  \\\n2430132  Shanghai        China        SHANGHAITECH UNIV            6   \n2430139  Shanghai        China      SHANGHAI OCEAN UNIV            6   \n2430146      Meda        China  SHANGHAI JIAO TONG UNIV            6   \n2430125    Huzhou        China              HUZHOU UNIV            6   \n...           ...          ...                      ...          ...   \n43         London        Other     BIRKBECK COLL LONDON           10   \n13         Madrid           EU                      UPM           30   \n11         Madrid           EU                      UPM           30   \n1          London        Other          NAT HIST MUSEUM           14   \n9            Rees           EU       BULGARIAN ACAD SCI           11   \n\n         token_overlap  \n2430154              7  \n2430132              6  \n2430139              5  \n2430146              4  \n2430125              5  \n...                ...  \n43                   5  \n13                   3  \n11                   3  \n1                    7  \n9                    6  \n\n[63590 rows x 10 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>UT (Unique WOS ID)</th>\n      <th>Affiliations</th>\n      <th>Affiliations_merged</th>\n      <th>Address</th>\n      <th>Country</th>\n      <th>City</th>\n      <th>Country_Type</th>\n      <th>Institution</th>\n      <th>levehnstein</th>\n      <th>token_overlap</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2430154</th>\n      <td>WOS:000947693400001</td>\n      <td>UNIVERSITAT POLITECNICA DE VALENCIA</td>\n      <td>UNIVERSITAT POLITECNICA DE VALENCIA</td>\n      <td>Univ Politecn Valencia, European Inst Innovat...</td>\n      <td>Spain</td>\n      <td>Valencia</td>\n      <td>EU</td>\n      <td>UNIV POLITECN VALENCIA</td>\n      <td>13</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>2430132</th>\n      <td>WOS:000947693400001</td>\n      <td>SHANGHAITECH UNIVERSITY</td>\n      <td>SHANGHAITECH UNIVERSITY</td>\n      <td>ShanghaiTech Univ, Shanghai Inst Adv Immunoch...</td>\n      <td>China</td>\n      <td>Shanghai</td>\n      <td>China</td>\n      <td>SHANGHAITECH UNIV</td>\n      <td>6</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>2430139</th>\n      <td>WOS:000947693400001</td>\n      <td>SHANGHAI OCEAN UNIVERSITY</td>\n      <td>SHANGHAI UNIVERSITY</td>\n      <td>Shanghai Ocean Univ, Coll Fisheries &amp; Life Sc...</td>\n      <td>China</td>\n      <td>Shanghai</td>\n      <td>China</td>\n      <td>SHANGHAI OCEAN UNIV</td>\n      <td>6</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>2430146</th>\n      <td>WOS:000947693400001</td>\n      <td>SHANGHAI JIAO TONG UNIVERSITY</td>\n      <td>SHANGHAI UNIVERSITY</td>\n      <td>Shanghai Jiao Tong Univ, Ruijin Hosp, Sch Med...</td>\n      <td>China</td>\n      <td>Meda</td>\n      <td>China</td>\n      <td>SHANGHAI JIAO TONG UNIV</td>\n      <td>6</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>2430125</th>\n      <td>WOS:000947693400001</td>\n      <td>HUZHOU UNIVERSITY</td>\n      <td>HUZHOU UNIVERSITY</td>\n      <td>Huzhou Univ, Sch Informat Engn, Huzhou 313000...</td>\n      <td>China</td>\n      <td>Huzhou</td>\n      <td>China</td>\n      <td>HUZHOU UNIV</td>\n      <td>6</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>WOS:000301090100061</td>\n      <td>BIRKBECK UNIVERSITY LONDON</td>\n      <td>BIRKBECK UNIVERSITY LONDON</td>\n      <td>Birkbeck Coll London, Sch Psychol, London, En...</td>\n      <td>United Kingdom</td>\n      <td>London</td>\n      <td>Other</td>\n      <td>BIRKBECK COLL LONDON</td>\n      <td>10</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>WOS:000297893800037</td>\n      <td>UNIVERSIDAD POLITECNICA DE MADRID</td>\n      <td>UNIVERSIDAD POLITECNICA DE MADRID</td>\n      <td>UPM, Ctr Elect Ind, Madrid 28006, Spain</td>\n      <td>Spain</td>\n      <td>Madrid</td>\n      <td>EU</td>\n      <td>UPM</td>\n      <td>30</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>WOS:000297893800037</td>\n      <td>BEIJING INSTITUTE OF TECHNOLOGY</td>\n      <td>BEIJING INSTITUTE OF TECHNOLOGY</td>\n      <td>UPM, Ctr Elect Ind, Madrid 28006, Spain</td>\n      <td>Spain</td>\n      <td>Madrid</td>\n      <td>EU</td>\n      <td>UPM</td>\n      <td>30</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>WOS:000209536100003</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>NATURAL HISTORY MUSEUM LONDON</td>\n      <td>Nat Hist Museum, London SW7 5BD, England;</td>\n      <td>United Kingdom</td>\n      <td>London</td>\n      <td>Other</td>\n      <td>NAT HIST MUSEUM</td>\n      <td>14</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>WOS:000209536100003</td>\n      <td>BULGARIAN ACADEMY OF SCIENCES</td>\n      <td>BULGARIAN ACADEMY OF SCIENCES</td>\n      <td>Bulgarian Acad Sci, Inst Biodivers &amp; Ecosyst ...</td>\n      <td>Bulgaria</td>\n      <td>Rees</td>\n      <td>EU</td>\n      <td>BULGARIAN ACAD SCI</td>\n      <td>11</td>\n      <td>6</td>\n    </tr>\n  </tbody>\n</table>\n<p>63590 rows × 10 columns</p>\n</div>"
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "affiliations.sort_values(by=[record_col,\"Affiliations\",\"token_overlap\"], ascending=[False,False,True]).drop_duplicates(subset=[record_col,\"Affiliations\"])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "outputs": [
    {
     "data": {
      "text/plain": "Affiliations\n(ADVENTHEALTH) CENTRAL FLORIDA DIVISION                                       CHARITE\n1 DECEMBRIE 1918 UNIVERSITY ALBA IULIA               1 DECEMBRIE 1918 UNIV ALBA IULIA\nA*STAR - BIOINFORMATICS INSTITUTE (BII)                                         ASTAR\nA*STAR - GENOME INSTITUTE OF SINGAPORE (GIS)                          UNIV COPENHAGEN\nA*STAR - INSTITUTE FOR INFOCOMM RESEARCH (I2R)                                  ASTAR\n                                                                   ...               \nZTE                                                                          ZTE CORP\nZUNYI MEDICAL UNIVERSITY                                    [JINAN UNIV, NCI, SANOFI]\nZURICH CENTER INTEGRATIVE HUMAN PHYSIOLOGY (ZIHP)                         UNIV ZURICH\nZURICH UNIVERSITY OF APPLIED SCIENCES                                 [IRD, SAS, UCL]\nZUSE INSTITUTE BERLIN                                                ZUSE INST BERLIN\nName: Institution, Length: 4884, dtype: object"
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "helper = affiliations.sort_values(by=[\"Affiliations\",\"token_overlap\"], ascending=[False,True]).drop_duplicates(subset=[record_col,\"Affiliations\"])\n",
    "afh = helper[[\"Affiliations\",\"Institution\",\"Country\"]]\n",
    "afh.groupby(\"Affiliations\")[\"Institution\"].agg(pd.Series.mode)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "outputs": [
    {
     "data": {
      "text/plain": "Affiliations\n(ADVENTHEALTH) CENTRAL FLORIDA DIVISION                                              Germany\n1 DECEMBRIE 1918 UNIVERSITY ALBA IULIA                                               Romania\nA*STAR - BIOINFORMATICS INSTITUTE (BII)                                            Singapore\nA*STAR - GENOME INSTITUTE OF SINGAPORE (GIS)                                         Denmark\nA*STAR - INSTITUTE FOR INFOCOMM RESEARCH (I2R)                                     Singapore\n                                                                      ...                   \nZTE                                                                                    China\nZUNYI MEDICAL UNIVERSITY                                                       United States\nZURICH CENTER INTEGRATIVE HUMAN PHYSIOLOGY (ZIHP)                                Switzerland\nZURICH UNIVERSITY OF APPLIED SCIENCES                [France, United Kingdom, United States]\nZUSE INSTITUTE BERLIN                                                                Germany\nName: Country, Length: 4884, dtype: object"
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "afh.groupby(\"Affiliations\")[\"Country\"].agg(pd.Series.mode)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "outputs": [],
   "source": [
    "helper1 = affiliations.sort_values(by=[\"Affiliations\",\"token_overlap\"], ascending=[False,True]).drop_duplicates(subset=[record_col,\"Affiliations\"])\n",
    "afh1 = helper1[[\"Affiliations\",\"Institution\",\"City\",\"Country\",\"Country_Type\"]]\n",
    "mode1_i = afh1.groupby(\"Affiliations\")[\"Institution\"].apply(pd.Series.mode).reset_index()\n",
    "mode1_c = afh1.groupby(\"Affiliations\")[\"Country\"].apply(pd.Series.mode).reset_index()\n",
    "mode1_city = afh1.groupby(\"Affiliations\")[\"City\"].apply(pd.Series.mode).reset_index()\n",
    "mode1_type = afh1.groupby(\"Affiliations\")[\"Country_Type\"].apply(pd.Series.mode).reset_index()\n",
    "\n",
    "helper2 = affiliations.sort_values(by=[\"Affiliations\",\"levehnstein\"], ascending=[False,True]).drop_duplicates(subset=[record_col,\"Affiliations\"])\n",
    "afh2 = helper2[[\"Affiliations\",\"Institution\",\"City\",\"Country\",\"Country_Type\"]]\n",
    "mode2_i = afh2.groupby(\"Affiliations\")[\"Institution\"].apply(pd.Series.mode).reset_index()\n",
    "mode2_c = afh2.groupby(\"Affiliations\")[\"Country\"].apply(pd.Series.mode).reset_index()\n",
    "mode2_city = afh2.groupby(\"Affiliations\")[\"City\"].apply(pd.Series.mode).reset_index()\n",
    "mode2_type = afh2.groupby(\"Affiliations\")[\"Country_Type\"].apply(pd.Series.mode).reset_index()\n",
    "\n",
    "mode_i = pd.concat([mode1_i,mode2_i],ignore_index=True)[[\"Affiliations\",\"Institution\"]].groupby(\"Affiliations\")[\"Institution\"].agg(\n",
    "    lambda x: pd.Series.mode(x)[0])\n",
    "mode_c = pd.concat([mode1_c,mode2_c],ignore_index=True)[[\"Affiliations\",\"Country\"]].groupby(\"Affiliations\")[\"Country\"].agg(\n",
    "    lambda x: pd.Series.mode(x)[0])\n",
    "mode_city = pd.concat([mode1_city,mode2_city],ignore_index=True)[[\"Affiliations\",\"City\"]].groupby(\"Affiliations\")[\"City\"].agg(\n",
    "    lambda x: pd.Series.mode(x)[0])\n",
    "mode_type = pd.concat([mode1_type,mode2_type],ignore_index=True)[[\"Affiliations\",\"Country_Type\"]].groupby(\"Affiliations\")[\"Country_Type\"].agg(\n",
    "    lambda x: pd.Series.mode(x)[0])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "outputs": [
    {
     "data": {
      "text/plain": "                                           Affiliations   \n0               (ADVENTHEALTH) CENTRAL FLORIDA DIVISION  \\\n1                1 DECEMBRIE 1918 UNIVERSITY ALBA IULIA   \n2               A*STAR - BIOINFORMATICS INSTITUTE (BII)   \n3          A*STAR - GENOME INSTITUTE OF SINGAPORE (GIS)   \n4        A*STAR - INSTITUTE FOR INFOCOMM RESEARCH (I2R)   \n...                                                 ...   \n4795                                                ZTE   \n4796                           ZUNYI MEDICAL UNIVERSITY   \n4797  ZURICH CENTER INTEGRATIVE HUMAN PHYSIOLOGY (ZIHP)   \n4798              ZURICH UNIVERSITY OF APPLIED SCIENCES   \n4799                              ZUSE INSTITUTE BERLIN   \n\n      Institution (short name from address) Country_candidate City_candidate   \n0                                   CHARITE            Canada         Berlin  \\\n1          1 DECEMBRIE 1918 UNIV ALBA IULIA           Romania     Alba Iulia   \n2                                     ASTAR             China          Jinan   \n3                    AGCY SCI TECHNOL & RES           Denmark     Copenhagen   \n4                                     ASTAR         Singapore           Rees   \n...                                     ...               ...            ...   \n4795                               ZTE CORP             China       Shenzhen   \n4796                             JINAN UNIV             China       Bethesda   \n4797  NATL CTR EXCELLENCE YOUTH MENTAL HLTH       Switzerland         Zürich   \n4798                                    IRD            France           Cary   \n4799                       ZUSE INST BERLIN           Germany         Berlin   \n\n     Country_type_candidate  \n0                        EU  \n1                        EU  \n2                     China  \n3                        EU  \n4                     Other  \n...                     ...  \n4795                  China  \n4796                  China  \n4797                  Other  \n4798                  Other  \n4799                     EU  \n\n[4800 rows x 5 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Affiliations</th>\n      <th>Institution (short name from address)</th>\n      <th>Country_candidate</th>\n      <th>City_candidate</th>\n      <th>Country_type_candidate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>(ADVENTHEALTH) CENTRAL FLORIDA DIVISION</td>\n      <td>CHARITE</td>\n      <td>Canada</td>\n      <td>Berlin</td>\n      <td>EU</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1 DECEMBRIE 1918 UNIVERSITY ALBA IULIA</td>\n      <td>1 DECEMBRIE 1918 UNIV ALBA IULIA</td>\n      <td>Romania</td>\n      <td>Alba Iulia</td>\n      <td>EU</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>A*STAR - BIOINFORMATICS INSTITUTE (BII)</td>\n      <td>ASTAR</td>\n      <td>China</td>\n      <td>Jinan</td>\n      <td>China</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>A*STAR - GENOME INSTITUTE OF SINGAPORE (GIS)</td>\n      <td>AGCY SCI TECHNOL &amp; RES</td>\n      <td>Denmark</td>\n      <td>Copenhagen</td>\n      <td>EU</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>A*STAR - INSTITUTE FOR INFOCOMM RESEARCH (I2R)</td>\n      <td>ASTAR</td>\n      <td>Singapore</td>\n      <td>Rees</td>\n      <td>Other</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>4795</th>\n      <td>ZTE</td>\n      <td>ZTE CORP</td>\n      <td>China</td>\n      <td>Shenzhen</td>\n      <td>China</td>\n    </tr>\n    <tr>\n      <th>4796</th>\n      <td>ZUNYI MEDICAL UNIVERSITY</td>\n      <td>JINAN UNIV</td>\n      <td>China</td>\n      <td>Bethesda</td>\n      <td>China</td>\n    </tr>\n    <tr>\n      <th>4797</th>\n      <td>ZURICH CENTER INTEGRATIVE HUMAN PHYSIOLOGY (ZIHP)</td>\n      <td>NATL CTR EXCELLENCE YOUTH MENTAL HLTH</td>\n      <td>Switzerland</td>\n      <td>Zürich</td>\n      <td>Other</td>\n    </tr>\n    <tr>\n      <th>4798</th>\n      <td>ZURICH UNIVERSITY OF APPLIED SCIENCES</td>\n      <td>IRD</td>\n      <td>France</td>\n      <td>Cary</td>\n      <td>Other</td>\n    </tr>\n    <tr>\n      <th>4799</th>\n      <td>ZUSE INSTITUTE BERLIN</td>\n      <td>ZUSE INST BERLIN</td>\n      <td>Germany</td>\n      <td>Berlin</td>\n      <td>EU</td>\n    </tr>\n  </tbody>\n</table>\n<p>4800 rows × 5 columns</p>\n</div>"
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from functools import reduce\n",
    "dfs = [mode_i, mode_c, mode_city, mode_type]\n",
    "mode_final = reduce(lambda left,right: pd.merge(left,right,on='Affiliations'), dfs)\n",
    "mode_final = mode_final.reset_index()\n",
    "mode_final.columns = [\"Affiliations\",\"Institution (short name from address)\",\"Country_candidate\",\"City_candidate\",\"Country_type_candidate\"]\n",
    "mode_final"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "outputs": [
    {
     "data": {
      "text/plain": "                                    Affiliations   \n1873185  (ADVENTHEALTH) CENTRAL FLORIDA DIVISION  \\\n1873299  (ADVENTHEALTH) CENTRAL FLORIDA DIVISION   \n1873346  (ADVENTHEALTH) CENTRAL FLORIDA DIVISION   \n1873394  (ADVENTHEALTH) CENTRAL FLORIDA DIVISION   \n1873170  (ADVENTHEALTH) CENTRAL FLORIDA DIVISION   \n...                                          ...   \n715405                     ZUSE INSTITUTE BERLIN   \n1548143                    ZUSE INSTITUTE BERLIN   \n715403                     ZUSE INSTITUTE BERLIN   \n1548154                    ZUSE INSTITUTE BERLIN   \n715409                     ZUSE INSTITUTE BERLIN   \n\n                                               Institution  levehnstein  \n1873185                        ST JOSEPHS HLTH CARE LONDON           28  \n1873299                            ATHENS NAVAL & VET HOSP           28  \n1873346                       ASST VALCAMONICA OSPED ESINE           28  \n1873394                       ASST VALTELLINA & ALTO LARIO           28  \n1873170                          FUNDACAO CTR MED CAMPINAS           29  \n...                                                    ...          ...  \n715405                   CARL VON OSSIETZKY UNIV OLDENBURG           25  \n1548143                  CHONGQING UNIV POSTS & TELECOMMUN           26  \n715403                   GERMAN CTR NEURODEGENRAT DIS DZNE           27  \n1548154              UNIV KLINIKUM SCHLESWIG HOLSTEIN KIEL           30  \n715409   INESC TEC INST ENGN SISTEMAS & COMP TECNOL & CIEN           35  \n\n[773544 rows x 3 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Affiliations</th>\n      <th>Institution</th>\n      <th>levehnstein</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1873185</th>\n      <td>(ADVENTHEALTH) CENTRAL FLORIDA DIVISION</td>\n      <td>ST JOSEPHS HLTH CARE LONDON</td>\n      <td>28</td>\n    </tr>\n    <tr>\n      <th>1873299</th>\n      <td>(ADVENTHEALTH) CENTRAL FLORIDA DIVISION</td>\n      <td>ATHENS NAVAL &amp; VET HOSP</td>\n      <td>28</td>\n    </tr>\n    <tr>\n      <th>1873346</th>\n      <td>(ADVENTHEALTH) CENTRAL FLORIDA DIVISION</td>\n      <td>ASST VALCAMONICA OSPED ESINE</td>\n      <td>28</td>\n    </tr>\n    <tr>\n      <th>1873394</th>\n      <td>(ADVENTHEALTH) CENTRAL FLORIDA DIVISION</td>\n      <td>ASST VALTELLINA &amp; ALTO LARIO</td>\n      <td>28</td>\n    </tr>\n    <tr>\n      <th>1873170</th>\n      <td>(ADVENTHEALTH) CENTRAL FLORIDA DIVISION</td>\n      <td>FUNDACAO CTR MED CAMPINAS</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>715405</th>\n      <td>ZUSE INSTITUTE BERLIN</td>\n      <td>CARL VON OSSIETZKY UNIV OLDENBURG</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <th>1548143</th>\n      <td>ZUSE INSTITUTE BERLIN</td>\n      <td>CHONGQING UNIV POSTS &amp; TELECOMMUN</td>\n      <td>26</td>\n    </tr>\n    <tr>\n      <th>715403</th>\n      <td>ZUSE INSTITUTE BERLIN</td>\n      <td>GERMAN CTR NEURODEGENRAT DIS DZNE</td>\n      <td>27</td>\n    </tr>\n    <tr>\n      <th>1548154</th>\n      <td>ZUSE INSTITUTE BERLIN</td>\n      <td>UNIV KLINIKUM SCHLESWIG HOLSTEIN KIEL</td>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>715409</th>\n      <td>ZUSE INSTITUTE BERLIN</td>\n      <td>INESC TEC INST ENGN SISTEMAS &amp; COMP TECNOL &amp; CIEN</td>\n      <td>35</td>\n    </tr>\n  </tbody>\n</table>\n<p>773544 rows × 3 columns</p>\n</div>"
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aff_lookup = affiliations[[\"Affiliations\",\"Institution\",\"levehnstein\"]].drop_duplicates().sort_values(by=[\"Affiliations\",\"levehnstein\"],ascending=[True,True])\n",
    "aff_lookup"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "data": {
      "text/plain": "[['THERESIENKRANKENHAUS'],\n ['CHARITE'],\n ['SALAMAH'],\n ['ASTAR'],\n ['INSERM'],\n ['CNRS'],\n ['MIT'],\n ['CNPQ'],\n ['UNICEN'],\n ['IRCCS'],\n ['NEI'],\n ['UCL'],\n ['UESTC'],\n ['SOVECTRON'],\n ['NTENT'],\n ['IEEE'],\n ['QMUL'],\n ['LCA'],\n ['CALTECH'],\n ['EUROFUSION'],\n ['LIWFUSION'],\n ['CIEMAT'],\n ['UNED'],\n ['ZALANDO'],\n ['VIIT'],\n ['CUNY'],\n ['KIIT'],\n ['USTC'],\n ['ASIPP'],\n ['ORISE'],\n ['IET'],\n ['AAIA'],\n ['TRAP'],\n ['CSIC'],\n ['ESAC'],\n ['ESTEC'],\n ['SISSA'],\n ['CERN'],\n ['IRFM'],\n ['NOKIA'],\n ['BUPT'],\n ['JET'],\n ['NIH'],\n ['MICROSOFT'],\n ['METU'],\n ['RIKEN'],\n ['QST'],\n ['DIFFER'],\n ['CEFCA'],\n ['ULL'],\n ['INFN'],\n ['IUCAA'],\n ['BCS'],\n ['KTH'],\n ['CRPP'],\n ['CEA'],\n ['ULB'],\n ['CCFE'],\n ['COMPX'],\n ['HKUST'],\n ['UNSW'],\n ['IEEC'],\n ['AMAZON'],\n ['IPSL'],\n ['IRD'],\n ['RAS'],\n ['CIRAD'],\n ['CREAF'],\n ['NYU'],\n ['EPFL'],\n ['UPMC'],\n ['UAM'],\n ['NTNU'],\n ['ABBVIE'],\n ['GLAXOSMITHKLINE'],\n ['BELANGER-CHAMPAGNE'],\n ['AHARROUCHE'],\n ['BAHMANI'],\n ['COUTINHO'],\n ['ICREA'],\n ['BELLOMO'],\n ['AKESSON'],\n ['UCAS'],\n ['LPTPM'],\n ['CINDRO'],\n ['AKATSUKA'],\n ['AHMADOV'],\n ['DESY'],\n ['AOUN'],\n ['IN2P3'],\n ['IFAE'],\n ['CHEN'],\n ['AOKI'],\n ['AAD'],\n ['KEK'],\n ['FIAS'],\n ['HBNI'],\n ['CAS'],\n ['GRANDITUDE'],\n ['CSIRO'],\n ['NHGRI'],\n ['NPR'],\n ['ACECR'],\n ['MRC'],\n ['ORYGEN'],\n ['NEUROSKETCH'],\n ['JANCSITECH'],\n ['CNR'],\n ['BAINBRIDGE'],\n ['NICPB'],\n ['NIKITENKO'],\n ['IISER'],\n ['IPN'],\n ['BELL'],\n ['PATH'],\n ['WHO'],\n ['CHALEARN'],\n ['4PARADIGM'],\n ['CORNELL'],\n ['INRIA'],\n ['ANU'],\n ['USC'],\n ['CMU'],\n ['UIUC'],\n ['EMORY'],\n ['ABDULLIN'],\n ['ACOSTA'],\n ['CUMALAT'],\n ['AMIN'],\n ['BRANSON'],\n ['BELYAEV'],\n ['ETH'],\n ['NSU'],\n ['NTU'],\n ['COUBEZ'],\n ['INPP'],\n ['OEAW'],\n ['GAPPS'],\n ['TNO'],\n ['MEDTRONIC'],\n ['METEOSWISS'],\n ['ASTRON'],\n ['INAF'],\n ['ESA'],\n ['IFPU'],\n ['INTERDIGITAL'],\n ['QCAT'],\n ['AETHERAI'],\n ['AGRESEARCH'],\n ['ARS'],\n ['CICAPS'],\n ['INRA'],\n ['AGROPARISTECH'],\n ['AGROSCOPE'],\n ['UAB'],\n ['MAGELLIUM'],\n ['IFREMER'],\n ['AIRBUS'],\n ['EUMETSAT'],\n ['CINVESTAV'],\n ['AREEO'],\n ['NOVELTIS'],\n ['NERSC'],\n ['IRRCS'],\n ['ISRO'],\n ['CNES'],\n ['JAMSTEC'],\n ['CIMA'],\n ['UNAM'],\n ['SOCIB'],\n ['CLS'],\n ['PAS'],\n ['OCEANDATALAB'],\n ['LLC'],\n ['NIKHEF'],\n ['TIFR'],\n ['CAFPE'],\n ['ECMWF'],\n ['SATOC'],\n ['NOAA'],\n ['CPRM'],\n ['SHOM'],\n ['DAIM'],\n ['UTM'],\n ['NIA'],\n ['POSTECH'],\n ['DBRAIN'],\n ['GIANTAI'],\n ['ISCAS'],\n ['GOOGLE'],\n ['INTEL'],\n ['SOARTECH'],\n ['NNAISENSE'],\n ['OOSTO'],\n ['HUMINTEC'],\n ['CAPSS'],\n ['ISS'],\n ['JINR'],\n ['AMU'],\n ['HIP'],\n ['IKERBASQUE'],\n ['TRIUMF'],\n ['SNOLAB'],\n ['TUNL'],\n ['NASU'],\n ['ZILLOW'],\n ['OICR'],\n ['NCI'],\n ['DOCBOT'],\n ['PRIZE4LIFE'],\n ['LINKEDIN'],\n ['NVIDIA'],\n ['SONATRACH'],\n ['NPC'],\n ['SIMATS'],\n ['CAPSBE'],\n ['CCNU'],\n ['IIT'],\n ['URCA'],\n ['SOUNDCLOUD'],\n ['LINEA'],\n ['OPROJECT'],\n ['ELSEVIER'],\n ['LSST'],\n ['SMARTMORE'],\n ['JRC'],\n ['CASTELLDEFELS'],\n ['NASA'],\n ['AREU'],\n ['CERIST'],\n ['INSIGHTS2TECHINFO'],\n ['ERICSSON'],\n ['INICSA'],\n ['PSYCHIAT'],\n ['UNICAMILLUS'],\n ['ULTROMICS'],\n ['ISSSTE'],\n ['INCMNSZ'],\n ['TQEH'],\n ['PATHAI'],\n ['WITSEE'],\n ['HOSAIO'],\n ['INNSZ'],\n ['MSGSU'],\n ['EMBL'],\n ['NIMH'],\n ['UCLA'],\n ['HUAWEI'],\n ['HUST'],\n ['OMRF'],\n ['UMCU'],\n ['PTB'],\n ['UMCL'],\n ['TUM'],\n ['UNC'],\n ['UVSQ'],\n ['PSL'],\n ['CAML'],\n ['CMC'],\n ['UMC'],\n ['GRCC'],\n ['IRIT'],\n ['IRISA'],\n ['OSUR'],\n ['UOC'],\n ['ASTRAZENECA'],\n ['BAYER'],\n ['GALIXIR'],\n ['BEIERSDORF'],\n ['AT&T'],\n ['IST'],\n ['MILA'],\n ['ACCENTURE'],\n ['1QBIT'],\n ['UGA'],\n ['UBL'],\n ['UIB'],\n ['IAE'],\n ['INAIL'],\n ['JARA'],\n ['CIBERSAM'],\n ['IDIBAPS'],\n ['QUALCOMM'],\n ['NICTA'],\n ['IAC'],\n ['BYTEDANCE'],\n ['BBC'],\n ['NUMENTA'],\n ['OROBIX'],\n ['VHIR'],\n ['INAOE'],\n ['BIST'],\n ['EURECAT'],\n ['UB'],\n ['PAB'],\n ['FAU'],\n ['ICISE'],\n ['BAIDU'],\n ['EURECOM'],\n ['BUITEMS'],\n ['BHU'],\n ['DNANEXUS'],\n ['RESIST'],\n ['IBIOM'],\n ['SENSETIME'],\n ['BCAM'],\n ['TECNALIA'],\n ['CHUAC'],\n ['DIPC'],\n ['BC3'],\n ['UPHF'],\n ['IQM'],\n ['QUT'],\n ['NEWRONIKA'],\n ['UCSF'],\n ['BRTA'],\n ['ANYVISION'],\n ['SENSONIC'],\n ['SUPELEC'],\n ['SECTRA'],\n ['CASC'],\n ['SAS'],\n ['UBFC'],\n ['SAP'],\n ['EXFO'],\n ['DKFZ'],\n ['ESRIN'],\n ['PRORAIL'],\n ['IMR'],\n ['UCLOUVAIN'],\n ['NIST'],\n ['TENCENT'],\n ['BIT'],\n ['USTB'],\n ['CRIBS'],\n ['NUAA'],\n ['UZH'],\n ['UPM'],\n ['DLR'],\n ['ITEROP'],\n ['DYNNOTEQ'],\n ['WORLDLINE'],\n ['UTAS'],\n ['UNESCO'],\n ['CMA'],\n ['JACOBS'],\n ['VINUNIV'],\n ['VICOM'],\n ['SIMULAMET'],\n ['KAGGLE'],\n ['UHASSELT'],\n ['KFUPM'],\n ['CUAHSI'],\n ['THERAPIXEL'],\n ['ARVALIS'],\n ['INRAE'],\n ['NAVIGIL'],\n ['OMICS'],\n ['INTOMICS'],\n ['SIGNIFY'],\n ['XPERIENCEAI'],\n ['NAVISYO'],\n ['BIPS'],\n ['RGMCET'],\n ['PWRI'],\n ['SKUAST'],\n ['UDELAR'],\n ['UWA'],\n ['SIMIT'],\n ['ATHEROPOINTTM'],\n ['SDN'],\n ['SEIDO'],\n ['EPSILON'],\n ['SINOPEC'],\n ['MBZUAI'],\n ['RIGSHOSP'],\n ['IAEA'],\n ['UTBM'],\n ['FEALINX'],\n ['GENESISLAB'],\n ['NCBA&E'],\n ['CIBERONC'],\n ['NUST'],\n ['USTHB'],\n ['NTECHLAB'],\n ['CLOPINET'],\n ['IN2'],\n ['CERTH'],\n ['UNIVERSITY'],\n ['LIGHTELLIGENCE'],\n ['CERTARA'],\n ['CAUC'],\n ['PARADIGM'],\n ['LORIA'],\n ['CNPC'],\n ['MCQST'],\n ['UKAEA'],\n ['UDS'],\n ['MUST'],\n ['UCA'],\n ['HEVA'],\n ['UCP'],\n ['OXYMAP'],\n ['TOTALENERGIES'],\n ['CSTJF'],\n ['NARO'],\n ['ILRI'],\n ['UN'],\n ['HNBGU'],\n ['CAGS'],\n ['GSSI'],\n ['CSC'],\n ['IPCA'],\n ['MOT'],\n ['TEAGASC'],\n ['CETC'],\n ['GFZ'],\n ['LSIIT'],\n ['PETROCHINA'],\n ['GLOH20'],\n ['CINI'],\n ['LIST'],\n ['EODYN'],\n ['UCD'],\n ['IUL'],\n ['ENSG'],\n ['CWI'],\n ['NERCITA'],\n ['PEACCEL'],\n ['ZETADEC'],\n ['HIPHEN'],\n ['CONSENSYS'],\n ['NEXTSPACE'],\n ['OPENMINED'],\n ['SEQWATER'],\n ['CASIA'],\n ['CIDMA'],\n ['VIMPELCOM'],\n ['IIASA'],\n ['CABI'],\n ['LISER'],\n ['SRON'],\n ['SSAI'],\n ['UMCS'],\n ['CSIR'],\n ['CBBS'],\n ['ICT'],\n ['IUF'],\n ['SIAT'],\n ['FORTH'],\n ['CIBERESP'],\n ['CUHK'],\n ['PERKINELMER'],\n ['IDRAAC'],\n ['IMEC'],\n ['IAP'],\n ['SRIBD'],\n ['ENZYMOICS'],\n ['GIDTEC'],\n ['ENSAIT'],\n ['MODIFACE'],\n ['UIS'],\n ['USDA'],\n ['ICMAT'],\n ['INSTADEEP'],\n ['CENTRALESUPELEC'],\n ['UNB'],\n ['UM'],\n ['AARNET'],\n ['GEANT'],\n ['UNLP'],\n ['GRANTECAN'],\n ['CNISM'],\n ['ICS'],\n ['NARLABS'],\n ['NUDT'],\n ['FIND'],\n ['PASTOC'],\n ['IASS'],\n ['ISM'],\n ['KIT'],\n ['IEICE'],\n ['CATT'],\n ['DELTARES'],\n ['KULEUVEN'],\n ['VOLTALIA'],\n ['XINHUANET'],\n ['CRSRI'],\n ['MOST'],\n ['IHE'],\n ['CYBO'],\n ['QNLM'],\n ['NLM'],\n ['AUDIOSOURCERE'],\n ['SUSTECH'],\n ['INLECOMSYSTEMS'],\n ['RAPIDMINER'],\n ['REC'],\n ['MODELOP'],\n ['ESRI'],\n ['FACEBOOK'],\n ['ENAC'],\n ['GEMTEX'],\n ['IFEPSA'],\n ['QUTECH'],\n ['SOLVAY'],\n ['XYNOPTIK'],\n ['DENA'],\n ['QIMOTO'],\n ['AFINITI'],\n ['SUNY'],\n ['H2O'],\n ['TECHNION'],\n ['VARIANCES'],\n ['CEREFIGE'],\n ['LITHOPHYSE'],\n ['USYD'],\n ['USI'],\n ['INGEROD'],\n ['MEITUAN'],\n ['CIGNA'],\n ['NESTAI'],\n ['MNR'],\n ['UPB'],\n ['CMBB'],\n ['TU'],\n ['ILVO'],\n ['NUS'],\n ['ZHEJIANGLAB'],\n ['SANOFI'],\n ['MAASTRO'],\n ['NEXUSUCD'],\n ['CYBERTREE'],\n ['SAMSUNG'],\n ['SYNOPSYS'],\n ['NJUPT'],\n ['ALSTOM'],\n ['UPSACLAY'],\n ['ISAT'],\n ['IARAI'],\n ['HZDR'],\n ['HARVARD'],\n ['CSG'],\n ['CLOBOTICS'],\n ['CESIFO'],\n ['IRTF'],\n ['MICA'],\n ['THALES'],\n ['NII'],\n ['UNICAL'],\n ['EPITA'],\n ['NIAID'],\n ['DEEPATHOLOGY'],\n ['NIAAA'],\n ['NIDA'],\n ['NPU'],\n ['VUB'],\n ['TWITTER'],\n ['HAMMERSMITH'],\n ['ATKINS'],\n ['HCI'],\n ['FEUP'],\n ['CIBIO'],\n ['LYSEWIRED'],\n ['UMIT'],\n ['BLUESP'],\n ['ARAVIS'],\n ['FMCI'],\n ['WEBANK'],\n ['I2CAT'],\n ['TUST'],\n ['MODLAI'],\n ['AITAM'],\n ['SAHMRI'],\n ['ZENSEACT'],\n ['KU'],\n ['UA'],\n ['VITO'],\n ['INBO'],\n ['EUROSYN'],\n ['WIT'],\n ['LENOVO'],\n ['BIOMEDITECH'],\n ['PHILIPS'],\n ['GENPACT'],\n ['RADBOUDUMC'],\n ['CERENOVUS'],\n ['JIAT'],\n ['ENSEA'],\n ['NORTHWESTUNIV'],\n ['NRIEE'],\n ['NUIST'],\n ['NPL'],\n ['USMBA'],\n ['SCHLUMBERGER'],\n ['NUCES'],\n ['WEPROG'],\n ['KABANDY'],\n ['NCCU'],\n ['GGC'],\n ['DEKRA'],\n ['WTU'],\n ['IFOOD'],\n ['UCLM'],\n ['3CLEAR'],\n ['BENEVOLENTAI'],\n ['SPARKBEYOND'],\n ['OWKIN'],\n ['IFSTTAR'],\n ['ETHZURICH'],\n ['INSA'],\n ['ANYVIS'],\n ['EXCELIA'],\n ['INFERVISON'],\n ['IGN'],\n ['ULIS'],\n ['AGATHARIED', 'HOSP'],\n ['ELKHEIR', 'HOSP'],\n ['MADDAWALABU', 'UNIV'],\n ['GOETHE', 'UNIV'],\n ['ASST', 'SETTELAGHI'],\n ['HOSP', 'SALVADOR'],\n ['HELWAN', 'UNIV'],\n ['HOP', 'MICHALLON'],\n ['HOP', 'PONTCHAILLOU'],\n ['BAGHAEI', 'HOSP'],\n ['GOLESTAN', 'HOSP'],\n ['BEAUMONT', 'HOSP'],\n ['TALLAGHT', 'HOSP'],\n ['ULSS3', 'SERENISSIMA'],\n ['GOSFORD', 'HOSP'],\n ['AUSTIN', 'HOSP'],\n ['IMELDA', 'HOSP'],\n ['OTTAWA', 'HOSP'],\n ['BISPEBJERG', 'HOSP'],\n ['CHU', 'BESANCON'],\n ['HOP', 'COCHIN'],\n ['UNIV', 'PARIS'],\n ['HOP', 'TROUSSEAU'],\n ['HIA', 'BEGIN'],\n ['CHU', 'REUNION'],\n ['ROTUNDA', 'HOSP'],\n ['FABRIZIO', 'SPAZIANI'],\n ['OSPED', 'PEDERZOLI'],\n ['UNIV', 'INSUBRIA'],\n ['EUROPE', 'HOSP'],\n ['AZ', 'GROENINGE'],\n ['AZ', 'DELTA'],\n ['MCGILL', 'UNIV'],\n ['HOSP', 'KENNEDY'],\n ['COPT', 'HOSP'],\n ['CAIRO', 'UNIV'],\n ['CHU', 'AMIENS'],\n ['CHU', 'ANGERS'],\n ['CHU', 'LIMOGES'],\n ['BONGOLO', 'HOSP'],\n ['KLINIKUM', 'SAARBRUCKEN'],\n ['HOSP', 'ROOSEVELT'],\n ['FIROOZABADI', 'HOSP'],\n ['UNIV', 'MILAN'],\n ['AOU', 'SASSARI'],\n ['ASST', 'VIMERCATE'],\n ['KEIMYUNG', 'UNIV'],\n ['UZ', 'LEUVEN'],\n ['UNIV', 'HOSP'],\n ['CHU', 'LILLE'],\n ['HOP', 'SUD'],\n ['CHRU', 'NANCY'],\n ['OSPED', 'MARE'],\n ['UNIV', 'PADUA'],\n ['UNIV', 'SALERNO'],\n ['UNIV', 'LEICESTER'],\n ['UNIV', 'DERBY'],\n ['VIRGINIA', 'TECH'],\n ['WESTERN', 'UNIV'],\n ['SUNGKYUNKWAN', 'UNIV'],\n ['UNIV', 'BOURGOGNE'],\n ['UNIV', 'AMSTERDAM'],\n ['SUSHRUSHA', 'HOSP'],\n ['VUNO', 'INC'],\n ['IFLYTEK', 'RES'],\n ['CLEERLY', 'INC'],\n ['SUNY', 'BUFFALO'],\n ['UNIV', 'DEBRECEN'],\n ['ZHEJIANG', 'UNIV'],\n ['RIKEN', 'AIP'],\n ['UNIV', 'OULU'],\n ['UNIV', 'OKLAHOMA'],\n ['UNIV', 'FLORIDA'],\n ['UNIV', 'PORTO'],\n ['UNIV', 'ALBERTA'],\n ['UNIV', 'TOKYO'],\n ['UNIV', 'COPENHAGEN'],\n ['INST', 'TELECOMUNICACOES'],\n ['INST', 'EURECOM'],\n ['MINES', 'PARISTECH'],\n ['UNIV', 'MONTREAL'],\n ['FORTEMEDIA', 'SINGAPORE'],\n ['CENT', 'SUPELEC'],\n ['AARHUS', 'UNIV'],\n ['SICHUAN', 'UNIV'],\n ['UNIV', 'JINAN'],\n ['UNIV', 'CHILE'],\n ['NANKAI', 'UNIV'],\n ['UNIV', 'ADELAIDE'],\n ['UNIV', 'ANTWERP'],\n ['PURDUE', 'UNIV'],\n ['PEKING', 'UNIV'],\n ['BEIHANG', 'UNIV'],\n ['UNIV', 'GUELPH'],\n ['HUNAN', 'UNIV'],\n ['UNIV', 'LUXEMBOURG'],\n ['KOC', 'UNIV'],\n ['UNIV', 'JYVASKYLA'],\n ['SOUTHEAST', 'UNIV'],\n ['SHENZHEN', 'UNIV'],\n ['XIDIAN', 'UNIV'],\n ['MAHIDOL', 'UNIV'],\n ['UNIV', 'FREIBURG'],\n ['SANKARA', 'NETHRALAYA'],\n ['HEIDELBERG', 'UNIV'],\n ['GRAPHEN', 'INC'],\n ['AIRA', 'MATRIX'],\n ['MIDDLESEX', 'UNIV'],\n ['UNIV', 'CAMBRIDGE'],\n ['EMORY', 'UNIV'],\n ['COLUMBIA', 'UNIV'],\n ['BAIDU', 'INC'],\n ['UNIV', 'COIMBRA'],\n ['UNIV', 'BOLOGNA'],\n ['CHU', 'BORDEAUX'],\n ['MAYO', 'CLIN'],\n ['UNIV', 'GLASGOW'],\n ['VOXELCLOUD', 'LTD'],\n ['UNIV', 'SYDNEY'],\n ['UNIV', 'DUBLIN'],\n ['UNIV', 'LEEDS'],\n ['UNIV', 'BRISTOL'],\n ['TONGJI', 'UNIV'],\n ['FUDAN', 'UNIV'],\n ['SHANDONG', 'UNIV'],\n ['UNIV', 'LONDON'],\n ['UNIV', 'WARSAW'],\n ['SHANGHAITECH', 'UNIV'],\n ['TSINGHUA', 'UNIV'],\n ['JIANGSU', 'UNIV'],\n ['UNIV', 'TURIN'],\n ['SORBONNE', 'UNIV'],\n ['NANJING', 'UNIV'],\n ['AALBORG', 'UNIV'],\n ['AALBORG', 'HOSP'],\n ['STANFORD', 'UNIV'],\n ['HANYANG', 'UNIV'],\n ['MANSOURA', 'UNIV'],\n ['MARMARA', 'UNIV'],\n ['KASHAN', 'UNIV'],\n ['QASSIM', 'UNIV'],\n ['ASWAN', 'UNIV'],\n ['ULSAN', 'UNIV'],\n ['MURDOCH', 'UNIV'],\n ['ANHUI', 'UNIV'],\n ['YANSHAN', 'UNIV'],\n ['TAIF', 'UNIV'],\n ['LIAONING', 'UNIV'],\n ['JILIN', 'UNIV'],\n ['SHIRAZ', 'UNIV'],\n ['WUHAN', 'UNIV'],\n ['XINJIANG', 'UNIV'],\n ['UNIV', 'BREST'],\n ['UNIV', 'TARTU'],\n ['DUKE', 'UNIV'],\n ['CORNELL', 'UNIV'],\n ['XIAMEN', 'UNIV'],\n ['UNIV', 'LIVERPOOL'],\n ['LONGYAN', 'UNIV'],\n ['SOOCHOW', 'UNIV'],\n ['DEAKIN', 'UNIV'],\n ['TIANJIN', 'UNIV'],\n ['BENHA', 'UNIV'],\n ['MONASH', 'UNIV'],\n ['UNIV', 'TRENTO'],\n ['ENERGINET', 'DK'],\n ['CHONGQING', 'UNIV'],\n ['GUANGZHOU', 'UNIV'],\n ['UNIV', 'VERONA'],\n ['UNIV', 'WARWICK'],\n ['UNIV', 'ULSAN'],\n ['UNIV', 'GEORGIA'],\n ['GRIFFITH', 'UNIV'],\n ['ROSKILDE', 'UNIV'],\n ['UNIV', 'UTAH'],\n ['UNIV', 'DAYTON'],\n ['UNIV', 'OXFORD'],\n ['UNIV', 'VALENCIA'],\n ['UNIV', 'TENNESSEE'],\n ['CLEVELAND', 'CLIN'],\n ['NEWCASTLE', 'UNIV'],\n ['UNIV', 'CHESTER'],\n ['HACKENSACK', 'UNIV'],\n ['TENDYRON', 'CORP'],\n ['UNIV', 'JEDDAH'],\n ['U', 'HOPPER'],\n ['COLL', 'WOOSTER'],\n ['UNIV', 'BARCELONA'],\n ['UNIV', 'MICHIGAN'],\n ['UNIV', 'ILLINOIS'],\n ['PWC', 'FINLAND'],\n ['NORTHWESTERN', 'UNIV'],\n ['UNIV', 'QUEENSLAND'],\n ['UNIV', 'MISSISSIPPI'],\n ['HACKENSACK', 'UMC'],\n ['METHODIST', 'HOSP'],\n ['UNIV', 'CONNECTICUT'],\n ['UNIV', 'ARKANSAS'],\n ['UNIV', 'TUBINGEN'],\n ['ZHEJIANG', 'LAB'],\n ['AALTO', 'UNIV'],\n ['KYOTO', 'UNIV'],\n ['DAEGU', 'UNIV'],\n ['OULU', 'UNIV'],\n ['ASIA', 'UNIV'],\n ['FPT', 'UNIV'],\n ['BAYLOR', 'UNIV'],\n ['YANAN', 'UNIV'],\n ['UNIV', 'TRIESTE'],\n ['UNIV', 'OSLO'],\n ['LUND', 'UNIV'],\n ['UNIV', 'ROMA'],\n ['OAKLAND', 'UNIV'],\n ['JINAN', 'UNIV'],\n ['OPOLE', 'UNIV'],\n ['YANGTZE', 'UNIV'],\n ['KOREA', 'UNIV'],\n ['SHIGA', 'UNIV'],\n ['BOHAI', 'UNIV'],\n ['OPEN', 'UNIV'],\n ['AUBURN', 'UNIV'],\n ['DRAKE', 'UNIV'],\n ['HOSEI', 'UNIV'],\n ['LEIDEN', 'UNIV'],\n ['UNIV', 'IOWA'],\n ['UNIV', 'TORONTO'],\n ['UNIV', 'OVIEDO'],\n ['UNIV', 'SUSSEX'],\n ['UNIV', 'HELSINKI'],\n ['UNIV', 'FERRARA'],\n ['UNIV', 'TURKU'],\n ['ACAD', 'SINICA'],\n ['CARDIFF', 'UNIV'],\n ['UNIV', 'MUNICH'],\n ['UNIV', 'GHENT'],\n ['UPPSALA', 'UNIV'],\n ['QUEENS', 'UNIV'],\n ['UNIV', 'LISBON'],\n ['POLITECN', 'TORINO'],\n ['UNIV', 'BASEL'],\n ['UNIV', 'CALIF'],\n ['UNIV', 'CASSINO'],\n ['UNIV', 'YORK'],\n ['UNIV', 'TUSCIA'],\n ['KANAZAWA', 'UNIV'],\n ['TAMPERE', 'UNIV'],\n ['UNIV', 'EXETER'],\n ['RISE', 'SICS'],\n ['SEJONG', 'UNIV'],\n ['TEMPLE', 'UNIV'],\n ['UNIV', 'AGDER'],\n ['UNIV', 'PENN'],\n ['UNIV', 'VAASA'],\n ['UNIV', 'TWENTE'],\n ['LEHIGH', 'UNIV'],\n ['HARVARD', 'UNIV'],\n ['ALPHAWAVE', 'RES'],\n ['WENZHOU', 'UNIV'],\n ['UNIV', 'ANBAR'],\n ['ISLAMIC', 'UNIV'],\n ['UNIV', 'PALERMO'],\n ['UNIV', 'GENEVA'],\n ['PRINCETON', 'UNIV'],\n ['ESO', 'VITACURA'],\n ['UNIV', 'CANTABRIA'],\n ['UNIV', 'MANCHESTER'],\n ['UNIV', 'GRANADA'],\n ['CONSORZIO', 'CREATE'],\n ['CONSORZIO', 'RFX'],\n ['COMENIUS', 'UNIV'],\n ['IFP', 'CNR'],\n ['ITER', 'ORG'],\n ['NCSR', 'DEMOKRITOS'],\n ['UNIV', 'SEVILLE'],\n ['UNIV', 'INNSBRUCK'],\n ['UNIV', 'LATVIA'],\n ['UNIV', 'TAMPERE'],\n ['INST', 'AUTOMAT'],\n ['HRS', 'FUSION'],\n ['UNIV', 'TOYAMA'],\n ['UNIV', 'HOUSTON'],\n ['SIEVO', 'OY'],\n ['SHIZUOKA', 'UNIV'],\n ['EURAC', 'RES'],\n ['DARES', 'TECHNOL'],\n ['UNIV', 'ALICANTE'],\n ['GRANLUND', 'OY'],\n ['BOGAZICI', 'UNIV'],\n ['HACETTEPE', 'UNIV'],\n ['EMBL', 'EBI'],\n ['UNIV', 'POTSDAM'],\n ['FEDERAT', 'UNIV'],\n ['UNIV', 'CHICAGO'],\n ['ACAD', 'FINLAND'],\n ['ITER', 'INDIA'],\n ['UNIV', 'WISCONSIN'],\n ['CREATE', 'CONSORTIUM'],\n ['PALOMAR', 'COLL'],\n ['UNIV', 'DURHAM'],\n ['COVENTRY', 'UNIV'],\n ['SLS2', 'CONSULTING'],\n ['DONGHUA', 'UNIV'],\n ['UNIV', 'VIRGINIA'],\n ['UNIV', 'CYPRUS'],\n ['OTAKAARI', '4'],\n ['AIWAY', 'OY'],\n ['CHANGZHOU', 'UNIV'],\n ['UNIV', 'EDINBURGH'],\n ['CEA', 'SACLAY'],\n ['OBSERV', 'PARIS'],\n ['UNIV', 'TOULOUSE'],\n ['UNIV', 'CAGLIARI'],\n ['UNIV', 'CATANIA'],\n ['EUROPEAN', 'COMMISS'],\n ['PELIN', 'LLC'],\n ['SCK', 'CEN'],\n ['UNIV', 'BASILICATA'],\n ['SUNGKYUL', 'UNIV'],\n ['SHARPSIGHT', 'LTD'],\n ['UNIV', 'DELAWARE'],\n ['UNIV', 'HAMBURG'],\n ['MINIST', 'EDUC'],\n ['ZHENGZHOU', 'UNIV'],\n ['SAGE', 'BIONETWORKS'],\n ['IBM', 'CORP'],\n ['UNIV', 'CINCINNATI'],\n ['SEMMELWEIS', 'UNIV'],\n ['NORTHWEST', 'UNIV'],\n ['GEORGIA', 'TECH'],\n ['CNR', 'EURATOM'],\n ['UNIV', 'WASHINGTON'],\n ['CEA', 'CADARACHE'],\n ['KALLING', 'SOFTWARE'],\n ['UNIV', 'COLORADO'],\n ['UNIV', 'STUTTGART'],\n ['US', 'DOE'],\n ['XIAOMI', 'TECHNOL'],\n ['ACAD', 'EUROPAEA'],\n ['UNIV', 'NOTTINGHAM'],\n ['UNIV', 'SALAMANCA'],\n ['TELECOM', 'PARISTECH'],\n ['EUROFUS', 'CONSORTIUM'],\n ['GEN', 'ATOM'],\n ['UNIV', 'MELBOURNE'],\n ['UNIV', 'GOTTINGEN'],\n ['IMMUNEERING', 'CORP'],\n ['MICRODISCOVERY', 'GMBH'],\n ['UNIV', 'AUCKLAND'],\n ['GIFU', 'COLL'],\n ['NORTHEASTERN', 'UNIV'],\n ['UNIV', 'STRATHCLYDE'],\n ['TEILINST', 'GREIFSWALD'],\n ['LOUGHBOROUGH', 'UNIV'],\n ['CONVERGINT', 'TECHNOL'],\n ['JEFFERSON', 'LAB'],\n ['FORSCHUNGSZENTRUM', 'JUELICH'],\n ['KARABUK', 'UNIV'],\n ['YALE', 'UNIV'],\n ['YORK', 'UNIV'],\n ['OHIO', 'UNIV'],\n ['BROCK', 'UNIV'],\n ['DALHOUSIE', 'UNIV'],\n ['BERGEN', 'UNIV'],\n ['MASARYK', 'UNIV'],\n ['DAMANHOUR', 'UNIV'],\n ['HAINAN', 'UNIV'],\n ['ANKANG', 'UNIV'],\n ['BAZE', 'UNIV'],\n ['HOHAI', 'UNIV'],\n ['BORDEAUX', 'UNIV'],\n ['ARBOR', 'BIOSCI'],\n ['UNIV', 'VIGO'],\n ['UNIV', 'ESSEX'],\n ['AVIGNON', 'UNIV'],\n ['YUNNAN', 'UNIV'],\n ['UNIV', 'MAINE'],\n ['HENAN', 'UNIV'],\n ['YANGZHOU', 'UNIV'],\n ['MACQUARIE', 'UNIV'],\n ['AUSTIN', 'COLL'],\n ['LINCOLN', 'UNIV'],\n ['UNIV', 'READING'],\n ['UNIV', 'BREMEN'],\n ['INDIANA', 'UNIV'],\n ...]"
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aff_lookup_levehnstein = aff_lookup.copy()\n",
    "aff_lookup_overlap = aff_lookup.copy()\n",
    "inst_short = sorted([i.split(\" \") for i in list(aff_lookup_overlap[\"Institution\"].unique())], key=len)\n",
    "inst_short"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "outputs": [
    {
     "data": {
      "text/plain": "                                              Affiliations   \n1873185            (ADVENTHEALTH) CENTRAL FLORIDA DIVISION  \\\n1939932             1 DECEMBRIE 1918 UNIVERSITY ALBA IULIA   \n933680             A*STAR - BIOINFORMATICS INSTITUTE (BII)   \n2257766       A*STAR - GENOME INSTITUTE OF SINGAPORE (GIS)   \n2364292     A*STAR - INSTITUTE FOR INFOCOMM RESEARCH (I2R)   \n...                                                    ...   \n1523750                                                ZTE   \n2032613                           ZUNYI MEDICAL UNIVERSITY   \n476604   ZURICH CENTER INTEGRATIVE HUMAN PHYSIOLOGY (ZIHP)   \n975211               ZURICH UNIVERSITY OF APPLIED SCIENCES   \n715406                               ZUSE INSTITUTE BERLIN   \n\n                              Institution  levehnstein  \n1873185       ST JOSEPHS HLTH CARE LONDON           28  \n1939932  1 DECEMBRIE 1918 UNIV ALBA IULIA            6  \n933680               SHANDONG NORMAL UNIV           29  \n2257766            AGCY SCI TECHNOL & RES           34  \n2364292             INST INFOCOMM RES I2R           25  \n...                                   ...          ...  \n1523750                          ZTE CORP            5  \n2032613                    ZUNYI MED UNIV           10  \n476604      SWISS FED INST TECHNOL ZURICH           36  \n975211          ZURICH UNIV APPL SCI ZHAW           17  \n715406                   ZUSE INST BERLIN            5  \n\n[4884 rows x 3 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Affiliations</th>\n      <th>Institution</th>\n      <th>levehnstein</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1873185</th>\n      <td>(ADVENTHEALTH) CENTRAL FLORIDA DIVISION</td>\n      <td>ST JOSEPHS HLTH CARE LONDON</td>\n      <td>28</td>\n    </tr>\n    <tr>\n      <th>1939932</th>\n      <td>1 DECEMBRIE 1918 UNIVERSITY ALBA IULIA</td>\n      <td>1 DECEMBRIE 1918 UNIV ALBA IULIA</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>933680</th>\n      <td>A*STAR - BIOINFORMATICS INSTITUTE (BII)</td>\n      <td>SHANDONG NORMAL UNIV</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <th>2257766</th>\n      <td>A*STAR - GENOME INSTITUTE OF SINGAPORE (GIS)</td>\n      <td>AGCY SCI TECHNOL &amp; RES</td>\n      <td>34</td>\n    </tr>\n    <tr>\n      <th>2364292</th>\n      <td>A*STAR - INSTITUTE FOR INFOCOMM RESEARCH (I2R)</td>\n      <td>INST INFOCOMM RES I2R</td>\n      <td>25</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1523750</th>\n      <td>ZTE</td>\n      <td>ZTE CORP</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>2032613</th>\n      <td>ZUNYI MEDICAL UNIVERSITY</td>\n      <td>ZUNYI MED UNIV</td>\n      <td>10</td>\n    </tr>\n    <tr>\n      <th>476604</th>\n      <td>ZURICH CENTER INTEGRATIVE HUMAN PHYSIOLOGY (ZIHP)</td>\n      <td>SWISS FED INST TECHNOL ZURICH</td>\n      <td>36</td>\n    </tr>\n    <tr>\n      <th>975211</th>\n      <td>ZURICH UNIVERSITY OF APPLIED SCIENCES</td>\n      <td>ZURICH UNIV APPL SCI ZHAW</td>\n      <td>17</td>\n    </tr>\n    <tr>\n      <th>715406</th>\n      <td>ZUSE INSTITUTE BERLIN</td>\n      <td>ZUSE INST BERLIN</td>\n      <td>5</td>\n    </tr>\n  </tbody>\n</table>\n<p>4884 rows × 3 columns</p>\n</div>"
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aff_lookup.drop_duplicates(subset=\"Affiliations\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mKeyboardInterrupt\u001B[0m                         Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[39], line 9\u001B[0m\n\u001B[0;32m      4\u001B[0m aff_lookup \u001B[38;5;241m=\u001B[39m aff_m\u001B[38;5;241m.\u001B[39mmerge(inst_m, how\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mcross\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[0;32m      6\u001B[0m \u001B[38;5;66;03m# aff_lookup[\"levehnstein\"] = aff_lookup.apply(\u001B[39;00m\n\u001B[0;32m      7\u001B[0m \u001B[38;5;66;03m#     lambda x: edit_distance(x[\"Affiliations\"], x[\"Institution\"]), axis=1)\u001B[39;00m\n\u001B[1;32m----> 9\u001B[0m aff_lookup\u001B[38;5;241m.\u001B[39massign(distance\u001B[38;5;241m=\u001B[39m[\u001B[38;5;241m*\u001B[39m\u001B[38;5;28mmap\u001B[39m(edit_distance, aff_lookup\u001B[38;5;241m.\u001B[39mAffiliations, aff_lookup\u001B[38;5;241m.\u001B[39mInstitution)])\n",
      "File \u001B[1;32m~\\.conda\\envs\\MOME_BIGDATA\\lib\\site-packages\\nltk\\metrics\\distance.py:111\u001B[0m, in \u001B[0;36medit_distance\u001B[1;34m(s1, s2, substitution_cost, transpositions)\u001B[0m\n\u001B[0;32m    109\u001B[0m         \u001B[38;5;28;01mif\u001B[39;00m s1[i \u001B[38;5;241m-\u001B[39m \u001B[38;5;241m1\u001B[39m] \u001B[38;5;241m==\u001B[39m s2[j \u001B[38;5;241m-\u001B[39m \u001B[38;5;241m1\u001B[39m]:\n\u001B[0;32m    110\u001B[0m             last_right_buf \u001B[38;5;241m=\u001B[39m j\n\u001B[1;32m--> 111\u001B[0m         \u001B[43m_edit_dist_step\u001B[49m\u001B[43m(\u001B[49m\n\u001B[0;32m    112\u001B[0m \u001B[43m            \u001B[49m\u001B[43mlev\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m    113\u001B[0m \u001B[43m            \u001B[49m\u001B[43mi\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m    114\u001B[0m \u001B[43m            \u001B[49m\u001B[43mj\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m    115\u001B[0m \u001B[43m            \u001B[49m\u001B[43ms1\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m    116\u001B[0m \u001B[43m            \u001B[49m\u001B[43ms2\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m    117\u001B[0m \u001B[43m            \u001B[49m\u001B[43mlast_left\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m    118\u001B[0m \u001B[43m            \u001B[49m\u001B[43mlast_right\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m    119\u001B[0m \u001B[43m            \u001B[49m\u001B[43msubstitution_cost\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43msubstitution_cost\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m    120\u001B[0m \u001B[43m            \u001B[49m\u001B[43mtranspositions\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtranspositions\u001B[49m\u001B[43m,\u001B[49m\n\u001B[0;32m    121\u001B[0m \u001B[43m        \u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m    122\u001B[0m     last_left_t[s1[i \u001B[38;5;241m-\u001B[39m \u001B[38;5;241m1\u001B[39m]] \u001B[38;5;241m=\u001B[39m i\n\u001B[0;32m    123\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m lev[len1][len2]\n",
      "File \u001B[1;32m~\\.conda\\envs\\MOME_BIGDATA\\lib\\site-packages\\nltk\\metrics\\distance.py:52\u001B[0m, in \u001B[0;36m_edit_dist_step\u001B[1;34m(lev, i, j, s1, s2, last_left, last_right, substitution_cost, transpositions)\u001B[0m\n\u001B[0;32m     50\u001B[0m b \u001B[38;5;241m=\u001B[39m lev[i][j \u001B[38;5;241m-\u001B[39m \u001B[38;5;241m1\u001B[39m] \u001B[38;5;241m+\u001B[39m \u001B[38;5;241m1\u001B[39m\n\u001B[0;32m     51\u001B[0m \u001B[38;5;66;03m# substitution\u001B[39;00m\n\u001B[1;32m---> 52\u001B[0m c \u001B[38;5;241m=\u001B[39m \u001B[43mlev\u001B[49m\u001B[43m[\u001B[49m\u001B[43mi\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m-\u001B[39;49m\u001B[43m \u001B[49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m]\u001B[49m[j \u001B[38;5;241m-\u001B[39m \u001B[38;5;241m1\u001B[39m] \u001B[38;5;241m+\u001B[39m (substitution_cost \u001B[38;5;28;01mif\u001B[39;00m c1 \u001B[38;5;241m!=\u001B[39m c2 \u001B[38;5;28;01melse\u001B[39;00m \u001B[38;5;241m0\u001B[39m)\n\u001B[0;32m     54\u001B[0m \u001B[38;5;66;03m# transposition\u001B[39;00m\n\u001B[0;32m     55\u001B[0m d \u001B[38;5;241m=\u001B[39m c \u001B[38;5;241m+\u001B[39m \u001B[38;5;241m1\u001B[39m  \u001B[38;5;66;03m# never picked by default\u001B[39;00m\n",
      "\u001B[1;31mKeyboardInterrupt\u001B[0m: "
     ]
    }
   ],
   "source": [
    "# aff_m = pd.DataFrame(affiliations[\"Affiliations\"].unique(), columns=[\"Affiliations\"])\n",
    "# inst_m = pd.DataFrame(affiliations[[\"Institution\",\"Country_Type\",\"Country\",\"City\"]].drop_duplicates(),columns=[\"Institution\",\"Country_Type\",\"Country\",\"City\"])\n",
    "#\n",
    "# aff_lookup = aff_m.merge(inst_m, how='cross')\n",
    "#\n",
    "# # aff_lookup[\"levehnstein\"] = aff_lookup.apply(\n",
    "# #     lambda x: edit_distance(x[\"Affiliations\"], x[\"Institution\"]), axis=1)\n",
    "#\n",
    "# aff_lookup.assign(distance=[*map(edit_distance, aff_lookup.Affiliations, aff_lookup.Institution)])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: ylabel='Frequency'>"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "affiliations[\"levehnstein\"].plot(kind=\"hist\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: ylabel='Frequency'>"
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "affiliations[\"token_overlap\"].plot(kind=\"hist\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "          UT (Unique WOS ID)   \n136998   WOS:000321029900001  \\\n136999   WOS:000321029900001   \n137000   WOS:000321029900001   \n137001   WOS:000321029900001   \n137002   WOS:000321029900001   \n...                      ...   \n2426115  WOS:000934156000001   \n2426116  WOS:000934156000001   \n2426117  WOS:000934156000001   \n2426118  WOS:000934156000001   \n2426119  WOS:000934156000001   \n\n                                              Affiliations   \n136998   AGENCY FOR SCIENCE TECHNOLOGY & RESEARCH (A*STAR)  \\\n136999   AGENCY FOR SCIENCE TECHNOLOGY & RESEARCH (A*STAR)   \n137000   AGENCY FOR SCIENCE TECHNOLOGY & RESEARCH (A*STAR)   \n137001   AGENCY FOR SCIENCE TECHNOLOGY & RESEARCH (A*STAR)   \n137002             A*STAR - BIOINFORMATICS INSTITUTE (BII)   \n...                                                    ...   \n2426115  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n2426116  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n2426117  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n2426118  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n2426119  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n\n                                       Affiliations_merged   \n136998     AGENCY FOR SCIENCE TECHNOLOGY & RESEARCH A*STAR  \\\n136999     AGENCY FOR SCIENCE TECHNOLOGY & RESEARCH A*STAR   \n137000     AGENCY FOR SCIENCE TECHNOLOGY & RESEARCH A*STAR   \n137001     AGENCY FOR SCIENCE TECHNOLOGY & RESEARCH A*STAR   \n137002               A*STAR - BIOINFORMATICS INSTITUTE BII   \n...                                                    ...   \n2426115  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n2426116  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n2426117  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n2426118  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n2426119  A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...   \n\n                                                   Address         Country   \n136998    Univ Oulu, Ctr Machine Vis Res, SF-90100 Oulu...         Finland  \\\n136999    Univ Calif Santa Barbara, Dept Comp Sci, Sant...   United States   \n137000    Chinese Acad Sci, NLPR, Inst Automat, Beijing...           China   \n137001    Natl Univ Singapore, Bioinformat Inst, A STAR...       Singapore   \n137002    Univ Oulu, Ctr Machine Vis Res, SF-90100 Oulu...         Finland   \n...                                                    ...             ...   \n2426115   Chinese Acad Sci, Ningbo Inst Mat Technol & E...           China   \n2426116   Univ N Carolina, Dept Radiol, Chapel Hill, NC...   United States   \n2426117   Univ Cambridge, DAMTP, Cambridge CB2 1TN, Eng...  United Kingdom   \n2426118   Univ Leeds, Computat Med & Royal Acad, Leeds ...  United Kingdom   \n2426119     Katholieke Univ Leuven, B-3000 Leuven, Belgium         Belgium   \n\n                  City Country_Type               Institution  levehnstein  \n136998            Oulu           EU                 UNIV OULU           45  \n136999   Santa Barbara        Other  UNIV CALIF SANTA BARBARA           37  \n137000         Beijing        China          CHINESE ACAD SCI           40  \n137001       Singapore        Other       NATL UNIV SINGAPORE           41  \n137002            Oulu           EU                 UNIV OULU           35  \n...                ...          ...                       ...          ...  \n2426115        Beijing        China          CHINESE ACAD SCI           47  \n2426116       Carolina        Other           UNIV N CAROLINA           47  \n2426117      Cambridge        Other            UNIV CAMBRIDGE           48  \n2426118          Leeds        Other                UNIV LEEDS           50  \n2426119         Leuven           EU    KATHOLIEKE UNIV LEUVEN           45  \n\n[711 rows x 9 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>UT (Unique WOS ID)</th>\n      <th>Affiliations</th>\n      <th>Affiliations_merged</th>\n      <th>Address</th>\n      <th>Country</th>\n      <th>City</th>\n      <th>Country_Type</th>\n      <th>Institution</th>\n      <th>levehnstein</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>136998</th>\n      <td>WOS:000321029900001</td>\n      <td>AGENCY FOR SCIENCE TECHNOLOGY &amp; RESEARCH (A*STAR)</td>\n      <td>AGENCY FOR SCIENCE TECHNOLOGY &amp; RESEARCH A*STAR</td>\n      <td>Univ Oulu, Ctr Machine Vis Res, SF-90100 Oulu...</td>\n      <td>Finland</td>\n      <td>Oulu</td>\n      <td>EU</td>\n      <td>UNIV OULU</td>\n      <td>45</td>\n    </tr>\n    <tr>\n      <th>136999</th>\n      <td>WOS:000321029900001</td>\n      <td>AGENCY FOR SCIENCE TECHNOLOGY &amp; RESEARCH (A*STAR)</td>\n      <td>AGENCY FOR SCIENCE TECHNOLOGY &amp; RESEARCH A*STAR</td>\n      <td>Univ Calif Santa Barbara, Dept Comp Sci, Sant...</td>\n      <td>United States</td>\n      <td>Santa Barbara</td>\n      <td>Other</td>\n      <td>UNIV CALIF SANTA BARBARA</td>\n      <td>37</td>\n    </tr>\n    <tr>\n      <th>137000</th>\n      <td>WOS:000321029900001</td>\n      <td>AGENCY FOR SCIENCE TECHNOLOGY &amp; RESEARCH (A*STAR)</td>\n      <td>AGENCY FOR SCIENCE TECHNOLOGY &amp; RESEARCH A*STAR</td>\n      <td>Chinese Acad Sci, NLPR, Inst Automat, Beijing...</td>\n      <td>China</td>\n      <td>Beijing</td>\n      <td>China</td>\n      <td>CHINESE ACAD SCI</td>\n      <td>40</td>\n    </tr>\n    <tr>\n      <th>137001</th>\n      <td>WOS:000321029900001</td>\n      <td>AGENCY FOR SCIENCE TECHNOLOGY &amp; RESEARCH (A*STAR)</td>\n      <td>AGENCY FOR SCIENCE TECHNOLOGY &amp; RESEARCH A*STAR</td>\n      <td>Natl Univ Singapore, Bioinformat Inst, A STAR...</td>\n      <td>Singapore</td>\n      <td>Singapore</td>\n      <td>Other</td>\n      <td>NATL UNIV SINGAPORE</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>137002</th>\n      <td>WOS:000321029900001</td>\n      <td>A*STAR - BIOINFORMATICS INSTITUTE (BII)</td>\n      <td>A*STAR - BIOINFORMATICS INSTITUTE BII</td>\n      <td>Univ Oulu, Ctr Machine Vis Res, SF-90100 Oulu...</td>\n      <td>Finland</td>\n      <td>Oulu</td>\n      <td>EU</td>\n      <td>UNIV OULU</td>\n      <td>35</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>2426115</th>\n      <td>WOS:000934156000001</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>Chinese Acad Sci, Ningbo Inst Mat Technol &amp; E...</td>\n      <td>China</td>\n      <td>Beijing</td>\n      <td>China</td>\n      <td>CHINESE ACAD SCI</td>\n      <td>47</td>\n    </tr>\n    <tr>\n      <th>2426116</th>\n      <td>WOS:000934156000001</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>Univ N Carolina, Dept Radiol, Chapel Hill, NC...</td>\n      <td>United States</td>\n      <td>Carolina</td>\n      <td>Other</td>\n      <td>UNIV N CAROLINA</td>\n      <td>47</td>\n    </tr>\n    <tr>\n      <th>2426117</th>\n      <td>WOS:000934156000001</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>Univ Cambridge, DAMTP, Cambridge CB2 1TN, Eng...</td>\n      <td>United Kingdom</td>\n      <td>Cambridge</td>\n      <td>Other</td>\n      <td>UNIV CAMBRIDGE</td>\n      <td>48</td>\n    </tr>\n    <tr>\n      <th>2426118</th>\n      <td>WOS:000934156000001</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>Univ Leeds, Computat Med &amp; Royal Acad, Leeds ...</td>\n      <td>United Kingdom</td>\n      <td>Leeds</td>\n      <td>Other</td>\n      <td>UNIV LEEDS</td>\n      <td>50</td>\n    </tr>\n    <tr>\n      <th>2426119</th>\n      <td>WOS:000934156000001</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>A*STAR - INSTITUTE OF HIGH PERFORMANCE COMPUTI...</td>\n      <td>Katholieke Univ Leuven, B-3000 Leuven, Belgium</td>\n      <td>Belgium</td>\n      <td>Leuven</td>\n      <td>EU</td>\n      <td>KATHOLIEKE UNIV LEUVEN</td>\n      <td>45</td>\n    </tr>\n  </tbody>\n</table>\n<p>711 rows × 9 columns</p>\n</div>"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "affiliations[affiliations[\"Affiliations\"].str.contains(\"A*STAR\",regex=False)]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UT (Unique WOS ID)</th>\n",
       "      <th>Affiliations</th>\n",
       "      <th>Affiliations_merged</th>\n",
       "      <th>Address</th>\n",
       "      <th>Country</th>\n",
       "      <th>City</th>\n",
       "      <th>Country_Type</th>\n",
       "      <th>Institution</th>\n",
       "      <th>levehnstein</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2430154</th>\n",
       "      <td>WOS:000947693400001</td>\n",
       "      <td>UNIVERSITAT POLITECNICA DE VALENCIA</td>\n",
       "      <td>UNIVERSITAT POLITECNICA DE VALENCIA</td>\n",
       "      <td>Univ Politecn Valencia, European Inst Innovat...</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Valencia</td>\n",
       "      <td>EU</td>\n",
       "      <td>UNIV POLITECN VALENCIA</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430132</th>\n",
       "      <td>WOS:000947693400001</td>\n",
       "      <td>SHANGHAITECH UNIVERSITY</td>\n",
       "      <td>SHANGHAITECH UNIVERSITY</td>\n",
       "      <td>ShanghaiTech Univ, Shanghai Inst Adv Immunoch...</td>\n",
       "      <td>China</td>\n",
       "      <td>Shanghai</td>\n",
       "      <td>China</td>\n",
       "      <td>SHANGHAITECH UNIV</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430139</th>\n",
       "      <td>WOS:000947693400001</td>\n",
       "      <td>SHANGHAI OCEAN UNIVERSITY</td>\n",
       "      <td>SHANGHAI UNIVERSITY</td>\n",
       "      <td>Shanghai Ocean Univ, Coll Fisheries &amp; Life Sc...</td>\n",
       "      <td>China</td>\n",
       "      <td>Shanghai</td>\n",
       "      <td>China</td>\n",
       "      <td>SHANGHAI OCEAN UNIV</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430146</th>\n",
       "      <td>WOS:000947693400001</td>\n",
       "      <td>SHANGHAI JIAO TONG UNIVERSITY</td>\n",
       "      <td>SHANGHAI UNIVERSITY</td>\n",
       "      <td>Shanghai Jiao Tong Univ, Ruijin Hosp, Sch Med...</td>\n",
       "      <td>China</td>\n",
       "      <td>Meda</td>\n",
       "      <td>China</td>\n",
       "      <td>SHANGHAI JIAO TONG UNIV</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430125</th>\n",
       "      <td>WOS:000947693400001</td>\n",
       "      <td>HUZHOU UNIVERSITY</td>\n",
       "      <td>HUZHOU UNIVERSITY</td>\n",
       "      <td>Huzhou Univ, Sch Informat Engn, Huzhou 313000...</td>\n",
       "      <td>China</td>\n",
       "      <td>Huzhou</td>\n",
       "      <td>China</td>\n",
       "      <td>HUZHOU UNIV</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430113</th>\n",
       "      <td>WOS:000946746700001</td>\n",
       "      <td>SUZHOU UNIVERSITY OF SCIENCE &amp; TECHNOLOGY</td>\n",
       "      <td>SUZHOU UNIVERSITY OF SCIENCE &amp; TECHNOLOGY</td>\n",
       "      <td>Suzhou Univ Sci &amp; Technol, Sch Elect &amp; Inform...</td>\n",
       "      <td>China</td>\n",
       "      <td>Suzhou</td>\n",
       "      <td>China</td>\n",
       "      <td>SUZHOU UNIV SCI &amp; TECHNOL</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430118</th>\n",
       "      <td>WOS:000946746700001</td>\n",
       "      <td>POLYTECHNIC UNIVERSITY OF MILAN</td>\n",
       "      <td>UNIVERSITY OF MILAN</td>\n",
       "      <td>Politecn Milan, Dept Mech Engn, Milan, Italy;</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Milano</td>\n",
       "      <td>EU</td>\n",
       "      <td>POLITECN MILAN</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430123</th>\n",
       "      <td>WOS:000946746700001</td>\n",
       "      <td>HONG KONG POLYTECHNIC UNIVERSITY</td>\n",
       "      <td>HONG KONG POLYTECHNIC UNIVERSITY</td>\n",
       "      <td>Hong Kong Polytech Univ, Dept Comp, Hong Kong...</td>\n",
       "      <td>China</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>China</td>\n",
       "      <td>HONG KONG POLYTECH UNIV</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430111</th>\n",
       "      <td>WOS:000945297300001</td>\n",
       "      <td>UNIVERSITY OF PANNONIA</td>\n",
       "      <td>UNIVERSITY OF PANNONIA</td>\n",
       "      <td>Univ Pannonia, Dept Elect Engn &amp; Informat Sys...</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>Veszprém</td>\n",
       "      <td>EU</td>\n",
       "      <td>UNIV PANNONIA</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430107</th>\n",
       "      <td>WOS:000945297300001</td>\n",
       "      <td>SHENYANG UNIVERSITY OF TECHNOLOGY</td>\n",
       "      <td>SHENYANG UNIVERSITY</td>\n",
       "      <td>Shenyang Univ Technol, Sch Elect Engn, Dept B...</td>\n",
       "      <td>China</td>\n",
       "      <td>Shenyang</td>\n",
       "      <td>China</td>\n",
       "      <td>SHENYANG UNIV TECHNOL</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          UT (Unique WOS ID)                               Affiliations   \n",
       "2430154  WOS:000947693400001        UNIVERSITAT POLITECNICA DE VALENCIA  \\\n",
       "2430132  WOS:000947693400001                    SHANGHAITECH UNIVERSITY   \n",
       "2430139  WOS:000947693400001                  SHANGHAI OCEAN UNIVERSITY   \n",
       "2430146  WOS:000947693400001              SHANGHAI JIAO TONG UNIVERSITY   \n",
       "2430125  WOS:000947693400001                          HUZHOU UNIVERSITY   \n",
       "2430113  WOS:000946746700001  SUZHOU UNIVERSITY OF SCIENCE & TECHNOLOGY   \n",
       "2430118  WOS:000946746700001            POLYTECHNIC UNIVERSITY OF MILAN   \n",
       "2430123  WOS:000946746700001           HONG KONG POLYTECHNIC UNIVERSITY   \n",
       "2430111  WOS:000945297300001                     UNIVERSITY OF PANNONIA   \n",
       "2430107  WOS:000945297300001          SHENYANG UNIVERSITY OF TECHNOLOGY   \n",
       "\n",
       "                               Affiliations_merged   \n",
       "2430154        UNIVERSITAT POLITECNICA DE VALENCIA  \\\n",
       "2430132                    SHANGHAITECH UNIVERSITY   \n",
       "2430139                        SHANGHAI UNIVERSITY   \n",
       "2430146                        SHANGHAI UNIVERSITY   \n",
       "2430125                          HUZHOU UNIVERSITY   \n",
       "2430113  SUZHOU UNIVERSITY OF SCIENCE & TECHNOLOGY   \n",
       "2430118                        UNIVERSITY OF MILAN   \n",
       "2430123           HONG KONG POLYTECHNIC UNIVERSITY   \n",
       "2430111                     UNIVERSITY OF PANNONIA   \n",
       "2430107                        SHENYANG UNIVERSITY   \n",
       "\n",
       "                                                   Address  Country   \n",
       "2430154   Univ Politecn Valencia, European Inst Innovat...    Spain  \\\n",
       "2430132   ShanghaiTech Univ, Shanghai Inst Adv Immunoch...    China   \n",
       "2430139   Shanghai Ocean Univ, Coll Fisheries & Life Sc...    China   \n",
       "2430146   Shanghai Jiao Tong Univ, Ruijin Hosp, Sch Med...    China   \n",
       "2430125   Huzhou Univ, Sch Informat Engn, Huzhou 313000...    China   \n",
       "2430113   Suzhou Univ Sci & Technol, Sch Elect & Inform...    China   \n",
       "2430118     Politecn Milan, Dept Mech Engn, Milan, Italy;     Italy   \n",
       "2430123   Hong Kong Polytech Univ, Dept Comp, Hong Kong...    China   \n",
       "2430111   Univ Pannonia, Dept Elect Engn & Informat Sys...  Hungary   \n",
       "2430107   Shenyang Univ Technol, Sch Elect Engn, Dept B...    China   \n",
       "\n",
       "              City Country_Type                Institution  levehnstein  \n",
       "2430154   Valencia           EU     UNIV POLITECN VALENCIA           13  \n",
       "2430132   Shanghai        China          SHANGHAITECH UNIV            6  \n",
       "2430139   Shanghai        China        SHANGHAI OCEAN UNIV            6  \n",
       "2430146       Meda        China    SHANGHAI JIAO TONG UNIV            6  \n",
       "2430125     Huzhou        China                HUZHOU UNIV            6  \n",
       "2430113     Suzhou        China  SUZHOU UNIV SCI & TECHNOL           16  \n",
       "2430118     Milano           EU             POLITECN MILAN           18  \n",
       "2430123  Hong Kong        China    HONG KONG POLYTECH UNIV            9  \n",
       "2430111   Veszprém           EU              UNIV PANNONIA            9  \n",
       "2430107   Shenyang        China      SHENYANG UNIV TECHNOL           12  "
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "affiliations = affiliations.sort_values(by=[record_col,\"Affiliations\",\"levehnstein\"], ascending=[False,False,True])\n",
    "affiliations_merge = affiliations.drop_duplicates(subset=[record_col,\"Affiliations\"])\n",
    "affiliations_merge.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WoS Categories\n",
       " Engineering, Electrical & Electronic         1703\n",
       "Computer Science, Artificial Intelligence     1366\n",
       "Computer Science, Information Systems          973\n",
       " Telecommunications                            834\n",
       " Imaging Science & Photographic Technology     762\n",
       "                                              ... \n",
       " Crystallography                                 1\n",
       "Mining & Mineral Processing                      1\n",
       " Art                                             1\n",
       "Archaeology                                      1\n",
       "Physics, Mathematical                            1\n",
       "Name: count, Length: 379, dtype: int64"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wos_cat = wos.groupby(record_col)[\"WoS Categories\"].apply(lambda x: x.str.split(';')).explode().reset_index().drop(columns=\"level_1\")\n",
    "wos_cat[\"WoS Categories\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Research Areas\n",
       "Engineering                                  3740\n",
       "Computer Science                             3466\n",
       "Telecommunications                            888\n",
       "Imaging Science & Photographic Technology     779\n",
       "Remote Sensing                                716\n",
       "                                             ... \n",
       "Otorhinolaryngology                             1\n",
       "Medical Ethics                                  1\n",
       "Anesthesiology                                  1\n",
       "Biomedical Social Sciences                      1\n",
       "History & Philosophy of Science                 1\n",
       "Name: count, Length: 141, dtype: int64"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wos_areas = wos.groupby(record_col)[\"Research Areas\"].apply(lambda x: x.str.split(';')).explode().reset_index().drop(columns=\"level_1\")\n",
    "wos_areas[\"Research Areas\"] = wos_areas[\"Research Areas\"].str.strip()\n",
    "wos_areas[\"Research Areas\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Research Areas\n",
       "Engineering                                  3740\n",
       "Computer Science                             3466\n",
       "Telecommunications                            888\n",
       "Imaging Science & Photographic Technology     779\n",
       "Remote Sensing                                716\n",
       "                                             ... \n",
       "Otorhinolaryngology                             1\n",
       "Medical Ethics                                  1\n",
       "Anesthesiology                                  1\n",
       "Biomedical Social Sciences                      1\n",
       "History & Philosophy of Science                 1\n",
       "Name: count, Length: 141, dtype: int64"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wos_areas[\"Research Areas\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Domain_English', 'Field_English', 'SubField_English']"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[c for c in wos.columns if \"_English\" in c]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "wos = wos[((wos[\"Publication Year\"]<2023) & (~wos['Domain_English'].isna()))]\n",
    "\n",
    "metrix_levels = [c for c in wos.columns if \"_English\" in c]\n",
    "for m in metrix_levels:\n",
    "    wos[m] = wos[m].replace({\"article-level classification\":\"Miscellaneous\"})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Publication Type</th>\n",
       "      <th>Authors</th>\n",
       "      <th>Book Authors</th>\n",
       "      <th>Book Editors</th>\n",
       "      <th>Book Group Authors</th>\n",
       "      <th>Author Full Names</th>\n",
       "      <th>Book Author Full Names</th>\n",
       "      <th>Group Authors</th>\n",
       "      <th>Article Title</th>\n",
       "      <th>Source Title</th>\n",
       "      <th>...</th>\n",
       "      <th>Web of Science Record</th>\n",
       "      <th>issn_var</th>\n",
       "      <th>issn</th>\n",
       "      <th>Domain_English</th>\n",
       "      <th>Field_English</th>\n",
       "      <th>SubField_English</th>\n",
       "      <th>2.00 SEQ</th>\n",
       "      <th>Source_title</th>\n",
       "      <th>srcid</th>\n",
       "      <th>issn_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J</td>\n",
       "      <td>Salucci, M; Arrebola, M; Shan, T; Li, MK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Salucci, Marco; Arrebola, Manuel; Shan, Tao; L...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Artificial Intelligence: New Frontiers in Real...</td>\n",
       "      <td>IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>issn</td>\n",
       "      <td>0018926x</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Information &amp; Communication Technologies</td>\n",
       "      <td>Networking &amp; Telecommunications</td>\n",
       "      <td>37</td>\n",
       "      <td>IEEE Transactions on Antennas and Propagation</td>\n",
       "      <td>1.733700e+04</td>\n",
       "      <td>issn1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9714</th>\n",
       "      <td>J</td>\n",
       "      <td>Huang, Y; Fu, ZT; Franzke, CLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Huang, Yu; Fu, Zuntao; Franzke, Christian L. E.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Detecting causality from time series in a mach...</td>\n",
       "      <td>CHAOS</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>issn</td>\n",
       "      <td>10541500</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Physics &amp; Astronomy</td>\n",
       "      <td>Fluids &amp; Plasmas</td>\n",
       "      <td>170</td>\n",
       "      <td>Chaos</td>\n",
       "      <td>2.743000e+04</td>\n",
       "      <td>issn2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9697</th>\n",
       "      <td>J</td>\n",
       "      <td>Feng, DC; Cetiner, B; Kakavand, MRA; Taciroglu, E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Feng, De-Cheng; Cetiner, Barbaros; Kakavand, M...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Data-Driven Approach to Predict the Plastic Hi...</td>\n",
       "      <td>JOURNAL OF STRUCTURAL ENGINEERING</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>issn</td>\n",
       "      <td>07339445</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>Civil Engineering</td>\n",
       "      <td>23</td>\n",
       "      <td>Journal of Structural Engineering (United States)</td>\n",
       "      <td>1.630500e+04</td>\n",
       "      <td>issn1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9699</th>\n",
       "      <td>J</td>\n",
       "      <td>Zhao, YL; Dong, S; Jiang, FY; Soares, CG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zhao, Yuliang; Dong, Sheng; Jiang, Fengyuan; G...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>System Reliability Analysis of an Offshore Jac...</td>\n",
       "      <td>JOURNAL OF OCEAN UNIVERSITY OF CHINA</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>issn</td>\n",
       "      <td>16725182</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Agriculture, Fisheries &amp; Forestry</td>\n",
       "      <td>Fisheries</td>\n",
       "      <td>3</td>\n",
       "      <td>Journal of Ocean University of China</td>\n",
       "      <td>6.100153e+09</td>\n",
       "      <td>issn2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9701</th>\n",
       "      <td>J</td>\n",
       "      <td>Li, XH; Yang, DK; Yang, JS; Zheng, G; Han, GQ;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Li, Xiaohui; Yang, Dongkai; Yang, Jingsong; Zh...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Analysis of coastal wind speed retrieval from ...</td>\n",
       "      <td>REMOTE SENSING OF ENVIRONMENT</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>issn</td>\n",
       "      <td>00344257</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>Geological &amp; Geomatics Engineering</td>\n",
       "      <td>26</td>\n",
       "      <td>Remote Sensing of Environment</td>\n",
       "      <td>1.250300e+04</td>\n",
       "      <td>issn1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>3066</th>\n",
       "      <td>J</td>\n",
       "      <td>He, Q; Zha, C; Song, W; Hao, ZZ; Du, YL; Liott...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>He, Qi; Zha, Cheng; Song, Wei; Hao, Zengzhou; ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Improved Particle Swarm Optimization for Sea S...</td>\n",
       "      <td>ENERGIES</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>eissn</td>\n",
       "      <td>19961073</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Enabling &amp; Strategic Technologies</td>\n",
       "      <td>Energy</td>\n",
       "      <td>14</td>\n",
       "      <td>Energies</td>\n",
       "      <td>6.293200e+04</td>\n",
       "      <td>issn1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5097</th>\n",
       "      <td>J</td>\n",
       "      <td>Hasan, MM; Popp, J; Olah, J</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hasan, Md Morshadul; Popp, Jozsef; Olah, Judit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Current landscape and influence of big data on...</td>\n",
       "      <td>JOURNAL OF BIG DATA</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>eissn</td>\n",
       "      <td>21961115</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Information &amp; Communication Technologies</td>\n",
       "      <td>Artificial Intelligence &amp; Image Processing</td>\n",
       "      <td>31</td>\n",
       "      <td>Journal of Big Data</td>\n",
       "      <td>2.110079e+10</td>\n",
       "      <td>issn1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11369</th>\n",
       "      <td>J</td>\n",
       "      <td>Li, Y; Cheng, G; Pang, YS; Kuai, M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Li, Yong; Cheng, Gang; Pang, Yusong; Kuai, Moshen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Planetary Gear Fault Diagnosis via Feature Ima...</td>\n",
       "      <td>SENSORS</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>eissn</td>\n",
       "      <td>14248220</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Chemistry</td>\n",
       "      <td>Analytical Chemistry</td>\n",
       "      <td>149</td>\n",
       "      <td>Sensors (Switzerland)</td>\n",
       "      <td>1.301240e+05</td>\n",
       "      <td>issn1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11368</th>\n",
       "      <td>J</td>\n",
       "      <td>Zeng, R; Rossiter, DG; Zhang, JP; Cai, K; Gao,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zeng, Rong; Rossiter, David G.; Zhang, Jiapeng...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>How Well Can Reflectance Spectroscopy Allocate...</td>\n",
       "      <td>AGRONOMY-BASEL</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>eissn</td>\n",
       "      <td>20734395</td>\n",
       "      <td>Natural Sciences</td>\n",
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       "      <td>147</td>\n",
       "      <td>Agronomy</td>\n",
       "      <td>2.110045e+10</td>\n",
       "      <td>issn1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11362</th>\n",
       "      <td>J</td>\n",
       "      <td>Jia, Y; Jin, SG; Savi, P; Gao, Y; Tang, J; Che...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jia, Yan; Jin, Shuanggen; Savi, Patrizia; Gao,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GNSS-R Soil Moisture Retrieval Based on a XGbo...</td>\n",
       "      <td>REMOTE SENSING</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>eissn</td>\n",
       "      <td>20724292</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>Geological &amp; Geomatics Engineering</td>\n",
       "      <td>26</td>\n",
       "      <td>Remote Sensing</td>\n",
       "      <td>8.643000e+04</td>\n",
       "      <td>issn1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8592 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Publication Type                                            Authors   \n",
       "0                    J           Salucci, M; Arrebola, M; Shan, T; Li, MK  \\\n",
       "9714                 J                     Huang, Y; Fu, ZT; Franzke, CLE   \n",
       "9697                 J  Feng, DC; Cetiner, B; Kakavand, MRA; Taciroglu, E   \n",
       "9699                 J           Zhao, YL; Dong, S; Jiang, FY; Soares, CG   \n",
       "9701                 J  Li, XH; Yang, DK; Yang, JS; Zheng, G; Han, GQ;...   \n",
       "...                ...                                                ...   \n",
       "3066                 J  He, Q; Zha, C; Song, W; Hao, ZZ; Du, YL; Liott...   \n",
       "5097                 J                        Hasan, MM; Popp, J; Olah, J   \n",
       "11369                J                 Li, Y; Cheng, G; Pang, YS; Kuai, M   \n",
       "11368                J  Zeng, R; Rossiter, DG; Zhang, JP; Cai, K; Gao,...   \n",
       "11362                J  Jia, Y; Jin, SG; Savi, P; Gao, Y; Tang, J; Che...   \n",
       "\n",
       "      Book Authors Book Editors Book Group Authors   \n",
       "0              NaN          NaN                NaN  \\\n",
       "9714           NaN          NaN                NaN   \n",
       "9697           NaN          NaN                NaN   \n",
       "9699           NaN          NaN                NaN   \n",
       "9701           NaN          NaN                NaN   \n",
       "...            ...          ...                ...   \n",
       "3066           NaN          NaN                NaN   \n",
       "5097           NaN          NaN                NaN   \n",
       "11369          NaN          NaN                NaN   \n",
       "11368          NaN          NaN                NaN   \n",
       "11362          NaN          NaN                NaN   \n",
       "\n",
       "                                       Author Full Names   \n",
       "0      Salucci, Marco; Arrebola, Manuel; Shan, Tao; L...  \\\n",
       "9714     Huang, Yu; Fu, Zuntao; Franzke, Christian L. E.   \n",
       "9697   Feng, De-Cheng; Cetiner, Barbaros; Kakavand, M...   \n",
       "9699   Zhao, Yuliang; Dong, Sheng; Jiang, Fengyuan; G...   \n",
       "9701   Li, Xiaohui; Yang, Dongkai; Yang, Jingsong; Zh...   \n",
       "...                                                  ...   \n",
       "3066   He, Qi; Zha, Cheng; Song, Wei; Hao, Zengzhou; ...   \n",
       "5097      Hasan, Md Morshadul; Popp, Jozsef; Olah, Judit   \n",
       "11369  Li, Yong; Cheng, Gang; Pang, Yusong; Kuai, Moshen   \n",
       "11368  Zeng, Rong; Rossiter, David G.; Zhang, Jiapeng...   \n",
       "11362  Jia, Yan; Jin, Shuanggen; Savi, Patrizia; Gao,...   \n",
       "\n",
       "      Book Author Full Names Group Authors   \n",
       "0                        NaN           NaN  \\\n",
       "9714                     NaN           NaN   \n",
       "9697                     NaN           NaN   \n",
       "9699                     NaN           NaN   \n",
       "9701                     NaN           NaN   \n",
       "...                      ...           ...   \n",
       "3066                     NaN           NaN   \n",
       "5097                     NaN           NaN   \n",
       "11369                    NaN           NaN   \n",
       "11368                    NaN           NaN   \n",
       "11362                    NaN           NaN   \n",
       "\n",
       "                                           Article Title   \n",
       "0      Artificial Intelligence: New Frontiers in Real...  \\\n",
       "9714   Detecting causality from time series in a mach...   \n",
       "9697   Data-Driven Approach to Predict the Plastic Hi...   \n",
       "9699   System Reliability Analysis of an Offshore Jac...   \n",
       "9701   Analysis of coastal wind speed retrieval from ...   \n",
       "...                                                  ...   \n",
       "3066   Improved Particle Swarm Optimization for Sea S...   \n",
       "5097   Current landscape and influence of big data on...   \n",
       "11369  Planetary Gear Fault Diagnosis via Feature Ima...   \n",
       "11368  How Well Can Reflectance Spectroscopy Allocate...   \n",
       "11362  GNSS-R Soil Moisture Retrieval Based on a XGbo...   \n",
       "\n",
       "                                        Source Title  ...   \n",
       "0      IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION  ...  \\\n",
       "9714                                           CHAOS  ...   \n",
       "9697               JOURNAL OF STRUCTURAL ENGINEERING  ...   \n",
       "9699            JOURNAL OF OCEAN UNIVERSITY OF CHINA  ...   \n",
       "9701                   REMOTE SENSING OF ENVIRONMENT  ...   \n",
       "...                                              ...  ...   \n",
       "3066                                        ENERGIES  ...   \n",
       "5097                             JOURNAL OF BIG DATA  ...   \n",
       "11369                                        SENSORS  ...   \n",
       "11368                                 AGRONOMY-BASEL  ...   \n",
       "11362                                 REMOTE SENSING  ...   \n",
       "\n",
       "      Web of Science Record  issn_var      issn    Domain_English   \n",
       "0                         0      issn  0018926x  Applied Sciences  \\\n",
       "9714                      0      issn  10541500  Natural Sciences   \n",
       "9697                      0      issn  07339445  Applied Sciences   \n",
       "9699                      0      issn  16725182  Applied Sciences   \n",
       "9701                      0      issn  00344257  Applied Sciences   \n",
       "...                     ...       ...       ...               ...   \n",
       "3066                      0     eissn  19961073  Applied Sciences   \n",
       "5097                      0     eissn  21961115  Applied Sciences   \n",
       "11369                     0     eissn  14248220  Natural Sciences   \n",
       "11368                     0     eissn  20734395  Natural Sciences   \n",
       "11362                     0     eissn  20724292  Applied Sciences   \n",
       "\n",
       "                                  Field_English   \n",
       "0      Information & Communication Technologies  \\\n",
       "9714                        Physics & Astronomy   \n",
       "9697                                Engineering   \n",
       "9699          Agriculture, Fisheries & Forestry   \n",
       "9701                                Engineering   \n",
       "...                                         ...   \n",
       "3066          Enabling & Strategic Technologies   \n",
       "5097   Information & Communication Technologies   \n",
       "11369                                 Chemistry   \n",
       "11368                                   Biology   \n",
       "11362                               Engineering   \n",
       "\n",
       "                                 SubField_English 2.00 SEQ   \n",
       "0                 Networking & Telecommunications       37  \\\n",
       "9714                             Fluids & Plasmas      170   \n",
       "9697                            Civil Engineering       23   \n",
       "9699                                    Fisheries        3   \n",
       "9701           Geological & Geomatics Engineering       26   \n",
       "...                                           ...      ...   \n",
       "3066                                       Energy       14   \n",
       "5097   Artificial Intelligence & Image Processing       31   \n",
       "11369                        Analytical Chemistry      149   \n",
       "11368                      Plant Biology & Botany      147   \n",
       "11362          Geological & Geomatics Engineering       26   \n",
       "\n",
       "                                            Source_title         srcid   \n",
       "0          IEEE Transactions on Antennas and Propagation  1.733700e+04  \\\n",
       "9714                                               Chaos  2.743000e+04   \n",
       "9697   Journal of Structural Engineering (United States)  1.630500e+04   \n",
       "9699                Journal of Ocean University of China  6.100153e+09   \n",
       "9701                       Remote Sensing of Environment  1.250300e+04   \n",
       "...                                                  ...           ...   \n",
       "3066                                            Energies  6.293200e+04   \n",
       "5097                                 Journal of Big Data  2.110079e+10   \n",
       "11369                              Sensors (Switzerland)  1.301240e+05   \n",
       "11368                                           Agronomy  2.110045e+10   \n",
       "11362                                     Remote Sensing  8.643000e+04   \n",
       "\n",
       "      issn_type  \n",
       "0         issn1  \n",
       "9714      issn2  \n",
       "9697      issn1  \n",
       "9699      issn2  \n",
       "9701      issn1  \n",
       "...         ...  \n",
       "3066      issn1  \n",
       "5097      issn1  \n",
       "11369     issn1  \n",
       "11368     issn1  \n",
       "11362     issn1  \n",
       "\n",
       "[8592 rows x 81 columns]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Domain_English', 'Field_English', 'SubField_English']"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrix_levels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "outdir=\"wos_processed_data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "outputs": [],
   "source": [
    "os.makedirs(outdir, exist_ok=True)\n",
    "\n",
    "wos.to_excel(f\"{outdir}/wos_processed.xlsx\", index=False)\n",
    "\n",
    "locations.drop(columns=\"Addresses\").to_excel(f\"{outdir}/wos_addresses.xlsx\", index=False)\n",
    "\n",
    "affiliations_merge.to_excel(f\"{outdir}/wos_affiliations.xlsx\", index=False)\n",
    "\n",
    "author_locations.to_excel(f\"{outdir}/wos_author_locations.xlsx\", index=False)\n",
    "\n",
    "univ_locations.to_excel(f\"{outdir}/wos_univ_locations.xlsx\", index=False)\n",
    "mode_final.to_excel(f\"{outdir}/wos_univ_locations_v2.xlsx\", index=False)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Domain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Domain_English</th>\n",
       "      <th>UT (Unique WOS ID)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>5379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>1649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Health Sciences</td>\n",
       "      <td>1106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Economic &amp; Social Sciences</td>\n",
       "      <td>289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arts &amp; Humanities</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Domain_English  UT (Unique WOS ID)\n",
       "0            Applied Sciences                5379\n",
       "5            Natural Sciences                1649\n",
       "3             Health Sciences                1106\n",
       "2  Economic & Social Sciences                 289\n",
       "4               Miscellaneous                 156\n",
       "1           Arts & Humanities                  13"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group = 'Domain_English'\n",
    "data = wos.groupby(group, as_index=False)[record_col].nunique().sort_values(ascending=False, by=record_col)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='UT (Unique WOS ID)', ylabel='Domain_English'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data, x=record_col, y=group)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# group = ['Publication Year','Domain_English']\n",
    "# data = wos.groupby(group, as_index=False)[record_col].nunique().sort_values(ascending=False, by=group+[record_col])\n",
    "# data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Publication Year</th>\n",
       "      <th>Domain_English</th>\n",
       "      <th>UT (Unique WOS ID)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Health Sciences</td>\n",
       "      <td>368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Economic &amp; Social Sciences</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Arts &amp; Humanities</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Health Sciences</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Economic &amp; Social Sciences</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Arts &amp; Humanities</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Publication Year              Domain_English  UT (Unique WOS ID)\n",
       "65            2022.0            Natural Sciences                 524\n",
       "64            2022.0               Miscellaneous                  41\n",
       "63            2022.0             Health Sciences                 368\n",
       "62            2022.0  Economic & Social Sciences                 106\n",
       "61            2022.0           Arts & Humanities                   4\n",
       "..               ...                         ...                 ...\n",
       "4             2012.0               Miscellaneous                   3\n",
       "3             2012.0             Health Sciences                   2\n",
       "2             2012.0  Economic & Social Sciences                   0\n",
       "1             2012.0           Arts & Humanities                   0\n",
       "0             2012.0            Applied Sciences                  21\n",
       "\n",
       "[66 rows x 3 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group = ['Publication Year','Domain_English']\n",
    "data = wos.groupby(group)[record_col].nunique().unstack(fill_value=0).stack().reset_index().rename(columns={0:record_col}).sort_values(ascending=False, by=group+[record_col])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1909ff98d30>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g=sns.lineplot(data.sort_values(ascending=True, by=group[-1]),y=record_col,x=group[0], hue=group[-1])\n",
    "g.set(xticks=list(range(2012,2022+1,2)))\n",
    "g.legend(title=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Publication Year</th>\n",
       "      <th>Domain_English</th>\n",
       "      <th>Field_English</th>\n",
       "      <th>UT (Unique WOS ID)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Physics &amp; Astronomy</td>\n",
       "      <td>205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Mathematics &amp; Statistics</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Earth &amp; Environmental Sciences</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Chemistry</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Biology</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>Miscellaneous</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Health Sciences</td>\n",
       "      <td>Clinical Medicine</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Information &amp; Communication Technologies</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Agriculture, Fisheries &amp; Forestry</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>177 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Publication Year    Domain_English   \n",
       "176            2022.0  Natural Sciences  \\\n",
       "175            2022.0  Natural Sciences   \n",
       "174            2022.0  Natural Sciences   \n",
       "173            2022.0  Natural Sciences   \n",
       "172            2022.0  Natural Sciences   \n",
       "..                ...               ...   \n",
       "4              2012.0     Miscellaneous   \n",
       "3              2012.0   Health Sciences   \n",
       "2              2012.0  Applied Sciences   \n",
       "1              2012.0  Applied Sciences   \n",
       "0              2012.0  Applied Sciences   \n",
       "\n",
       "                                Field_English  UT (Unique WOS ID)  \n",
       "176                       Physics & Astronomy                 205  \n",
       "175                  Mathematics & Statistics                  61  \n",
       "174            Earth & Environmental Sciences                 134  \n",
       "173                                 Chemistry                  81  \n",
       "172                                   Biology                  43  \n",
       "..                                        ...                 ...  \n",
       "4                               Miscellaneous                   3  \n",
       "3                           Clinical Medicine                   2  \n",
       "2    Information & Communication Technologies                  14  \n",
       "1                                 Engineering                   5  \n",
       "0           Agriculture, Fisheries & Forestry                   2  \n",
       "\n",
       "[177 rows x 4 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group = ['Publication Year',\"Domain_English\",'Field_English']\n",
    "data = wos.groupby(group, as_index=False)[record_col].nunique().sort_values(ascending=False, by=group+[record_col])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# g = sns.FacetGrid(data, col=\"Domain_English\", col_wrap=3, height=5)\n",
    "# g.map_dataframe(sns.lineplot,x=group[0],y=record_col,hue=group[-1])\n",
    "# g.set_titles(col_template=\"{col_name}\")\n",
    "# g.set(xticks=list(range(2012,2022+1,2)))\n",
    "# # g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "for cat in sorted(data[group[-2]].unique()):\n",
    "    sub_data = data[data[group[-2]]==cat]\n",
    "    sub_data = sub_data.complete({group[0]:range(int(data[group[0]].min()), int(data[group[0]].max()) + 1)}\n",
    "                                 ,group[-1],fill_value=0)\n",
    "    g=sns.lineplot(sub_data.sort_values(ascending=True, by=group[-1]),y=record_col,x=group[0], hue=group[-1])\n",
    "    g.set(xticks=list(range(2012,2022+1,2)))\n",
    "    g.legend(title=None)\n",
    "    g.set_title(cat)\n",
    "    g.yaxis.set_major_locator(MaxNLocator(integer=True))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SubField"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Publication Year</th>\n",
       "      <th>Domain_English</th>\n",
       "      <th>Field_English</th>\n",
       "      <th>SubField_English</th>\n",
       "      <th>UT (Unique WOS ID)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Physics &amp; Astronomy</td>\n",
       "      <td>Optics</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Physics &amp; Astronomy</td>\n",
       "      <td>Nuclear &amp; Particle Physics</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Physics &amp; Astronomy</td>\n",
       "      <td>Mathematical Physics</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Physics &amp; Astronomy</td>\n",
       "      <td>General Physics</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>Natural Sciences</td>\n",
       "      <td>Physics &amp; Astronomy</td>\n",
       "      <td>Fluids &amp; Plasmas</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Information &amp; Communication Technologies</td>\n",
       "      <td>Artificial Intelligence &amp; Image Processing</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>Mechanical Engineering &amp; Transports</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>Industrial Engineering &amp; Automation</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Engineering</td>\n",
       "      <td>Geological &amp; Geomatics Engineering</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>Applied Sciences</td>\n",
       "      <td>Agriculture, Fisheries &amp; Forestry</td>\n",
       "      <td>Food Science</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>775 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Publication Year    Domain_English   \n",
       "774            2022.0  Natural Sciences  \\\n",
       "773            2022.0  Natural Sciences   \n",
       "772            2022.0  Natural Sciences   \n",
       "771            2022.0  Natural Sciences   \n",
       "770            2022.0  Natural Sciences   \n",
       "..                ...               ...   \n",
       "4              2012.0  Applied Sciences   \n",
       "3              2012.0  Applied Sciences   \n",
       "2              2012.0  Applied Sciences   \n",
       "1              2012.0  Applied Sciences   \n",
       "0              2012.0  Applied Sciences   \n",
       "\n",
       "                                Field_English   \n",
       "774                       Physics & Astronomy  \\\n",
       "773                       Physics & Astronomy   \n",
       "772                       Physics & Astronomy   \n",
       "771                       Physics & Astronomy   \n",
       "770                       Physics & Astronomy   \n",
       "..                                        ...   \n",
       "4    Information & Communication Technologies   \n",
       "3                                 Engineering   \n",
       "2                                 Engineering   \n",
       "1                                 Engineering   \n",
       "0           Agriculture, Fisheries & Forestry   \n",
       "\n",
       "                               SubField_English  UT (Unique WOS ID)  \n",
       "774                                      Optics                  56  \n",
       "773                  Nuclear & Particle Physics                  28  \n",
       "772                        Mathematical Physics                   2  \n",
       "771                             General Physics                  14  \n",
       "770                            Fluids & Plasmas                  21  \n",
       "..                                          ...                 ...  \n",
       "4    Artificial Intelligence & Image Processing                  10  \n",
       "3           Mechanical Engineering & Transports                   1  \n",
       "2           Industrial Engineering & Automation                   3  \n",
       "1            Geological & Geomatics Engineering                   1  \n",
       "0                                  Food Science                   2  \n",
       "\n",
       "[775 rows x 5 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group = ['Publication Year',\"Domain_English\",'Field_English',\"SubField_English\"]\n",
    "data = wos.groupby(group, as_index=False)[record_col].nunique().sort_values(ascending=False, by=group+[record_col])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VSkVKSgq6urrY29u/9gqdEOL9kzuKLyUlBQcHh+eO5Hvnk7PcG2BmZibJmRBCCPGWeZ1TErKysnj48CHlypWjRIkSr+08Qoj3m7W1NVeuXCErKwt9ff1ntpU/EQkhhBDivZSdnQ1QqKFGQgjxonJ/xuT+zHkWSc6EEEII8V6TBcOEEK9TUX7GSHImhBBCCCGEEMWAJGdCCCGEEO+Y5ORkFAoFR48eLZb9FUV4eDgWFhZv/LxvA0dHR+bMmfPGzqfN74NcRb3miRMnUqtWrdcWz6smyZkQQgghxFskKCgIhUKhfllZWdG8eXOOHz+ubmNvb09KSgrVqlXTYqSvRqdOnThz5kyh2r6JRC41NZX27dtjaWmJmZkZ3t7exMfHP/e4yMhIFAoFlpaWpKena+yLiYlRfz3fV+Hh4Rrf1yYmJtSuXZs1a9ZotIuJiaFfv35aivL1k+RMCCGEEOIt07x5c1JSUkhJSWHXrl3o6enRsmVL9X5dXV1sbGzQ03v7F+Y2NjamTJkyr7TPl3no+KhRozh06BCbNm3iyJEjhISEFOl4U1NT1q5dq7Ft4cKFODg4vHBMb5Nn3XszMzP19/WRI0fw9/enY8eOGsmvtbX1O726qiRnQgghhBBvGUNDQ2xsbLCxsaFWrVqMHj2aixcvkpqaCuQ//CwqKop69ephaGiIra0to0ePJisrS71fqVTyzTff4OLigqGhIQ4ODkybNk3jvOfOncPHx4cSJUpQs2ZN9u3bp7F/z549fPTRRxgbG2Nvb8+QIUN48OCBer+joyNTp06lZ8+emJiYUKFCBTZs2EBqaiqtW7fGxMSEGjVqcOjQIfUxT1fDjh07ho+PD6amppiZmVG7dm0OHTpEZGQkvXr14u7du+rqy8SJE9XnnTJlCj179sTMzIx+/frh6+vLoEGDNOJPTU3FwMCAXbt2FXjvdXR0+OCDD/Dy8sLZ2ZkOHTrg6ur67C/YEwIDA1m0aJH6/aNHj1i+fDmBgYF52q5evRp3d3cMDQ1xdHRk9uzZz+z7zp07BAcHY21tjZmZGb6+vhw7dkyjzcaNG6lbty5GRkaULl2aTz75RL1PoVCwbt06jfYWFhaEh4fne77s7Gz69OmDk5MTxsbGuLq6MnfuXI02QUFBtGnThmnTplGuXLln3iuFQqH+vq5UqRJTp05FR0dHoyr89LDGCxcuqL93zMzM6NixI9euXSvwHEqlksmTJ1O+fHkMDQ2pVasWW7du1Wizd+9eatWqhZGREXXq1GHdunXq/08qlQoXFxdmzZqlcczRo0dRKBScPXu2wHMXhiRnQgghhBDkPJRalfFYOy+V6oXjTktLY+nSpbi4uGBlZZVvm8uXL9OiRQvq1q3LsWPHCA0NZeHChUydOlXdZsyYMcyYMYNx48Zx+vRpIiIiKFu2rEY/X331FSNGjODo0aNUrlyZLl26qBO8xMREmjdvTrt27Th+/Dh//vkne/bsyZMAff/993h5eXHkyBE+/vhjevToQc+ePenevTuxsbE4OzvTs2fPAu9Jt27dKF++PDExMRw+fJjRo0ejr6/PBx98wJw5czSqLyNGjFAfN2vWLGrWrMmRI0cYN24cwcHBREREkJGRoW6zdOlS7Ozs8PX1LfB+t27dmlWrVuX5QF9YPXr04J9//uHChQtATgLm6OiIp6enRrvDhw/TsWNHOnfuzIkTJ5g4cSLjxo0rMFEC6NChA9evX2fLli0cPnwYT09PmjRpwq1btwD466+/+OSTT2jRogVHjhxh165d1KtX74WuA3ISnfLly7Ny5UpOnz7N+PHj+fLLL1mxYoVGu127dhEfH8+OHTvYtGlTofrOzs5m8eLFAHnuzZPnb926Nbdu3SIqKoodO3Zw7tw5OnXqVGC/c+fOZfbs2cyaNYvjx4/j7+/Pf/7zHxISEgC4d+8erVq1onr16sTGxjJlyhRGjRqlPl6hUNC7d2/CwsI0+g0LC6NRo0a4uLgU6voK8vbXuoUQQgghXoXHmWSMmaOVUxtOHwaGhX/e2qZNmzAxMQHgwYMH2NrasmnTJnR08v+7+08//YS9vT3z5s1DoVBQpUoVrly5wqhRoxg/fjwPHjxg7ty5zJs3T13BcXZ25sMPP9ToZ8SIEXz88ccATJo0CXd3d86ePUuVKlWYPn063bp1Y9iwYQBUqlSJH374gcaNGxMaGoqRkREALVq0oH///gCMHz+e0NBQ6tatS4cOHYCcYYMNGzbk2rVr2NjY5LmWCxcuMHLkSKpUqaI+Ty5zc3N19eVpvr6+fP755+r3dnZ2DBo0iPXr19OxY0cgp0qXO6cvP6dPn6Zr165MnjyZ4OBgvv/+e3Xchw8fpk6dOqSmplK6dOl8jwcoU6YMAQEBhIeHM378eBYtWkTv3r3ztPvuu+9o0qQJ48aNA6By5cqcPn2ab7/9lqCgoDzt9+zZw8GDB7l+/TqGhoZATkK6bt06Vq1aRb9+/Zg2bRqdO3dm0qRJ6uNq1qxZYKzPo6+vr9GXk5MT+/btY8WKFep7ClCyZEl+++235z5T8O7du+rv60ePHqGvr8+vv/6Ks7Nzvu137drFiRMnSEpKwt7eHoAlS5bg7u5OTEwMdevWzXPMrFmzGDVqFJ07dwZg5syZ7N69mzlz5jB//nwiIiJQKBQsWLAAIyMjqlatyuXLl+nbt6+6j6CgIMaPH8/BgwepV68emZmZRERE5KmmvQipnAkhhBBCvGV8fHw4evQoR48e5eDBg/j7+xMQEMD58+fzbR8XF0fDhg01kg4vLy/S0tK4dOkScXFxZGRk0KRJk2eet0aNGup/29raAnD9+nUgZ7hheHg4JiYm6pe/vz9KpZKkpKR8+8itzFWvXj3Pttx+nzZ8+HCCg4Px8/NjxowZJCYmPjPmXHXq1NF4b2RkRI8ePdRDDGNjYzl58mS+iU+uiRMnEhAQwOjRo9mwYQMDBgzg559/BuDEiRNUqVLlmYlZrt69exMeHs65c+fYt28f3bp1y9MmLi4OLy8vjW1eXl4kJCTk+zDjY8eOkZaWhpWVlcbXICkpSX2Pjh49+tyvcVHNnz+f2rVrY21tjYmJCb/++qu6KpirevXqhXrYu6mpqfr7+siRI3z99dcMGDCAjRs35ts+Li4Oe3t7dWIGULVqVSwsLIiLi8vT/t69e1y5ciXf+5rbPj4+nho1aqj/mADkqS6WK1eOjz/+WP29s3HjRjIyMtSJ+svQauUsNDSU0NBQkpOTAXB3d2f8+PEEBAQAkJ6ezueff87y5cvJyMjA39+fn376KU+JXQghhBDipRno51SwtHTuoihZsqTG8KnffvsNc3NzFixYoDFUsbCMjY0L1U5f///jzE30lEolkDO8sn///gwZMiTPcU8udpFfH8/q92kTJ06ka9eu/PXXX2zZsoUJEyawfPlyjblT+SlZsmSebcHBwdSqVYtLly4RFhaGr68vFSpUKLCP48ePqyuLnp6ebNiwAX9/f27cuMHWrVvp1avXM2PIFRAQQL9+/ejTpw+tWrUqcDhqUaSlpWFra0tkZGSefblz9p73dVYoFHmGk2ZmZhbYfvny5YwYMYLZs2fTsGFDTE1N+fbbbzlw4IBGu/zufX50dHQ0vq9r1KjB9u3bmTlzJq1atSpUH29KcHAwPXr04PvvvycsLIxOnTq9koVKtFo5K1++PDNmzODw4cMcOnQIX19fWrduzalTpwD47LPP2LhxIytXriQqKoorV67Qtm1bbYYshBBCiHeUQqFAYWignddLLqGuUCjQ0dHh0aNH+e53c3Nj3759Gh+8o6OjMTU1pXz58lSqVAljY+NnLoTxPJ6enpw+fRoXF5c8r8JUTYqicuXKfPbZZ2zfvp22bduq5/8YGBjkW1UqSPXq1alTpw4LFiwgIiIi3+GFT7Kzs+Off/5Rv/fy8mLt2rVMmTKFxMTEPPPrCqKnp0fPnj2JjIws8Jxubm5ER0drbIuOjqZy5cro6urmae/p6cnVq1fR09PLc/9zq3k1atR45tfY2tqalJQU9fuEhAQePnxYYPvo6Gg++OADBg4ciIeHBy4uLoWuZBaWrq7uM7+vL168yMWLF9XbTp8+zZ07d6hatWqe9mZmZpQrVy7f+5rb3tXVlRMnTmjMRYyJicnTV4sWLShZsiShoaFs3br1ud87haXV5KxVq1a0aNGCSpUqUblyZaZNm4aJiQn79+/n7t27LFy4kO+++w5fX19q165NWFgYe/fuZf/+/doMWwghhBBA+oPr3LuZoO0w3ksZGRlcvXqVq1evEhcXx+DBg0lLSyuwujBw4EAuXrzI4MGD+ffff1m/fj0TJkxg+PDh6OjoYGRkxKhRo/jiiy9YsmQJiYmJ7N+/n4ULFxY6plGjRrF3714GDRrE0aNHSUhIYP369YVOWArj0aNHDBo0iMjISM6fP090dDQxMTG4ubkBOSv5paWlsWvXLm7cuPHMxCJXcHAwM2bMQKVSPbf6NnLkSLZu3UpISAgnT57kyJEjREVFYWBgQGpqaoHD7/IzZcoUUlNT8ff3z3f/559/zq5du5gyZQpnzpxh8eLFzJs3T2ORkyf5+fnRsGFD2rRpw/bt20lOTmbv3r189dVX6tUvJ0yYwLJly5gwYQJxcXGcOHGCmTNnqvvw9fVl3rx5HDlyhEOHDjFgwACNqubTKlWqxKFDh9i2bRtnzpxh3Lhx+SYyhaVSqdTf10lJSfz6669s27aN1q1bF3jN1atXp1u3bsTGxnLw4EF69uxJ48aN8wxjzTVy5EhmzpzJn3/+SXx8PKNHj+bo0aMMHToUgK5du6JUKunXrx9xcXFs27ZNPZfsyT+i6OrqEhQUxJgxY6hUqRINGzZ84et+UrGZc5adnc3y5ct58OABDRs25PDhw2RmZuLn56duU6VKFRwcHPIs2/qkjIwM7t27p/ESQgghxKuXEPsre9Z05uyRwn+AF6/G1q1bsbW1xdbWlvr16xMTE8PKlSvx9vbOt72dnR2bN2/m4MGD1KxZkwEDBtCnTx/Gjh2rbjNu3Dg+//xzxo8fj5ubG506dSpw3ld+atSoQVRUFGfOnOGjjz7Cw8OD8ePHU65cuZe9XDVdXV1u3rxJz549qVy5Mh07diQgIEC9KMUHH3zAgAED6NSpE9bW1nzzzTfP7bNLly7o6enRpUsXjXlG+WnevLl6EQovLy98fX2Jj4/n4MGDTJo0iaCgIPbu3VuoazEwMKB06dIFVk09PT1ZsWIFy5cvp1q1aowfP57JkycXOCdOoVCwefNmGjVqRK9evahcuTKdO3fm/Pnz6ilB3t7erFy5kg0bNlCrVi18fX05ePCguo/Zs2djb2/PRx99RNeuXRkxYsQzh+r179+ftm3b0qlTJ+rXr8/NmzcZOHBgoa4/P/fu3VN/X7u5uTF79mwmT57MV199VeA1r1+/HktLSxo1aoSfnx8VK1bkzz//LPAcQ4YMYfjw4Xz++edUr16drVu3smHDBvXCMmZmZmzcuJGjR49Sq1YtvvrqK8aPHw+Q5/ujT58+PH78uNDDWQtDoXqZtVtfgRMnTtCwYUPS09MxMTEhIiKCFi1aEBERQa9evTRKipAzIc/Hx0cjy3/SxIkTNVaNyXX37l3MzMxeyzUIIYQQ75uH9y4TteITVKpsGrT6jVI2Hq+0/3v37mFubv5af3+np6eTlJSEk5PTcz+Ui3dXcnIyzs7OxMTEFLhku3i//fHHH+pn6D05b++ff/6hSZMmXLx48ZlrYhTlZ43Wl9J3dXXl6NGj3L17l1WrVhEYGEhUVNQL9zdmzBiGDx+ufn/v3j2NFVyEEEII8fISjy5CpcrGyq7+K0/MhHgTMjMzuXnzJmPHjqVBgwaSmAm1JUuWULFiRezs7Dh27BijRo2iY8eO6sQsIyOD1NRUJk6cSIcOHV7pYoVaT84MDAzUq7LUrl2bmJgY5s6dS6dOnXj8+DF37tzReCp8Qc+8yGVoaKh+toMQQgghXr2H9y5z6UzO3JpKnv20HI0QLyY6OhofHx8qV67MqlWrtB2OKEauXr3K+PHjuXr1Kra2tnTo0IFp06ap9y9btow+ffpQq1YtlixZ8krPrfXk7GlKpZKMjAxq166Nvr4+u3btol27dkDOcwcuXLjwyibcCSGEEKLozh5ZiEqVTWm7+pSyqaXtcIR4Id7e3nmWjRcC4IsvvuCLL74ocH9QUNAzn4f3MrSanI0ZM4aAgAAcHBy4f/8+ERERREZGsm3bNszNzenTpw/Dhw+nVKlSmJmZMXjwYBo2bEiDBg20GbYQQgjx3npw7yKXEzYBUKn2AC1HI4QQ7xatJmfXr1+nZ8+epKSkYG5uTo0aNdi2bRtNmzYF4Pvvv0dHR4d27dppPIRaCCGEENqhrpqVb4hl2RraDkcIId4pWk3OnvfsDCMjI+bPn8/8+fPfUERCCCGEKMiDuxe5krAZgMq1+2s5GiGEePcUm+ecCSGEEKJ4O3vkN1SqbKztvbAoU13b4QghxDtHkjMhhBBCPNeDuxe4fDanaiYrNAohxOshyZkQQgghnuts7G+gUmJt/yEWZappOxwhhHgnSXImhBBCiGdKu5PM5cQtAFSqLVWzt0FycjIKhYKjR4++0n4dHR2ZM2fOK+3zSd7e3gwbNuy19S9EcSfJmRBCCCGe6eyRnKpZGYePsLB213Y4gpznLCkUCvXLysqK5s2bc/z4cQDs7e1JSUmhWrW3q8q5Zs0apkyZou0whNAaSc6EEEIIUaC0O0lcSdwGQCVPWaGxOGnevDkpKSmkpKSwa9cu9PT0aNmyJQC6urrY2Nigp6fVhbmLrFSpUpiammo7DCG0RpIzIYQQQhQod65ZmQqNMbd203Y44gmGhobY2NhgY2NDrVq1GD16NBcvXiQ1NTXfYY1RUVHUq1cPQ0NDbG1tGT16NFlZWer93t7eDBo0iEGDBmFubk7p0qUZN24cKpVK47wPHz6kd+/emJqa4uDgwK+//qre5+vry6BBgzTap6amYmBgwK5duwD46aefqFSpEkZGRpQtW5b27dtrxPDksMaMjAxGjRqFvb09hoaGuLi4qB/FdPv2bbp164a1tTXGxsZUqlSJsLCwl76vQmiTJGdCCCGEyFfa7SerZu/+XDOVSoXy8SOtvJ5OgIoqLS2NpUuX4uLigpWVVZ79ly9fpkWLFtStW5djx44RGhrKwoULmTp1qka7xYsXo6enx8GDB5k7dy7fffcdv/32m0ab2bNnU6dOHY4cOcLAgQP59NNPiY+PByA4OJiIiAgyMjLU7ZcuXYqdnR2+vr4cOnSIIUOGMHnyZOLj49m6dSuNGjUq8Lp69uzJsmXL+OGHH4iLi+OXX37BxMQEgHHjxnH69Gm2bNlCXFwcoaGhlC5d+oXvoRDFwdtV6xZCCCHEG5NwZAGgomwFb8xLV9F2OK+dKjOdS7M/1Mq5y3++B4WBcZGO2bRpkzpRefDgAba2tmzatAkdnbx/e//pp5+wt7dn3rx5KBQKqlSpwpUrVxg1ahTjx49XH2Nvb8/333+PQqHA1dWVEydO8P3339O3b191Xy1atGDgwIEAjBo1iu+//57du3fj6upK27ZtGTRoEOvXr6djx44AhIeHq+fIXbhwgZIlS9KyZUtMTU2pUKECHh4e+V7fmTNnWLFiBTt27MDPzw+AihUrqvdfuHABDw8P6tSpA+QsViLE204qZ0IIIYTI4/6tRFIStwOyQmNx5ePjw9GjRzl69CgHDx7E39+fgIAAzp8/n6dtXFwcDRs2RKFQqLd5eXmRlpbGpUuX1NsaNGig0aZhw4YkJCSQnZ2t3lajRg31vxUKBTY2Nly/fh0AIyMjevTowaJFiwCIjY3l5MmTBAUFAdC0aVMqVKhAxYoV6dGjB3/88QcPHz7M9/qOHj2Krq4ujRs3znf/p59+yvLly6lVqxZffPEFe/fufd4tE6LYk8qZEEIIIfI4m1s1c/TBzMpV2+G8EQp9I8p/vkdr5y6qkiVL4uLion7/22+/YW5uzoIFCwgODn6V4WnQ19fXeK9QKFAqler3wcHB1KpVi0uXLhEWFoavry8VKlQAwNTUlNjYWCIjI9m+fTvjx49n4sSJxMTEYGFhodGvsfGzK4m5iejmzZvZsWMHTZo0ISQkhFmzZr2aCxVCC6RyJoQQQggN92+dJeXcTuD9WqFRoVCgY2CsldeT1aqXil9Hh0ePHuXZ5+bmxr59+zTmtkVHR2Nqakr58uXV2w4cOKBx3P79+6lUqRK6urqFjqN69erUqVOHBQsWEBERQe/evTX26+np4efnxzfffMPx48dJTk7mv//9b779KJVKoqKiCjyXtbU1gYGBLF26lDlz5mgsTiLE20gqZ0IIIYTQkBCbUzWzcWqCmVUlbYcjCpCRkcHVq1eBnJUL582bR1paGq1atcrTduDAgcyZM4fBgwczaNAg4uPjmTBhAsOHD9eYo3bhwgWGDx9O//79iY2N5ccff2T27NlFji04OJhBgwZRsmRJPvnkE/X2TZs2ce7cORo1aoSlpSWbN29GqVTi6pq3Ouvo6EhgYCC9e/fmhx9+oGbNmpw/f57r16/TsWNHxo8fT+3atXF3dycjI4NNmzbh5iYrioq3myRnQgghhFC7dyuBq0k5VTMXz77PaS20aevWrdja2gI5wwWrVKnCypUr8fb2Jjk5WaOtnZ0dmzdvZuTIkdSsWZNSpUrRp08fxo4dq9GuZ8+ePHr0iHr16qGrq8vQoUPp16/ocw67dOnCsGHD6NKlC0ZG/z9k08LCgjVr1jBx4kTS09OpVKkSy5Ytw909/4ebh4aG8uWXXzJw4EBu3ryJg4MDX375JQAGBgaMGTOG5ORkjI2N+eijj1i+fHmRYxWiOFGoXnbt1mLu3r17mJubc/fuXczMzLQdjhBCCFGsxe78gqtJu7Bx8sPTb6bW4ngTv7/T09NJSkrCyclJI4F4X3l7e1OrVi3mzJnz0n0lJyfj7OxMTEwMnp6eLx+cEG+xovyskcqZEEIIIQC4d/MMV5N2AQoqSdVMvIDMzExu3rzJ2LFjadCggSRmQhSRLAgihBBCCAASYnMWU7Ct6IdpKZfntBYir+joaGxtbYmJieHnn3/WdjhCvHWkciaEEEII7t2M51rybkCBi6c81+x9FBkZ+dJ9eHt7847PmBHitZLKmRBCCCFIOPy/qplzM0wtK2o5GiGEeD9JciaEEEK85+7e+Jdr5yMBBZU8ZK6ZEEJoiyRnQgghxHsud65ZOWd/TCydtByNEEK8vyQ5E0IIId5jd1PjuH4+ChQ6uHgGazscIYR4r0lyJoQQQrzHEmJ/Af5XNbOQqpkQQmiTJGdCCCHEe+pO6imuX/gnp2omc82EEELrJDkTQggh3lO5KzTaOQdgYlFBy9GIt5W3tzfDhg3TdhhaFxQURJs2bV66n6Lez/DwcCwsLF76vKJ4kORMCCGEeA/duX6S1It7UCh0Za7ZWyYoKAiFQoFCoUBfX5+yZcvStGlTFi1ahFKp1HZ4b73XlWxGRkaqv24KhQJjY2Pc3d359ddfNdqtWbOGKVOmvPLzi7eDJGdCCCHEe0i9QqNLACXNHbQcjSiq5s2bk5KSQnJyMlu2bMHHx4ehQ4fSsmVLsrKytB2eeIb4+HhSUlI4ffo0/fv359NPP2XXrl3q/aVKlcLU1FSLEQptkuRMCCGEeM/cvnaC1IvROVUzD6mavY0MDQ2xsbHBzs4OT09PvvzyS9avX8+WLVsIDw9Xt7tz5w7BwcFYW1tjZmaGr68vx44dA+DMmTMoFAr+/fdfjb6///57nJ2d1e9PnjxJQEAAJiYmlC1blh49enDjxo0CY7t9+zY9e/bE0tKSEiVKEBAQQEJCgnp/7jC8devWUalSJYyMjPD39+fixYvqNhMnTqRWrVosWrQIBwcHTExMGDhwINnZ2XzzzTfY2NhQpkwZpk2bpnHuZ13vk/3+/vvvODo6Ym5uTufOnbl//z6QU5WMiopi7ty56gpXcnIy2dnZ9OnTBycnJ4yNjXF1dWXu3LlF+Ir9vzJlymBjY4OTkxNDhgzBycmJ2NhY9f6nK3fPu5/5CQ0NxdnZGQMDA1xdXfn999819v/77798+OGHGBkZUbVqVXbu3IlCoWDdunUA+Pr6MmjQII1jUlNTMTAw0EgkxasnyZkQQgjxnlGv0FipBSXN7bUcTfGhUqnIynyklZdKpXrp+H19falZsyZr1qxRb+vQoQPXr19ny5YtHD58GE9PT5o0acKtW7eoXLkyderU4Y8//tDo548//qBr165ATrLj6+uLh4cHhw4dYuvWrVy7do2OHTsWGEdQUBCHDh1iw4YN7Nu3D5VKRYsWLcjMzFS3efjwIdOmTWPJkiVER0dz584dOnfurNFPYmIiW7ZsYevWrSxbtoyFCxfy8ccfc+nSJaKiopg5cyZjx47lwIEDhbreJ/tdt24dmzZtYtOmTURFRTFjxgwA5s6dS8OGDenbty8pKSmkpKRgb2+PUqmkfPnyrFy5ktOnTzN+/Hi+/PJLVqxY8QJfqRwqlYqtW7dy4cIF6tev/1L380lr165l6NChfP7555w8eZL+/fvTq1cvdu/eDUB2djZt2rShRIkSHDhwgF9//ZWvvvpKo4/g4GAiIiLIyMhQb1u6dCl2dnb4+vq+8DWL59PTdgBCCCGEeHNuXzvOjUv7/lc166PtcIqV7Kx0tod/qJVzNwvag56+8Uv3U6VKFY4fPw7Anj17OHjwINevX8fQ0BCAWbNmsW7dOlatWkW/fv3o1q0b8+bNU89xOnPmDIcPH2bp0qUAzJs3Dw8PD77++mv1ORYtWoS9vT1nzpyhcuXKGudPSEhgw4YNREdH88EHHwA5yZ69vT3r1q2jQ4cOAGRmZjJv3jx1UrJ48WLc3Nw4ePAg9erVA0CpVLJo0SJMTU2pWrUqPj4+xMfHs3nzZnR0dHB1dWXmzJns3r2b+vXrF+p6c/sNDw9XDx3s0aMHu3btYtq0aZibm2NgYECJEiWwsbFRX5euri6TJk1Sv3dycmLfvn2sWLHimYlqfsqXLw9ARkYGSqWSyZMn06hRo3zbFvZ+PmnWrFkEBQUxcOBAAIYPH87+/fuZNWsWPj4+7Nixg8TERCIjI9XXOG3aNJo2baruo23btgwaNIj169erry88PFw931G8PlI5E0IIId4jCYdzqmZ2lVpS0kyqZu8alUql/vB87Ngx0tLSsLKywsTERP1KSkoiMTERgM6dO5OcnMz+/fuBnA/+np6eVKlSRd3H7t27NY7P3Zfbx5Pi4uLQ09PTqARZWVnh6upKXFycepuenh5169ZVv69SpQoWFhYabRwdHTXmXpUtW5aqVauio6Ojse369euFvt78+rW1tVX38Szz58+ndu3aWFtbY2Jiwq+//sqFCxeee9zT/vnnH44ePcrRo0f57bff+PrrrwkNDc23bWHv59PHeHl5aWzz8vJSt4+Pj8fe3l4j+cxNiHMZGRnRo0cPFi1aBEBsbCwnT54kKCioyNcrikYqZ0IIIcR74va1Y9y4vF+qZgXQ1TOiWdAerZ37VYiLi8PJKedh4mlpadja2hIZGZmnXe7S6zY2Nvj6+hIREUGDBg2IiIjg008/VbdLS0ujVatWzJw5M08ftra2ryTmgujr62u8z12d8ultuStUFuZ6C+r3eatcLl++nBEjRjB79mwaNmyIqakp3377rcaQysJycnJSx+Pu7s6BAweYNm2axn0vDoKDg6lVqxaXLl0iLCwMX19fKlSQR268bpKcCSGEEO+JM/+rmpWv3IoSZnZajqb4USgUr2Roobb897//5cSJE3z22WcAeHp6cvXqVfT09HB0dCzwuG7duvHFF1/QpUsXzp07pzH3y9PTk9WrV+Po6Iie3vM/Nrq5uZGVlcWBAwfUw/Bu3rxJfHw8VatWVbfLysri0KFD6opNfHw8d+7cwc3N7UUuXR1rYa73eQwMDMjOztbYljusMHeoIORfOXwRurq6PHr0KN99hb2fTx8THR1NYGCgRvy57V1dXbl48SLXrl2jbNmyAMTExOTpp3r16tSpU4cFCxYQERHBvHnzXuo6ReHIsEYhhBDiPXDr6hFuXj6AQqGLs1TN3noZGRlcvXqVy5cvExsby9dff03r1q1p2bIlPXv2BMDPz4+GDRvSpk0btm/fTnJyMnv37uWrr77i0KFD6r7atm3L/fv3+fTTT/Hx8aFcuXLqfSEhIdy6dYsuXboQExNDYmIi27Zto1evXnkSGIBKlSrRunVr+vbty549ezh27Bjdu3fHzs6O1q1bq9vp6+szePBgDhw4wOHDhwkKCqJBgwZ5htcVRWGv93kcHR05cOAAycnJ3LhxA6VSSaVKlTh06BDbtm3jzJkzjBs3Lt+EpjCuX7/O1atXOX/+PCtXruT333/XuDdPKuz9fNLIkSMJDw8nNDSUhIQEvvvuO9asWcOIESMAaNq0Kc7OzgQGBnL8+HGio6MZO3YsQJ75ZMHBwcyYMQOVSsUnn3zyQtcrikaSMyGEEOI9kDvXrLzrfyhhWu45rUVxt3XrVmxtbXF0dKR58+bs3r2bH374gfXr16OrqwvkfNDevHkzjRo1olevXlSuXJnOnTtz/vx5dcUEwNTUlFatWnHs2DG6deumcZ5y5coRHR1NdnY2zZo1o3r16gwbNgwLCwuNuV9PCgsLo3bt2rRs2ZKGDRuiUqnYvHmzxnDCEiVKMGrUKLp27YqXlxcmJib8+eefL3VPCnu9zzNixAh0dXWpWrUq1tbWXLhwgf79+9O2bVs6depE/fr1uXnzpkYVrShcXV2xtbXFxcWFUaNG0b9/f3788ccC2xfmfj6pTZs2zJ07l1mzZuHu7s4vv/xCWFgY3t7eQE6lbt26daSlpVG3bl2Cg4PVqzUaGWkOr+3SpQt6enp06dIlzz7xeihUr2Lt1mLs3r17mJubc/fuXczMzLQdjhBCCPHG3UqJZf+mvih09PDuuA5j09c7V+hVeBO/v9PT00lKSsLJyUk+eL5B4eHhDBs2jDt37mg7FPE/0dHRfPjhh5w9e1bjGXfJyck4OzsTExODp6enFiN8uxXlZ43MORNCCCHeceqqWeXWb0ViJoR4vdauXYuJiQmVKlXi7NmzDB06FC8vL3VilpmZyc2bNxk7diwNGjSQxOwNkuRMCCGEeIfdTDnMzZRDKHT0cPHope1whBDFwP379xk1ahQXLlygdOnS+Pn5MXv2bPX+6OhofHx8qFy5MqtWrdJipO8fGdYohBBCvMP2b+rHrZTDOLi1p9qHY7QdTqHJsEYhxLuiKD9rZEEQIYQQ4h1180oMt1IOo6Ojj3MtqZoJIURxJ8mZEEII8Q5SqVT//1yzKm0wNrHRckRCCCGeR5IzIYQQ4h1080oMt68eyama1ZSqmRBCvA0kORNCCCHeMSqVSr1Co32VthibFP4ZT0IIIbRHkjMhhBDiHXPzykFuXzuKjq6BzDUTQoi3iCRnQgghxDvkyaqZQ5W2GJW01nJEQgghCkurydn06dOpW7cupqamlClThjZt2hAfH6/RxtvbG4VCofEaMGCAliIWQgghircbl/dz+9oxdHQNqVgrSNvhiPeYt7c3w4YN03YYb42n75ejoyNz5szRWjxCO7SanEVFRRESEsL+/fvZsWMHmZmZNGvWjAcPHmi069u3LykpKerXN998o6WIhRBCiOJLo2rm1hajElI1e1ddvXqVoUOH4uLigpGREWXLlsXLy4vQ0FAePnz4RmOJjIxEoVBw584dje1r1qxhypQpr+28MTExeHl5UbJkScqUKUP79u3Jysp67nETJ06kVq1aebYnJyejUCg4evToqw/2BcTExNCvXz/1e4VCwbp167QXkHgj9LR58q1bt2q8Dw8Pp0yZMhw+fJhGjRqpt5coUQIbG1kCWAghhHiWG5f2cef6iZyqWc1AbYcjXpNz587h5eWFhYUFX3/9NdWrV8fQ0JATJ07w66+/Ymdnx3/+8x9th0mpUqVea/+dOnWicuXKHDp0CKVSSWRk5Gs9X2E8fvwYAwODV9KXtbX8ceV9VKzmnN29exfI+5/5jz/+oHTp0lSrVo0xY8Y88y9CGRkZ3Lt3T+MlhBBCvOtUKhUJsblVs/ZSNXuHDRw4ED09PQ4dOkTHjh1xc3OjYsWKtG7dmr/++otWrVqp2965c4fg4GCsra0xMzPD19eXY8eOqffnVpF+//13HB0dMTc3p3Pnzty/f1/dRqlUMn36dJycnDA2NqZmzZqsWrUKyKk2+fj4AGBpaYlCoSAoKAjIO0wvIyODUaNGYW9vj6GhIS4uLixcuBCA27dv061bN6ytrTE2NqZSpUqEhYU98z7o6OjQtm1b3NzccHd3JyQkBD29V1t3OHnyJAEBAZiYmFC2bFl69OjBjRs31Pu9vb0ZNGgQw4YNo3Tp0vj7+xfquAcPHtCzZ09MTEywtbVl9uzZec795LBGR0dHAD755BMUCgWOjo4kJyejo6PDoUOHNI6bM2cOFSpUQKlUvtJ7Id6MYpOcKZVKhg0bhpeXF9WqVVNv79q1K0uXLmX37t2MGTOG33//ne7duxfYz/Tp0zE3N1e/7O3t30T4QgghhFalXtrLnesn0dE1xFmqZi9EpVLxOOuRVl4qlapQMd68eZPt27cTEhJCyZIl822jUCjU/+7QoQPXr19ny5YtHD58GE9PT5o0acKtW7fUbRITE1m3bh2bNm1i06ZNREVFMWPGDPX+6dOns2TJEn7++WdOnTrFZ599Rvfu3YmKisLe3p7Vq1cDEB8fT0pKCnPnzs03rp49e7Js2TJ++OEH4uLi+OWXXzAxMQFg3LhxnD59mi1bthAXF0doaCilS5d+5r1o3bo1U6dOJTk5uVD3rqju3LmDr68vHh4eHDp0iK1bt3Lt2jU6duyo0W7x4sUYGBgQHR3Nzz//XKjjRo4cSVRUFOvXr2f79u1ERkYSGxtbYCwxMTEAhIWFkZKSQkxMDI6Ojvj5+eVJYsPCwggKCkJHp9h8zBdFoNVhjU8KCQnh5MmT7NmzR2P7k2Ntq1evjq2tLU2aNCExMRFnZ+c8/YwZM4bhw4er39+7d08SNCGEEO+0J+eaVajaAcMSVlqO6O2UmZ3OD6u8tHLuIe2jMdAzfm67s2fPolKpcHV11dheunRp0tPTgZzPVDNnzmTPnj0cPHiQ69evY2hoCMCsWbNYt24dq1atUn/GUiqVhIeHY2pqCkCPHj3YtWsX06ZNIyMjg6+//pqdO3fSsGFDACpWrMiePXv45ZdfaNy4sXrEU5kyZbCwsMg37jNnzrBixQp27NiBn5+fup9cFy5cwMPDgzp16gD/XykqyOLFiwkPD2fkyJE0btyYLVu2ULVqVQBmz55NWFgYJ0+eLPD4EydOqBPDXE8nyPPmzcPDw4Ovv/5avW3RokXY29tz5swZKleuDEClSpU01kOYOnXqM48rV64cCxcuZOnSpTRp0kR9PeXLly8w3twhjhYWFhpTfYKDgxkwYADfffcdhoaGxMbGcuLECdavX19gX6J4KxbJ2aBBg9i0aRN///33M78xAerXrw/k/HDKLzkzNDRU/wASQggh3gepF/dwN/WUzDV7jx08eBClUkm3bt3IyMgA4NixY6SlpWFlpZmsP3r0iMTERPV7R0dHdWIGYGtry/Xr14Gcz1sPHz6kadOmGn08fvwYDw+PQsd39OhRdHV1ady4cb77P/30U9q1a0dsbCzNmjWjTZs2fPDBB/m2VSqVjB49milTpjBw4ECsra1p1KgRmzZtokGDBpw4cYKPPvromfG4urqyYcMGjW2XL1/G29tb/f7YsWPs3r07TxIHOdXG3OSsdu3aGvued9yjR494/Pix+jMt5EzpeTrhLow2bdoQEhLC2rVr6dy5M+Hh4fj4+Dw3uRXFl1aTM5VKxeDBg1m7di2RkZE4OTk995jcFXRsbW1fc3RCCCFE8ZdTNfsVgAruHTE0fr2LMLzL9HWNGNI+WmvnLgwXFxcUCkWeRw/lVqGMjf+/+paWloatrW2+C2U8WeHS19fX2KdQKNTzldLS0gD466+/sLOz02hXlD+GPxlXfgICAjh//jybN29mx44dNGnShJCQEGbNmpWn7fXr17l69ao6OezTpw/379/Hz8+P3377jdWrV7Nr165nns/AwAAXFxeNbU/PV0tLS6NVq1bMnDkzz/FPfg59enjp8447e/bsM2MrCgMDA3r27ElYWBht27YlIiKiwGGl4u2g1eQsJCSEiIgI1q9fj6mpKVevXgXA3NwcY2NjEhMTiYiIoEWLFlhZWXH8+HE+++wzGjVqRI0aNbQZuhBCCFEsXL/wD3dvnEZXz4iKNXpqO5y3mkKhKNTQQm2ysrKiadOmzJs3j8GDBxc47wzA09OTq1evoqen98KVlKpVq2JoaMiFCxcKrHrlrk6YnZ1dYD/Vq1dHqVQSFRWlHtb4NGtrawIDAwkMDOSjjz5i5MiR+SZnlpaWGBsb8/fff6uHWg4bNoz79+/TpUsX/vOf/1CvXr2iXmoenp6erF69GkdHxyItNPK845ydndHX1+fAgQM4ODgAOQuinDlzpsB7DDlJdH73ODg4mGrVqvHTTz+RlZVF27ZtCx2rKH60OlMwNDSUu3fv4u3tja2trfr1559/Ajn/2Xfu3EmzZs2oUqUKn3/+Oe3atWPjxo3aDFsIIYQoFp5cobFC1U5SNXtP5H4Ir1OnDn/++SdxcXHEx8ezdOlS/v33X3R1dQHw8/OjYcOGtGnThu3bt5OcnMzevXv56quv8qzwVxBTU1NGjBjBZ599xuLFi0lMTCQ2NpYff/yRxYsXA1ChQgUUCgWbNm0iNTVVXW17kqOjI4GBgfTu3Zt169aRlJREZGQkK1asAGD8+PGsX7+es2fPcurUKTZt2oSbm1u+MRkaGjJ06FAmTZrEjz/+SEJCAv/88w9Hjx6lZMmS/PPPP3kqiy8iJCSEW7du0aVLF2JiYkhMTGTbtm306tXrmYno844zMTGhT58+jBw5kv/+97+cPHmyUAt4ODo6smvXLq5evcrt27fV293c3GjQoAGjRo2iS5cuz61SiuJN68Man8Xe3p6oqKg3FI0QQgjxdrl+4W/u3fgXXT1jKtbsoe1wxBvi7OzMkSNH+PrrrxkzZgyXLl3C0NCQqlWrMmLECAYOHAjkVAI3b97MV199Ra9evUhNTcXGxoZGjRpRtmzZQp9vypQpWFtbM336dM6dO4eFhQWenp58+eWXANjZ2TFp0iRGjx5Nr1696NmzJ+Hh4Xn6CQ0N5csvv2TgwIHcvHkTBwcHdR8GBgaMGTOG5ORkjI2N+eijj1i+fHmBMU2bNg1HR0fmzZvHF198QenSpWnXrh3Jycl0796djz/+mP379z93xcdnKVeuHNHR0YwaNYpmzZqRkZFBhQoVaN68+TMTqcIc9+2336qHP5qamvL555+rHylVkNmzZzN8+HAWLFiAnZ2dxiqVffr0Ye/evfTu3fuFr1cUDwpVYddufUvdu3cPc3Nz7t69i5mZmbbDEUIIIV4JlUpF9Npu3LsZT8WaQVSpN1jbIb1Sb+L3d3p6OklJSTg5OWFkVLg5X0IUR1OmTGHlypUcP35c26GIfBTlZ408AEEIIYR4C107H8m9m/Ho6pegYg2pmgnxPkpLS+PkyZPqOYji7SfJmRBCCPGWUamU6hUaHd07Y2Bkod2AhBBaMWjQIGrXro23t7cMaXxHFIvnnAkhhBCi8K4lR3L/1hn09EviVL2btsMRQmhJeHh4vvP7xNtLKmdCCCHEW0SlUpIQm/tcM6maCSHEu0SSMyGEEOItcjV5N/dvJUjVTAgh3kGSnAkhhBBviZy5ZjnPNXOs1gUDI3MtRySEEOJVkuRMCCGEeEtcTdpF2u1E9AxMpGomhBDvIEnOhBBCiLdAzlyzBQA4VuuKvqE8u1MIId41kpwJIYQQb4GUczv/v2pWrau2wxFCCPEaSHImhBBCFHMqZTZn/1c1c6rWDX1DUy1HJN4m3t7eDBs27LWeIzIyEoVCwZ07dwpsEx4ejoWFRZH6VSgUrFu37qViE+JtIsmZEEIIUcylJO0k7c459AxMcazeRdvhiGIgKCgIhULBgAED8uwLCQlBoVAQFBQEwJo1a5gyZcobjjCvTp06cebMGW2HIUSxJsmZEEIIUYyplNnq55o5Ve+GvoFUzUQOe3t7li9fzqNHj9Tb0tPTiYiIwMHBQb2tVKlSmJq+2PeNSqUiKyvrpWMFMDY2pkyZMq+kLyHeVZKcCSGEEMXYlXPbeXAnGX1DMxyrSdVM/D9PT0/s7e1Zs2aNetuaNWtwcHDAw8NDve3pYY0ZGRmMGjUKe3t7DA0NcXFxYeHChcD/D0/csmULtWvXxtDQkD179pCRkcGQIUMoU6YMRkZGfPjhh8TExOSJKTo6mho1amBkZESDBg04efKkel9+wxpDQ0NxdnbGwMAAV1dXfv/992de84kTJ/D19cXY2BgrKyv69etHWlqaen9WVhZDhgzBwsICKysrRo0aRWBgIG3atAFgyZIlWFlZkZGRodFvmzZt6NGjxzPPLcSbIMmZEEIIUUxpzDWr3h19AxMtR/RuU6lUPMpK18pLpVK9UMy9e/cmLCxM/X7RokX06tXrmcf07NmTZcuW8cMPPxAXF8cvv/yCiYnm99bo0aOZMWMGcXFx1KhRgy+++ILVq1ezePFiYmNjcXFxwd/fn1u3bmkcN3LkSGbPnk1MTAzW1ta0atWKzMzMfONYu3YtQ4cO5fPPP+fkyZP079+fXr16sXv37nzbP3jwAH9/fywtLYmJiWHlypXs3LmTQYMGqdvMnDmTP/74g7CwMKKjo7l3757GnLUOHTqQnZ3Nhg0b1NuuX7/OX3/9Re/evZ9534R4E/S0HYAQQggh8nclcRsP7p5H39CcCu6dtB3OOy89O4MPtzw7sXld9gSEYaxnVOTjunfvzpgxYzh//jyQU7lavnw5kZGR+bY/c+YMK1asYMeOHfj5+QFQsWLFPO0mT55M06ZNgZykKDQ0lPDwcAICAgBYsGABO3bsYOHChYwcOVJ93IQJE9THLV68mPLly7N27Vo6duyY5xyzZs0iKCiIgQMHAjB8+HD279/PrFmz8PHxydM+IiKC9PR0lixZQsmSJQGYN28erVq1YubMmZQtW5Yff/yRMWPG8Mknn6j3b968Wd2HsbExXbt2JSwsjA4dOgCwdOlSHBwc8Pb2LuAuC/HmSOVMCCGEKIaUyizOHvkNkKqZKJi1tTUff/wx4eHhhIWF8fHHH1O6dOkC2x89ehRdXV0aN278zH7r1Kmj/ndiYiKZmZl4eXmpt+nr61OvXj3i4uI0jmvYsKH636VKlcLV1TVPm1xxcXEafQJ4eXk9s33NmjXViVlue6VSSXx8PHfv3uXatWvUq1dPvV9XV5fatWtr9NO3b1+2b9/O5cuXgZzhlrkLrAihbVI5E0IIIYqhlCeqZo5SNXsjjHQN2RMQ9vyGr+ncL6p3797qoX3z589/ZltjY+NC9flkAvSu8fDwoGbNmixZsoRmzZpx6tQp/vrrL22HJQQglTMhhBCi2FEqs0j431yzijV6oGfw7n5QLk4UCgXGekZaeb1M1aZ58+Y8fvyYzMxM/P39n9m2evXqKJVKoqKiCt1/7oId0dHR6m2ZmZnExMRQtWpVjbb79+9X//v27ducOXMGNze3fPt1c3PT6BNyhmU+3eeT7Y8dO8aDBw802uvo6ODq6oq5uTlly5bVWKgkOzub2NjYPH0FBwerq41+fn7Y29s/4w4I8eZI5UwIIYQoZq6c3cLDexcxMLKQuWbiuXR1ddVDAXV1dZ/Z1tHRkcDAQHr37s0PP/xAzZo1OX/+PNevX893XhjkVNE+/fRTRo4cSalSpXBwcOCbb77h4cOH9OnTR6Pt5MmTsbKyomzZsnz11VeULl1avVLi00aOHEnHjh3x8PDAz8+PjRs3smbNGnbu3Jlv+27dujFhwgQCAwOZOHEiqampDB48mB49elC2bFkABg8ezPTp03FxcaFKlSr8+OOP3L59O0/y27VrV0aMGMGCBQtYsmTJM++ZEG+SVM6EEEKIYkRjrlmNnujpl9ByROJtYGZmhpmZWaHahoaG0r59ewYOHEiVKlXo27evRjUqPzNmzKBdu3b06NEDT09Pzp49y7Zt27C0tMzTbujQodSuXZurV6+yceNGDAwM8u2zTZs2zJ07l1mzZuHu7s4vv/xCWFhYgQtzlChRgm3btnHr1i3q1q1L+/btadKkCfPmzVO3GTVqFF26dKFnz540bNgQExMT/P39MTLSXGzF3Nycdu3aYWJiUmDyKIQ2KFQvunbrW+LevXuYm5tz9+7dQv/QEkIIIbTlYvwGTvw9CQMjC7w7b3xvk7M38fs7PT2dpKQknJyc8nx4F+8GpVKJm5sbHTt2ZMqUKRr7mjRpgru7Oz/88IOWohPvi6L8rJFhjUIIIUQxoVRmkvi/qlnFGoHvbWImxIs6f/4827dvp3HjxmRkZDBv3jySkpLo2rWrus3t27eJjIwkMjKSn376SYvRCpGXJGdCCCFEMXE5YTMP71/GwLgUDlU7aDscId46Ojo6hIeHM2LECFQqFdWqVWPnzp0ai5J4eHhw+/ZtZs6ciaurqxajFSIvSc6EEEKIYkCpzOTskYUAVKzREz39wi15LoT4f/b29nlWgHxacnLymwlGiBcgC4IIIYQQxcDlM5t4dP8yBsZWVKjaXtvhCCGE0AJJzoQQQggtUymzSTwWDoBzzUB09aRqJoQQ7yNJzoQQQggtu3Y+iof3LqFvaIZ9lbbaDkcIIYSWSHImhBBCaFnSiaUAOLi1l7lmQgjxHpPkTAghhNCiO9dPcPvaMRQ6elSo2lHb4QghhNAiSc6EEEIILUo68QcA5ZybY1TSWsvRCCGE0CZJzoQQQggteXj/CilJuwBwqt5Ny9GId5W3tzfDhg3TdhhCiEKQ5EwIIYTQkuSTy0GlxMquPmZWlbUdjniLBAUFoVAoGDBgQJ59ISEhKBQKgoKCAFizZg1Tpkx5wxEKIV6EJGdCCCGEFmQ+vs+l+HWAVM3Ei7G3t2f58uU8evRIvS09PZ2IiAgcHBzU20qVKoWpqekLnUOlUpGVlfXSsQohCkeSMyGEEEILLv67jqzMB5hYVMS6/AfaDke8hTw9PbG3t2fNmjXqbWvWrMHBwQEPDw/1tqeHNWZkZDBq1Cjs7e0xNDTExcWFhQsXAhAZGYlCoWDLli3Url0bQ0ND9uzZQ0ZGBkOGDKFMmTIYGRnx4YcfEhMTo+7z9u3bdOvWDWtra4yNjalUqRJhYWHq/ZcuXaJLly6UKlWKkiVLUqdOHQ4cOKDeHxoairOzMwYGBri6uvL7779rXKtCoSA0NJSAgACMjY2pWLEiq1atUu/39fVl0KBBGsekpqZiYGDArl27XvAOC/HmSXImhBBCvGFKZRbJJ5cB4FS9KwqFQssRCcipEj3KytTKS6VSvVDMvXv31kiCFi1aRK9evZ55TM+ePVm2bBk//PADcXFx/PLLL5iYmGi0GT16NDNmzCAuLo4aNWrwxRdfsHr1ahYvXkxsbCwuLi74+/tz69YtAMaNG8fp06fZsmULcXFxhIaGUrp0aQDS0tJo3Lgxly9fZsOGDRw7dowvvvgCpVIJwNq1axk6dCiff/45J0+epH///vTq1Yvdu3drxDRu3DjatWvHsWPH6NatG507dyYuLg6A4OBgIiIiyMjIULdfunQpdnZ2+Pr6vtC9FUIb9LQdgBBCCPG+uZq0i/QH1zAwsqScSwtthyP+Jz07i8YbF2jl3FGt+mKsp1/k47p3786YMWM4f/48ANHR0SxfvpzIyMh82585c4YVK1awY8cO/Pz8AKhYsWKedpMnT6Zp06YAPHjwgNDQUMLDwwkICABgwYIF7Nixg4ULFzJy5EguXLiAh4cHderUAcDR0VHdV0REBKmpqcTExFCqVCkAXFxc1PtnzZpFUFAQAwcOBGD48OHs37+fWbNm4ePjo27XoUMHgoODAZgyZQo7duzgxx9/5KeffqJt27YMGjSI9evX07FjziMpwsPD1XPzhHhbFDk5y8jI4MCBA5w/f56HDx9ibW2Nh4cHTk5OryM+IYQQ4p2iUqlIOp7z0OkKVTuiq2eo5YjE28za2pqPP/6Y8PBwVCoVH3/8sbpilZ+jR4+iq6tL48aNn9lvbpIFkJiYSGZmJl5eXupt+vr61KtXT125+vTTT2nXrh2xsbE0a9aMNm3a8MEHH6jP6eHhoU7MnhYXF0e/fv00tnl5eTF37lyNbQ0bNszz/ujRowAYGRnRo0cPFi1aRMeOHYmNjeXkyZNs2LDhmdcpRHFT6OQsOjqauXPnsnHjRjIzMzE3N8fY2Jhbt26RkZFBxYoV6devHwMGDHjhSadCCCHEu+721aPcvXEaHV0DHKp20HY44glGunpEteqrtXO/qN69e6vnW82fP/+ZbY2NjQvVZ8mSJYsUQ0BAAOfPn2fz5s3s2LGDJk2aEBISwqxZswp9zpcVHBxMrVq1uHTpEmFhYfj6+lKhQoU3cm4hXpVCzTn7z3/+Q6dOnXB0dGT79u3cv3+fmzdvcunSJR4+fEhCQgJjx45l165dVK5cmR07drzuuIUQQoi3UtKJnKqZXaWPMTS21HI04kkKhQJjPX2tvF5m6F3z5s15/PgxmZmZ+Pv7P7Nt9erVUSqVREVFFbr/3IU6oqOj1dsyMzOJiYmhatWq6m3W1tYEBgaydOlS5syZw6+//gpAjRo1OHr0qHp+2tPc3Nw0+oacosCTfQPs378/z3s3NzeNa6tTpw4LFiwgIiKC3r17F/oahSguCvVnmo8//pjVq1ejr5//WOiKFStSsWJFAgMDOX36NCkpKa80SCGEEOJd8ODuBa6dz/lQ7FRNls8Xr4aurq56eKGuru4z2zo6OhIYGEjv3r354YcfqFmzJufPn+f69evquVpPK1myJJ9++ikjR46kVKlSODg48M033/Dw4UP69OkDwPjx46lduzbu7u5kZGSwadMmdeLUpUsXvv76a9q0acP06dOxtbXlyJEjlCtXjoYNGzJy5Eg6duyIh4cHfn5+bNy4kTVr1rBz506NOFauXEmdOnX48MMP+eOPPzh48KB6lclcwcHBDBo0iJIlS/LJJ5+80P0UQpsKVTnr379/gYnZ06pWrUqTJk1eKighhBDiXZSzQqMKa3svTCxlrrZ4dczMzDAzMytU29DQUNq3b8/AgQOpUqUKffv25cGDB888ZsaMGbRr144ePXrg6enJ2bNn2bZtG5aWOdVfAwMDxowZQ40aNWjUqBG6urosX75cvW/79u2UKVOGFi1aUL16dWbMmKFOJNu0acPcuXOZNWsW7u7u/PLLL4SFheHt7a0Rw6RJk1i+fDk1atRgyZIlLFu2LE91rUuXLujp6dGlSxeMjIwKdT+EKE4UqiKu3apSqTh8+DDJyckoFAqcnJzw8PAotivh3Lt3D3Nzc+7evVvoH1pCCCHEq/Y4/S67l7UgOyudei1CKW1XT9shFWtv4vd3eno6SUlJODk5yQf5Yk6hULB27VratGnzzHbJyck4OzsTExODp6fnmwlOiOcoys+aIs0+3b17N3369OH8+fPq53HkJmiLFi2iUaNGLx61EEII8Q678O9qsrPSMS1VGatydbUdjhDvlMzMTG7evMnYsWNp0KCBJGbirVXoh1CfPXuWli1b4ujoyJo1a4iLi+P06dOsXLmS8uXL06JFC86dO/c6YxVCCCHeSsrsTM6f+hOAijW6F9vRJkK8raKjo7G1tSUmJoaff/5Z2+EI8cIKnZzNmTOHBg0a8N///pfWrVvj6upKlSpVaNu2Lbt376Z+/fp8//33RTr59OnTqVu3LqamppQpU4Y2bdoQHx+v0SY9PZ2QkBCsrKwwMTGhXbt2XLt2rUjnEUIIIbTpSuI2Mh7ewLCENbYVm2k7HCHeOiqV6plDGr29vVGpVMTHx1O9evU3F5gQr1ihk7PIyEiGDRuW7z6FQsGwYcPYvXt3kU4eFRVFSEgI+/fvZ8eOHWRmZtKsWTONSamfffYZGzduZOXKlURFRXHlyhXatm1bpPMIIYQQ2qJSqdTL5zu6d0JHt3ALbAkhhHj/FHrO2YULF575l4hq1apx/vz5Ip1869atGu/Dw8MpU6YMhw8fplGjRty9e5eFCxcSERGBr68vAGFhYbi5ubF//34aNGhQpPMJIYQQb9rNKzHcv5WArp4R9lXkj4tCCCEKVujKWVpaGiVKlChwf4kSJXj48OFLBXP37l0ASpUqBcDhw4fJzMzEz89P3aZKlSo4ODiwb9++fPvIyMjg3r17Gi8hhBBCW3KrZuUrt8bAyFzL0QghhCjOirRa4+nTp7l69Wq++27cuPFSgSiVSoYNG4aXlxfVqlUD4OrVqxgYGGBhYaHRtmzZsgXGMX36dCZNmvRSsQghhBCvwv3b50i9GA0ocKzeRdvhCCGEKOaKlJw1adKE/B6LplAoUKlUL7X6VEhICCdPnmTPnj0v3AfAmDFjGD58uPr9vXv3sLe3f6k+hRBCiBeRfOIPAMo6elPSTH4XCSGEeLZCJ2dJSUmvLYhBgwaxadMm/v77b8qXL6/ebmNjw+PHj7lz545G9ezatWvY2Njk25ehoSGGhoavLVYhhBCiMDIe3eLy2c0AOFXvruVohBBCvA0KPeesQoUKhXoVhUqlYtCgQaxdu5b//ve/ODk5aeyvXbs2+vr67Nq1S70tPj6eCxcu0LBhwyKdSwghhHiTzp9eiTL7MebW7liWrantcIR4bcLDw/NMQRGvxsSJE6lVq9ZL9xMUFPTMRxGI4qPQydnx48cL9SqKkJAQli5dSkREBKamply9epWrV6/y6NEjAMzNzenTpw/Dhw9n9+7dHD58mF69etGwYUNZqVEIIUSxlZ2VzoXTKwGoWF0eOi1eraCgIBQKBQMGDMizLyQkBIVCQVBQ0JsPrBhITU2lffv2WFpaYmZmhre3d55n6OYnMjIShUKhfpUtW5Z27dpx7ty5NxB1wUaMGKFRpJAk691X6GGNtWrVUs8tK4hCoSA7O7vQJw8NDQVyHhz4pLCwMPUPle+//x4dHR3atWtHRkYG/v7+/PTTT4U+hxBCCPGmXT67mcfptzE2saWsk6+2wxHvIHt7e5YvX87333+PsbExAOnp6URERODg4KDl6LRn1KhRHDp0iE2bNmFjY0NsbGyRjo+Pj8fU1JSEhAT69etHq1atOH78OLq6ukWOJTMzE339l3uuoYmJCSYmJi/Vh3i7FLpylpSUxLlz50hKSirwVdS/LqhUqnxfT/61x8jIiPnz53Pr1i0ePHjAmjVrCpxvJoQQQmibSqUk+UQEAI7VuqCjU6S1t4QWqVQqHmVlaeX1rD9+58fT0xN7e3vWrFmj3rZmzRocHBzw8PBQb1uyZAlWVlZkZGRoHN+mTRt69Oihfr9x40bq1q2LkZERpUuX5pNPPlHvu337Nj179sTS0pISJUoQEBBAQkLCM+MLDQ3F2dkZAwMDXF1d+f333zX2//vvv3z44YcYGRlRtWpVdu7ciUKhYN26dQD4+voyaNAgjWNSU1MxMDDQqCQ9TUdHhw8++AAvLy+cnZ3p0KEDrq6uz4z1SWXKlMHW1pZGjRoxfvx4Tp8+zdmzZ4mJiaFp06aULl0ac3NzGjdunCfxUygUhIaG8p///IeSJUsybdo0srOz6dOnD05OThgbG+Pq6srcuXM1jouMjKRevXqULFkSCwsLvLy81M8OfnJY48SJE1m8eDHr169XV/giIyMBOHHiBL6+vhgbG2NlZUW/fv1IS0sr8DozMjIYMmQIZcqUwcjIiA8//JCYmBiNNhs2bKBSpUoYGRnh4+PD4sWLUSgU3LlzhwcPHmBmZsaqVas0jlm3bh0lS5bk/v37hb7nQlOhf2MUdT6ZEEII8T5KvbiXtDtJ6OmXpLxra22HI4ogPTsbn3VbtHLu3W0CMNYrWiLfu3dvwsLC6NatGwCLFi2iV69e6g/sAB06dGDIkCFs2LCBDh06AHD9+nX++usvtm/fDsBff/3FJ598wldffcWSJUt4/PgxmzdvVvcRFBREQkICGzZswMzMjFGjRtGiRQtOnz6db2Vo7dq1DB06lDlz5uDn58emTZvo1asX5cuXx8fHh+zsbNq0aYODgwMHDhzg/v37fP755xp9BAcHM2jQIGbPnq1e6G3p0qXY2dnh61twNbp169a0a9eOnj170rx58yLdz6flViQfP37M/fv3CQwM5Mcff0SlUjF79mxatGhBQkICpqam6mMmTpzIjBkzmDNnDnp6eiiVSsqXL8/KlSuxsrJi79699OvXD1tbWzp27EhWVhZt2rShb9++LFu2jMePH3Pw4MF8h0KPGDGCuLg47t27R1hYGJDzbOAHDx7g7+9Pw4YNiYmJ4fr16+r7Fx4enu+1ffHFF6xevZrFixdToUIFvvnmG/z9/Tl79iylSpUiKSmJ9u3bM3ToUIKDgzly5AgjRoxQH1+yZEk6d+5MWFgY7du3V2/Pff/kPRFFU+jKmRBCCCGeL+l/y+fbV/kEfQMZjiRen+7du7Nnzx7Onz/P+fPniY6Opnt3zZVBjY2N6dq1q/rDPOQkOQ4ODuppJdOmTaNz585MmjQJNzc3atasyZgxYwDUSdlvv/3GRx99RM2aNfnjjz+4fPmyusr1tFmzZhEUFMTAgQOpXLkyw4cPp23btsyaNQuAHTt2kJiYyJIlS6hZsyYffvgh06ZN0+ijbdu2AKxfv169LTw8XD3fLj+nT5+ma9euTJ48meDgYFauXKned/jwYRQKRaGfy5uSksKsWbOws7PD1dUVX19funfvTpUqVXBzc+PXX3/l4cOHREVFaRzXtWtXevXqRcWKFXFwcEBfX59JkyZRp04dnJyc6NatG7169WLFihVAziOf7t69S8uWLXF2dsbNzY3AwMB8h6aamJhgbGyMoaEhNjY22NjYYGBgQEREBOnp6SxZsoRq1arh6+vLvHnz+P3337l27Vqefh48eEBoaCjffvstAQEBVK1alQULFmBsbMzChQsB+OWXX3B1deXbb7/F1dWVzp0755nHGBwczLZt20hJSQFykv7NmzfTu3fvQt1jkT8ZayGEEEK8IvduxnPzykEUCl0cq3XWdjiiiIx0ddndJkBr5y4qa2trPv74Y8LDw1GpVHz88ceULl06T7u+fftSt25dLl++jJ2dXZ4k5+jRo/Tt2zffc8TFxaGnp0f9+vXV26ysrHB1dSUuLq7AY/r166exzcvLSz2cLz4+Hnt7e41pKvXq1dNob2RkRI8ePVi0aBEdO3YkNjaWkydPsmHDhgLvx8SJEwkICGD06NE0a9aMpk2bcvPmTQYMGMCJEyeoUqVKvvfnSeXLl0elUvHw4UNq1qzJ6tWrMTAw4Nq1a4wdO5bIyEiuX79OdnY2Dx8+5MKFCxrH16lTJ0+f8+fPZ9GiRVy4cIFHjx7x+PFj9VDFUqVKERQUhL+/P02bNsXPz4+OHTtia2v7zDifFBcXR82aNSlZsqR6m5eXF0qlkvj4eMqWLavRPjExkczMTLy8vNTb9PX1qVevnvprGh8fT926dTWOe/prVK9ePdzd3Vm8eDGjR49m6dKlVKhQgUaNGhU6dpGXJGdCCCHEK5JbNbOp6IexSeE/XIniQaFQFHloobb17t1bPTdr/vz5+bbx8PCgZs2aLFmyhGbNmnHq1Cn++usv9f7c4XvFTXBwMLVq1eLSpUuEhYXh6+v7zGk2x48fJzAwEMiZk7dhwwb8/f25ceMGW7dupVevXs895z///IOZmRllypTRGJoXGBjIzZs3mTt3LhUqVMDQ0JCGDRvy+PFjjeOfTJAAli9fzogRI5g9ezYNGzbE1NSUb7/9lgMHDqjbhIWFMWTIELZu3cqff/7J2LFj2bFjx1uxMnlwcDDz589n9OjRhIWF0atXL1md9iXJsEYhhBDiFUh/kMqVxG0AOFXvpuVoxPuiefPmPH78mMzMTPz9/QtsFxwcTHh4OGFhYfj5+WFvb6/eV6NGjQIX2XBzcyMrK0sjmbh58ybx8fFUrVq1wGOio6M1tkVHR6vbu7q6cvHiRY0hd08vRgFQvXp16tSpw4IFC4iIiHjucDk7Ozv++ecf9XsvLy/Wrl3LlClTSExMzLPASH6cnJxwdnbOM2cqOjqaIUOG0KJFC9zd3TE0NCzUEMno6Gg++OADBg4ciIeHBy4uLiQmJuZp5+HhwZgxY9i7dy/VqlUjIiIi3/4MDAzyrIzu5ubGsWPHePDggcZ5dXR08l0MJXehlie/RpmZmcTExGh8jQ4dOqRxXH5fo+7du3P+/Hl++OEHTp8+rU6OxYt76eQsKiqKzZs3c/v27VcRjxBCCPFWOn/6T1TKLCxtPLCwdtd2OOI9oaurS1xcHKdPn37mcu9du3bl0qVLLFiwIE+SM2HCBJYtW8aECROIi4vjxIkTzJw5E4BKlSrRunVr+vbty549ezh27Bjdu3fHzs6O1q3zX/Bm5MiRhIeHExoaSkJCAt999x1r1qxRLyjRtGlTnJ2dCQwM5Pjx40RHRzN27FiAPFWX4OBgZsyYgUql0lhBsqDzbt26lZCQEE6ePMmRI0eIiorCwMCA1NRUNm7c+Oyb+QyVKlXi999/Jy4ujgMHDtCtW7dCVRwrVarEoUOH2LZtG2fOnGHcuHEaSU5SUhJjxoxh3759nD9/nu3bt5OQkICbm1u+/Tk6OnL8+HHi4+O5ceMGmZmZdOvWDSMjIwIDAzl58iS7d+9m8ODB9OjRI8+QRsip7n366afq+3X69Gn69u3Lw4cP6dOnDwD9+/fn33//ZdSoUZw5c4YVK1aoFxd58mtkaWlJ27ZtGTlyJM2aNaN8+fJFua0iH4VOzmbOnMm4cePU71UqFc2bN8fHx4eWLVvi5ubGqVOnXkuQQgghRHGWlfmIC3GrAamaiTfPzMwMMzOzZ7YxNzenXbt2mJiY5HmIsbe3NytXrmTDhg3UqlULX19fDh48qN4fFhZG7dq1admyJQ0bNkSlUrF58+YCn+HVpk0b5s6dy6xZs3B3d+eXX34hLCxMvQCJrq4u69atIy0tjbp16xIcHMxXX30F5Mw1e1KXLl3Q09OjS5cuefY9rXnz5uzatYsTJ07g5eWFr68v8fHxHDx4kEmTJhEUFMTevXuf2UdBFi5cyO3bt/H09KRHjx7qZeifp3///rRt25ZOnTpRv359bt68ycCBA9X7S5Qowb///ku7du2oXLky/fr1IyQkhP79++fbX9++fXF1daVOnTpYW1sTHR1NiRIl2LZtG7du3aJu3bq0b9+eJk2aMG/evALjmjFjBu3ataNHjx54enpy9uxZtm3bhqWlJZBTQVy1ahVr1qyhRo0ahIaGqr9Guatn5urTpw+PHz+WhUBeEYWqkA/W8PT0ZNSoUXTq1AmAlStXEhgYyI4dO3Bzc6Nnz56UKFFCvfpMcXHv3j3Mzc25e/fuc39wCSGEEC8i+dQKTu+dSQkzexp3WI1Cp+iLOwhNb+L3d3p6OklJSTg5OT33g/+7oEmTJri7u/PDDz9oO5Q8oqOj+fDDDzl79izOzs7q7cnJyTg7OxMTE4Onp6cWIxTTpk3j559/5uLFixrbf//9dz777DOuXLmCgYGBlqIr3orys6bQs16TkpKoUaOG+v3mzZtp3769eqWXsWPHqp+fIYQQQrwvVMpskk/mLATiWK2rJGai2Ll9+zaRkZFERkby008/aTscIOdZaCYmJlSqVImzZ88ydOhQ9YOjIWcO1M2bNxk7diwNGjSQxEwLfvrpJ+rWrYuVlRXR0dF8++23GvP2Hj58SEpKCjNmzKB///6SmL0ihU7OsrKyNMqY+/btY9iwYer35cqVK/SzI4QQQoh3xbULf/Pw3iX0Dc0oX7mVtsMRIg8PDw9u377NzJkz810gQhvu37/PqFGjuHDhAqVLl8bPz4/Zs2er90dHR+Pj40PlypVZtWqVFiN9fyUkJDB16lRu3bqFg4MDn3/+ufr5dwDffPMN06ZNo1GjRhrbxcsp9LDGWrVqMWzYMIKCgrhw4QKOjo6cPHlSvarL3r176dixI5cuXXqtAReVDGsUQgjxOu3b0Ifb147iXKsXrnWfvxqcKBwZ1iiEeFe8lmGNISEhDBo0iH/++Yf9+/fTsGFDjSVU//vf/+Lh4fHiUQshhBBvmTvXT3L72lEUOnpUqNpJ2+EIIYR4yxU6Oevbty+6urps3LiRRo0aMWHCBI39V65ckVVahBBCvFdyHzpdztkfo5LWWo5GCCHE267QyRnkPIW+oASsuEwwFUIIId6ER/dTuJqU8+Bep+rdtRyNEEKId0GRkjOAy5cvs3r1as6cOQPkPEG8bdu22NnZvfLghBBCiOIq+dQyVKpsrMrVw8yqsrbDEUII8Q4oUnL2008/MXz4cB4/fqyenHvv3j1GjhzJd999p/FQPSGEEOJdlfk4jYv/rgPAqYZUzYQQQrwaOoVt+NdffzFkyBAGDRrE5cuXuXPnDnfu3OHy5csMHDiQoUOHsnnz5tcZqxBCCFEsXPx3HVmZDzCxcMK6fENthyPEGxEeHo6FhcVz2ykUCtatW/fa43kTgoKCaNOmjdbO7+3trfHoKvHuK3Ry9u233zJ69GhmzZqFra2terutrS3fffcdo0aN4ptvvnktQQohhBDFhVKZRfKpZQA4Ve+GQlHoX6VCvBJBQUEoFApmzJihsX3dunUoFIoi91XY5KNTp07qaS0AEydOpFatWnnapaSkEBAQUKQ4XkRqairt27fH0tISMzMzvL29iY+Pf+5xkZGRKBQKFAoFOjo6mJub4+HhwRdffEFKSopG27lz5xIeHl7omHL7vnPnTpGupaDj1qxZw5QpU4rUl3i7Ffo3SmxsLD169Chwf48ePYiNjX0lQQkhhBDF1dWk/5KedhUDI0vKubTQdjjiPWVkZMTMmTO5ffv2GzlfZmYmxsbGlClT5rltbWxsMDQ0fO0xjRo1ikOHDrFp0yaOHDlCSEhIkY6Pj4/nypUrxMTEMGrUKHbu3Em1atU4ceKEuo25uXmhqoWvS6lSpTA1NdXa+cWbV+jkLDs7G319/QL36+vrk52d/UqCEkIIIYojlUpF0omlAFSo2hFdvdf/AVSI/Pj5+WFjY8P06dMLbJNfZWvOnDk4Ojqq9y9evJj169erK0mRkZEkJyejUCj4888/ady4MUZGRvzxxx8awxrDw8OZNGkSx44dUx+bW2F6eljjiRMn8PX1xdjYGCsrK/r160daWpp6f271Lnd0lpWVFSEhIWRmZj7zHujo6PDBBx/g5eWFs7MzHTp0wNXVtdD3sEyZMtjY2FC5cmU6d+5MdHQ01tbWfPrpp3liy6VUKpk+fTpOTk4YGxtTs2ZNVq1aBUBycjI+Pj4AWFpaolAoCAoKeqnjnh7WmJGRwahRo7C3t8fQ0BAXFxcWLlwIwO3bt+nWrRvW1tYYGxtTqVIlwsLCCn0/RPFQ6AVB3N3dWb9+PZ999lm++9etW4e7u/srC0wIIYQobm5fO8rd1FPo6BrgULWDtsMRr5hKpSI9W6WVcxvpKoo0JFFXV5evv/6arl27MmTIEMqXL1/kc44YMYK4uDju3bun/hBfqlQprly5AsDo0aOZPXs2Hh4eGBkZsW3bNvWxnTp14uTJk2zdupWdO3cCOVWmpz148AB/f38aNmxITEwM169fJzg4mEGDBmkMF9y9eze2trbs3r2bs2fP0qlTJ2rVqkXfvn0LjL9169a0a9eOnj170rx58yJf/9OMjY0ZMGAAn332GdevX8+3Sjh9+nSWLl3Kzz//TKVKlfj777/p3r071tbWfPjhh6xevZp27doRHx+PmZkZxsbGL3Xc03r27Mm+ffv44YcfqFmzJklJSdy4cQOAcePGcfr0abZs2ULp0qU5e/Ysjx49eun7It6sQidnISEhfPrppxgaGtKvXz/09HIOzcrK4pdffmHs2LHyrDMhhBDvtNyHTttV+hhDY0stRyNetfRsFU1WPX/O0uuwq70rxnpFmy/2ySefUKtWLSZMmKCunhSFiYkJxsbGZGRkYGNjk2f/sGHDaNu2bb7HGhsbY2Jigp6eXr7H5oqIiCA9PZ0lS5ZQsmRJAObNm0erVq2YOXMmZcuWBXIqRvPmzUNXV5cqVarw8ccfs2vXrgKTs9OnT9O1a1cmT55McHAw33//PR065PzB5PDhw9SpU4fU1FRKly5dpHtSpUoVIKea9XRylpGRwddff83OnTtp2DBnIaCKFSuyZ88efvnlFxo3bkypUqWAnKpcbpXxRY972pkzZ1ixYgU7duzAz89P3U+uCxcu4OHhQZ06dQDUFVLxdil0chYYGMiJEycYNGgQY8aMwdnZGZVKxblz50hLS2PIkCHqEqwQQgjxrnlw9yLXkiMBcKrWTbvBCPE/M2fOxNfXlxEjRrzyvnM/5L+MuLg4atasqU7MALy8vFAqlcTHx6uTM3d3d3R1ddVtbG1tNeZ+PW3ixIkEBAQwevRomjVrRtOmTbl58yYDBgzgxIkTVKlSpciJGeRUT4F8q5hnz57l4cOHNG3aVGP748eP8fDwKLDPFz3uaUePHkVXV5fGjRvnu//TTz+lXbt2xMbG0qxZM9q0acMHH3xQ6P5F8VCk55zNmjWL9u3bs2zZMhISEgBo3LgxnTt3pkGDBq8lQCGEEKI4SD65DFBhbe+FiaWTtsMRr4GRroJd7Qs/Z+lVn/tFNGrUCH9/f8aMGZPnj+Q6OjrqZCPX8+ZxPenJhOp1e3pdA4VCgVKpLLD98ePHCQwMBMDT05MNGzbg7+/PjRs32Lp1K7169XqhOOLi4oD8q0658+T++usv7OzsNPY9awGUFz3uaQUNdcwVEBDA+fPn2bx5Mzt27KBJkyaEhIQwa9asQp9DaF+RkjOABg0aSCImhBDivfI4/S6XzqwHwKm6PHT6XaVQKIo8tLA4mDFjBrVq1cqzGIa1tTVXr15FpVKpK0FHjx7VaGNgYPDCC7oV5lg3NzfCw8N58OCBOtmLjo5GR0enSIt3PM3Ozo5//vmHMWPGADnVuLVr19KyZUtKlSrFoEGDitzno0eP+PXXX2nUqBHW1tZ59letWhVDQ0MuXLhQYPXKwMAAQOO+vOhxT6tevTpKpZKoqCj1sManWVtbExgYSGBgIB999BEjR46U5OwtU+jVGitUqECvXr1YsmQJFy9efJ0xCSGEEMXKxX/XkJ2VjmmpyliVq6vtcITQUL16dbp168YPP/ygsd3b25vU1FS++eYbEhMTmT9/Plu2bNFo4+joyPHjx4mPj+fGjRtFqqw5OjqSlJTE0aNHuXHjBhkZGXnadOvWDSMjIwIDAzl58iS7d+9m8ODB9OjRQz2k8UWMHDmSrVu3EhISwsmTJzly5AhRUVEYGBiQmprKxo0bn9vH9evXuXr1KgkJCSxfvhwvLy9u3LhBaGhovu1NTU0ZMWIEn332GYsXLyYxMZHY2Fh+/PFHFi9eDOR8XlYoFGzatInU1FTS0tJe+LinOTo6EhgYSO/evVm3bh1JSUlERkayYsUKAMaPH8/69es5e/Ysp06dYtOmTbi5ub3oLRZaUujkrFevXiQlJdG/f38cHR1xcXGhb9++LFu2jKtXr77OGIUQQgitUWZnknzqTwAq1uhe5If8CvEmTJ48Oc8wQDc3N3766Sfmz59PzZo1OXjwYJ65aX379sXV1ZU6depgbW1NdHR0oc/Zrl07mjdvjo+PD9bW1ixbtixPmxIlSrBt2zZu3bpF3bp1ad++PU2aNGHevHkvdqH/07x5c3bt2sWJEyfw8vLC19eX+Ph4Dh48yKRJkwgKCmLv3r3P7MPV1ZVy5cpRu3ZtZsyYgZ+fHydPnqRq1aoFHjNlyhTGjRvH9OnTcXNzo3nz5vz11184OeUMdbazs2PSpEmMHj2asmXLqit4L3rc00JDQ2nfvj0DBw6kSpUq9O3blwcPHgA51bcxY8ZQo0YNGjVqhK6uLsuXLy/yvRXapVA9PRj5OTIyMoiOjiYqKorIyEgOHDhAZmYmlStXxtfXl/nz57+uWF/IvXv3MDc35+7du5iZmWk7HCGEEG+ZS2c2cTxqAoYlrPHpvBEd3YKf+SlenTfx+zs9PZ2kpCScnJwwMjJ6LecQQoii/KwpdOUsl6GhIb6+vkyaNImoqChSUlIYM2YMV65c4eeff37hoIUQQojiJueh0znL5zu6d5LETAghxGtV5AVBHj9+zL59+4iMjFRXzuzs7Gjfvn2BkxyFEEKIt9HNKzHcv3UGXT0j7Kvk/7wnIYQQ4lUpdHI2efJkdTJWoUIFGjVqRL9+/fjjjz8oV67c64xRCCGE0IqkE0sBKF+5NQZG5lqORgghxLuu0MnZxIkTcXBwYPbs2XTo0AErK6vXGZcQQgihVWm3k0i9GA0ocKzWRdvhCCGEeA8Ues7Zli1b6Ny5M+Hh4ZQrV47q1aszePBgVq1aRWpq6uuMUQghhHjjkk7mzDUr6+hNSXN7LUcjhBDifVDo5Mzf358ZM2awf/9+bty4wcyZMylRogTffPMN5cuXx93d/YUe+CeEEEIUNxmPbnE54S8AnKp303I0Qggh3hdFXq0Rch7C16JFC77++mvmzp3L8OHDuXTpUoEP7RNCCCHeJhdOr0KZ/Rhza3csy9bSdjhCCCHeE0VarVGpVHLo0CF2795NZGQk0dHRPHjwgPLly/PJJ5/g4+PzuuIUQggh3ojsrHTOn14BgFN1eei0EEKIN6fQyVlAQAB79+7l/v37lCtXDh8fH77//nt8fHyoWLHi64xRCCGEeGOunN3C4/TbGJnYYOPkq+1wijXl5WsoL19Ht7Y7Ct0XGowjhBDiCYX+SWphYcG3335LfHw8ly5d4vfff6dPnz6SmAkhhHhnqFTKJx463QUdnSI/DvS9krVlD1nLt5C1KVLboYgnhIeHY2Fh8dr6j4yMRKFQcOfOnUIf4+joyJw5c15bTEK8KwqdnC1btox+/fpRqVKl1xmPEEIIoTWpl/aRdicJPf2S2Fdpo+1wijXlhRSUpxNBoUC3YS1th/PeCQoKQqFQoFAoMDAwwMXFhcmTJ5OVlfXaz/3BBx+QkpKCubk8+0+IV03+JCiEEEL8T9LxnIdO21dpg76BiZajKd6ytkUDoFO7KjplSmk5mvdT8+bNCQsLIyMjg82bNxMSEoK+vj62trav9bwGBgbY2Ni81nMI8b6SAeJCCCEEcO/mGW5eOYhCoYujuzx0+lmU56+gjDsHOgr0mjbUdjjvLUNDQ2xsbKhQoQKffvopfn5+bNiwQb1/27ZtuLm5YWJiQvPmzUlJSQHg77//Rl9fn6tXr2r0N2zYMD766CMAzp8/T6tWrbC0tKRkyZK4u7uzefNmIP9hjatXr8bd3R1DQ0McHR2ZPXv2M2O/cOECrVu3xsTEBDMzMzp27Mi1a9c02kydOpUyZcpgampKcHAwo0ePplatWoW+BiHeRpKcCSGEEEDSiZyqmY1TE4xNX2/l4W33/1Uzd3Ss352qmUqlIjNTOy+VSvXS8RsbG/P48WMAHj58yKxZs/j999/5+++/uXDhAiNGjACgUaNGVKxYkd9//119bGZmJn/88Qe9e/cGICQkhIyMDP7++29OnDjBzJkzMTHJv5p8+PBhOnbsSOfOnTlx4gQTJ05k3LhxhIeH59teqVTSunVrbt26RVRUFDt27ODcuXN06tRJ3eaPP/5g2rRpzJw5k8OHD+Pg4KDxyKbCXIMQbyMZ1iiEEOK9l/4glSuJ2wBwqtFdy9EUb8rkyyj/TXonq2ZZWTD/l4daOXdI/xLo67/YsSqVil27drFt2zYGDx4M5CQqP//8M87OzgAMGjSIyZMnq4/p06cPYWFhjBw5EoCNGzeSnp5Ox44dgZzKVrt27ahevTrAMxeA++6772jSpAnjxo0DoHLlypw+fZpvv/2WoKCgPO137drFiRMnSEpKwt7eHoAlS5bg7u5OTEwMdevW5ccff6RPnz706tULgPHjx7N9+3bS0tIKfQ1CvI1eqHKWmJjI2LFj6dKlC9evXwdgy5YtnDp16pUGJ4QQQrwJ50//iUqZhaWNBxbW7toOp1jL2rYXAN061dApbanlaN5vmzZtwsTEBCMjIwICAujUqRMTJ04EoESJEurEDMDW1lb9mQ1yFhQ5e/Ys+/fvB3JWeOzYsSMlS5YEYMiQIUydOhUvLy8mTJjA8ePHC4wjLi4OLy8vjW1eXl4kJCSQnZ2db3t7e3t1YgZQtWpVLCwsiIuLAyA+Pp569eppHPf0++ddgxBvoyJXzqKioggICMDLy4u///6badOmUaZMGY4dO8bChQtZtWrV64hTCCGEeC2yMh9xIW41AE7Vu2k5muJNmXwZZXwS6Oig+45VzQD09HIqWNo6d1H5+PgQGhqKgYEB5cqVQ++JTvSfKsMpFAqNoZNlypShVatWhIWF4eTkxJYtW4iMjFTvDw4Oxt/fn7/++ovt27czffp0Zs+era7MFQfPuwYh3kZFrpyNHj2aqVOnsmPHDgwMDNTbfX191X+5KKy///6bVq1aUa5cORQKBevWrdPY/+Qysbmv5s2bFzVkIYQQokCXzmwkM+MeJczsKevQSNvhFGtZW3PmmunWdUfHykK7wbwGCoUCfX3tvBQKRZHjLVmyJC4uLjg4OGgkZoUVHBzMn3/+ya+//oqzs3Oe6pe9vT0DBgxgzZo1fP755yxYsCDfftzc3IiOjtbYFh0dTeXKldHV1c23/cWLF7l48aJ62+nTp7lz5w5Vq1YFwNXVlZiYGI3jnn5fmGsQ4m1T5OTsxIkTfPLJJ3m2lylThhs3bhSprwcPHlCzZk3mz59fYJvc1YVyX8uWLStqyEIIIUS+VMpskk9GAOBYrSsKnbwfJEUOZdIllGeSc6pmfu9e1ex95O/vj5mZGVOnTlXP7co1bNgwtm3bRlJSErGxsezevRs3N7d8+/n888/ZtWsXU6ZM4cyZMyxevJh58+apFyB5mp+fH9WrV6dbt27ExsZy8OBBevbsSePGjalTpw4AgwcPZuHChSxevJiEhASmTp3K8ePH8ySxz7oGId5GRU7OLCws1EuxPunIkSPY2dkVqa+AgACmTp2ab7KXK3eZ2NyXpaWMbxdCCPFqXLvwNw/vXUTf0IzylVtpO5xi7f+rZtXUVbNslZJ/7yaRlqmdRTTEy9HR0SEoKIjs7Gx69uypsS87O5uQkBDc3Nxo3rw5lStX5qeffsq3H09PT1asWMHy5cupVq0a48ePZ/LkyfkuBgI5Fcr169djaWlJo0aN8PPzo2LFivz555/qNt26dWPMmDGMGDECT09PkpKSCAoKwsjIqNDXIMTbSKEq4tqtI0aM4MCBA6xcuZLKlSsTGxvLtWvX6NmzJz179mTChAkvFohCwdq1a2nTpo16W1BQEOvWrcPAwABLS0t8fX2ZOnUqVlZWBfaTkZFBRkaG+v29e/ewt7fn7t27mJmZvVBsQggh3k37NgZz++oRnGv1wrXuIG2HU2wpz13k8bxlZOsoOD+kObGZFzh88zRHbsVzP/MB39QeRpNy9V/pOe/du4e5uflr/f2dnp5OUlISTk5OeT70vy/69OlDamqqxvPRiqumTZtiY2OjsXw+vF3XIN5PRflZU+QByl9//TUhISHY29uTnZ1N1apVyc7OpmvXrowdO/aFg85P8+bNadu2LU5OTiQmJvLll18SEBDAvn378h3DDDB9+nQmTZr0SuMQQgjx7rmTeorbV4+g0NGjQtVOzz/gPZSlzObMvWQORC/jSPWLHLN6RNqxWI02JXSNuPn4rpYiFC/q7t27nDhxgoiIiGKZ1Dx8+JCff/4Zf39/dHV1WbZsGTt37mTHjh3qNsX9GoR4EUVOzgwMDFiwYAHjxo3j5MmTpKWl4eHhQaVKlV55cJ07d1b/u3r16tSoUQNnZ2ciIyNp0qRJvseMGTOG4cOHq9/nVs6EEEKIJyWd+AOAcs7+GJW01nI0xUOWMpt/7yYRezOOQzdPc/RWPA+yHoHF/7cpqWdMrVKu1LGqSu3SVXE1c0RP5uq9dVq3bs3BgwcZMGAATZs21XY4eSgUCjZv3sy0adNIT0/H1dWV1atX4+fnp25T3K9BiBfxwg+hdnBwwMHB4VXG8lwVK1akdOnSnD17tsDkzNDQEENDwzcalxBCiLfLo7QUrp7bCYBT9ff3odOZyiz+vZvM4Zunib0Z9//J2BNKKvWodasEnhau1PNpTWVJxt4JxX3JeWNjY3bu3PnMNsX9GoR4EUVOznr37v3M/YsWLXrhYJ7n0qVL3Lx5E1tb29d2DiGEEO++5JPLUamysSpXDzOrytoO543JVGYRd+cch55Ixh5lZ2i0MdUviWepKnhaueHxsBSOYX+jq6uL4ZfBKCxk7rYQQrxORU7Obt++rfE+MzOTkydPcufOHXx9fYvUV1paGmfPnlW/T0pK4ujRo5QqVYpSpUoxadIk2rVrh42NDYmJiXzxxRe4uLjg7+9f1LCFEEIIADIfp3Hx37UAONV4t6tmmcosTt1JzBmmeOM0x26fIf2pZMxMvyQepdyoU9qN2lZVcTFzQFehg0ql4vH8ZahQoFu/BgpLScyEEOJ1K3Jytnbt2jzblEoln376Kc7OzkXq69ChQ/j4+Kjf584VCwwMJDQ0lOPHj7N48WLu3LlDuXLlaNasGVOmTJFhi0IIIV7Ypfj1ZGU+wMTCCevy79bzuh5nZ3LqTiKHb57m8M04jt06Q4bysUYbc30TPK1yErHaVm64mNmjo8j7ZB3l2Quozl0CXV305LlmQgjxRrzwnLMn6ejoMHz4cLy9vfniiy8KfZy3tzfPWsl/27ZtryI8IYQQAgClMovkk8sAcKreDUU+Scnb5HF2JifvnFUPUzx+6wwZykyNNhYGptS2clMnZM6m5fNNxp6kUqnI2va/55o1qIHCwvS1XYMQQoj/90qSM4DExESysrJeVXdCCCHEK3ct6b88SkvBwMiSci4ttB1OkWVkP+bE7bPE3jzNoZtxnLydkCcZszQww9PK7X+rKbrhZGL33GTsacqE/1XN9HTRa9LgVV6CEEKIZyhycvbkMvWQ89e1lJQU/vrrLwIDA19ZYEIIIcSrpFKpOHdiKQAVqnZEV6/4D5FPz37M8dtniL0Zx+Ebpzl5J5HHTyVjVobmGsMUnUzsUCgUL3zOnKrZHgB0G9SUqpkQQrxBRU7Ojhw5ovFeR0cHa2trZs+e/dyVHIUQQghtuX3tGHdTT6Gja4BD1fbaDidfj7IyOHE7QT1M8eSds2QqNUelWBlaUOeJYYqOJuVeKhl7mvLMeVRJl/9XNav/yvoVxV9kZCQ+Pj7cvn0bCwuLYtefEO+DIidnu3fvfh1xCCGEKIZUKiXHIidw70YclmVrUqpcbUrZ1MbYpKy2QyuypP9VzewqfYyhcSktR5NX+NkNhP67gixVtsZ2ayNLdVWstlVVHEravNJk7EkaVbOGtVCYS9WsuHne137ChAlMnDjxhfr+4IMPSElJwdzc/IWOF0K8vFc250wIIcS75/ypFVw5uxmA/2vvvuOrqu8/jr/Ondl774Qk7BU2KLgQB06cbRUEtNUO+6vVn3apba1Wq6391dq6QK1t3YqiIoKToRB2CBlk771z5zm/P24IBIIEuDc3JJ/n45FHm3vPPedzD/GevPP5fr+no6WY8rx3APALSiAsdhrhsdMIi52Gb0CMF6s8sc62cmpLPgMgdcJ3vVtMP7odVl4oeAeH5iTKJ6w3iE2PGEeCX7THwtjR1PwStJIqMBikazZEVVdX9/7/V199ld/85jfk5eX1PhYQEHDK+zaZTMTEDO3/loUY7k56maqpU6eSlZU1oC8hhBBnrs7Wcg5881fAtbJh6sTvERwxDhQdXW0VVOS9y+7PfsOn/7mUz/57OXs+f5CK/Pfpbq8+wZ4HX8ne/wAakYnzCAhN9XY5x/i8djudjm7i/aJYe8H/8fusH3FV8nkkerBLdjRN03B81LNC49zJKEGn/ku+8JyYmJjer+DgYBRF6f0+KiqKJ554goSEBMxmM1OmTOGjjz4CXP++F1xwAYsWLepdKbupqYmEhAR+85vfAK5hiIqi0NLS0nu8TZs2cc455+Dn50doaCiLFi3qveet1WrlJz/5CVFRUfj4+HDWWWexbdu2b63/zTffZPz48ZjNZlJSUnj88cf7PF9dXc2ll16Kr68vqamp/Pvf/yYlJYW//OUvACxfvpzFixf3eY3dbicqKornn3/+lM+rEEPFSXfOLrroIv7+978zbtw45sxx3fdk69at5OTkcPvtt+Pr6+v2IoUQQgwuTVPZ8/kDqE4r4XEzGDPrp73Lzttt7TTX7KapOpvG6mzaGg7Q1V5JV3slFflrAPANiCMsbhrhsVmExU7HLzDOa+/Fbm2jIv9dAFInDs2bTq8t/xKASxLOOumVFd1FPVCMVloFRgOG80Zm10zTNDTbibfzBMV04iGLJ/Lkk0/y+OOP889//pOpU6fywgsvcPnll5OTk0NGRgYvvvgiEydO5K9//St33nknP/jBD4iPj+8NZ0fbtWsX559/PsuXL+fJJ5/EYDDw6aef4nS6ht7ec889vPnmm7z44oskJyfz6KOPsmjRIgoLCwkLO3bocHZ2Ntdddx0PPPAA119/PZs3b+aOO+4gPDycZcuWAXDzzTfT0NDAZ599htFo5Gc/+xl1dXW9+1i5ciXz58+nurqa2NhYAN5//326urq4/vrrT+v8CTEUnHQ4q6+v5yc/+Qm/+93v+jx+//33U15ezgsvvOC24oQQQnhHyb7/0ly7C73Rj4nzf9PnfmBGUyBRSWcRlXQWAHZbB821rrDWVJ1Na30u3R1VVOZXUZn/HgA+ATE9QyCnEx6bhW/g6a0oeDLKct/E6bAQGJZJeNyMQTnmyai3NLO1fg8Alyac7ZUa+tzXbO6UEds102xQdG+XV46d9ogfymkuIPqnP/2J//3f/+WGG24A4I9//COffvopf/nLX3jqqaeIj4/nn//8JzfffDM1NTV88MEH7Ny5E4Oh/18HH330UaZPn87f//733sfGjx8PQGdnJ08//TSrV6/m4osvBuDZZ59l/fr1PP/889x9993H7O+JJ57g/PPP59e//jUAmZmZ7N+/n8cee4xly5Zx4MABPvnkE7Zt28b06dMBeO6558jIyOjdx9y5cxk9ejQvv/xy7711V61axbXXXntaQzqFGCpOOpy9/vrrbN++/ZjHv/e97zF9+nQJZ0IIcYbraCklb9vfABg7639O2PUymgKISpxHVOI8ABy2Tpprd9NYnU1T9Q5a63OwdNRQWbCWyoK1APj4Rx+esxY3Db/ABI+ENdVppyTnVeDQTacHJxCejHWVm1HRmBSaQaK/d+b7qLlFaGXVI7prdqZra2ujqqqKefPm9Xl83rx57N69u/f7a6+9lrfffptHHnmEp59+uk/wOdquXbu49tpr+33u4MGD2O32PsczGo3MnDmT3Nzcfl+Tm5vLFVdccUx9f/nLX3A6neTl5WEwGPpMjUlPTyc0NLTPa1auXMkzzzzDPffcQ21tLR9++CEbN2487vsQ4kxy0uHM19eXTZs2HfMf86ZNm/Dx8XFbYUIIIQafpjp7hzNGxM8iccxVJ70Pg8mfyMS5RCbOBcBh76K5dk9vZ62lPgdLZy1VhR/0Ljbi4x9FWOw0wmKzCI+djl9QoluCVHXRx1i76jH7RRA3atFp788T1la4hjQOia7ZvKkogf5eqWMoUEyuDpa3jj0Yurq6yM7ORq/XU1BQ8K3bDtWpKjfffDP33nsvW7ZsYfPmzaSmpnL22d7570cIdzvpcPbTn/6U22+/nR07djBz5kwAvv76a1544YXeNrUQQogzU/G+V2ip24PB6M/E+b92S0AyGP2ITJhNZMJsABz2blrqXGGtsSqblvp9WDrrqCr8kKrCDwEw+0X2BrWw2Gn4ByeddC2aplG89xUAksdfj05vPO334m4FbaXkt5Vi1BlYGDfHKzWouUVo5TVgMmI4d6ZXahgqFEU57aGF3hIUFERcXBybNm1iwYIFvY9v2rSp9/c1gLvuugudTseHH37IJZdcwqWXXsp5553X7z4nTZrEhg0bePDBB495btSoUZhMJjZt2kRycjLgWphj27Zt/PSnP+13f2PHjmXTpk19Htu0aROZmZno9XpGjx6Nw+Fg586dTJs2DYDCwsLeBUgOCQ8P58orr2TVqlVs2bKFW2655cQnSIgzxEmHs3vvvZe0tDSefPJJ/vUv1z1jxo4dy6pVq7juuuvcXqAQQojB0dFSTP72pwEYO/tn+AbEeuQ4BqMvEfGziIh3DZ9zOrpprt3b01nbQUvdXqxd9VQfXEf1wXUAmH3DCYubTlhMFuFx0/APTjlhWGus2kZbYx56gw9JY5Z45L2crrUVrnuKnR2VRbBp8OfLSNdseLn77ru5//77GTVqFFOmTGHVqlXs2rWLV15x/ZFi7dq1vPDCC2zZsoWsrCzuvvtuli5dyp49e44ZOghw3333MXHiRO644w5+8IMfYDKZ+PTTT7n22muJiIjg9ttv5+677yYsLIykpCQeffRRurq6WLFiRb/13XXXXcyYMYPf/e53XH/99WzZsoW//e1vvXPaxowZwwUXXMBtt93G008/jdFo5K677sLX1/eY/95XrlzJ4sWLcTqdLF261M1nUgjvOaX7nF133XUSxIQQYhhRVQe7P7sf1WkjMmEuCaOvOPGL3ERv8CUifiYR8a6/7jsdFlrq9tJYvcM1DLJuL9buxj5hzeQb3rMSpOs+awEhqcf88naoa5aQeTkmn6F3U12H6uSDnnB2aaJ3hmSp+w9K12wY+clPfkJrayt33XUXdXV1jBs3jjVr1pCRkUF9fT0rVqzggQce6J3T9eCDD/Lxxx/zgx/8gFdfffWY/WVmZvLxxx/zi1/8gpkzZ+Lr68usWbO48cYbAXjkkUdQVZWbbrqJ9vZ2pk+fzrp16/oNegBZWVm89tpr/OY3v+F3v/sdsbGx/Pa3v+1dqRHgpZdeYsWKFcyfP5+YmBgefvhhcnJyjpk6c8EFFxAbG8v48eOJi/PearBCuJuiHbrZxTDV1tZGcHAwra2tBAUFebscIYQYkg7uWk3etv/DYArg7CWv4RsQ7e2SejkdVlrq97k6a1XZNNftRXVa+2xj8g0jLGZqz2qQ00BR+PKNawGFBde9jX9woneK/xab63bz468fIdgYwLoLn8aoO6W/l54yTdOw/fkltIpa9OfNwrh4wYlfNIgG4/ptsVgoLi4mNTVV5s0PURUVFSQmJvLJJ59w/vnn9z7e0dFBfHw8q1at4uqrr/ZihUKc2Ml81gzoShAWFkZ+fj4RERGEhoZ+61CSpqamk6tWCCGEV7U3HaQg+x8AjJtz15AKZgB6g5nwnpUdyQKn00ZrXQ6N1dtpqt5Bc+1ubN1N1BRvoKZ4AwCKogcgOuWcIRnMAD7oWQhkUfzcQQ9mAGpOIVpFLZiNGM4ZercYECPTxo0b6ejoYOLEiVRXV3PPPfeQkpLC/PnzAVBVlYaGBh5//HFCQkK4/PLLvVyxEO41oKvBn//8ZwIDAwF679AuhBDizKeqDtfqjKqdyMSziM+4zNslnZBebyIsdiphsVMB13L5LfU5vTfFbqndjdNhASBt0k3eLPW4Oh3dbKzeBnhnlcY+c83OmoYS4J0VCoU4mt1u5xe/+AVFRUUEBgYyd+5cXnnlFYxG14I+ZWVlpKamkpCQwOrVq497jzYhzlQD+ok+cqKlTLoUQojho2j3S7Q27MdgCmTi2b8akvcBOxGd3khYzBTCYqaQPnUFqtNOa8N+QEdo9ERvl9evDdXfYFVtJPvHMT5k1KAfX91XiFZZJ10zMeQsWrSIRYuOf9uLlJQUhvmMHDHCndKfG1RVpbCwkLq6OlRV7fPcobazEEKIoa2tqYCCHf8EYPzce/Dxj/RyRe6h0xsJjZ7s7TK+1dryLwBYnHj2oAdiTT2ia3b2NBT/oXkvKyGEGIlOOpxt3bqV73znO5SWlh7zlwtFUXA6nW4rTgghhGeoqp09n92PpjqISl5AXPrF3i5pxKjuaiC7MReAi+PnDfrx1X0FaFV1YDZhWCBdMyGEGEpOOpz94Ac/YPr06axdu5bY2NgzcgiMEEKMdAd3raKtMQ+jOZiJZ/1CPssH0YeVX6GhMS18HLF+g9ut7NM1my9dMyGEGGpOOpwVFBTwxhtvkJ6e7ol6hBBCeFhbYx6FO54DXMMZzX4RXq5o5NA0jbU9qzQu9sJCIOrefLTqevCRrpkQQgxFupN9waxZsygsLPRELUIIITxMddrZ/dkDaJqT6JTziB11/In3wv1yW4so6ajCrDNyXuzg3vS5b9dsOoqf3NdLCCGGmpPunP34xz/mrrvuoqamhokTJ/YubXrIpEmT3FacEEII9yrc9TztTfkYzcFMmHevDGccZO/3dM3OiZ1BgHFwl69X9+Sh1TSAjxnD/OmDemwhhBADc9LhbMmSJQAsX7689zFFUdA0TRYEEUKIIay1IZeDO18AYMK8ezH7hXu5opHFrjpYV7kZGPwhjZqq4fjYdWz9/GnSNRvmHnjgAd555x127dp1WvtZtmwZLS0tvPPOO26pSwhxYicdzoqLiz1RhxBCCA9yOm3s/ux+NM1JTOoFxI660NsljThb6nbTYmsn3BzMzIjBvf+auvvA4a7ZAumanckuu+wy7HY7H3300THPffnll8yfP5/du3fz4x//2AvVCSFO10mHs+TkZE/UIYQQwoMKdzxHR/NBTD6hjJ93r7fLGZEODWm8KH4eBp1+0I6rqWpv18ywYDqKr3TNzmQrVqxgyZIlVFRUkJCQ0Oe5VatWMX369BNOMbHZbJhMJk+WKYQ4RQNeEOSvf/1rv18vvvgiW7Zs8WSNQgghTkNLfQ5Fu1cDMP6s+zD7hnq3oBGozdbBF7XZACxOmD+ox1Z3HUCrbQRfM3qZa3bGW7x4MZGRkaxevbrP4x0dHbz++uusWLGCBx54gClTpvQ+t2zZMq688koeeugh4uLiGD16NAB79+7lvPPOw9fXl/DwcG677TY6OjqOe2yr1cpPfvIToqKi8PHx4ayzzmLbtm19tlmzZg0ZGRn4+Phw7rnn8uKLL6IoCi0tLXR2dhIUFMQbb7zR5zXvvPMO/v7+tLe3n97JEWIYGHDn7M9//nO/j7e0tNDa2srcuXNZs2YNYWFhbitOCCHE6XE6rOzpWZ0xdtQiYlPP93ZJI9L6qq3YVQcZQUlkBg/eCJQ+XbNzZqD4mgft2GciTdPApnrn4CbdgBboMRgM3HzzzaxevZpf/vKXva95/fXXcTqd3Hjjjf3+zrZhwwaCgoJYv349AJ2dnSxatIg5c+awbds26urqWLlyJT/60Y+OCX6H3HPPPbz55pu8+OKLJCcn8+ijj7Jo0SIKCwsJCwujuLiYa665hjvvvJOVK1eyc+dOfv7zn/e+3t/fnxtuuIFVq1ZxzTXX9D5+6PvAwMCTOWNCDEsDDmffNtesqKiI733ve/zqV7/i73//u1sKE0IIcfoKdvyTjpYiTL7hjJ97j7fLGbHWVnwFwCWDvBCIuvMAWl0T+PqgP3vaoB77jGRTsdz5jVcO7fPkTDAPbLjr8uXLeeyxx/j8888555xzAFfAWbJkCcHBwf2+xt/fn+eee653OOOzzz6LxWLhpZdewt/fH4C//e1vXHbZZfzxj38kOjq6z+s7Ozt5+umnWb16NRdffHHvPtavX8/zzz/P3XffzT//+U9Gjx7NY489BsDo0aPZt28fDz30UO9+Vq5cydy5c6muriY2Npa6ujo++OADPvnkk4GfLCGGsZO+z1l/0tLSeOSRR/j444/dsTshhBBu0Fy7l6I9LwMw8axfYPIJ8W5BI1R5Zy27m/PQoXBx/NxBO66mqjjWH9E185Gu2XAxZswY5s6dywsvuFZfLSws5Msvv2TFihXHfc3EiRP7zDPLzc1l8uTJvcEMYN68eaiqSl5e3jGvP3jwIHa7nXnz5vU+ZjQamTlzJrm5uQDk5eUxY0bfm5vPnDnzmO/Hjx/Piy++CMC//vUvkpOTmT9/cIf7CjFUnfSCIMeTlJRETU2Nu3YnhBDiNDgdFvZ88QBoKnHplxCdco6XKxq5PuhZCGRW5EQifQZv6L+6I9fVNfPzQX921qAd94xm0rk6WF469slYsWIFP/7xj3nqqadYtWoVo0aNYsGCBcfd/sgQ5m0rV67kqaee4t5772XVqlXccsstcs9FIXq4pXMGrkmlspKjEEIMDfnZ/6CzpQSzbzjj5vz8xC8QHqFpGmt7wtlgDmnUnEd2zWZK12yAFEVBMeu983WS4eS6665Dp9Px73//m5deeonly5ef1D7Gjh3L7t276ezs7H1s06ZN6HS63gVDjjRq1ChMJhObNm3qfcxut7Nt2zbGjRsHuIYxbt++vc/rjl4wBOB73/sepaWl/PWvf2X//v0sXbp0wHULMdwNOJy1tbX1+1VeXs4777zDT3/6U66//npP1iqEEGIAmmt3U7znXwBMOPtXmHz6n4MiPG93cz6VXXX46X04N2bwVkpUd+xHq28Gf1/0Z00dtOOKwRMQEMD111/PfffdR3V1NcuWLTup13/3u9/Fx8eHpUuXsm/fPj799FN+/OMfc9NNNx0z3wxcnbfbb7+du+++m48++oj9+/dz66230tXV1Tuc8vvf/z4HDhzgf//3f8nPz+e1117rXVzkyOAYGhrK1Vdfzd13382FF154zC0BhBjJBhzOQkJCCA0NPeYrJSWFa665hoULF3LvvXLvHCGE8Cano5vdnz0AaMRnLCY6WeZxeNPaclfX7Py4WfgaBuf+YtI1GzlWrFhBc3MzixYtIi4u7qRe6+fnx7p162hqamLGjBlcc801nH/++fztb3877mseeeQRlixZwk033URWVhaFhYWsW7eO0FDX7TlSU1N54403eOutt5g0aRJPP/00v/zlLwEwm/v+HK5YsQKbzcby5ctP8l0LMbwpmqZpA9nw888/7/fxoKAgMjIyCAgIcGth7tLW1kZwcDCtra0EBQV5uxwhhPCo/Vsep2TfvzH7RTL/mtcxmmVpam+xOm0sWn8H7fZOnp7zS2ZGTBiU4zq37cP+nw/A3xfzr76PYj4zbzY8GNdvi8VCcXExqamp+PjIzbk94aGHHuIf//gH5eXlfR5/+eWX+Z//+R+qqqrkhthi2DuZz5oBLwjybZNMhRBCeF9T9U5K9v0HgInzfy3BzMu+rN1Ju72TaJ9wpoePG5Rjas4j7mt27swzNpiJM9ff//53ZsyYQXh4OJs2beKxxx7jRz/6Ue/zXV1dVFdX88gjj/D9739fgpkQRxnQsMaysrKT2mllZeUpFSOEEOLUOOzdrtUZ0UjIvIKoxHkneIXwtLUVXwBwScJZ6BS3rb/1rZzZOWiNLRDgh36eZ+eaaZqGrV6ldasdR6uXbtwshpyCggKuuOIKxo0bx+9+9zvuuusuHnjggd7nH330UcaMGUNMTAz33Xef9woVYoga0NVixowZfP/73+93xZ1DWltbefbZZ5kwYQJvvvmm2woUQghxYnnb/o+utgp8/KMZO+d/vF3OiNdsbWNT3W4ALh2kVRo1pxOnB7tmmqZhq1Np3WKn5mULJQ92U/aHbupftdGV53TrscSZ689//jNVVVVYLBby8/P59a9/jcFweKDWAw88gN1uZ8OGDUN2SowQ3jSgYY379+/noYceYuHChfj4+DBt2jTi4uLw8fGhubmZ/fv3k5OTQ1ZWFo8++iiXXHKJp+sWQgjRo7FqO6U5rwI9wxlNMpzR29ZVbcapORkXnEZqYPygHNO5LQetqdXVNZs75bT3p2ka9nqN7kKn6+ugirPtqGnqevBJ1qHzkXtUCSGEOwwonIWHh/PEE0/w0EMPsXbtWr766itKS0vp7u4mIiKC7373uyxatIgJEwZnsrMQQggXh72LPV/8FoDEMVcTmTDHyxUJOLxK46WJg9g1+2QLAIbzZp1S10zTNOx1PWHsoJPuQhVnez9hLEWH7yg9vul6VzAzSTATQgh3GfCCIAC+vr5cc801XHPNNZ6qRwghxEk48M1f6W6vxCcghjGz7vR2OQIobq9kf2sRekXPori5g3JM57Z9rq5ZoP+Au2aapmGr0bAcdPYGMmdH320Uw+Ew5pOuxydpeIaxAS5cLYQQp+RkPmNOKpwJIYQYOhoqv6Fs/+sATJr/G4wmmb8xFKytcHXN5kVNJtTs+Vu4aA4njvWHumYzUUzG/rdTNWy1h4cpWor6CWPGnjCWrsd3lB5zkg6dcfiFsUP0ej0ANpsNX19fL1cjhBiubDYbcPgz59tIOBNCiDOQ3dbBni8eBCBp7DVExM/yckUCQNVUPugJZ5cmDM4NwJ3b9kJzm6trNmdK7+Oa6uqM9Q5TPOhE7ez7WsUIPqlHDFNM0qEYhm8YO5rBYMDPz4/6+nqMRiM63eCsqimEGDlUVaW+vh4/P78+i+Mcj4QzIYQ4Ax34+kksHTX4BsTJcMYhZHvjfmotTQQa/Tk72rNL2UNP1+yTrQDoz5uFrV5Hd6H9cBjr6ru9YurbGRtpYexoiqIQGxtLcXExpaWl3i5HCDFM6XQ6kpKSUJQTf95KOBNCiDNMfcUWyg+8BcCkBfdjMPp5uSJxyAcVXwGwMHY2Zr1nb66rqRpd6/LoakrFakjCti4J9R1Ln20UE/im6fEdpXPNGUvUoehHbhjrj8lkIiMjo3fYkRBCuJvJZBpwZ37A4Wz58uU8+eSTBAa6b4nmL774gscee4zs7Gyqq6t5++23ufLKK3uf1zSN+++/n2effZaWlhbmzZvH008/TUZGhttqEEKIM4nd1s7eL34HQPK46wmPm+7lisQh3Q4LG6q+BjyzSqOmalgrVboLVboPOrEcdKJakoFkcAAOUMyHw5hvuh5zgoSxgdDpdPj4+Hi7DCGEGHg4e/HFF3nkkUfcGs46OzuZPHkyy5cv5+qrrz7m+UcffZS//vWvvPjii6SmpvLrX/+aRYsWsX//fvkQFUKMSLlb/4ylsxa/wHhGz/yxt8sRR/i0ZjtdTgvxflFMDs087f1pzp4wdlDtXcBD7dsYQ8GG2VCH34XJ+GUaJYwJIcQZbsDhzBPLzF588cVcfPHFxz3eX/7yF371q19xxRVXAPDSSy8RHR3NO++8ww033OD2eoQQYiirK99ERd67gMKkBQ9iMMrqckPJoVUaFyecPaB5BUfTnBrWCrX3hs/dRU40a99tdD7gk6bHNxX0X6zB2F6K8YrzMZwlf7AUQojh4KTmnLW3t5+wYxUU5J5lg4uLi6mpqeGCCy7ofSw4OJhZs2axZcuW44Yzq9WK1Xr4atbW1uaWeoQQwpvs1nb2ffl7AFIm3EhYrOcXmxADV29p4pv6vQBcnDCwIY2aU8NafkQYK+4njPn2hLF011BFc7wORafg+GoHjo4SCAlAP2uSm9+NEEIIbzmpcJaZefxhGpqmoSgKTqfztIsCqKmpASA6OrrP49HR0b3P9efhhx/mwQcfdEsNQggxVOzf+jiWzjr8gpIYPeMOb5cjjvJh5WZUNCaHjibRP7rfbTSHhqXcNV+su1DFUuxEO2oNCp1fz5yxnjBminOFsT77sTt6V2g0XDAHxShrewkhxHBxUp/ob7zxBmFhYZ6qxS3uu+8+fvazn/V+39bWRmJiohcrEkKI01Nb+gWV+e/hGs54P3qDDGccataWfwHA4iMWAtEcGpayQ2HMiaVE7T+MjdL33GdMhyn22DB2NOfW3dDWASGB6GdNdPt7EUII4T0nFc7mzZtHVFSUp2rpIyYmBoDa2lpiY2N7H6+trWXKlCnHfZ3ZbMZsNnu6PCGEGBQ2Syv7vnoIgNSJ3yUsZop3CxLHyG8tpbC9HF98mG+ZRdPHtsNhzN53W53/kWFMjylGOWEYO5Jmd+DYcKhrNhtlADc0FUIIceYYsp/qqampxMTEsGHDht4w1tbWxtdff83tt9/u3eKEEGKQ7N/yJ6xdDfgHJ5M5XT77hhLVrmEtVcnfUsevi+5iTHsGLRsV4HAi0/nTe8Nn33Q9puiTC2NHc27ZDW2dEBqEfqbMNRNCiOFmwOEsOTkZvV7v1oN3dHRQWFjY+31xcTG7du0iLCyMpKQkfvrTn/L73/+ejIyM3qX04+Li+twLTQghhqvaks+oKvwAFB2TFjyI3iAr8nmTatOwlB4epmgtVdEcMIZxvdvoA+gNYr7peozRyimt3NgfzWY/qmvm3muyEEII7xtwOCsuLnb7wbdv3865557b+/2huWJLly5l9erV3HPPPXR2dnLbbbfR0tLCWWedxUcffST3OBNCDHs2Swt7v/oDAGkTbyI0WuYWDbbeMFbodN30uUSFo9a8cvo7+Np/B8URpdy9+Dv4xhjdFsaO5tyyG9p7umYz5OdBCCGGowGHs9DQ0H4vOMHBwWRmZvLzn/+chQsXntTBzznnnG+9f5qiKPz2t7/lt7/97UntVwghznQ5mx/F1t1IQEgqGdO+7+1yRgTVqmEpOWIBj7Jjw5g+SME3XdfbHXug/CnWVW3m+tRF+MWaPFabZrPj2Pg10LNCo3TNhBBiWBpwOPvzn//cbzhraWkhOzubxYsX88Ybb3DZZZe5tUAhhBhpqos3UH1wHYqiZ9I5D6I3yCJHnqBaNSzFPfcYK3RiKe8njAUr+I7SHR6mGHF4mGKHvYvPtm0DXDee9iTn5l3Q3okSFox+5gSPHksIIYT3DDicLVu27FufnzJlCg8//LCEMyGEOA3W7mZyvnoYgLTJSwmJHO/lioYP1arRXdxzj7GDPZ0xte82hhBXGPPpWcTjyDB2tI3V32BV7aQGxDM2OM1jdR/ZNdNfMAfFzfO/hRBCDB1uW61x8eLF/P73v3fX7oQQYkTav/mP2CzNBISOIj3rVm+Xc0ZTLYfDWPdBJ9by44SxdH3vUEVD+MAX8Hi/4ksALkk4y2PzzACcm3dCRxdKeAj6GRLWhRBiOHNbOLNarZhMnhtvL4QQw131wY+pLlqPouiZvOBB9Hr5TD1VjWttNG+0HxvGwpTeGz77jtJjCDu11RSru+rJbtyPgsLF8We5qepjaVYbjo3fAKBfKF0zIYQY7twWzp5//vlvvTm0EEKI47N2NbJv0yMAjJpyC8GRY71c0ZnLWumk+RPXvcYMYT2dsZ55Y8YwnVuO8UHFVwBMjxhHrF+EW/bZH+emI7pm06RrJoQQw92Aw9mhZe6P1trayo4dO8jPz+eLL75wW2FCCDFSaJrGvk2PYLe2EhiWQfrUld4u6YzW9JErmAVk6Ym5yf23XtE0jbU94ewSDy4EolltOD49smvmnmAphBBi6BpwONu5c2e/jwcFBbFw4ULeeustUlNT3VaYEEKMFNVFH1NbstE1nPGcB9Hpjd4u6YxlKXfSuc8JCoRd6JlhoTktByntrMKsM3F+7EyPHAPA+dVO6OxGiZCumRBCjBQDDmeffvqpJ+sQQogRydrVQM6mPwKQPnUlQeGjvVzRma1p3eGumSnaM52mtT0LgZwXOwN/g69HjqFZbTg+c3XNDAvnStdMCCFGCPm0F0IIL9E0jX1f/QG7tZWg8NGMmnqLt0s6o1nKnXTleLZrZlcdrKvcDHh2SKPzqx2urllkKLqscR47jhBCiKFFwpkQQnhJVeGH1JZ+jqIzMGnBg+h0MpzxdByaaxaYpccU5ZnL26a6XbTaO4gwhzAzwjM3g9Ys1t65ZtI1E0KIkUU+8YUQwgssnfXkbH4UgIys2wgKz/ByRWc2S5mTrv2urlmoh7pmAGvLXUMaL044C4POM8vaO7/aAV2Wnq6ZrNophBAjiYQzIYQYZK7hjA/hsLUTFDGWtMlLvV3SGa+3azbN4LGuWautgy/rdgBwqYeGNLq6ZtsAMFw4F0Unl2khhBhJ5FNfCCEGWWXB+9SVfYlOZ2TyggfQ6dx2y8kRyVLqpCvXCToIvdBzQ0PXV23BrjrIDEomIyjJI8dwfpkN3RaUqDB0U6VrJoQQI42EMyGEGETdHbXs3/InADKmfZ/AsHQvV3Tm6+2aTTdgivTcZe3QKo0e65p1W3F8th2QrpkQQoxU8skvhBCDRNNU9n35exy2DoIjx5M66SZvl3TGs5Q46Trg6pqFLfRc16yso5o9zQXoULgofp5HjuH8YruraxYdjm7KGI8cQwghxNAm4UwIIQZJ4c7nqK/YjE5vYvKCB2U4oxscuq9Z4HQDxgjPXdI+qPwKgNmRk4jwCXH7/tWichzrtwDSNRNCiJFMPv2FEGIQ1JZ+TkH2PwEYP+8+AkJTvVzRma97kLpmqqb2rtJ4aaL7hzRqzW3YVr8LqopuyhjpmgkhxAgm4UwIITyso7mY3Z/+GoDkcdeTOPpyL1c0PDR9aAMgaIZnu2a7m/Kp6q7H3+DLgujpbt23ZrNjW/U2dHShxEVhvP4iFEVx6zGEEEKcOSScCSGEB9mt7Wz/+Gc47J2ExWQxds7/eLukYaG7yEl3vurxFRrh8EIg58fOxNdgdtt+NU3D/vo6tIpa8PfFuPwqFLPn7tEmhBBi6JNwJoQQHqKpTnZ9+ku62srw8Y9m6gV/RKfzbJAYKZo+6umazTRgDPPcpczitLG+aisAlybMd+u+nV9ko2bvB52C8ebL0YUFu3X/QgghzjwSzoQQwkPys/9JffkmdHoz0xY+jtk3zNslDQvdB510F/R0zTw41wzgi9psOhxdxPhGkBXuvrlgzvxSHO99CoDh8nPRZyS7bd9CCCHOXBLOhBDCA6qLPuHgrucBmHj2rwiOlBsKu0vTup6u2SzPds0APqhwrdJ4acJZ6BT3HEttbMH+8hpQNXTTx6M/e5pb9iuEEOLMJ+FMCCHcrK2xgD2f3w9A6sTvEp9xiZcrGj56u2Z6z3fNmqytbK7bBcAlbrrxtGa1YV/1DnR2oyTGYLzmQlkARAghRC8JZ0II4UY2SyvZ6+/C6bAQHj+L0TN/4u2ShpXeuWazDBhDPXsJ+6hyM05NZXzIKFIC4k57f5qmYX/1I7SqOgjww7TsShSTzEEUQghxmIQzIYRwE1V1sGvjfXS3V+IbGM/U8/4gN5p2o65CJ92FPV2zCzwfag6t0rjYTQuBODd+g7rrAOh0mJZdgRIa5Jb9CiGEGD4knAkhhJvkbfsbDZVfozf4MG3h45h8Qrxd0rChaVpv1yx4tue7ZgfbyznQWoxe0bMwbvZp78+ZW4Tjg88BMFx1Prq0xNPepxBCiOFHwpkQQrhBZeGHFO95GYBJCx4gKDzDyxUNL92FKpaDg9k1cy0EclbUVELNp9fhUuubsP/rPdBAP3sS+rlT3FChEEKI4UjCmRBCnKbWhlz2fvE7AEZNuYXYtIVermh46dM1m2PAEOLZS5dTU/mwJ5wtTjy9hUA0ixX7C29DtxUlJQ7D1RfIAiBCCCGOS8KZEEKcBmt3M9nrf47qtBKZOI/Mabd7u6Rhp7tAxVKkohgg9HzPd82yG/ZTZ2kiyOjPWVFTT3k/mqph//cHaLWNEOTvWgDEIHMQhRBCHJ+EMyGEOEWqamfnhv/F0lGDX1ASU859CEWn93ZZw8qRXbOgQeiaAbxf8QUAC+PmYNKfehh0frIFdV8B6PWYll2FEhTgrhKFEEIMUxLOhBDiFOVu/TNN1dnojX5Mu/BxjOZAb5c07HTnq1iKVRTj4HTNuh0WNlZ/A8Di07i3mXNfAY6PXEMjDdcsRJdy+kvxCyGEGP4knAkhxCkoz1tDac6rAEw553cEhqZ5uaLh55iuWbDnL1mf1myj22kl0T+GiaGntqiLWtuI/ZW1AOjnTcUwa5I7SxRCCDGMSTgTQoiT1FK3l5yv/gBARtb3iU45x7sFDVPdeU4sJT1ds/MG52bN75e77m12ScJZp7Rwh9Ztwf7CW2C1oaQlYLjyPHeXKIQQYhiTcCaEECfB2tVA9vq7UVU70ckLSM9a6e2ShiVN02j8yA4MXtesrruJbxr2AXBJ/Fkn/XpNVbH/6320+mYICcS09AoUvcxBFEIIMXASzoQQYoBUp50dn9yDtauegJBUJp3zWxRFPkY9oeuAE2vp4M01A/iw8is0NKaGjSHBP/qkX+/4aBNqbhEYDJhuuQol0N8DVQohhBjO5LcKIYQYoJzNj9FcuxuDKYCshY9jNMnqe57gmmvm6poFzzNgCPL8pUrTNNZWHB7SeLKcu/NwfrIFAON1i9Alxri1PiGEECODhDMhhBiAstw3KT/wJqAw5dyHCAhJ9nZJw1ZXrhNrmatrFnKeaVCOmddWwsH2Ckw6IwvjZp/Ua9Wqeuz/+QAA/YLp6KeP90SJQgghRgAJZ0IIcQJNNbvI2fwoAJkz7iAq6eQ7K2JgNE2jaV1P1+wsI4bAk1+U41Ss7VkIZEHMNAKNAx+OqHV2Y1/1Ntjs6DKSMSw+x0MVCiGEGAkknAkhxLewdNax45N70FQHMannM2ryLd4uaVjr2t/TNTNByLmDM9fMoTr5qHITAJecxL3NNKeK/eX30BpbUMKCMd58OYpeLqtCCCFOnVxFhBDiOJwOK9nrf46tu5HAsHQmLXjglJZXFwPTp2s2b/C6Zlvr99BkayPUFMScyIHfk8zxwReo+SVgMmK85SoUf1/PFSmEEGJEkHAmhBD90DSNfV/9gdb6HIzmYKYtfByD0c/bZQ1rXTlOrOWurtlg3dcM6F0I5KL4uRh1hgG9xpm9H+en3wBgvOFidPFRHqtPCCHEyCHhTAgh+lGa8yqVBe+DomPq+Q/jF5Tg7ZKGtaPnmukDBqdr1m7v4vOa7QBcmjB/QK9RK2qwv/oRAPrzZqGfMsZj9QkhhBhZJJwJIcRRGqu2k7v1CQDGzLyTiPhZXq5o+Ovc58RaoaKYIXSQ5poBbKj+GqtqJy0gnjHBKSfcXuvowrbqHXA40I1Jw3DJwOeoCSGEECci4UwIIY7Q3V7Nzg3/i6Y5iUu/mNSJ3/V2ScPekV2zkLMHr2sGsLb8CwAuTZx/wvmEmtOJ/cV3obkNJTIU402LUXRyGRVCCOE+clURQogeTkc32evvwmZpIShiDBPP/pUsADIIOvc5sVW6umYh5wxe16yqq54dTQdQULg4ft4Jt3es+Qz1YDmYexYA8fUZhCqFEEKMJEM6nD3wgGtltCO/xoyRsf1CCPfTNI29X/yetsY8TD6hTFv4J/QG+eXb0zRVo+mjI7pm/oMXhj/oWQhkRsR4on3Dv3Vbxzd7cX6ZDYDxO4vRxUR4vD4hhBAjz8CWpfKi8ePH88knn/R+bzAM+ZKFEGeg4r3/ourgRyiKnqkX/BHfgFhvlzQidO5zYqsa/K6Zpmm9qzReeoJ7m6ml1Tje+BgA/YVz0U/M8Hh9QgghRqYhn3QMBgMxMTHeLkMIMYzVV2zhwDd/BWDsnLsIj53m5YqGFs3pBFVDMbr3kuHqmtkACJk/uF2zfS2FlHXW4KM3c17szONup7V1YFv9Njic6ManY7jwxMMfhRBCiFM15MNZQUEBcXFx+Pj4MGfOHB5++GGSkpKOu73VasVqtfZ+39bWNhhlCiHOUJ1t5eza+AvQVBIyLyd53HXeLmlI0ZrbsP3zNbSWdvRzp2A4dyZKoL9b9t25x4mtWkPnAyELBq9rBofvbXZezAz8jjN8VXM4sb34LrR2oESFYfzupSg6mYMohBDCc4b0nLNZs2axevVqPvroI55++mmKi4s5++yzaW9vP+5rHn74YYKDg3u/EhMTB7FiIcSZxGHvIvvju7Bb2wiJmsD4effKAiBH0JrbsP39v2h1TWCz4/xsG9aHnsG+5lO09s7T27eq0fSxq2sWPMhdM5vTzseVWwC4NPH4Qxodb3+CVlwJPmaMy69G8TEPVolCCCFGKEXTNM3bRQxUS0sLycnJPPHEE6xYsaLfbfrrnCUmJtLa2kpQUNBglSqEGOI0TWPnhv+lpngDZt9w5l31L3z8o7xd1pChNbW6gllTK0p4CIaL5uH4IhutvMa1gdFwuJMWFHDS++/Y5aDmRSs6H0j+tR96v8ELZxurt3H39ieI9All7QV/Q68c+3dKx+ZdrnlmChhXLEE/btSg1Sdc2traCA4Oluu3EGJEGfLDGo8UEhJCZmYmhYWFx93GbDZjNstfN4UQ3+7grlXUFG9A0RnIWviYBLMjqE2t2I8IZqYf3ogSEoguaxzqgWIc6zahlVXj/Hw7zk270M+ZjOH8WQMOaZqq0bSup2u2wDiowQwOr9J4SfxZ/QYztbgCx9uuhagMF8+XYCaEEGLQDOlhjUfr6Ojg4MGDxMbKKmpCiFNXV/Yl+dv/DsD4ef9LaPRkL1c0dKhNrdie+o8rmEUcDmYAiqKgH5uG6c7vYbztWpTkOHA4cH6ZjfX3z2B/ewNa6/GHnR/SsduJrcY7c81abO18WbsDgEv6WaVRa2nHtvpdcKroJo9Gf/6sQa1PCCHEyDakO2c///nPueyyy0hOTqaqqor7778fvV7PjTfe6O3ShBBnqI6WEnZt/CWgkTR2CUljrvZ2SUOG2tiC7e//heY2lMhQTLff0BvMjqQoCvoxqehGp6Dml+BYtxmtpBLnl9k4t+xCP3syhvNm9fvaI7tmIecY0fsObtfs46otODQno4NSSA/qOydZszuwrX4H2jtRYiMx3nCxzEEUQggxqIZ0OKuoqODGG2+ksbGRyMhIzjrrLLZu3UpkZKS3SxNCnIHstg6y19+Fw95JaPRkxs2529slDRnHBLM7bkAJPjZcHUlRFPSjU9FlpqAWlLpCWnEFzq924NyyG/3sSa6QFnp4vlDHLif2Wg2dr2shkMG2ttw1pHHxUQuBaJqG442P0cqqwdcH4/KrUMymQa9PCCHEyDakw9l///tfb5cghBgmNE1l92e/obOlBB//KLIueBSdfvDDwVCkNjS7gllLO0pUmCuYncQiH4qioM9MQZeRjFpY5pqTVlSBc9NOnFv3oJ81EcP5syE40Ktds9KOava1FKJXdCyKn9vnOedXO3Fu2weKgvHmy9GFhwxqbUIIIQQM8XAmhBDuUrDjGepKP0enN5G18E+Y/SK8XdKQoNY3Y3v61IPZkRRFQZ+RjC49yRXSPt6MdrAc5+ZdOL/egyX1POx1o9H5uW46PdgO3dtsduQkws0hvY87C8twvLsBAMNlC9CPThn02oQQQgiQcCaEGAFqijdSuONZACac9UtCIsd7uaKhQa1vxvb3/7hushwdjun26085mB3pUEjTZyTjLCzDuW4TzsIKWgpcK2IGhZdAVwL4BJ/2sQZK1dTeVRoXJ8zvfVxrasX+4rugauiyxqFfMGPQahJCCCGOJuFMCDGstTcdZPfn9wOQMuFGEjIXe7mioUGtb8L21H+hrSeY3XEDSqC/24+jT09Cn55E6we1ONYHoMOCX/nH2P7gRD9jAvoLZg/KEMJdTXlUdzfgb/Blfsw0ADSbHduqt6GzGyUhGuN1i2QBECGEEF4l4UwIMWzZrW1kr78Lp72L8NjpjJl1p7dLGhLUuiZXx6ytEyUmwtUx80AwO0RzarTsCgQ0gudoGJriUPNLcX69B+e2feinj0e/cI5HQ9r7PV2zC+Jm46M3oWka9tc+QqusgwA/TLdchWKSOYhCCCG8S8KZEGJY0lQnuzb+kq62cnwDYply/iPodPLLt1rX6Fr8Y5CCGUD7Dgf2eg2dP4ReHo7O53rXjZ7XbUbNL8H5zV6c2/ehn97TSYsIdevxLU4bn1RtBWBxz73NnJ9vQ92RCzoF082X91lRUgghhPAWCWdCiGEpb/vfqa/YjE5vdi0A4uveX/jPRGptTzDruY+X6fbrUQL8PHpMzanR/LEdgNBzjOh8XMMGdakJmH5wHWpJpSuk5RX3hjTdtPEYLpiNLjLMLTV8UZNNp6ObON9IpoSNxplXguO9zwEwXHE+uvQktxxHCCGEOF0SzoQQw071wY8p2r0agEnzf0NwxBjvFjQEeCOYAbRnO7A3uLpmwWcf27nUpcRj+v61qCVVOD7ejHqgCHXbPmzbc9BNG4fhgjnook4vpL1f8QUAFyecBU1t2F9aA5qGfuZE9GdNPa19CyGEEO4k4UwIMay0Neaz54sHAUibdDNx6Rd5uSLvU2sasD39qiuYxUVh+sF1gxLMNKdG8/qertm5RnTm4y+2oUuJw3TbNail1Tg+3oSaW4S6PQdb9n50WWMxLJyDLir8pGtosLSwtX4PAJdEzcb+3FvQbUFJisWwZKEsACKEEGJIkXAmhBg2bJYWsj++C6fDQkT8bEbP+JG3S/I6tabB1THr6EKJj8L0g+tR/H0H5djt211dM30ABJ81sPl+uuRYTLdeg1pW7eqk7T+Imr0f245cdFPHYFg4F130wEPausrNODWViSHpxK3ZgVrTAIH+mJZdiWKUS6AQQoihRa5MQohhQVUd7NxwL90dVfgFxjPlvD+g6PTeLsur1Op6V8fMC8FMc2o09cw1CznP9K1ds/7okmIxrVyCWl7jCmk5hag7crHtzEU3pSekxZz4RuKHbjx9UWcC6p580OtcwSwk8OTflBBCCOFhEs6EEMPCga//SmPVNvQGX6Zd+ASmQbzB8VCkVtVje/q/vffwMn3/ukELZgDt2xw4mnq6ZnNP/VKjS4zBtOJq1IpaV0jbV4C68wC2XQfQTR6D4cLjh7SCtjLy2kowoOfcTxsBA4arF6JLjT/leoQQQghPknAmhDjjVRaspWTfKwBMPue3BIale7ki71Kr6lwds0PB7AfXo/j5DNrxNadG0/pT75r1R5cQjWn5VaiVPSFtbwHqrgPYdh9AN2m0q5MWF9nnNR/0dM3mNgYRbDegnzsFw5zJp12LEEII4SkSzoQQZ7SW+v3s/fL3AKRPXUFM6nlersi71Mo6bP/oCWaJMa6O2SAGM4C2Q12zQIXgee69zOjiozHdchVqZR2O9ZtR9+Sj7s7DtjsP3aRMVyctLgqnpvJhxVcAXFQVgpIaj+HK891aixBCCOFuEs6EEGcsa1cjO9b/HNVpIyrpbDKm/cDbJXmVWlnr6ph1WVzB7AfXofgObjDTHEfc1+w8IzqTZ1ZD1MVHYVp2JWpVvSuk7c5D3ZOPbU8+uomZZM8Ko97aQpBdzxxHHKalV6AYRvYcRE/RNBVF0Xm7DCGEGBYknAkhzkgdLcXs+fxBLJ21+AcnM/nc3w35XxArW+rZ+3YFOlXH+IsTiI87+aXhj0etqHV1zLpcy8Sbvn8diq/ZbfsfqLZvHDiaXV2zoNOYazZQurhITEuvQK0+HNJacvfzslIC4XBBfRgBy5agBAV4vJaRxuG0srfoHbYdeJnrzv0HIQEJ3i5JCCHOeBLOhBBnlPbmIgp3Pkf1wY8BDYPRn2kXPo7RNHRX36vsquONbRuZtD6L9M5MANpzHKzL2M2Ey+OJjz/xqoPfRq2owfb0a7337/JWMNMcGs2f9HTNzvdc16w/uthIum44j1fGNfPfqg10KQ4UDS6fsBhdUuyg1TESOJxW9hx8m29yV9HRXQ/AzoJXOXfqXV6uTAghznwSzoQQZ4T2poOuUFa0HtAAiE4+h8zpdxAQkurd4o6jorOWFwrfpe1rO7fk3YhZNdPh00lTYBNJ9YmMyk+n/XEn6zJ2M/7yeBJOIaSp5TWujlm3FSUlDtNt16L4DH4wgyO6ZkEKQXMG7/LSbG3jlaIPeLV4HV1OCyiQ4RfPHZGLmDhp4aDVMdzZHRb2HHyLb3JX02lpACDQN5qZ425hYtoVXq5OCCGGBwlnQoghrb2pkIIdz1JTvIHeUJZyHhlZKwkKH+3d4o6jvLOWFwre5pOSb1iWdyPfqZkLgDPNwoRlkRgCo9izs4j6dRaSa5MZlZ9Ox+NOPkrfzbjLYklKjBrQcdTyamz/eK0nmMVjuu0arwUzzaHRvH5wu2bN1jZeLlrLa8Xr6HZaARgdlMzKzCWcEzMN3RAf5nqmcIWyN/km98XDocwvhlnjljMh9XIMepOXKxRCiOFDwpkQYkhqayygcOehUOYSk3o+6VNvJSg8w4uVHV95Zw3P5b/Nh5VfEd8ex+/3/YL4rlg0RSP8YhOh5/uh6FyhZdLUNJgKe3YXU/dhNym1yaQXpNP9ZyfrRu1m7GWxJCUdP6SpZT3BzGJFSY3HdKv3ghlA29cOHC0a+mDPd82arW28fPB9Xiv5+IhQlsJto5ewIHoaijJ4wymHM7ujm92Fb/LNgRfpsjQCrlA2e9xyxksoE0IIj5BwJoQYUtoa8ynY8Sy1JRt7HlFcoSxrJUFhQzOUlXVU81zB23xY8RWqpnF+1XyWF34Hg9OAPlgh5iYffEf1v1LgpMmpMBn27Smh5sMuUmqSGVWYTvdfnKxL283Yy2NISoru8xq1tBrbP18Fiw0lNQHTrUu8GsyOmWtm9Ew4arK28tLB93m9ZD2WnlA2JjiV72cu4ezoLAllbmJzdLO78HW25b5El7UJgCC/WGaPX8H4lMvQ641erlAIIYYvCWdCiCGhteEAhTuepbb0s55HFGLTFpI+dSWBYaO8WdpxlXRU8Xz+23xUuQkVDV+HD78o+QmZZa5FP/zG6on+jhl9wIlDw4RJKUyYBPv2llDzYScp1SmMOtgT0lJ3M+byGJKTo1FLq7D98zVXMEtLcHXMzN7tYLRuPaJrNtv9l5UGSwsvHXyPN0o+waraABgXnMato5dwdtRUCWVuYnN0s6vgNbYdeIluazMAQf5xzB63gvEpiyWUCSHEIJBwJoTwqtaGXAp2PEtd6ec9jyjEjrrQFcpC07xa2/EUt1fyXMHbfFy5GbVnHtzVxgu5btfVKE0G0EH4pUZCzjH2DmMcqAkTU5gwEXL2lVL1QQep1SmMKkrH+heVdYk7SGn5muQhFMxU++GuWdgF7u2a9RfKxoeM4rbMJcyLmiKhzE1s9i52Fr7G9gMv0W1tASDYP4HZ45czLuVS9DoJZUIIMVgknAkhvKK1PpeCHc9QV/aF6wFFR1yaK5QFhA7N1ReL2yt5tuAtPq7cgtYTyhZETeP7bd9Fvy4InGAIVYi+2Yxvyund8Hj8hGTGT4D9OaVUftBBalUKo8pHo5LBZ+H7yLwwgTQvBzOAtq0OnK0ahhD3dc3qLc28WLiGt0o3YFVdwW9CSDq3ZS5hbtRkCWVuYrN3srPgVbYf+BfdthYAQgISmD1uJWNTLpZQJoQQXiDhTAgxqFrqcyjIfob68q9cDyg64kZdRPrUFQSEpHi1tuM52F7Oc/lvs75qa28oOydmOrcmLSH4wxg6dzsB8J+gJ+oGM3p/94WHceOTGeNXwb4XX6FGnUxa+wTSGyfheFplXcoeMi6LJC3NO/fxUu0azRt65ppdYEQxnN77rrc0sbrwPd4+IpRNCs3g1swlzImcJKHMTaz2Dnbmv8r2vH9hsbUCEBKQyOzxKxmXfDE6nfxqIIQQ3iKfwEKIQdFSt5eCHc9SX77J9YCiI37UxYyauoKAkGTvFncchW3lPJv/Jhuqv+kNZefFzGRl5lUktyZS84yVziYn6CHiMhPB8w1uDxBqUQW2Z18n02pnTEYxB6+NpnxdB2mVqYwqGYXj/1Q+Tt5L2mXhpI+Kc+uxT6RtyxFds1mnfjmp625ideG7vF32KbaeUDY5NJPbRi9hVsRECWVuYrV3sCP/v2Tn/QuLrQ2A0MBkZo9bwdjkiySUCSHEECCfxEIIj2qu3Uvhjmeor9gMgKLoiUu/mPSpK/APTvJydf0raCvj2fy32FD9de9j58fO5NbMq0kPTKL1CwcV71lcwxjDFGKWmvFJOr1hjP1Ri8qxPfMG2OzoMpIxrriasSYjYydC3oFySte2klaRSlppGurfVD5O2kva4nDSM9wX0lTVycGqz7HZu8hMvACjwcf1uO2IFRoXnlrXrKa7kdWF7/JO2afYVQcAU8JGc1vmEmZGTDjlUKZpGltq6miyWjk3PhZ/49AfnqeqKhtz6ymp7WTiaB+mxERh1rvnEm21tZOd/x+y817Bam8HICwwhdnjVzImaRE63an/7KpF7djXV2H6XhqK/9A/z0IIMdQpmqZp3i7Ck9ra2ggODqa1tZWgoCBvlyPEiNFcu5uC7GdoqNwKuEJZfMaljJqyHP/gRC9X17/81lKezX+LjTXfAKCgcH7sTFZmXk1GUBLOTo26/1rp3NczjHFSzzBGX/d3dtSD5die7QlmmckYl1+NYjr2l9/8vApK1jaTVn548ZSipCJSF4eRkRF/6sdXHRwoW8eWnOdobi8FwN8nghljb2byqCV0bjLQ8I4NQ6hC8i98TyqcVXc1sLrwXd4t/6w3lGWFjeHW0UuYET7+lEOZqml8UVXDC7n55Le4OkNBRiM3ZKRxXUYqAUMwpKmqyvp9tWzf7sS/KxQAu2KnKCAfXVI9k2MiyYqIZ0JYND4nGdYstnZ25P+b7Lx/Hw5lQSnMGXcro5MuPK1Q5jzYjmNtOep+17BIwyXxGC937x9b5PothBiJJJwJIdyqqWYnBTuepbHS1XVyhbLFjJp6C/5BQzOUHWgt5tn8t/isZjvgCmUL42azMvMqRgW6araUOKl5yYqjWXMNY7zSRPA89w9jBFALy7A992ZPMEvBuPyqfoPZkQryKyhe20xa2REhLbGYlEtDyBydMPBjqw5ySz9i6/7naG4vA8DHFIzJ4EdbVzUAAcZYzst+CV23D5HXmQieM7DQU91Vz6rCd3m37DMcmivgTgsfy22Z1zA9YtyAazymZk3js8pqXsgtoLDVFcr8DHrCfXwo7+gEINBo5PqMVK5PTyPwBOdyMKiqyrq9tezIPhzKnIoDp9mKyeIPgEOxk++fR25ADqrRxvjQaKZFxDM1Io5JYdH4GPp/HxZbG9l5r7Aj/z9Y7R0AhAelMWf8rWQmXnB6oaywDcf7FagHXKEMHehnR2K4OAFdpM8p77c/cv0WQoxEEs6EEG7RVL2Tgh3P0FjV03VS9CRkXsaoKcvxCzr1Do4n5bYU82z+m3xemw24QtmFcbNZmXk1aYGuQKOpGi2f2WlcawcVjBGu1Rh9Et0/jBHAWVCK/fm3XMFsdCrGW648YTA7UmFBFUVrG0kpTUGHDoCihGKSLg1mzJjjh2NVdbC/5AO27n+elo5yAHxNIUwfcxNTM65Drzexv3gtW/c/T0ThPCaW/Zgucy2W733FlDHXYjL4HnffVV31rCp4lzXlh0PZ9PBx3Ja5hGluCGXP5+ZzsNXVGfIzGLguPZUbM9IIMBnZWFHFC7n5FLe5QkqA0cD16Wlcn5FKkGnwV7vsDWXbVfy7QwBXKNPFNbFkfhSJYX4UlTj5cms3LY263uddIW0fFr0FAIOiY3xYNFkRcUyLiGNiWAw4u8jO/zc78v+D7VAoCx7FnPG3MjrxAhRFd8p1OwvacKw9MpQp6OdEYrg4Hl2Ee0PZIXL9FkKMRBLOhBCnpbE6m8LsZ2is7uk6KXoSRl/BqCm34Bc4uAtUDFRuSxHP5L/JF7U7AFcoWxQ/l5UZV5EaeDhIOjs0av9jpWu/K1AETNUTdZ0ZnY9nFqhwFpRif+5NsDvQjUnFeMtVKMZTm3dUeLCKovcaSClNPRzS4otJvDSYsWMPhzSnaneFspznae2sAMDXHML0MTczNf06TEa/Pvu1W2yU/K4DpcvMztQ/Uhr1Pr7mUGaMuYkpR21f2VXHCwXv8F75Fzh7QtnMiAnclrmEqeFjTul9gSuUbayoZlVuPgfbXKHM32BwdcYy0gg+KnQd2v6F3HyKBrC9J6iqyoe7a9i1Q+sNZQ7FgT6uiWsWRJEY5t9ne03TKCl1svUbO7V1KgCKTqU7qoZvzNlUOJr6bK9DI1xrIMJZSaRazejAAOZPWE5m4vmnF8ryW12hLK+t50AK+rmRGC7yXCg7RK7fQoiRSMKZEOKUNFZtp2DHMzRV93SddAYSMq8gfcot+AZ6Z2n3E8lpOcgzeW/yVd1OAHQ9oWzFUaEMoLvINYzR2aqhGCDiKhNBczwzjBHAmV+K/flDwSzN1TE7xWB2pIMHqyh8v4HUksMhrTi+mLiL/VF9drN1//O0dlYC9ISsm5mSfu0xoeyQ5k/tNK6xYQiDjhs2sjXvWVo6jgh1o28iKv5cXi5ex/sVX/aGslkRE7j1NEOZU9NOqxPW22nbfzjUHdlpC/bAfeNUVWXtrhr27NDwt4QArlBmiD/UKfP/1tdrmkZJmZOvv7FTU+sKaXo9pI5W6Yg6yOfVX5Hb3k2X0nc/ekXH2JBIpkXGkRURz+TwWPyOMwyyP868VtfwxYK2QztEPzfKFcrCzQM/AadBrt9CiJFIwpkQYsA0TaOxahuFO56lqcbVddLpjD2dsmX4BgzNULa3uZBn899kU90uwBXKLk44ixUZV5F8VM2aqtG80U7Thz3DGKMUYpb6YI479e7DiTjzS7A/9xY4HOjGpWFcdiWKwb2L6RYVVVPwfj2pxYdDWk7YDgrjn8c3tMK10Ef6tw9PVK0apb/vwtkBUTeYCJpl7DNHrayjmhxjOCWGILSeEDs7chK3ZS5hcljmKdfu1DQ2lLtCWUm7K5Sdzhyy481Ru3ZUKjdmphFiPv3woaoqa3fWsGcn+FuCgcOh7JoFUSSEfnsoO5qmaZSWOfl6m53qGrXnUSuqzxqcvq/gExqPb+zlVDqDyG6ooqa7o8/r9YrC2JAopvYMg5wUHkuA0XTMMdS8NtdCHwXth16Ifl5PKAsbnFB2iFy/hRAjkYQzIcQJuULZNxRkP0Nz7S6gJ5SNuZJRk5fhGxDj3QKPY29zAc/kvcnm+t2Aq5twcfxZrMi4kqR+gqSjXaP2FSvdea5uT+B0A5HXmNCZPXefLWdeMfbn3+4JZqMwLrvC7cEMwOm0s694DZu2ryO8+Eqm1p19uJMWW0zcJYGMn/Dt95tr3mij8T07hnCF5Pt8UfSu81LWUc1zBW/xYcUm1J77wcU6OsjCyiWZ1zE18wbMxoCTr1nTWF9eyarcAkqPCGU3umn1xf5Wd/Qz6LlmVCrfOcWQpqoq7+2oJmeXgl9vKLNjTGjm2gVRxIWcXCg7UpelmW9yX2LX/kK09u+iOCYCoNOpTBxvZMY0EwEBrn/Tqs42djRU9X5VdbX12ZcOhTGhkWSFx5EVEcuUhgCM62pRC3tCmaEnlC0a/FB2iFy/hRAjkYQzIcRxaZpGQ+XXFO54huZaV8DR6U0kjr6KtMlL8Q2I9nKF/dvdlM8z+W+ytX4P4ApllySczYqMK0n07z9IdhU6qX3ZirNNQzFC5BITgTM9N4wRwHmgGPsLb4HDiW78KIxL3R/MHE4b+4rX8PX+F2jvqgFcS+KnRyzDuXMcaUWjekNaSUwpMZf4MWFiyjH7Ua0aJb/rQu2EqBtNBM00UtpRzfMFb/NhxVe9oWxu5GQWBsXSUPwuTe0lAPiYgpiW+V2yMm/AbAo8cc2q2hvKynpWWwwyGrkhM43r0t2/JL6maXxZXctz+/N6Q5qvXs+SUSl8d/QoQgcQ0pyqynvZ1ezffTiU2RU7psRmrlsQTWxw/8NEB6LT0sS2Ay+yq+B1HE7XgiBRIWPIiP455UVjqaruGe6ogwnjDUyfZiQwoG+nt7qrnR0Nlb1hrbKzDTSY3hjIsoMxTGxxhWeHXqMxy5/wxWkERp/438qT5PothBiJJJwJIY6haRoNFVso2PEsLXWugKPTm0gccxWjJi/Dxz/KyxX2b2fjAZ7Nf5OvG/YBrlC2OGE+t2RcSaJ//0FSUzWa19tpWmcHDUzRCtFLfTDHem4YI4Aztwj7qrddwWxCOsabr0AxuG8FSIfTxr6id/k6d1WfUDZz7DImjbq692bSZWW15K6pIaUoFb3mOn5JTCnRF/kxcXJK7/6aN9hofN+OMUJB/VELLxx8m48qD3fKzoqayq2ZVzMhNB1w3bw6r3w9W3KeoamtBACzMZBpo79DVuZ38OknpDlUlY97QtmhJfCDTEa+kzGKa9NTPH4z6UMh7fn9+eS1uFYl9DkU0jJHEeZzbEhzqiprtleRu1uPn9V1jbErdsw9oSzmtEJZI9tyX2JX4eFQFh06lrkTvk9a3NkoioKmaVRUqmz9xkZl1eGQNn6cgRnTjAQGHvtzrGkajTurcaytJLjSdZ85q07l/YQG/p1aR4OPHQXIDI4gKyKeaZFxTAmPJcjk2QVAjibXbyHESCThTAjRS9M06is2U7jjGVrqXAFHpzeTNPZq0iYtxcc/0ssV9m9n4wGeyX+Tb3pDmZ7LEuezPONK4v2OHyQdbSq1/7LSXeD6pTZwloHIq03oTJ7rlkFPMHvhbXA60U3IwHjz5W4LZg6nlb1F7/DN/tW0d9cCEOAbycyxtzBp1FUY9P13gcrK6sh9r5qUg0eEtOhSoi7yYcLY1N6u2Zdzv+TvPi/1hrKzo7O4NfNqxoeM6ne/quokv/wTtuQ8S2NbEQBmYwBZmd9h2ujv4mMKxKGqfFRWyeoDBVT0hLJgk5HvZo5iyahU/N2wMMrJ0DSNTdV1PJ+bR27z4ZB2dVoy3x2dTriPGaeq8u72Kg4cFcp8kpq5dn4MMcHHn7t3Ip3dDXxz4EV2F77ZG8piwsYzZ8JtpMWe1W83t7+QpjsipAUF6lxzynJasK+tQCvumZNmVNCfHU3r/BCy7fW9nbWyjpY++1eAjOAIsiLiyIqIY2pEHMEeDmty/RZCjEQSzkaQ7tpS2gq24W+Ox9cc7u1yBqTFoZFvhYT4MOITwtHpPNvNGKk6Whoo2vIV1XUbaHZuBkVD0RmJTJhDdPICjOah999Oh8XG52X1fN1dToGaA4qGHh2XBUxlWfDZxBlCv/X13VVm6j4PRbXoUQwq4XNaCEzv9njdWlsHjnc/dQWziRkYb3JPMHM4rew5+Dbf5K6io7segADfKGaNu4WJaVceN5Qdray8jv3vVZNSmIqhJ6S1+LcS0hlMtW8tP5v1a1SdyoLoadyaeTVjQ9JOsEcXTVPJOxTSWg8CYDAEocbcwldtcVR1uUJIiMnEdzJHcU16Cn6nOMRT01TsdQU4WipP6fWH96PxdbuTF+vs5HW7Ao8ZmEcE/o1J+NtDALArNkxRJVyZ2UKkz6ldUlVVY19bK980VVDaloeq2QEIDUhidNKFRIWOYaB/MuhogJo8HR0NrlcoqIzzbWdSeR1BNa6fcadBoS4rjOrZ4dgDj+1IttmsFLU3UdTm+qq3dB6zTYxfIGmBYYwKCuOCxBjGhLl3GKRcv4UQI5GEs2Gsu7qIhn0baaraTnNXPl2G1t7nfGz+hHZFEdIVSUhnFL6OU5+k7k7NBhN7AsPZFRTOnsBwiv0O/5tF2C1M0duZGuFL1uhoEhMjJKydoo6meoq2fk1HgQ1zQxKBHRnocP0ibDO00hi4h4bAnTQE7aTV7yAo3v+YsGCmRBlPtTKeNm00Di0RpadmDSsBlDCzrYrzGjqZ2aBiPM6vspqm0MZM2pkGKBhpIIx1GJWWwXszgG5SJsabLkPRn14wszss7C16m29yV/eGskDfaGb2hrJTWx6+vKKe/e9VkVxwOKT9bexz6Kc6uDXzasYEp57SfjVNZX/ZBl7a/SnbraPpVMIA8Nc7+V5mOtePHnPSoUxTndjrCrCUZWMty8ZavhPV0nbiFw50/0C2XyYfBi0nwTqJYIdrfpZNsaHpPueitqcIVZu+fSdHcQJ5vvHsCBjLAZ+xlOvHYFWC3VYzQITNxJU1Bs6vbiaqu7unZoUP4sz8K8lEs9l9n5/zEqw8dtYUt+0PRvb1Wwgxckk4G0a6qg7SmLORpsrtNHXn02046pcTDXzVICy6drSjftn2UYMI1RIIURMJVRPw0YJQBvx32lPXpBjYbQpgtzGQXcYASvtZxjvOYaFOZ8JxVBALt1uZorcxNcKHrIxokpIjJawdR1tjLSVbv6Gj0IG5PonAzvTeMHZIt6kWkyMIvdr338Bh6KI9vJD2sELawwvoCqoclLDW6dCRY4mmxJ5Io5qCXUtA4egg046CAY2+NRu0buK1csbbm5htdTDT6oMZHQ6HD01107FaIgDwDywmJHwvOp3KYNKlxGO45OzTCmZ2h4U9B9/km9wX6bQ0ABDoF8OsccuZkHr5KYeyo1VUNpDzQQV2HGQsiWB0WMqp16yqrC0p58UDBVR3ucKCr9JNuuMLRmnb8DOYmJp5PdNHfw9fc8hx96OpTuy1+VjKtmMt24GlfAeate/S8YrJD2PEKJTT/EywawqfqGdTZTkfP4crSNoUO3n+5eT7VaAoVi50FnO1vYBwLMfdjxON/QSxTR9DrpJMOaOwKn2vSTrNRoRWgb/DjumoH0nF6IvOHIBiDnD9r+5bfnY0jfHVVhbldpDY7OrA2XUK+8PC2R0RSZfBQGuwhcbwLuxHH2ig50VV6XTY6LDb6LTbWDYuiqXjkk5pX8czkq7fQghxiISzM1hXZQGNOZ/SWLWN5u7CfsKYQqAaSWjAGMKTZxM+4VxMoVE4bJ001+6msXo7TdXZtNbnovXcKPYQn4AYwmOmERY3jfDYafgGxrtl1bqGbjs767rYVd/FjrouSttsx2wzKtjM1Cg/pkb5MSXSj1AfA91dVvbsr2RneTO7OlRy9b7Yj/rlJMxhZbJiI6snrCWnjNyw1lZXRfHX2+k86MTckExQZ/oxwabLXEVnaD7GJAtxWZnEjZ6I5tSwVqh0FzrpPqjSXeREs/bdt84HfNL0+Kbr8R2lwxyv611S/XQ0tLawZs9uNtW1Umz3p5voY2pWaCNSaWBygMJF6anMTM9E1TS2VxTwVXk5exudlFoisdO3E2zAwoIOG9cXjMbHZkQxQ9R1ZgKzBncukzvYHd3sLnyTbw68SJelEXCFstnjVjAh9XL0es8umnEq7KrK+yVlvHigkJqeUBZmNvO90aO4KjWJitov2bzvGepb8gEwGvyYmnE908d8Dz9zKJrqwFaTh7U8G0tpNtaKnWjWvsPsFJM/5sQp+CRNw5w0DVPMGBTdqf/72p1O3vq6ioP7jPjZXMP1bDobASktXHtWDEXdHTy3P4+9jc0AmHQ6Lk9N4uYx6UT5+uJUnWwvL+Sr8jL2NjgosURgo+/tBPRYiTfVMj5UY05CDHOTx+JnMuNor3N1AMt2YCnLxtFUelR1CsaoDNd7TZ6GOWEqer8Q15yy3c2uOWXlPefHrMOwIAbDBXFUd+rY+o2NsnJXIFMUGDvGwMzpRkKCh95n5XC+fgshxPFIODuDdJXn0bD/U5qqsmmyFGAxtPfdoCeMhQWOJTxpNmGTzsMUHHHC/R4Ka001O2isyqa1PufYsOYfTVjsNMJjswiLnY5fUMKAwlp9Txg79FXWfmwYywgxMyXKj6woPyZH+hFiPvEvVJZuK3tzK9lR6gpr+/sJa6EOK1MUG1PCfcjKiCI1NWrYhrXWuiqKt26n66ATn8YUAjtHHRNsOs2VdIUVYEyykDB9DDHp40+4X82pYa3sCWuFJwhro3T4pusHHNbqWpp4b/ceNjW0UWwPwEJUv2EsSlfPlAA9F2ekMS0tHf0Juk12h4PsykI2lZWzp9FBRVckl1XEsbjaNWSsxM/GPzKqMARVMD5UY25CLPNSxuJjdE+nyVNsjm52F77BttwX6bK6htAF+ccxe9xyxqdcNiRDmc3p5P2eTlltt6urFO5j5qbR6VyZmoTPEcMXNU2lsPJztuQ8S13zAQAMipHRWjTp1c2YLV199q2Y/TEnTMUneRrmxGmYYkafVhjrrdnhCmVF+0z42XuGL+qsBKS0csP8WMICDi+CoWka2+oaeH5/PrsbmgATes2XQJ1Ct8MPO31XatRjJcFUw/hQmJsYx9zkMQP6uXN21GMp24G1LNsV1hpL+m6gKfiZFuFbfw661p4AaNZhOMcVypSj5pRVVbtuZl1a5vqcVxQYM9rArOlGQkKGzmfkcLp+CyHEQEk4G6JUVaWrIo/G/Z/SVL2DZmshFn3fMKZoCoFqFGFB4whLmkXYxPMxBYed9rEd9m5XWKvOpqk6m5b6HDTV0Wcbs18k4bGuzlpYzDT8g5NQFIW6LlcY29HTHSs/KowpQHqImawof6ZE+TEl0pfgAYSxE7FYbOzbX8nOsiZ2tjvJ0fsdE9ZCHDYmK1amhpvJSo8iNTUavX7o/CJyMlpqKij5egddB1VXGOsahULf99LpU05XaCGmZCsJ08cRPWrsaR+3N6wddAU2S5ET9aiRXIoZfI8MawmusFbT3MSa3bvZ0thOiT2wJ4z1rVmhlWhdA1MC9Vyamc6UlLQThrFvY29WqXnJgrXE9TG3La6SF+Lb6NT17azpsRJ3qIMRH8O8FFcHYyiwObrZVfAa2w68RLfV1aUJ9o9n9rgVjEu9FL1uaIayNSXlvHSggLqeUBbRE8quSEvG56h/U81px1ZzAEvZdiyl2RQ3ZpMTYKW5559Ar0JGl5FJQdMJSZmDT+I0jNGZ3z6072Rrdjh58+tKiveZ+4SywLRWrj87jjD/vj8PdoeDbRUFfFVWzt5GlVJrFI6jhtcq2Ik31jA5XGNuQhxzU0ZjNpz+HwGcHQ1YyndgLcnGuacNn4osDPYEAFTFgiXwc+ypRZhGTcAnKQtz0jT0fscukFNd4wppJaVHhLRMAzNnGAkdAiHtTL1+CyHE6ZBwNkS4wtgB15yxmp00WQux6o+aQ6EpBKoxhAWNJSxlNuETz8UYePph7EQc9m5a6vbQVJ1NY1U2LfX7esNaqxJGqX4sleYplBrH0+Dse44VIDPUp3eY4uRIP4JM7vuF6ngsFhv7D1Sxs7SJnW0O9un9sB31i1zwobAW5gpraWlDN6w115RRsmUHlmIwN6YS2JXWTxgroyusEFOSncQZ44lKG+3xujT1cFizHHTSfdCJetSCh1adg4LADnKCNPICrRT723D2lK6jhWhdI1ODDFySmU5WWrrbauvc56D2P1bULld3L+oGMwGTDThVJzsri/iytITdjXZKuyOw0neVOT02Yo21jAtVmRMfzVmpY/A3nfrS6KfCZu9iZ+FrbD/wEt3WFgCC/ROYPX4F41IuGZKhzOp0sqa4jJfyCqnvCWWRPj7cNCadK1KTMPeEMs1px1a9//ACHhW70exH/eD4BNAQn8weQz0NNtctAQx6H6akX8uMsTfj7+OeFWdtDidvbK2kNMeM7xGhLKgnlIX2hDKbw8435QVsKq9gb6OTcmvUMZ0xAxYijE3YdHoaHDbAikGncFlqEjePTifW/9TveXYkTdVQdzZh/6ACrdLVUdRMGo7Ucrp81mJryTnmNcaINMxJ03qGfWah9z98/mpqnWz9pm9IG52pZ+Z0E2Gh3vtMPFOu30II4U4SzrxEVVU6S/fTmPspTTU7aLYdxKo/ag6FphCkxhAaPJ7wlNmETTwXY0CIdwruUd1pZ0dNC1vLqtnT5KDeftRfijWVGLWEVKWESSEa0xNjSUrIwj8kxS1z1k6V1eoKaztKmtjVE9asR4W1oJ6wNiXURNaoKNLTY7wW1poqSyj9ZhfdRQq+jWkEdh+7XHmHTynd4QcxJdtJmjmByORML1R6WFVjA+/u3kNRGQQ3x5LRHsHoNjMBzr7n2apz0BTaTniGgdSZkfgk6lAM7vvZ0BwajWtttHzm+gOCOUlHzE1mjBH9/1uqqsquqoN8WVrK7gYbJd3hWDhqoQbsxBlrGBuiMjs+ivlpYz0W1mz2TnYWvMb2Ay/TbWsBICQggdnjVjI25eIhG8reLS7j5QOF1Ft6QpmvD0tHp3NZahImVKxV+7D2DM2zVu5Gs/dtuep8gjEnTe0NEMbIdBSdHk3TKKr+ii37nqGmyRU6DHofJqdfw8wxN+Pve+Kh2/3WbHfw+pYqynMPhzKrzkLIqHauOysWf7OOrWX5bC6vYG+TRnk/nTEj3SSaa5kQpmNeYgKzkjIxGVz/PjvqXcMds+td8wINisLilERuHpNB3CmGNE3VcO5oxPFBBVpVT5j10WM4LwbD+bEo/q5jO7uae+erWcuysdcXHrMvQ3hqT1dtOj5JWegDIqipdXXSiksOh7TMDD2zZngnpA3V67cQQniShLNB4gpj+2jc/xlNtYfC2FFzKDQdQVoMYcHjCUuZQ9iEczAGuHdp5ZNV3WFjx6E5Y/VdVHfa+zyvU2B0iImx/h0kq3lEtH6BtT4b1dl3OKPJN4ywmCzCe4ZBBoSmeTWs2WwOcg9UsqOkkZ2tDvbpfLHo+w6vDHTYmYSFqWEmstIiSU+PweCmGwUfrbGymLKvd9FdrO8JY8cuU97hW0JX2EF8UpwkzZxIRJL7ukynoryuljX79rG1qZNyRxBWoo5Z4dOgNTPZYmWBLZyJ9niM1T6ofX/sUYzgk6rrWWBEj0/SqYc1e6NKzUtWrGWuBQ+C5xuIuMx0UvtTVZU91UV8UVrK7gYrxV39h7UYYw3jQpyusJY6lgDz6XVFrPYOdua/yva8f2GxuW57ERqY5AplyRehc8N8KnezOJ28W1TKy3mFNFhckxGjfH24OSOVC81taOXZWMp3YKvYjeboO1lR5xt8RCdnGsbIUSjK8QOApmkUV29mS84/qW503WzcoDczedQSZoxdSoDvwG6QbrU7eG1LFRX7fXpvIWLVWQhKayU1uYMdddXsa9KosEbjoO9Nlo10kWiuY2K4nnmJCcxMzMR0gmX/d9Y38vz+fLbXu1bU1CsKl6YksuwkQpqmajize0JZ9RGh7PxYDOfFovh/ew3Ormas5TsPh7W6gmO2MYQl45M8HXNiFq3+09meE0BR8eG5x6MPhbSwwQtpQ+X6LYQQg+mMCGdPPfUUjz32GDU1NUyePJn/+7//Y+bMmQN6rbc+3FVVpaN4D425n9FUu5Nm+0Fs+r7DdhRVRzCxrs5Y6lzCJp6Dwc+9N/E8GZqmUdV5eAGPHXWd1Hb1nWumV2BMmA9TIv3JivJjUqQv/sa+gcXpsNJSv881Z60qm+a6vajOvr+YmXxCCYvNIix2GmGxWQSGfvsvZp5mtx8Ka03sbLGzt5+wFuC0M0mzMDXURNaoCDLSY085rDWWFVH6zW4sJXr8mkYR0J1yzDbtvsV0hxfhk+IkecZkwpMGdrNfTymtq2XN3n183dRJuTMYG5HHhDE9TcTqmpgWbOKysaMZl5TS53lN1bDVaD2rQfYMgzzq3raKEXxSjghryQMLax17HNT9x4pqAZ0fRN9oxn/C6QcaVVXZV1PCF6XF7Kq3UtwVRjd9/2iiw06MoZaxIQ5mxUWyIG0sgT4Du3eg1d7Bjvz/kp33yhGhLJk541cyJmnR0AxlDgdvF5Xyr/yDNB4KZSY915ubWNC4Ca2yvzAWgjl5Gj6JrhUGjRFpp/TfvKZplNRsYfO+f1LduBdwhbRJo65m5thlxw1pFruD1zdXUZF7ZCiz0hhSQYWphgpHZD9hrJNkn/qeMJbIjIQMjKd4Y+xdDa6Qtq3ucEi7JDmBZWMyiA/o/2elN5StrUDruXk0vnoM5w0slB2Ps6sFa8XO3u6avTYf193cDjOEJdMRfRE5lkWUNhzuTmZm6Jk13UR4uOc/ryWcCSFGoiEfzl599VVuvvlm/vGPfzBr1iz+8pe/8Prrr5OXl0dUVNQJXz9YH+6qqtJRtJvGA4fCWNFxwlgcYSHjCUudS9iEBV4PY5UddnbUdfYGsrruY8PY2DDf3jljEyOODWMn4nTaaK3Lcc1Zq86muXb3MWHNaA4mLDbLtchI7HQCw7wf1g7kVbGjuJFdLXb26HzpPiqs+feEtSkhRqalRZCREYfxOOemvjSfsm/2YSs14ts4igBL8jHbtPsW0R1ehG+aRvLMKYTFp3jirQ1YSU01a3Jy+LqpiwpnCHaO/aVXTyNxumamhZi4fOwYxiQe+76+jaZq2Go1V1ArdGI56MTZd6qlK6wl6/Ad5Vq+35ysQ2c8HNY0h0bDuzZav+oZxpisI+ZmM0YP/YVfVVVyakr5oqyYXXUWirpC6Sakb804esKanVlxkcxPG0vwUWHNamt3hbL8V7DYXLfBCAtMYXZvKPP83MyT1e1w8FZRKa/kFdJkdXXHI7Uurmr4jHNasjFwuNOi8wvrXYzCJ3k6hvBUt3bLNU2jtGYrm3OeoaphNwB6nak3pAX6ua4PFruDVzdVUnXAD1+Hq1Nl0dk54NvKQZ9unEfcs890RBg7KymJafHppxzGjmdPQxPP5+bzda3rhuF6ReGipASWjc0gsSekaaqGc1sDjg8rD4cyv55O2bmxKH7urUntbsNSsbN3NUh7TR5HhrUWXTp5AbdTqc3oeUQjI93ArBkmIjwY0iScCSFGoiEfzmbNmsWMGTP429/+Brh+MUpMTOTHP/4x99577wlf76kP98837aKutAZrRxN2azM2rQtV6bv8PJqCCR9MhiCM/mGYgsLRKd79K7gDaLSaaLAYaLQa6T5qPpAOjVCzgwgfOxEmO2FmBwY3X3s1TcVubcHS3Yi1uxmrtRmOWrpfpzNh9gnD7BuKyTfM6+dN1aC1Exq7jDTafWgkAOdRc3/0qp1wOgg3Wogw2/FpcxDUEkhEewzB1mMXbmnyqaMxsJaO0C7UGDN6f59jthlMThWKWjsosyi0qIE4Ofa/Fx3tBOvaSDZrTIgIJirIzX9c0EDfZsBYZ8JYZ8RYZ0JnOWplP72GI9yOPcqGI8yO774AjE2uf4uusR10TeqAwcz1GlR3tXGwpYOKToUGezC2oxaKUFAJ1DUT7WMhOcCI3llDVUsOzp7hvz7GYBIjJhEZmMLgFj8wGhp5jU1sb7XQpbn+PQIdXUztyiejuww9Gpj9MYYmYwxPwhCahD4g3DVpyePFaTS1F3Ow8itaOioA0Ck64iOm0Nw1GbUmGl/VtaiHRXFS5NtBqbkTpwJmOok3NzEm1MDMhDgmRKcMWijOa27h1YIidjY09dSssCAuhmsIJ+TTRvT1rj9gqb56rAsisZ4VAb6DU5tq7cRWnYO1ci+2qn3YGw6CptKhpFBmvIFG/bzebWPD65iQZSAlLRZ/o3s/pyWcCSFGoiEdzmw2G35+frzxxhtceeWVvY8vXbqUlpYW3n333WNeY7VasVoPd2Xa2tpITEx0+4d73s9ySOpqO/GGQgghxElqNaq8ntTN24kWugxD6zIdbPdnfEcqSdbDo1f8I/Zz6w0zvuVVJ0/CmRBiJBp6kxmO0NDQgNPpJDo6us/j0dHRHDhwoN/XPPzwwzz44IMer01VQMV7C1qIM4MGoBw9m0OcLgU4YjQaqvynKPrh+u9PQ1E0dIqCzouLEJ2IqoFT02g1qLyXaGFNkoVuA4CCeYhda7rN3Ww37SPf5suYjlTirdH4RcqnnBBCuMOQDmen4r777uNnP/tZ7/eHOmfulv5ALDrTKPRm7w5FE0IIMXwEAXf0fJ0pmus7CQmd4u0yhBBiWBjS4SwiIgK9Xk9tbW2fx2tra4mJien3NWazGbPZ7PHaBuPmz0IIIcRQFxo5sJVJhRBCnNjQm3l+BJPJxLRp09iwYUPvY6qqsmHDBubMmePFyoQQQgghhBDCvYZ05wzgZz/7GUuXLmX69OnMnDmTv/zlL3R2dnLLLbd4uzQhhBBCCCGEcJshH86uv/566uvr+c1vfkNNTQ1Tpkzho48+OmaRECGEEEIIIYQ4kw3ppfTdQZbiFUIIIc48cv0WQoxEQ3rOmRBCCCGEEEKMFBLOhBBCCCGEEGIIkHAmhBBCCCGEEEOAhDMhhBBCCCGEGAIknAkhhBBCCCHEECDhTAghhBBCCCGGAAlnQgghhBBCCDEESDgTQgghhBBCiCFAwpkQQgghhBBCDAEGbxfgaZqmAdDW1ublSoQQQggxUIeu24eu40IIMRIM+3DW3t4OQGJiopcrEUIIIcTJam9vJzg42NtlCCHEoFC0Yf4nKVVVqaqqIjAwEEVR3LbftrY2EhMTKS8vJygoyG37FceScz045DwPDjnPg0PO8+Dw5HnWNI329nbi4uLQ6WQWhhBiZBj2nTOdTkdCQoLH9h8UFCQX/kEi53pwyHkeHHKeB4ec58HhqfMsHTMhxEgjf4oSQgghhBBCiCFAwpkQQgghhBBCDAESzk6R2Wzm/vvvx2w2e7uUYU/O9eCQ8zw45DwPDjnPg0POsxBCuNewXxBECCGEEEIIIc4E0jkTQgghhBBCiCFAwpkQQgghhBBCDAESzoQQQgghhBBiCJBwJoQQQgghhBBDwIgOZw8//DAzZswgMDCQqKgorrzySvLy8vpsY7FY+OEPf0h4eDgBAQEsWbKE2traPtv85Cc/Ydq0aZjNZqZMmXLMcT777DOuuOIKYmNj8ff3Z8qUKbzyyiuefGtDymCd5yMVFhYSGBhISEiIm9/N0DWY51nTNP70pz+RmZmJ2WwmPj6ehx56yFNvbUgZzPO8bt06Zs+eTWBgIJGRkSxZsoSSkhIPvbOhxx3nevfu3dx4440kJibi6+vL2LFjefLJJ4851meffUZWVhZms5n09HRWr17t6bc3ZAzWeX7rrbdYuHAhkZGRBAUFMWfOHNatWzco71EIIc4UIzqcff755/zwhz9k69atrF+/HrvdzoUXXkhnZ2fvNv/zP//De++9x+uvv87nn39OVVUVV1999TH7Wr58Oddff32/x9m8eTOTJk3izTffZM+ePdxyyy3cfPPNvP/++x57b0PJYJ3nQ+x2OzfeeCNnn32229/LUDaY5/nOO+/kueee409/+hMHDhxgzZo1zJw50yPva6gZrPNcXFzMFVdcwXnnnceuXbtYt24dDQ0N/e5nuHLHuc7OziYqKop//etf5OTk8Mtf/pL77ruPv/3tb73bFBcXc+mll3Luueeya9cufvrTn7Jy5coRExwG6zx/8cUXLFy4kA8++IDs7GzOPfdcLrvsMnbu3Dmo71cIIYY0TfSqq6vTAO3zzz/XNE3TWlpaNKPRqL3++uu92+Tm5mqAtmXLlmNef//992uTJ08e0LEuueQS7ZZbbnFL3WcaT5/ne+65R/ve976nrVq1SgsODnZ3+WcMT53n/fv3awaDQTtw4IDHaj+TeOo8v/7665rBYNCcTmfvY2vWrNEURdFsNpv738gZ4HTP9SF33HGHdu655/Z+f88992jjx4/vs83111+vLVq0yM3v4MzgqfPcn3HjxmkPPvigewoXQohhYER3zo7W2toKQFhYGOD6S6DdbueCCy7o3WbMmDEkJSWxZcuW0z7WoeOMNJ48zxs3buT111/nqaeecl/BZyhPnef33nuPtLQ03n//fVJTU0lJSWHlypU0NTW59w2cITx1nqdNm4ZOp2PVqlU4nU5aW1t5+eWXueCCCzAaje59E2cId53roz9/t2zZ0mcfAIsWLTrtz/kzlafO89FUVaW9vX3EXguFEKI/Es56qKrKT3/6U+bNm8eECRMAqKmpwWQyHTNvKTo6mpqamlM+1muvvca2bdu45ZZbTqfkM5Inz3NjYyPLli1j9erVBAUFubPsM44nz3NRURGlpaW8/vrrvPTSS6xevZrs7GyuueYad76FM4Inz3Nqaioff/wxv/jFLzCbzYSEhFBRUcFrr73mzrdwxnDXud68eTOvvvoqt912W+9jNTU1REdHH7OPtrY2uru73ftGhjhPnuej/elPf6Kjo4PrrrvObfULIcSZzuDtAoaKH/7wh+zbt4+vvvrKo8f59NNPueWWW3j22WcZP368R481FHnyPN9666185zvfYf78+W7f95nGk+dZVVWsVisvvfQSmZmZADz//PNMmzaNvLw8Ro8e7fZjDlWePM81NTXceuutLF26lBtvvJH29nZ+85vfcM0117B+/XoURXH7MYcyd5zrffv2ccUVV3D//fdz4YUXurG64WOwzvO///1vHnzwQd59912ioqJO+VhCCDHcSOcM+NGPfsT777/Pp59+SkJCQu/jMTEx2Gw2Wlpa+mxfW1tLTEzMSR/n888/57LLLuPPf/4zN9988+mWfcbx9HneuHEjf/rTnzAYDBgMBlasWEFraysGg4EXXnjBXW9jyPP0eY6NjcVgMPQGM4CxY8cCUFZWdnrFn0E8fZ6feuopgoODefTRR5k6dSrz58/nX//6Fxs2bODrr79219s4I7jjXO/fv5/zzz+f2267jV/96ld9nouJiTlmNc3a2lqCgoLw9fV175sZwjx9ng/573//y8qVK3nttdeOGU4qhBAj3YgOZ5qm8aMf/Yi3336bjRs3kpqa2uf5adOmYTQa2bBhQ+9jeXl5lJWVMWfOnJM61meffcall17KH//4x28d5jEcDdZ53rJlC7t27er9+u1vf0tgYCC7du3iqquuctv7GaoG6zzPmzcPh8PBwYMHex/Lz88HIDk5+TTfxdA3WOe5q6sLna7vR7Rerwdc3cuRwF3nOicnh3PPPZelS5f2e8uHOXPm9NkHwPr160/6c/5MNVjnGeA///kPt9xyC//5z3+49NJLPfOGhBDiTObN1Ui87fbbb9eCg4O1zz77TKuuru796urq6t3mBz/4gZaUlKRt3LhR2759uzZnzhxtzpw5ffZTUFCg7dy5U/v+97+vZWZmajt37tR27typWa1WTdM0bePGjZqfn59233339TlOY2PjoL5fbxms83y0kbZa42CdZ6fTqWVlZWnz58/XduzYoW3fvl2bNWuWtnDhwkF9v94yWOd5w4YNmqIo2oMPPqjl5+dr2dnZ2qJFi7Tk5OQ+xxrO3HGu9+7dq0VGRmrf+973+uyjrq6ud5uioiLNz89Pu/vuu7Xc3Fztqaee0vR6vfbRRx8N6vv1lsE6z6+88opmMBi0p556qs82LS0tg/p+hRBiKBvR4Qzo92vVqlW923R3d2t33HGHFhoaqvn5+WlXXXWVVl1d3Wc/CxYs6Hc/xcXFmqZp2tKlS/t9fsGCBYP3Zr1osM7z0UZaOBvM81xZWaldffXVWkBAgBYdHa0tW7ZsxPyxYTDP83/+8x9t6tSpmr+/vxYZGaldfvnlWm5u7iC9U+9zx7m+//77+91HcnJyn2N9+umn2pQpUzSTyaSlpaX1OcZwN1jn+Xg/80uXLh28NyuEEEOcommadmo9NyGEEEIIIYQQ7jKi55wJIYQQQgghxFAh4UwIIYQQQgghhgAJZ0IIIYQQQggxBEg4E0IIIYQQQoghQMKZEEIIIYQQQgwBEs6EEEIIIYQQYgiQcCaEEEIIIYQQQ4CEMyHEgKWkpPCXv/zlW7dRFIV33nkHgJKSEhRFYdeuXR6t64EHHmDKlCkePYYQQgghhKdJOBNihFi2bBmKoqAoCiaTifT0dH7729/icDg8dszExESqq6uZMGGC2/Z5ZPg75Oc//zkbNmxw2zGO1tDQQExMDH/4wx+Oee66665j9uzZOJ1Ojx1fCCGEECODwdsFCCEGz0UXXcSqVauwWq188MEH/PCHP8RoNHLfffd55Hh6vZ6YmBiP7PtIAQEBBAQEeGz/ERERPPPMM1x77bVcdtllTJw4EYDXX3+d999/n507d6LX6916TKfTiaIo6HTyNzQhhBBipJCrvhAjiNlsJiYmhuTkZG6//XYuuOAC1qxZA8A555zDT3/60z7bX3nllSxbtqzPY+3t7dx44434+/sTHx/PU089ddzj9TesMScnh8WLFxMUFERgYCBnn302Bw8eBGDbtm0sXLiQiIgIgoODWbBgATt27Oh9bUpKCgBXXXUViqL0fn/0sEZVVfntb39LQkICZrOZKVOm8NFHHx1T11tvvcW5556Ln58fkydPZsuWLcd9L5dffjnf+c53WLp0KXa7nfr6en74wx/yyCOPMHr0aN59912ysrLw8fEhLS2NBx98sE9X8oknnmDixIn4+/uTmJjIHXfcQUdHR+/zq1evJiQkhDVr1jBu3DjMZjNlZWXHrUcIIYQQw4+EMyFGMF9fX2w220m95rHHHmPy5Mns3LmTe++9lzvvvJP169cP6LWVlZXMnz8fs9nMxo0byc7OZvny5b0hpr29naVLl/LVV1+xdetWMjIyuOSSS2hvbwdc4Q1g1apVVFdX935/tCeffJLHH3+cP/3pT+zZs4dFixZx+eWXU1BQ0Ge7X/7yl/z85z9n165dZGZmcuONN37rMM8nn3ySxsZGfve733HHHXcwYcIEfvzjH/Pll19y8803c+edd7J//37++c9/snr1ah566KHe1+p0Ov7617+Sk5PDiy++yMaNG7nnnnv67L+rq4s//vGPPPfcc+Tk5BAVFTWg8yqEEEKIYUITQowIS5cu1a644gpN0zRNVVVt/fr1mtls1n7+859rmqZpCxYs0O68884+r7niiiu0pUuX9n6fnJysXXTRRX22uf7667WLL76493tAe/vttzVN07Ti4mIN0Hbu3Klpmqbdd999Wmpqqmaz2QZUs9Pp1AIDA7X33nuv3/0fcv/992uTJ0/u/T4uLk576KGH+mwzY8YM7Y477uhT13PPPdf7fE5OjgZoubm531rThg0bNL1erwUFBWklJSWapmna+eefr/3hD3/os93LL7+sxcbGHnc/r7/+uhYeHt77/apVqzRA27Vr17ceXwghhBDDl8w5E2IEef/99wkICMBut6OqKt/5znd44IEHTmofc+bMOeb7E63geMiuXbs4++yzMRqN/T5fW1vLr371Kz777DPq6upwOp10dXWd1PC+trY2qqqqmDdvXp/H582bx+7du/s8NmnSpN7/HxsbC0BdXR1jxow57v7PO+88Zs+ezZQpU0hOTgZg9+7dbNq0qU+nzOl0YrFY6Orqws/Pj08++YSHH36YAwcO0NbWhsPh6PM8gMlk6lOTEEIIIUYWCWdCjCDnnnsuTz/9NCaTibi4OAyGwx8BOp0OTdP6bG+32916fF9f3299funSpTQ2NvLkk0+SnJyM2Wxmzpw5Jz30cqCODImKogCu+WonYjAY+py7jo4OHnzwQa6++upjtvXx8aGkpITFixdz++2389BDDxEWFsZXX33FihUrsNlsveHM19e3tw4hhBBCjDwSzoQYQfz9/UlPT+/3ucjISKqrq3u/dzqd7Nu3j3PPPbfPdlu3bj3m+7Fjxw7o+JMmTeLFF1/Ebrf32z3btGkTf//737nkkksAKC8vp6Ghoc82RqPxW5etDwoKIi4ujk2bNrFgwYI++545c+aA6jxZWVlZ5OXlHffcZmdno6oqjz/+eO/qi6+99ppHahFCCCHEmUsWBBFCAK7hemvXrmXt2rUcOHCA22+/nZaWlmO227RpE48++ij5+fk89dRTvP7669x5550DOsaPfvQj2trauOGGG9i+fTsFBQW8/PLL5OXlAZCRkcHLL79Mbm4uX3/9Nd/97neP6balpKSwYcMGampqaG5u7vc4d999N3/84x959dVXycvL495772XXrl0DrvNk/eY3v+Gll17iwQcfJCcnh9zcXP773//yq1/9CoD09HTsdjv/93//R1FRES+//DL/+Mc/PFKLEEIIIc5cEs6EEAAsX76cpUuXcvPNN7NgwQLS0tKO6ZoB3HXXXWzfvp2pU6fy+9//nieeeIJFixYN6Bjh4eFs3LiRjo4OFixYwLRp03j22Wd7u2jPP/88zc3NZGVlcdNNN/GTn/zkmBULH3/8cdavX09iYiJTp07t9zg/+clP+NnPfsZdd93FxIkT+eijj1izZg0ZGRkneVYGZtGiRbz//vt8/PHHzJgxg9mzZ/PnP/+5d07a5MmTeeKJJ/jjH//IhAkTeOWVV3j44Yc9UosQQgghzlyKdvQkEyGEEEIIIYQQg046Z0IIIYQQQggxBEg4E0IIIYQQQoghQMKZEEIIIYQQQgwBEs6EEEIIIYQQYgiQcCaEEEIIIYQQQ4CEMyGEEEIIIYQYAiScCSGEEEIIIcQQIOFMCCGEEEIIIYYACWdCCCGEEEIIMQRIOBNCCCGEEEKIIUDCmRBCCCGEEEIMARLOhBBCCCGEEGII+H+q2yxWwg3NpAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uKyoqwvbt27XWRrdu3eDv748NGzbU+CCt7M1R9hw92Lvz4D0Eqj4AAzU/lNdm5MiROH36NCIjI8VtRUVF+Pzzz+Hn56fWotfqGDp0KA4dOoSjR4+K26RSKf73v//B1dUViYmJNdZh09Rjjz0GmUyGFStW1LhPgiCoLI3wyy+/4Mcff8Q777yDN954A5MnT8aSJUvw77//isfY2NgAqP0+BgYG4saNG8jIyBC3Xbx4scawPplMBolEotKLFR8fj127djXqNV68eBGZmZk1tickJODatWsqwxbreh/4+vpCJpOpvKcB4JNPPlF57unpia5du2L79u0qQzkPHDhQY67jg2QyGR5//HHs2LGj1h746vet+u8FACwsLBAWFgZBEFBRUVFvO0RERM2BPW3UYgQGBuK7777DpEmTEBoaiilTpqBjx44oLy/HyZMn8fPPP4vrg3Xp0gVTp07F559/jtzcXAwaNAinT5/G9u3bMW7cOAwZMkS/L6aa//znP/Dx8cHMmTPx2muvQSaTYcuWLXBzc0NiYqJW2pBKpfj0008xZswYdO3aFdOnT4enpydu3LiBq1evYt++fXBwcMDAgQOxdu1aVFRUoE2bNti/f3+tyxN0794dAPD//t//w+TJk2Fubo4xY8aIH+Kre+ONN/D9999jxIgRmDdvHlxcXLB9+3bExcVhx44dag8XbMg777yDo0eP4j//+Q9mzpyJ8PBwpKenY/v27ZDL5ejYsSNeeuklhIeHi8PmNBUYGIjVq1dj8eLFiI+Px7hx42Bvb4+4uDj8+uuvePbZZ7Fw4UKkp6fjhRdewJAhQzB37lwAwMcff4zDhw9j2rRpOH78OKRSKaytrREWFoYff/wR7dq1g4uLCzp27IiOHTtixowZWLduHSIiIjBz5kykp6dj8+bN6NChg1iYB6j6AmLdunUYPnw4nnrqKaSnp2PTpk0ICgrCpUuXNH6NBw4cwLJly/Doo4+iT58+sLOzw+3bt7FlyxaUlZWpFHdRvg/mzZuHiIgIyGQyTJ48GY6OjpgwYQI++ugjSCQSBAYGYvfu3TXm/AHAmjVrMGrUKAwYMAAzZsxAdna2uKZaYWFhvbG+8847OHz4MHr37o3Zs2cjLCwM2dnZOH/+PA4ePIjs7GwAVf+PeXh4oH///nB3d8f169fx8ccfY9SoUWoXNyIiItIpfZSsJNKlf//9V5g9e7bg5+cnWFhYCPb29kL//v2Fjz76SCgtLRWPq6ioEFasWCH4+/sL5ubmgre3t7B48WKVYwShqgz6qFGjarQDQJgzZ47KNmXJ8vfee0/cNnXqVMHW1rbG+YMGDaq1zHht7Z07d07o3bu3YGFhIfj4+Ajr1q2rs+R/bbE+WB6+rpLrx48fF4YNGybY29sLtra2QufOnYWPPvpI3H/nzh1h/PjxgpOTk+Do6ChMmDBBSE5OrrUs/apVq4Q2bdoIUqlUJc7aysrHxsYKTzzxhODk5CRYWVkJvXr1Enbv3q1yjDLmn3/+WWV7bWXi6xIfHy9MnTpVcHd3F8zNzQUfHx9hzpw5wp07d4SkpCShdevWQtu2bYW7d+82eC1BqHtpgx07dggDBgwQbG1tBVtbW6F9+/bCnDlzhJs3bwqCIAiPPfaYYG9vL8THx6uc99tvvwkAhHfffVfcdvLkSaF79+6ChYVFjfv8zTffCAEBAYKFhYXQtWtXYd++fbWW/P/yyy+F4OBgwdLSUmjfvr2wdevWWpeSUKfk/+3bt4WlS5cKffr0EVq3bi2YmZkJbm5uwqhRo1SWyhCEqqUkXnrpJcHNzU2QSCQq7WVkZAiPP/64YGNjIzg7OwvPPfeccOXKlVp/lzt27BBCQ0MFS0tLISwsTNi5c2etr7O292FaWpowZ84cwdvbWzA3Nxc8PDyERx55RPj888/FYz777DNh4MCBgqurq2BpaSkEBgYKr732msryC0RERPokEQQdrTBLRERERERETcY5bURERERERAaMSRsREREREZEBY9JGRERERERkwJi0ERERERERGTAmbURERERERAaMSRsREREREZEB4+LatVAoFEhOToa9vT0kEom+wyEiIiI1CIKAgoICeHl5QSrV/ffScrkcFRUVOm+HiFomCwsLtf+tYtJWi+TkZHh7e+s7DCIiImqEpKQktG3bVmfXFwQBqampyM3N1VkbRNTySaVS+Pv7w8LCosFjmbTVwt7eHkDVP/oODg56joaIiIjUkZ+fD29vb/HvuK4oE7bWrVvDxsaGo3KISGPKkX0pKSnw8fFp8N8RJm21UN40BwcHJm1ERERGRpdJlFwuFxM2V1dXnbVDRC2fm5sbkpOTUVlZCXNz83qPZSESIiIiIjUp57DZ2NjoORIiMnbKYZFyubzBY5m0EREREWmIQyKJqKk0+XeESRsREREREZEBY9JGRERERC2WRCLBrl27dNrGtm3b4OTkpNM2jMGRI0cgkUjEyqrGeF+WL1+Orl27is+nTZuGcePG6S0eJSZtRERERCYgNTUVL730EgICAmBpaQlvb2+MGTMGhw4d0ndoOpWSkoIRI0Zo7Xp+fn7YsGGDyrZJkybh33//1Vob9dm7dy/Cw8NhbW2NNm3a4MUXX1TrvGnTpkEikeD555+vsW/OnDmQSCSYNm2aVmPVxn2Ry+V455130L59e1hbW8PFxQW9e/fG//73P/GYwYMHY/78+U2MtnYbN27Etm3bdHJtTbB6JBEREVELFx8fj/79+8PJyQnvvfceOnXqhIqKCuzbtw9z5szBjRs39B2iznh4eOi8DWtra1hbW+u8ndLSUjz22GOYMGECfv75ZxQWFuL06dNqn+/t7Y0ffvgB69evF+MtLS3Fd999Bx8fH63Hq437smLFCnz22Wf4+OOP0aNHD+Tn5+Ps2bPIycnRUpT1c3R0bJZ2GsKeNiIiIqIW7sUXX4REIsHp06fx+OOPo127dujQoQMWLFiAU6dOicclJiZi7NixsLOzg4ODAyZOnIi0tDRxv3Lo2JYtW+Dj4wM7Ozu8+OKLkMvlWLt2LTw8PNC6dWu89dZbKu1LJBJ89tlnGD16NGxsbBAaGorIyEjExMRg8ODBsLW1Rb9+/RAbGyueU9uwtPnz52Pw4MHi88GDB2PevHlYtGgRXFxc4OHhgeXLl9dou/rwyDt37uDJJ5+Ei4sLbG1t0aNHD0RFRQEAYmNjMXbsWLi7u8POzg49e/bEwYMHVdpLSEjAK6+8AolEIhaSqG0Y4KefforAwEBYWFggJCQEX3/9dY24/ve//2H8+PGwsbFBcHAwfv/999p/gdXIZDI8/fTTCAoKQteuXfHss882eI5St27d4O3tjZ07d4rbdu7cCR8fH4SHh6scq1AosGbNGvj7+8Pa2hpdunTBL7/8onLMnj170K5dO1hbW2PIkCGIj49X2f/gfWno/tbm999/x4svvogJEybA398fXbp0wcyZM7Fw4UIAVe+To0ePYuPGjeLvJD4+vtbfya5du2oU/3jnnXfg7u4Oe3t7zJw5E6WlpSr7H3wfNnRfcnJy8PTTT8PNzQ3W1tYIDg7G1q1b632N6mDSRkRERNRIgiCguLxSLw9BENSKMTs7G3v37sWcOXNga2tbY7/yg61CocDYsWORnZ2No0eP4sCBA7h9+zYmTZqkcnxsbCz++usv7N27F99//z2+/PJLjBo1Cnfu3MHRo0fx7rvvYsmSJWIipLRq1SpMmTIF0dHRaN++PZ566ik899xzWLx4Mc6ePQtBEDB37lyNfwfbt2+Hra0toqKisHbtWqxcuRIHDhyo9djCwkIMGjQId+/exe+//46LFy9i0aJFUCgU4v6RI0fi0KFDuHDhAoYPH44xY8YgMTERQFWC07ZtW6xcuRIpKSlISUmptZ1ff/0VL7/8Ml599VVcuXIFzz33HKZPn47Dhw+rHLdixQpMnDgRly5dwsiRI/H0008jOzu7ztdqZWWFiIgILFq0qN7j6jNjxgyVJGLLli2YPn16jePWrFmDr776Cps3b8bVq1fxyiuv4JlnnsHRo0cBAElJSXjssccwZswYREdHY9asWXjjjTfqbbuh+1sbDw8P/P3338jIyKh1/8aNG9G3b1/Mnj1b/J14e3urcyvw008/Yfny5Xj77bdx9uxZeHp64pNPPqn3nIbuy5tvvolr167hr7/+wvXr1/Hpp5+iVatWasVTHw6PJCIiImqkkgo5wpbu00vb11ZGwMai4Y9yMTExEAQB7du3r/e4Q4cO4fLly4iLixM/9H711Vfo0KEDzpw5g549ewKoSu62bNkCe3t7hIWFYciQIbh58yb27NkDqVSKkJAQvPvuuzh8+DB69+4tXn/69OmYOHEiAOD1119H37598eabbyIiIgIA8PLLL9eaPDSkc+fOWLZsGQAgODgYH3/8MQ4dOoRhw4bVOPa7775DRkYGzpw5AxcXFwBAUFCQuL9Lly7o0qWL+HzVqlX49ddf8fvvv2Pu3LlwcXGBTCaDvb19vcMu33//fUybNk2cb6bs0Xz//fcxZMgQ8bhp06bhySefBAC8/fbb+PDDD3H69GkMHz681uuuWLECFy5cwOTJkzFo0CDs27cPXl5eAICXXnoJcXFx2L17d73365lnnsHixYuRkJAAADhx4gR++OEHHDlyRDymrKwMb7/9Ng4ePIi+ffsCAAICAnD8+HF89tlnGDRokNiT+MEHHwAAQkJCcPnyZbz77rt1tt3Q/a3NunXr8MQTT8DDwwMdOnRAv379MHbsWHGeoqOjIywsLGBjY6PxUNgNGzZg5syZmDlzJgBg9erVOHjwYI3eNk3uS2JiIsLDw9GjRw8AVXMgtYE9bUREREQtmLo9ctevX4e3t7dKL0VYWBicnJxw/fp1cZufnx/s7e3F5+7u7ggLC4NUKlXZlp6ernL9zp07q+wHgE6dOqlsKy0tRX5+vpqvrOZ1AcDT07NG20rR0dEIDw8XE7YHFRYWYuHChQgNDYWTkxPs7Oxw/fr1enuCanP9+nX0799fZVv//v1V7uODsdva2sLBwaHO2HNycrBmzRp89NFHeOuttzB+/Hj0798ft27dAgBcvnwZDz30UIOxubm5YdSoUdi2bRu2bt2KUaNG1egJiomJQXFxMYYNGwY7Ozvx8dVXX4lDWK9fv66SlAMQE5m6NOb+hoWF4cqVKzh16hRmzJiB9PR0jBkzBrNmzWrwtTZE09egzn154YUX8MMPP6Br165YtGgRTp482eQ4AT33tK1ZswY7d+7EjRs3YG1tjX79+uHdd99FSEhIvef9/PPPePPNNxEfH4/g4GC8++67GDlypLhfEAQsW7YMX3zxBXJzc9G/f398+umnCA4O1vVLIiIiIhNibS7DtZURemtbHcHBwZBIJForNmJubq7yXCKR1LpNOeSwtvOU84pq26Y8TyqV1kg4Kyoq1IrnwbaVGiqKsXDhQhw4cADvv/8+goKCYG1tjSeeeALl5eX1ntdYmsR+8+ZNlJWViXPPVq5cifz8fAwYMAAbNmzAqVOn8O2336rV7owZM8SerU2bNtXYX1hYCAD4888/0aZNG5V9lpaWarVRm8beX6lUip49e6Jnz56YP38+vvnmG/z3v//F//t//w/+/v51nqPO+0cT6tyXESNGICEhAXv27MGBAwfwyCOPYM6cOXj//feb1LZee9qOHj2KOXPm4NSpUzhw4AAqKirwn//8B0VFRXWec/LkSTz55JOYOXMmLly4gHHjxmHcuHG4cuWKeMzatWvx4YcfYvPmzYiKioKtrS0iIiLq7OokIiIiagyJRAIbCzO9PB4sqFAXFxcXREREYNOmTbV+xlKuqRUaGoqkpCQkJSWJ+65du4bc3FyEhYVp5X5pws3Nrcacsejo6CZds3PnzoiOjq5zPtiJEycwbdo0jB8/Hp06dYKHh0eN4hoWFhaQy+X1thMaGooTJ07UuHZT7qMySTh27Ji4bf369Rg9erQ4P/DBRKIuw4cPR3l5OSoqKsThqdWFhYXB0tISiYmJCAoKUnkoe2JDQ0NrVK6sXtSmNurcX3Uo76Py/Vzb78TNzQ0FBQUq7/kH3z+hoaE15l7W9xrUuS/KtqdOnYpvvvkGGzZswOeff67xa3yQXpO2vXv3Ytq0aejQoQO6dOmCbdu2ITExEefOnavznI0bN2L48OF47bXXEBoailWrVqFbt274+OOPAVT1sm3YsAFLlizB2LFj0blzZ3z11VdITk7W+cKKRERURRAEVMpr/7aYTFt6fimSsov5/mhmmzZtglwuR69evbBjxw7cunUL169fx4cffigOBxs6dCg6deqEp59+GufPn8fp06cxZcoUDBo0SJyf05wefvhhnD17Fl999RVu3bqFZcuWqXxJ3xhPPvkkPDw8MG7cOJw4cQK3b9/Gjh07EBkZCaCqV3Lnzp2Ijo7GxYsX8dRTT9Xo+fLz88OxY8dw9+5dZGZm1trOa6+9hm3btuHTTz/FrVu3sG7dOuzcuVOseNgY3t7emDx5MubMmSMOxzt06BBiY2Nha2uL33//vc6hlQ+SyWS4fv06rl27BpmsZo+tvb09Fi5ciFdeeQXbt29HbGwszp8/j48++gjbt28HADz//PO4desWXnvtNdy8eRPfffddg+uZqXN/H/TEE09g/fr1iIqKQkJCAo4cOYI5c+agXbt24jxNPz8/REVFIT4+HpmZmVAoFOjduzdsbGzwf//3f4iNja01vpdffhlbtmzB1q1b8e+//2LZsmW4evVqnbGoc1+WLl2K3377DTExMbh69Sp2796N0NDQel+jOgxqTlteXh4A1DnOGAAiIyMxdOhQlW0RERHi/2xxcXFITU1VOcbR0RG9e/cWj3lQWVkZ8vPzVR5ERNR4i365hO6rD+Jubom+QyED8/WpBDy09jCW/1H3ByPSvoCAAJw/fx5DhgzBq6++io4dO2LYsGE4dOgQPv30UwBVvYa//fYbnJ2dMXDgQAwdOhQBAQH48ccf9RJzREQE3nzzTSxatAg9e/ZEQUEBpkyZ0qRrWlhYYP/+/WjdujVGjhyJTp064Z133hETl3Xr1sHZ2Rn9+vXDmDFjEBERgW7duqlcY+XKlYiPj0dgYCDc3NxqbWfcuHHYuHEj3n//fXTo0AGfffYZtm7dqrJcQWNs374dCxYswFtvvYUOHTrgueeew6BBg5CQkABHR0c8+uijKClR799dBwcHODg41Ll/1apVePPNN7FmzRqEhoZi+PDh+PPPP8XhiD4+PtixYwd27dqFLl26YPPmzXj77bfrbVOd+/ugiIgI/PHHHxgzZgzatWuHqVOnon379ti/fz/MzKpmei1cuBAymQxhYWFwc3NDYmIiXFxc8M0332DPnj3o1KkTvv/++xrLQUyaNEl8j3Xv3h0JCQl44YUX6o2noftiYWGBxYsXo3Pnzhg4cCBkMhl++OGHeq+pDomg7uxUHVMoFHj00UeRm5uL48eP13mchYUFtm/fLlbaAYBPPvkEK1asQFpaGk6ePIn+/fsjOTkZnp6e4jETJ06ERCKp9R+e5cuXY8WKFTW25+Xl1ftmJiKi2oWv3I+c4gosGRWKWQ8F6DscMiDzvr+A3y8m4/9GtsezAwO1eu38/Hw4Ojrq9O93aWkp4uLi4O/vDysrK520QUSmQZN/Twymp23OnDm4cuWKVjJRTS1evBh5eXnio/pYbiIi0kx+aQVyiqsmex+PqX3oEJmuxOxiAICPi42eIyEiMh4GkbTNnTsXu3fvxuHDh9G2bdt6j/Xw8EBaWprKtrS0NHFdBuV/6zvmQZaWlmIXcUNdxUREVL/ErGLx56jb2SirrH/CPpmW+0lbzUWeiYiodnpN2gShauX7X3/9FX///XedJTur69u3Lw4dOqSy7cCBA+IkWn9/f3h4eKgck5+fj6ioqAbXjiAioqZLyr6ftJVUyHEhMVd/wZBBKSitQHZRVWlvb5f6S68TEdF9el2nbc6cOfjuu+/w22+/wd7eHqmpqQCqCoco19GYMmUK2rRpgzVr1gCoqvIyaNAgfPDBBxg1ahR++OEHnD17ViylKZFIMH/+fKxevRrBwcHw9/fHm2++CS8vL4wbN04vr5OIyJQkVEvaAOD4rUz0CXDVUzRkSJKyqwokuNhawN7KvIGjiYhISa89bZ9++iny8vIwePBgeHp6io/qxUISExNV1ujo168fvvvuO3z++efo0qULfvnlF+zatQsdO3YUj1m0aBFeeuklPPvss+jZsycKCwuxd+9eThgmImoGyuFvbZyqvnz7h/Pa6J7E7Kr1kjifjYhIM3rtaVOncOWRI0dqbJswYQImTJhQ5zkSiQQrV67EypUrmxIeERE1gnJ45OSe3vjgwL+4fCcXecUVcLRhz4qpYxESIqLGMYhCJERE1HIk3CtE0svfBYFutlAIQORt9rYRkzYiosZi0kZERFpTKVeIC2r7uNrgoeCqhWf/ucWkje4n9D6uTNqIiDTBpI2IiLQmJa8UcoUACzMp3O2tMCCoFQDgBOe1Ee4PnWVPGxGRZpi0ERGR1ih7UrydrSGVStAn0BUyqQTxWcUqSwGQ6ZErBNzJudcLy6SNSDRt2jS9VDjftm0bnJycmnQNPz8/bNiwQSvxUP2YtBERkdY8OGfJztIM4d5OAIDj7G0zacm5JahUCLCQSeHhwGrOzU1fiUFLkpGRgSeeeALOzs5wcHDA4MGDcfPmzQbPO3LkCCQSCXJzc2vdv3HjRmzbtk27waph0qRJ+Pfff9U6tq4E78yZM3j22We1HBnVRq/VI4mIqGVRJm2+rrbitgHBrXA2IQfHb2XiyV4++gqN9EzZ09rWpaoXlsjYvP766zh79ix2794NDw8PnD9/XivXdXR01Mp1NGVtbS2ui9xYbm5uWoqGGsKeNiIi0hrlOlze1Ya/PRR8b15bbCYUioaXeqGWSUzoOTTSIK1btw6dOnWCra0tvL298eKLL6KwsFDcr+xp2bdvH0JDQ2FnZ4fhw4errKVbWVmJefPmwcnJCa6urnj99dcxdepUlR6+2obTde3aFcuXL1c7FgD44osv4O3tDRsbG4wfPx7r1q2r0RP022+/oVu3brCyskJAQABWrFiByspKAFXLTi1fvhw+Pj6wtLSEl5cX5s2bV+89kkql6NevH/r374/AwEBMmDABISEhatzd+j3YCzp48GDMmzcPixYtgouLCzw8PFTuDwDcuHEDAwYMgJWVFcLCwnDw4EFIJBLs2rULQO29e9HR0ZBIJIiPjwdQs/fs4sWLGDJkCOzt7eHg4IDu3bvj7NmzOHLkCKZPn468vDxIJBJIJBIxngd/n7m5uXjuuefg7u4OKysrdOzYEbt37wYAJCQkYMyYMXB2doatrS06dOiAPXv2NPn+mQr2tBERkdbUVtK9c1sn2FmaIbe4AleT89GprX6+VSb9SmipRUgEAajQ03xNcxtAop1eS6lUig8//BD+/v64ffs2XnzxRSxatAiffPKJeExxcTHef/99fP3115BKpXjmmWewcOFCfPvttwCAd999F99++y22bt2K0NBQbNy4Ebt27cKQIUO0GsuJEyfw/PPP491338Wjjz6KgwcP4s0331S5xj///IMpU6bgww8/xEMPPYTY2FhxGN+yZcuwY8cOrF+/Hj/88AM6dOiA1NRUXLx4sd64xo4di8cffxxTpkzB8OHDNXpNmtq+fTsWLFiAqKgoREZGYtq0aejfvz+GDRsGuVyOcePGwcfHB1FRUSgoKMCrr77a5DaffvpphIeH49NPP4VMJkN0dDTMzc3Rr18/bNiwAUuXLhWHg9rZ2dU4X6FQYMSIESgoKMA333yDwMBAXLt2DTKZDAAwZ84clJeX49ixY7C1tcW1a9dqvQ7VjkkbERFphSAIYiES32ol3c1lUvQJcMXB62n4JyaDSZuJUib03i0taasoBt720k/b/5cMWNg2fJwa5s+fL/7s5+eH1atX4/nnn1dJ2ioqKrB582YEBgYCAObOnYuVK1eK+z/66CMsXrwY48ePBwB8/PHHjepJaSiWjz76CCNGjMDChQsBAO3atcPJkyfFHh0AWLFiBd544w1MnToVABAQEIBVq1Zh0aJFWLZsGRITE+Hh4YGhQ4fC3NwcPj4+6NWrV50xXbt2DU899RRWrlyJWbNmYf369ZgwYQIA4Ny5c+jRowcyMjLQqlUrjV9vbTp37oxly5YBAIKDg/Hxxx/j0KFDGDZsGA4cOIDY2FgcOXIEHh4eAIC33noLw4YNa1KbiYmJeO2119C+fXuxXSVHR0dIJBKxvdocPHgQp0+fxvXr19GuXTsAVfe9+vUff/xxdOrUqcY+ahiHRxIRkVbklVSgoLRq6JG3s+oHc3GIJIuRmKykWuY7kuE4ePAgHnnkEbRp0wb29vb473//i6ysLBQX3+9FtLGxERM2APD09ER6ejoAIC8vD2lpaSqJj0wmQ/fu3bUey82bN2skWA8+v3jxIlauXAk7OzvxMXv2bKSkpKC4uBgTJkxASUkJAgICMHv2bPz666/i0MnaLF++HCNGjMAbb7yB33//Hc8//zw2b94MALh8+TLat2+vtYQNqEraqqt+r2/evAlvb2+VBKq+hFNdCxYswKxZszB06FC88847iI2N1ej86OhotG3bVkzYHjRv3jysXr0a/fv3x7Jly3Dp0qUmx2xK2NNGRERaoexJcbO3hLWFTGVf/3vrtZ2Jz0FphRxW5rIa51PLJi6s3dJ62sxtqnq89NW2FsTHx2P06NF44YUX8NZbb8HFxQXHjx/HzJkzUV5eDhubqnbMzc1VzpNIJBAEzeapSqXSGudUVFRoHEtDCgsLsWLFCjz22GM19llZWcHb2xs3b97EwYMHceDAAbz44ot47733cPTo0RqvEwAuXbok9tp169YNv//+OyIiIpCZmYm9e/di+vTpmtyGBtV2rxUKhdrnS6VV/TLV73X1+1yb5cuX46mnnsKff/6Jv/76C8uWLcMPP/wg9pw2pKGiJrNmzUJERAT+/PNP7N+/H2vWrMEHH3yAl156Sa3rmzr2tBERkVaIQyNr+VAe6GYLT0crlFcqcDouu7lDIz3LK65AXknVB0Zvl6ZVqzM4EknVEEV9PLQ0n+3cuXNQKBT44IMP0KdPH7Rr1w7JyZoloo6OjnB3d8eZM2fEbXK5vEaFRTc3N5XiJfn5+YiLi9MolpCQEJV2ANR43q1bN9y8eRNBQUE1HsqExtraGmPGjMGHH36II0eOIDIyEpcvX6719bVp0wb//POP+Lx///749ddfsWrVKsTGxmLu3Lnq3CatCAkJQVJSEtLS0sRtD75+ZVXH6vc6Ojq6wWu3a9cOr7zyCvbv34/HHnsMW7duBQBYWFhALpfXe27nzp1x586depcR8Pb2xvPPP4+dO3fi1VdfxRdffNFgTFSFPW1ERKQVtRUhUZJIJBgQ1Ao/n7uD4zGZGNiOZaJNSfVeWBsLfvTQl7y8vBof3F1dXREUFISKigp89NFHGDNmDE6cOCEO/dPESy+9hDVr1iAoKAjt27fHRx99hJycHEiqJZcPP/wwtm3bhjFjxsDJyQlLly4VC1UAUCuWl156CQMHDsS6deswZswY/P333/jrr79U2lm6dClGjx4NHx8fPPHEE5BKpbh48SKuXLmC1atXY9u2bZDL5ejduzdsbGzwzTffwNraGr6+vrW+ttdeew0jR47EnDlz8MILL6CiogJHjx6FhYUFMjIy8Mcff2DSpEn13p/Lly/D3t5efC6RSNClSxeN7jEADBs2DIGBgZg6dSrWrl2LgoICLFmyRLym8j56e3tj+fLleOutt/Dvv//igw8+qPOaJSUleO211/DEE0/A398fd+7cwZkzZ/D4448DqJpbWFhYiEOHDqFLly6wsbGp0es5aNAgDBw4EI8//jjWrVuHoKAg3LhxAxKJBMOHD8f8+fMxYsQItGvXDjk5OTh8+DBCQ0M1fv2mij1tRESkFco5Sz6utQ9fGnBvXtvxW5zXZmrqS+ip+Rw5cgTh4eEqjxUrVqBLly5Yt24d3n33XXTs2BHffvst1qxZo/H1X3/9dTz55JOYMmUK+vbtCzs7O0RERMDK6v5i6osXL8agQYMwevRojBo1CuPGjVOZJ6dOLP3798fmzZuxbt06dOnSBXv37sUrr7yi0k5ERAR2796N/fv3o2fPnujTpw/Wr18vJmVOTk744osv0L9/f3Tu3BkHDx7EH3/8AVdX11pf2/Dhw3Ho0CFcvnwZ/fv3x8MPP4ybN2/i9OnTWLFiBaZNm4aTJ0/We38GDhyocu8bM98PqJoruGvXLhQWFqJnz56YNWsW/t//+38AIN4Dc3NzfP/997hx4wY6d+6Md999F6tXr673mllZWZgyZQratWuHiRMnYsSIEVixYgUAoF+/fnj++ecxadIkuLm5Ye3atbVeZ8eOHejZsyeefPJJhIWFYdGiRWIPnVwux5w5cxAaGorhw4ejXbt2KoVuqH4SQdPByCYgPz8fjo6OyMvLg4ODg77DISIyCk9+fgqRt7OwbmIXPNatbY39mYVl6LH6IADg7JKhaGVn2dwhkp58eiQW7+69gfHhbbB+UledtdMcf79LS0sRFxcHf39/lSSBalIoFAgNDcXEiROxatUqnbY1e/Zs3LhxQ2UIoyk5ceIEBgwYgJiYGJUkmAybJv+ecIwCERFpRUO9Ka3sLBHq6YDrKfk4EZOJsV3bNGd4pEfKRdfZ09ayJSQkYP/+/Rg0aBDKysrw8ccfIy4uDk899ZTW23r//fcxbNgw2Nra4q+//sL27dtNqtfm119/hZ2dHYKDgxETE4OXX35ZXPSbWiYOjyQioiYrr1QgJa8EQN3DIwGW/jdVHB5pGqRSKbZt24aePXuif//+uHz5Mg4ePKiTeUunT5/GsGHD0KlTJ2zevBkffvghZs2apfV2DFVBQQHmzJmD9u3bY9q0aejZsyd+++03fYdFOsSeNiIiarK7uSVQCICVuRRu9Qx77B/UCp8fu43jtzIhCIJK4QBquRIbmO9ILYO3tzdOnDjRLG399NNPzdKOoZoyZQqmTJmi7zCoGbGnjYiImqx6T0p9iVgvPxdYyKRIzivF7cyi5gqP9KhCrkBybimA2peDICKihjFpIyKiJruftNnWe5y1hQw9/JwBsIqkqUjOLYFcIVT1wtqz+AwRUWMwaSMioiZLzFK/0IRY+p/z2kyCur2wRERUNyZtRETUZPc/mFs3eOyAoKqk7VRsFirlCp3GRfqXkMUiJERETcWkjYiImkz5wdzXtf7hkQDQwcsRTjbmKCirxMU7uTqOjPRNuei6N5M2IqJGY9JGRERNIgiCRh/MZVIJ+gfeGyJ5K0unsZH+KXthWYSEiKjxmLQREVGTZBeVo6hcDokEaOvc8PBIoKr0PwAcj8nQZWhkAMThkSz3b9AkEgl27dql7zCMzrZt2+Dk5CQ+X758Obp27aq3eKjlYtJGRERNknCvJ8XDwQpW5jK1zlEusn0hMReFZZU6i430q3ovLOe06de0adMwbty4OvenpKRgxIgRAID4+HhIJBJER0c3T3Ba9sUXX6BLly6ws7ODk5MTwsPDsWbNGnF/Q/eiKRYuXIhDhw7p5Npk2ri4NhERNUlj5ix5u9jA19UGCVnFiLqdhUdC3XUVHulRTnEFCu4l5W2dmbQZMg8PD51ct6KiAubm5hqfV15eDgsLC43P27JlC+bPn48PP/wQgwYNQllZGS5duoQrV65ofK3GsLOzg52dXbO0RaaFPW1ERNQkiVmNm7OkrCL5D9dra7ESG9ELS/pRfXikv78/ACA8PBwSiQSDBw8Wj/vf//6H0NBQWFlZoX379vjkk0/Efcoeuh9//BGDBg2ClZUVvv32W2RlZeHJJ59EmzZtYGNjg06dOuH7779XaX/w4MGYO3cu5s+fj1atWiEiIgIzZszA6NGjVY6rqKhA69at8eWXX9b6On7//XdMnDgRM2fORFBQEDp06IAnn3wSb731FoCq4Yvbt2/Hb7/9BolEAolEgiNHjuDIkSOQSCTIzc0VrxUdHQ2JRIL4+Hhx27Zt2+Dj4wMbGxuMHz8eWVmq83JrGx5Z3z0rLy/H3Llz4enpCSsrK/j6+qr0ChIpsaeNiIiaJKGRw98GBLXCt1GJXK+tBUs0gaGRgiCgpLJEL21bm1nrZO2706dPo1evXjh48CA6dOgg9nh9++23WLp0KT7++GOEh4fjwoULmD17NmxtbTF16lTx/DfeeAMffPABwsPDYWVlhdLSUnTv3h2vv/46HBwc8Oeff+K///0vAgMD0atXL/G87du344UXXsCJEycAAFlZWRg4cCBSUlLg6ekJANi9ezeKi4sxadKkWmP38PDA0aNHkZCQAF9f3xr7Fy5ciOvXryM/Px9bt24FALi4uODkyZMN3peoqCjMnDkTa9aswbhx47B3714sW7as3nMaumcffvghfv/9d/z000/w8fFBUlISkpKSGoyFTA+TNiIiahLxg7mGhSb6BbaCVALEpBciJa8Eno7qFTEh4yEuut6Ci5CUVJag93e99dJ21FNRsDHX/r11c3MDALi6uqoMm1y2bBk++OADPPbYYwCqeuSuXbuGzz77TCVpmz9/vniM0sKFC8WfX3rpJezbtw8//fSTStIWHByMtWvXqpwXEhKCr7/+GosWLQIAbN26FRMmTKhzCOKyZcvw2GOPwc/PD+3atUPfvn0xcuRIPPHEE5BKpbCzs4O1tTXKyso0HhK6ceNGDB8+XIylXbt2OHnyJPbu3VvnOQ3ds8TERAQHB2PAgAGQSCS1JppEAIdHEhFREzW20ISjjTk6tXUCAJyIYen/lsgUetpMRVFREWJjYzFz5kxx3padnR1Wr16N2NhYlWN79Oih8lwul2PVqlXo1KkTXFxcYGdnh3379iExMVHluO7du9dod9asWWKPWFpaGv766y/MmDGjzjg9PT0RGRmJy5cv4+WXX0ZlZSWmTp2K4cOHQ6FQNPblAwCuX7+O3r1VE/S+ffvWebw692zatGmIjo5GSEgI5s2bh/379zcpRmq59NrTduzYMbz33ns4d+4cUlJS8Ouvv9ZbzWfatGnYvn17je1hYWG4evUqgKqxxCtWrFDZHxISghs3bmg1diIiAkor5EjNLwXQuA/mA4JccTEpF8dvZeCJ7m21HR7pmSkkbdZm1oh6KkpvbTeXwsJCAFWVGR9MXGQy1fmKtra2Ks/fe+89bNy4ERs2bECnTp1ga2uL+fPno7y8vN7zAGDKlCl44403EBkZiZMnT8Lf3x8PPfRQg/F27NgRHTt2xIsvvojnn38eDz30EI4ePYohQ4bUerxUWtWPIQiCuK2ioqLBduqjzj3r1q0b4uLi8Ndff+HgwYOYOHEihg4dil9++aVJbVPLo9ekraioCF26dMGMGTNqdKPXZuPGjXjnnXfE55WVlejSpQsmTJigclyHDh1w8OBB8bmZGUeBEhHpwp2cEggCYGshg4ut5pXeBgS5YdPhWByPyYIgCDqZn0P6k2gCa7RJJBKdDFHUJ+UcNrlcLm5zd3eHl5cXbt++jaefflqj6504cQJjx47FM888AwBQKBT4999/ERYW1uC5rq6uGDduHLZu3YrIyEhMnz5do7YBiO0UFVUN17WwsFB5bcD9IaEpKSlwdnYGgBpLHoSGhiIqSjVBP3XqVJ3tqnvPHBwcMGnSJEyaNAlPPPEEhg8fjuzsbLi4uKj3Askk6DWbGTFihLgmiDocHR3h6OgoPt+1axdycnJq/A9sZmams9K1RER0nzg00tW2UQlXN18nWJvLkFlYhptpBWjv4aDtEElPyirlSGlCLyxpX15eXo1ExNXVFd7e3irbWrduDWtra+zduxdt27aFlZUVHB0dsWLFCsybNw+Ojo4YPnw4ysrKcPbsWeTk5GDBggV1thscHIxffvkFJ0+ehLOzM9atW4e0tDS1kjagaojk6NGjIZfLVebO1eaFF16Al5cXHn74YbRt2xYpKSlYvXo13NzcxKGMfn5+2LdvH27evAlXV1c4OjoiKCgI3t7eWL58Od566y38+++/+OCDD1SuPW/ePPTv3x/vv/8+xo4di3379tU7nw1Ag/ds3bp18PT0RHh4OKRSKX7++Wd4eHioLNhNBBj5nLYvv/wSQ4cOrTFp89atW/Dy8kJAQACefvrpGmOmH1RWVob8/HyVBxERNSxBWWjCpXHDtCzNZOjlX/Vt8nGW/m9R7t7rhbWxkMG1Eb2wpH1HjhxBeHi4yuPBKSVA1ZffH374IT777DN4eXlh7NixAKqSp//973/YunUrOnXqhEGDBmHbtm3iEgF1WbJkCbp164aIiAgMHjwYHh4eGi1uPXToUHh6eiIiIgJeXl4NHnvq1ClMmDAB7dq1w+OPPw4rKyscOnQIrq6uAIDZs2cjJCQEPXr0gJubG06cOAFzc3N8//33uHHjBjp37ox3330Xq1evVrl2nz598MUXX2Djxo3o0qUL9u/fjyVLltQbT0P3zN7eHmvXrkWPHj3Qs2dPxMfHY8+ePeJwTSIliVB98K4eSSSSBue0VZecnAwfHx989913mDhxorj9r7/+QmFhIUJCQpCSkoIVK1bg7t27uHLlCuzt7Wu9Vm3z4ICqb6QcHPitLxFRXVb+cQ1bTsRh9kP++H+j1PvW/EH/++c2Vv95HYPauWH7jF4Nn0BG4fDNdEzfegbtPeyxd/7AZmkzPz8fjo6OOv37XVpairi4OPj7+8PKykonbZCqwsJCtGnTBlu3blVrOg2RsdDk3xOjTeO3b98OJyenGkneiBEjMGHCBHTu3BkRERHYs2cPcnNz8dNPP9V5rcWLFyMvL098cH0MIiL1JFYbHtlYA4KrFtmOistCWaW8gaPJWDS2qiiRkkKhQHp6OlatWgUnJyc8+uij+g6JSG+MskKHIAjYsmUL/vvf/4qTZevi5OSEdu3aISYmps5jLC0tYWlpqe0wiYhavMRs5fDIxn8wD3G3Rys7S2QWluF8Qi76BrpqKzzSI2UREt8WXISEdCsxMRH+/v5o27Yttm3bxsJyZNKMsqft6NGjiImJwcyZMxs8trCwELGxsfD09GyGyIiITIcgCFop6S6RSDAgqCpROx6ToZXYSP8S2NNGTeTn5wdBEJCUlIRHHnlE3+EQ6ZVek7bCwkJER0eLlYzi4uIQHR0tFg5ZvHgxpkyZUuO8L7/8Er1790bHjh1r7Fu4cCGOHj2K+Ph4nDx5EuPHj4dMJsOTTz6p09dCRGRqMgrKUFqhgFQCtHFq2npRA4Krym2zGEnLoRwe6c2kjYioyfTaz3z27FmVRQ6V5WKnTp2Kbdu2ISUlpUblx7y8POzYsQMbN26s9Zp37tzBk08+iaysLLi5uWHAgAE4deqUuP4GERFph7KXzdPRGhZmTfsOcEBQ1by2S3fzkFdcAUcb8ybHR/pTvRfWtwnzHQ2ZgdRxIyIjpsm/I3pN2gYPHlxvsNu2bauxzdHREcXFxXWe88MPP2gjNCIiaoA2hkYqeThaIai1HWLSC3EyNhMjOnFIuzHLLCxHcbkcEi30whoac/OqLxSKi4thbd2yXhsRNa/y8nIAgEwma/BYzugkIqJGSdByoYkBQa0Qk16If2KYtBk7ZULvpYVeWEMjk8ng5OSE9PR0AICNjU2jFpYnItOmUCiQkZEBGxsbtYrsMGkjIqJG0facpYeCW2HbyXjOa2sBtFFV1JB5eHgAgJi4ERE1hlQqhY+Pj1pf/DBpIyKiRrk/Z0k7H8x7B7jCTCpBYnYxErOK4cNS8UYrMasEQMtN2iQSCTw9PdG6dWtUVFToOxwiMlIWFhaQStUbjcCkjYiIGkXbJd3tLM0Q7uOEM/E5OB6TiadcfbRyXWp+9xddb5lJm5JMJlNrLgoRUVO1rIHmRETULErK5cgoKAOg3d6UAUH3Sv9zvTaj1tKHRxIRNTcmbUREpLGknKqeFAcrMzjZWGjtugOCq0r/n4zNglzBkurGSpuVRYmIiEkbERE1grJypLaHv3Vp6wh7SzPkFlfganKeVq9NzaO0Qo60fO33whIRmTImbUREpDFd9aSYyaToE+gKAPiHVSSNkrKqqL2VGZy4SDoRkVYwaSMiIo0liUmbrdav/dC9IZInYpi0GaPqCT3XLyMi0g4mbUREpLGELN0VmhgQVJW0nY3PQUm5XOvXJ93S9lIQRETEpI2IiBpBl4Um/FvZwsvRCuVyBU7HZ2v9+qRbyvmO2lp0nYiImLQREZGGFAoBSTlViyfrojdFIpGIVSSP32Lpf2OTxMqRRERax6SNiIg0klZQivJKBWRSCTwdrXTSxoBg5XptWTq5PumOODxSB/MdiYhMFZM2IiLSSOK94W9tnKxhJtPNn5F+9ypIXk/JFxfxJsOnUAhco42ISAeYtBERkUYSmqHQRCs7S4R5OgAATsayiqSxyCgsQ5myF9ZJN72wRESmiEkbERFpRDlnSdeFJh4S57UxaTMWCdV6Yc111AtLRGSK+C8qERFppLmGv/W/V/r/eEwmBEHQaVukHRwaSUSkG0zaiIhII8reFF8dfzDv5e8CCzMpUvJKEZtRpNO2SDsSm6kXlojI1DBpIyIijTTX8Egrcxl6+jkDYOl/Y5F4b9F1LqxNRKRdTNqIiEhthWWVyCoqBwD4NMMH8wFBLP1vTDg8kohIN5i0ERGR2pTl/p1tzOFgZa7z9gbcm9d26nYWKuQKnbdHTZOYXbXoOpM2IiLtYtJGRERqa+6elA5eDnC2MUdhWSUuJuU2S5vUOEVllcgsrFpTrzl6YYmITAmTNiIiUptyPpuPq22ztCeVStCvWhVJMlxJOVXvDadm6oUlIjIlTNqIiEhtCdlVhSZ8XKybrU3lEEmu12bYEpupqigRkSli0kZERGrTx5wlZdJ2ISkXBaUVzdYuaYbl/omIdIdJGxERqU0cHunSPMMjgaokwM/VBnKFgFO3s5utXdIMK0cSEekOkzYiIlKLXCHgTo5yTlvzfjAfEFzV23aC89oMljJp4xptRETax6SNiIjUkpJXggq5AHOZBB4OVs3atnKI5D9cZNtgKee0cXgkEZH2MWkjIiK1iB/KnW0gk0qate2+ga0glQCxGUVIyStp1rapYVW9sFyjjYhIV5i0ERGRWvRZaMLR2hyd2zoBYBVJQ5SaX4pyuQLmMgk8HZuvsigRkalg0kZERGrRd6GJAVyvzWApe2Hb6qEXlojIFOg1aTt27BjGjBkDLy8vSCQS7Nq1q97jjxw5AolEUuORmpqqctymTZvg5+cHKysr9O7dG6dPn9bhqyAiMg0Jei40Ub0YiUIh6CUGql0Sy/0TEemUXpO2oqIidOnSBZs2bdLovJs3byIlJUV8tG7dWtz3448/YsGCBVi2bBnOnz+PLl26ICIiAunp6doOn4jIpOj7g3k3H2dYm8uQWViOm2kFeomBaqdcdJ0LaxMR6YZek7YRI0Zg9erVGD9+vEbntW7dGh4eHuJDKr3/MtatW4fZs2dj+vTpCAsLw+bNm2FjY4MtW7ZoO3wiIpOi7+GRFmZS9A5wAcB5bYZGH4uuExGZEqOc09a1a1d4enpi2LBhOHHihLi9vLwc586dw9ChQ8VtUqkUQ4cORWRkZJ3XKysrQ35+vsqDiIjuyyupQG5xBQD9fjAXS/9zXptB0WeRGiIiU2BUSZunpyc2b96MHTt2YMeOHfD29sbgwYNx/vx5AEBmZibkcjnc3d1VznN3d68x7626NWvWwNHRUXx4e3vr9HUQERkb5dDIVnYWsLU001scDwW7AQBOx2WhtEKutzhIVWLWveGRXFibiEgn9PeXtxFCQkIQEhIiPu/Xrx9iY2Oxfv16fP31142+7uLFi7FgwQLxeX5+PhM3IqJq9D00Uqmdux3c7C2RUVCG84k56BfYSq/xEJBfWoGce72w7GkjItINo+ppq02vXr0QExMDAGjVqhVkMhnS0tJUjklLS4OHh0ed17C0tISDg4PKg4iI7kvIMoykTSKR3C/9z3ltBkHZC+tqawE7PfbCEhG1ZEaftEVHR8PT0xMAYGFhge7du+PQoUPifoVCgUOHDqFv3776CpGIyOgZSk8bwPXaDI1yjTYfDo0kItIZvX4lVlhYKPaSAUBcXByio6Ph4uICHx8fLF68GHfv3sVXX30FANiwYQP8/f3RoUMHlJaW4n//+x/+/vtv7N+/X7zGggULMHXqVPTo0QO9evXChg0bUFRUhOnTpzf76yMiaimUvSk+rrZ6juT+em2X7+Yht7gcTjYWeo7ItBlSQk9E1FLpNWk7e/YshgwZIj5XziubOnUqtm3bhpSUFCQmJor7y8vL8eqrr+Lu3buwsbFB586dcfDgQZVrTJo0CRkZGVi6dClSU1PRtWtX7N27t0ZxEiIiUp9yHS5D+GDu7mCF4NZ2uJVeiJOxWRjZyVPfIZk0ZdLGNdqIiHRHr0nb4MGDIQhCnfu3bdum8nzRokVYtGhRg9edO3cu5s6d29TwiIgIQIVcgeTcUgCGkbQBVb1tt9IL8c+tTCZtesZy/0REumf0c9qIiEi3knNLIFcIsDSTorW9pb7DAQA8FKyc15ah50iIwyOJiHSPSRsREdWrek+KVCrRczRVevu7wkwqQVJ2iVgIg5pfpVyBuzklAABfA5jvSETUUjFpIyKiehliT4qtpRm6+TgDAP5hb5vepOSVolIhwMKAemGJiFoiJm1ERFSvRANZo+1ByiqSXK9Nf8ReWGdrg+mFJSJqiZi0ERFRvQyxpw24n7SdjM2CXFF3USvSHeWi6xwaSUSkW0zaiIioXoaatHVu4wh7KzPklVTgyt08fYdjkgz1vUFE1NIwaSMiojoJgiAOj/R1NawP5mYyKfoGuAIAjsdwiKQ+JLHcPxFRs2DSRkREdcotrkBBWSUAw/xgriz9/88tFiPRB+Wi61xYm4hIt5i0ERFRnZTD39wdLGFlLtNzNDUNCHYDAJxPyEVxeaWeozE9YpEaA+uFJSJqacw0PaGsrAxRUVFISEhAcXEx3NzcEB4eDn9/f13ER0REepRg4HOW/Fxt0MbJGndzS3A6LhuDQ1rrOySTkVdcgfzSe72wzob5/iAiainUTtpOnDiBjRs34o8//kBFRQUcHR1hbW2N7OxslJWVISAgAM8++yyef/552Nvb6zJmIiJqJoY+Z0kikWBAUCv8eDYJx29lMmlrRsqhka3tLWFtYXi9sERELYlawyMfffRRTJo0CX5+fti/fz8KCgqQlZWFO3fuoLi4GLdu3cKSJUtw6NAhtGvXDgcOHNB13ERE1AzEIiQuhlvSXVyvjcVImhUrRxIRNR+1etpGjRqFHTt2wNzcvNb9AQEBCAgIwNSpU3Ht2jWkpKRoNUgiItIPZW+Kj6u1niOpW7/AqgqSN1ILkFFQBjd7Sz1HZBrEpI3z2YiIdE6tnrbnnnuuzoTtQWFhYXjkkUeaFBQRERmGpOwSAIbdm+JqZ4kOXg4AgBPsbWs2YhESA35vEBG1FBoXIhEEAefOnUN8fDwkEgn8/f0RHh4OiUSii/iIiEhPyisVSM5TJm2GOzwSqBoieTU5H8djMjEuvI2+wzEJHB5JRNR8NEraDh8+jJkzZyIhIQGCIACAmLht2bIFAwcO1EmQRETU/O7kFEMQAGtzGVrZWeg7nHoNCGqFz47exvFbmRAEgV8kNgNl0mZoi64TEbVEaq/TFhMTg9GjR8PPzw87d+7E9evXce3aNfz8889o27YtRo4cidu3b+syViIiakbVe1IMPQnq6ecCCzMpUvNLEZtRqO9wWrzySgWSc6t6YQ21sigRUUuidtK2YcMG9OnTB3///TfGjh2LkJAQtG/fHo899hgOHz6M3r17Y/369bqMlYiImpExFZqwMpehl58LAOCfW5zXpmvJuSVQ3OuFdbNj4RciIl1TO2k7cuQI5s+fX+s+iUSC+fPn4/Dhw9qKi4iI9MzYCk0oS/+zGInuJRhRLywRUUugdtKWmJiITp061bm/Y8eOSEhI0EpQRESkf8ZWaGJAUFXSdup2NirkCj1H07IlGvii60RELY3aSVthYSFsbOr+x9nGxgbFxcVaCYqIiPTPmIZHAkCYpwNcbC1QWFaJ6KRcfYfToiUZWUJPRGTsNKoeee3aNaSmpta6LzOTw1GIiFoKQRCMrqdNKpWgX6Ardl9KwfFbmeh5b44baV9CVtWi66wcSUTUPDRK2h555BGx1H91EomEJZaJiFqQrKJyFJfLIZEAbZ2t9R2O2gYEtapK2mIy8cqwdvoOp8VKNIJF14mIWhK1k7a4uDhdxkFERAYk4V4REk8HK1iayfQcjfqUxUiik3KRX1oBBytzPUfU8giCIA6P5Jw2IqLmoXbS5uvrq8s4iIjIgBjrh/K2zjbwb2WLuMwinIrNwn86eOg7pBYnu6gchWWVRtcLS0RkzNRO2i5duqTWcZ07d250MEREZBiU89mMcc7SgKBWiMsswomYTCZtOqB8b3g4WMHK3Hh6YYmIjJnaSVvXrl3FuWt1kUgkkMvlWgmMiIj0J8HI1mirrn9QK3x9KgH/cL02nTC2AjVERC0B57QREVENxjo8EgD6BrpCKgFuZxQhObcEXk4cwqdNxrboOhFRS8A5bUREVMP94ZG2eo5Ec47W5uji7YQLibk4HpOJiT289R1Si8KeNiKi5qf24tpERGQaSivkSM0vBWC8H8wHBFVVkTx+i0Mktc3YFl0nImoJmLQREZGKOzlVH8rtLM3gbGOcJfOVSduJmEwoFHXPxSbNsaeNiKj56TVpO3bsGMaMGQMvLy9IJBLs2rWr3uN37tyJYcOGwc3NDQ4ODujbty/27duncszy5cshkUhUHu3bt9fhqyAialmqfyiXSCR6jqZxwn2cYWMhQ1ZROa6n5us7nBajJfTCEhEZI70mbUVFRejSpQs2bdqk1vHHjh3DsGHDsGfPHpw7dw5DhgzBmDFjcOHCBZXjOnTogJSUFPFx/PhxXYRPRNQiGXPlSCULMyn6BLgCqOptI+24k1MCQajqhXWxtdB3OEREJkPtQiR1OXr0KIqKitC3b184OztrdO6IESMwYsQItY/fsGGDyvO3334bv/32G/744w+Eh4eL283MzODhwbV5iIgao6XMWeof1Ap/30jHP7cy8ezAQH2H0yJUrypqrL2wRETGSO2etnfffRdvvvmm+FwQBAwfPhxDhgzB6NGjERoaiqtXr+okyLooFAoUFBTAxcVFZfutW7fg5eWFgIAAPP3000hMTKz3OmVlZcjPz1d5EBGZqpZS0v2h4Kp5bafjslFawTVEteH+0Fkuo0BE1JzUTtp+/PFHdOzYUXz+yy+/4NixY/jnn3+QmZmJHj16YMWKFToJsi7vv/8+CgsLMXHiRHFb7969sW3bNuzduxeffvop4uLi8NBDD6GgoKDO66xZswaOjo7iw9ub5aGJyHS1lEITwa3t0NreEmWVCpxPyNF3OC2CcuisMS4FQURkzNRO2uLi4tC5c2fx+Z49e/DEE0+gf//+cHFxwZIlSxAZGamTIGvz3XffYcWKFfjpp5/QunVrcfuIESMwYcIEdO7cGREREdizZw9yc3Px008/1XmtxYsXIy8vT3wkJSU1x0sgIjI4giC0mKRNIpGIVST/4bw2rUg04kXXiYiMmdpJW2VlJSwtLcXnkZGR6Nevn/jcy8sLmZnN80fxhx9+wKxZs/DTTz9h6NCh9R7r5OSEdu3aISYmps5jLC0t4eDgoPIgIjJF6QVlKKtUQCoB2jgb/xC4AcFcr02bklpIQk9EZGzUTtoCAwNx7NgxAEBiYiL+/fdfDBw4UNx/584duLq6aj/CB3z//feYPn06vv/+e4waNarB4wsLCxEbGwtPT0+dx0ZEZOyUPSleTtYwlxn/Up7KnrYryXnIKSrXczTGrXovrC+TNiKiZqX2X+Q5c+Zg7ty5mDlzJkaMGIG+ffsiLCxM3P/333+rVHBUR2FhIaKjoxEdHQ2gaghmdHS0WDhk8eLFmDJlinj8d999hylTpuCDDz5A7969kZqaitTUVOTl5YnHLFy4EEePHkV8fDxOnjyJ8ePHQyaT4cknn9QoNiIiU9RSipAotXawQjt3OwgCcDI2S9/hGLWMwjKUVMghlVQl9URE1HzUTtpmz56NDz/8ENnZ2Rg4cCB27Nihsj85ORkzZszQqPGzZ88iPDxcTPYWLFiA8PBwLF26FACQkpKiUvnx888/R2VlJebMmQNPT0/x8fLLL4vH3LlzB08++SRCQkIwceJEuLq64tSpU3Bzc9MoNiIiU5Sg7Ekx8nL/1Q0Iqvr3/3hMhp4jMW7KoZGejtawMDP+XlgiImOi0TptM2bMqDMx++STTzRufPDgwRAEoc7927ZtU3l+5MiRBq/5ww8/aBwHERFVSWqBhSYeCm6FLSfi8M+tTAiCwPXFGul+5ciW894gIjIWGi+ufffuXezYsQP//vsvACAkJASPPfYY2rRpo/XgiIioed2fs9RySrr38neBuUyCOzklSMwuZrn6RmopVUWJiIyRRknbJ598ggULFqC8vFyssJifn4/XXnsN69atw4svvqiTIImIqHkktLA5bQBga2mGcB9nnI7Lxj+3Mpm0NZKYtLGnjYio2ak9KP3PP//EvHnzMHfuXNy9exe5ubnIzc3F3bt38eKLL+Lll1/Gnj17dBkrERHpUHF5JTILywC0rKQNAB4KYun/pmppRWqIiIyJ2knbe++9hzfeeAPvv/++Svl8T09PrFu3Dq+//jrWrl2rkyCJiEj3krJLAACO1uZwtDHXczTapVyv7WRsJuSKuudSU904PJKISH/UTtrOnz+P//73v3Xu/+9//4vz589rJSgiImp+CVlFAFrmh/JObRxhb2WG/NJKXL6b1/AJpKKkXI70gqpe2JY035GIyFionbTJ5XKYm9f9zau5uTnkcrlWgiIioubXkntSzGRS9At0BQAcv8XS/5pKyql6bzhYmbW4XlgiImOgdtLWoUMH/Pbbb3Xu37VrFzp06KCVoIiIqPm19EITA4Kr1mv7h/PaNCbOZ2uh7w0iIkOndvXIOXPm4IUXXoClpSWeffZZmJlVnVpZWYnPPvsMS5YsadRabUREZBhack8bcL8YyfnEHBSXV8LGQuNVb0xWQgtcCoKIyJio/Rdr6tSpuHz5MubOnYvFixcjMDAQgiDg9u3bKCwsxLx58zBt2jQdhkpERLrU0pM2X1cbtHGyxt3cEkTFZWNISGt9h2Q0WuKi60RExkTt4ZEA8P777+PkyZOYNm0aPDw84OnpienTp+PEiRNYv369rmIkIiIdkysE3LlXPbKlJm0SiQQPBbP0f2O09ISeiMjQaTw2pE+fPujTp48uYiEiIj1Jyy9FuVwBM6kEno5W+g5HZwYEt8IPZ5JwIoZJmyaUlUV9OaeNiEgv1O5p8/X1xfTp0/HVV18hKSlJlzEREVEzU/aktHG2hplMo0EYRqVfYCtIJMCN1AKkF5TqOxyjoFAISMpp2b2wRESGTu2/zNOnT0dcXByee+45+Pn5ISgoCLNnz8b333+P1NRUXcZIREQ6JlYHbOEfyl1sLdDBywEA2NumpvSCMpRXtvxeWCIiQ6Z20rZ8+XIcOXIEubm5OHDgAJ5++mn8+++/mD59Otq0aYPQ0FDMmTNHl7ESEZGOmNKcpQFBLP2vCeXQyJbeC0tEZMg0/tfX0tISDz/8MFasWIGjR48iJSUFixcvRnJyMjZv3qyLGImISMdMK2mrKkZyIiYTgiDoORrDZ0rvDSIiQ6VxIZLy8nJERkbiyJEjOHLkCKKiotCmTRs88cQTGDRokC5iJCIiHRPX4TKBQhM9/JxhaSZFWn4ZYtILEexur++QDFoSkzYiIr1TO2lbuXKlmKT5+vpi4MCBePbZZ/Htt9/Cy8tLlzESEZGOmdI6XFbmMvTyd8E/tzLxz61MJm0NSGDSRkSkd2onbcuXL4ePjw8++OADTJgwAa6urrqMi4iImklBaQWyi8oBmM4H8wFBrfDPrUyciMnEjAH++g7HoHF4JBGR/qk9p+2vv/7C5MmTsW3bNnh5eaFTp0546aWX8MsvvyAjI0OXMRIRkQ4pP5S72FrA3spcz9E0j/735rWdup2FCrlCz9EYNnF4pAkMnSUiMlRqJ20RERF45513cOrUKWRmZuLdd9+FjY0N1q5di7Zt26JDhw6YO3euLmMlIiIdMKWhkUphng5wtbVAUbkcFxJz9R2OwSosq0RmYVUvrCm9P4iIDE2javfa29tj5MiRePvtt7Fx40YsWLAAd+7cwaeffqrt+IiISMeUPW2+JvShXCqVoN+93rbjXK+tTsqE3tnGHA4m0gtLRGSINKoeqVAocPbsWRw+fBhHjhzBiRMnUFRUhLZt22L8+PEYMmSIruIkIiIdSTCRhbUfNCDIFX9cTMbxWxlYMKydvsMxSOJ7w9VWz5EQEZk2tZO2ESNG4OTJkygoKICXlxeGDBmC9evXY8iQIQgICNBljEREpEOmWmhiQHDVItsX7+Qhv7SCPUm1YLl/IiLDoHbS5uTkhPfeew9DhgxBcHCwLmMiIqJmlGiihSbaOFkjoJUtbmcWITI2CxEdPPQdksG5n9Bb6zkSIiLTpnbS9v333+syDiIi0oNKuQJ3c0oAmGZvyoDgVridWYQTMZlM2mohLrruwuGRRET61KhCJERE1DKk5JWiUiHAQiaFu4OVvsNpdsrS/8dvsRhJbUyxsigRkSFi0kZEZMKUw9/aulhDJpXoOZrm1zfQFTKpBLczi3A3t0Tf4RgUuULAnRzTHDpLRGRomLQREZkwUy1CouRgZY4ubR0BACfY26YiJa8EFfKqXlgPE+yFJSIyJEzaiIhMmKknbQAw4N4QyX+4XpsKsRfW2TR7YYmIDEmjkrbY2FgsWbIETz75JNLT0wEAf/31F65evarV4IiISLcSTXSNtuqUpf9PxGRCoRD0HI3hSDLRqqJERIZI46Tt6NGj6NSpE6KiorBz504UFhYCAC5evIhly5ZpPUAiItId9rQB4T5OsLWQIbuoHNdS8vUdjsEw1UXXiYgMkcZJ2xtvvIHVq1fjwIEDsLCwELc//PDDOHXqlEbXOnbsGMaMGQMvLy9IJBLs2rWrwXOOHDmCbt26wdLSEkFBQdi2bVuNYzZt2gQ/Pz9YWVmhd+/eOH36tEZxERGZCmXS5utquiXdzWVS9AlwBVDV20ZVmNATERkOjZO2y5cvY/z48TW2t27dGpmZmv2xKyoqQpcuXbBp0ya1jo+Li8OoUaMwZMgQREdHY/78+Zg1axb27dsnHvPjjz9iwYIFWLZsGc6fP48uXbogIiJCHMZJRERV8oorkFdSAQDwNvHFk8XS/0zaRElM2oiIDIbai2srOTk5ISUlBf7+/irbL1y4gDZt2mh0rREjRmDEiBFqH79582b4+/vjgw8+AACEhobi+PHjWL9+PSIiIgAA69atw+zZszF9+nTxnD///BNbtmzBG2+8oVF8RESGQCEooBAUMJNq/E92vZQ9Ka3sLGFjod1rG5uHglsBEHA+Lh2lFXJYmcv0HZLeJXBOGxGRwdC4p23y5Ml4/fXXkZqaColEAoVCgRMnTmDhwoWYMmWKLmIURUZGYujQoSrbIiIiEBkZCQAoLy/HuXPnVI6RSqUYOnSoeExtysrKkJ+fr/IgIjIUzx94HhG/RCCvLE+r170/NJIfyoNa2+Etmx9xXjYd1y7U/ffCVOSVVCC3+F4vrDPfH0RE+qZx0vb222+jffv28Pb2RmFhIcLCwjBw4ED069cPS5Ys0UWMotTUVLi7u6tsc3d3R35+PkpKSpCZmQm5XF7rMampqXVed82aNXB0dBQf3t7eOomfiEhTKYUpiEyJRHpJOo7fPa7VaydkFwHg8DcAkAgKjMdhWEoqUHbhR32Ho3dJ1XphbS1NuxeWiMgQaJy0WVhY4IsvvkBsbCx2796Nb775Bjdu3MDXX38Nmcw4h5MsXrwYeXl54iMpKUnfIRERAQAiU+73+kQma7cHSPnB3JtJG5ASDRtFAQDALf2EnoPRv/tFSEx7riMRkaFo9NdnPj4+8PHx0WYsDfLw8EBaWprKtrS0NDg4OMDa2hoymQwymazWYzw8POq8rqWlJSwtLXUSMxFRU1RP1CJTIiEIAiQS7Sx0rCzp7sukDYg9LP4YUHkbORkpcHbz1GNA+sXKkUREhkXjpG3GjBn17t+yZUujg2lI3759sWfPHpVtBw4cQN++fQFU9QJ2794dhw4dwrhx4wAACoUChw4dwty5c3UWFxGRLigEBaJSosTn6cXpiMuPQ4BjgFaun8hCE/fdPiL+KJUIuH1mD7qPnKm/ePRMXKPNhJeCICIyJBoPj8zJyVF5pKen4++//8bOnTuRm5ur0bUKCwsRHR2N6OhoAFUl/aOjo5GYmAigathi9eImzz//PG7fvo1Fixbhxo0b+OSTT/DTTz/hlVdeEY9ZsGABvvjiC2zfvh3Xr1/HCy+8gKKiIrGaJBGRsbiZfRM5ZTmwMbNBd/fuALQ3RLJCrkBybgkA9qagvBhIqkqO/3XsDwCQ3/pbnxHpHcv9ExEZFo172n799dca2xQKBV544QUEBgZqdK2zZ89iyJAh4vMFCxYAAKZOnYpt27YhJSVFTOAAwN/fH3/++SdeeeUVbNy4EW3btsX//vc/sdw/AEyaNAkZGRlYunQpUlNT0bVrV+zdu7dGcRIiIkOnnM/W06MnurbuinNp53Aq+RSeDn26yde+m1MChQBYmknR2t7Eh4cnnATk5YBDW5R0nQ4cPQHvnCgICgUkUo2/22wRODySiMiwaKUklFQqxYIFCzB48GAsWrRI7fMGDx4MQRDq3L9t27Zaz7lw4UK91507dy6HQxKR0TuVfAoA0NerL7q27oqN5zfiTNoZVCgqYC41b9K1q38o19YcOaN1+958tsDBCO75H5QfMYOnJAN3bl9D26CO+o1NDyrkCty91wvL5SCIiAyD1r5CjI2NRWVlpbYuR0Rk0srkZTiffh4A0NezL0JdQuFo6YiiiiJcybzS5OuzJ6Ua5Xy2gCGwsXPELcswAMDd83vqPqcFS8kthVwhwNJMCjc7E++FJSIyEBr3tCmHMCoJgoCUlBT8+eefmDp1qtYCIyIyZefTzqNMXobW1q3h7+gPiUSC3h69sT9hPyKTIxHeOrxJ12cRknsK04G0e0mw/yAAQL5XfyD+EiwSjgJQf/RIS5FYbSkIqdTEe2GJiAyExj1tFy5cUHlcunQJAPDBBx9gw4YN2o6PiMgknUqpGhrZx6uPOHyxr1dflX1NkZjFnjYAwO2jVf/16ATYuQEAXDsPBwAEFp1HZUW5viLTG+Wi61wKgojIcGjc03b48OGGDyIioiZRVolUJmrVf76UcQmF5YWws7Br9PU5PPIe5Xy2gPtFsQI7D0De77ZwRBFuXjyOkB4P6yk4/UjkoutERAbHNMtiEREZsJzSHNzIvgEA6OPZR9zexq4NfOx9IBfkOJN6ptHXFwRB/GBu0oUmBOH+otqB95M2mZkZYm2rlljIvrxPH5HpVRLfG0REBkfjnrbw8HC1K42dP39e44CIiExdVEoUBAgIdg5GK+tWKvv6ePZBYkEiIlMiMcRnSB1XqF9OcQUKy6oKR7V1NuEP5pn/AgXJgMwS8OmrsqvCdyBw7RgcU07oKTj9SeDQWSIig6NxT9vw4cMRGxsLS0tLDB48GIMHD4aVlRViY2Pxn//8B2PHjhUfRESkOeWctb6efWvs08a8NmUvm4eDFazMZY2+jtFTVo306QOYW6vsattjJAAgqOwaigpymzcuPRIEgfMdiYgMkMY9bRkZGZg3bx5WrVqlsn3ZsmVISkrCli1btBYcEZGpEQSh1vlsSj09ekIqkSIuLw6pRanwsPXQuI2ErKpCEyb/obyWoZFKXv5hSJa4wwtpuH5mP7o8PLGZg9OP3OIKFNzrheWcNiIiw6FxT9vPP/+MKVOm1Nj+zDPPYMeOHVoJiojIVCUWJCK5KBnmUnN0a92txn5HS0d0cO0A4H6xEk0lsdAEIK8A4o9X/RwwuMZuiUSCO869AAAlNw42Y2D6peyFdXewNO1eWCIiA6Nx0mZtbY0TJ2qO8T9x4gSsrKy0EhQRkak6lVw17LFr666wMa89qVIWJ2nsEEkWIQFw9xxQXgBYuwAeXWo9RBb0CADAI7NxybExYlVRIiLDpPHwyPnz5+OFF17A+fPn0atX1beQUVFR2LJlC958802tB0hEZEoiU+4NjaxlPptSX6+++OLyFziVcgoKQQGpRLPv31hoAveHRgYMAqS137/AXiOgiHoFfopEZCYnoJWXbzMGqB/3kzZbPUdCRETVaZy0vfHGGwgICMDGjRvxzTffAABCQ0OxdetWTJxoGmP+iYh0oVJRidMppwGolvp/UBe3LrA2s0Z2aTZu5dxCiEuIRu1weCSqrc82uM5DnFp54JZZIILlMYg78ydajX2xeWLTIxYhISIyTBonbQAwceJEJmhERFp2NesqCioK4GDhgDDXsDqPs5BZoLt7dxy/exyRyZEaJW1llXKk5JcCMOHhkaV5wJ2zVT8H1L9sQqZ7PwQnx9xL8kwgaVP2tLlaN3AkERE1Jy6uTURkIJTz2Xp79oZMWn8RCOXwSU3ntd3JKYEgADYWMrjaWjQuUGMXfwIQ5IBLAOBc/5BH+7BhAAC/vDMQFIrmiE6vODySiMgwqZW0ubi4IDMzEwDg7OwMFxeXOh9ERNQ4yvls9Q2NVFIuB3Au7RzK5GVqt1G90IREImlElC2AODSy4cXJg7o/ghLBAm7IQcLN8zoOTL/KKxVIzisBwOGRRESGRq3hkevXr4e9vT0AYMOGDbqMh4jIJBVXFONixkUA9RchUQpyCkIr61bILMlEdHo0env2VqsdzllCtSIkgxs81MraFpesO6Fz6TmkXvgLfqE9dBubHt3Nvd8L28rORHthiYgMlFpJ29SpU2v9mYiItONs2llUKirRxq4NvB28GzxeIpGgj2cf7L69G6dSTqmftJl6Sfe8O0DWLUAiBfwHqnVKcduHgJhzsE46puPg9Kv6ousm2wtLRGSgGlWIRKFQICYmBunp6VA8MMZ/4ED1/ggSEdF9yoWylcMe1dHXqy92396NyORIvNztZbXOuV9owkSTtttHqv7r1Q2wdlLrlFZdhgMxGxBcfBHlZaWwsGyZa5KyqigRkeHSOGk7deoUnnrqKSQkJEAQBJV9EokEcrlca8EREZkKZUERdeazKfX2qOpdu5Z1DbmluXCycmrwHJMfHqnB0EilgLBeyN7hABdJPq6dP4ywviN0E5ueiYuum+p7g4jIgGlcPfL5559Hjx49cOXKFWRnZyMnJ0d8ZGdn6yJGIqIWLb04HTG5MZBAIiZi6nC3dUegYyAECIhKjWrweEEQTHt4pEJxv6ctsOEiJEpSmQy37XsCAPKu7tdBYIZBXHTdVHthiYgMmMZJ261bt/D2228jNDQUTk5OcHR0VHkQEZFmolKqEq4w1zC1esuqUw6nVKf0f2ZhOUoq5JBIgDbOJrgOV/pVoDgTMLcF2vbS6FTFvZ45l9STOgjMMCRyeCQRkcHSOGnr3bs3YmJidBELEZFJUs5n02RopJIyaVNeoz6J2VWFJrwcrWFpVv86cC2ScmikX3/ATLPqiD49RgIAgipuIi8nU9uR6Z0gCOKcNg6PJCIyPBrPaXvppZfw6quvIjU1FZ06dYK5ubnK/s6dO2stOCKilk4QBLGXTJMiJErd3bvDTGKGu4V3kZSfVG/lyfs9KSbYywZUW59tsManengHIVHaBj6Ku4g9/Re6RfxXu7HpWVZROYrKTbgXlojIwGmctD3++OMAgBkzZojbJBIJBEFgIRIiIg3F5sYioyQDVjIrhLcO1/h8W3NbdHbrjPPp5xGZEll/0pZVtXCyr4tto+M1WhWlQMK93kg1FtWuTYpLH/hk7kDFvweBFpa0KRN6Twcr0+yFJSIycBonbXFxcbqIg4jIJEWmVCUS3d27w0LWuAWN+3r1xfn08ziVcgoTQybWeVzCveGRJlloIikKqCwB7NyB1qGNuoRFyCNA5g54ZZ/WcnD6l8giJEREBk3jpM3X11cXcRARmaSmzGdT6uPZB5uiNyEqJQpyhRwyae09JSa9Dlf1oZGNXDg6sOdwVB6XwhvJSEm4CU/fEO3Fp2cmXVWUiMgIqJ20ffjhh7Vud3R0RLt27dC3r+ZzMYiITFmFvAJn084CaNx8NqWOrTrC3twe+eX5uJ59HR1bdaz1OGVJd5MsNKEs9d/IoZEA4ODkihsW7dG+4hqSzu5h0kZERM1G7aRt/fr1tW7Pzc1FXl4e+vXrh99//x0uLi5aC46IqCW7mHERJZUlcLFyQbBzcKOvYyY1Q0+Pnvg76W9EJkfWmrSVlMuRXlAGwAQ/mBdnA8nRVT83oghJdTke/YGka5DFHwXwSlMjMxj3h0ea4HxHIiIjoHbJ/7i4uFofOTk5iImJgUKhwJIlS3QZKxFRi6Kcz9bbszekEo1XYFEhlv5Pqb30/52cqg/l9pZmcLIxr/WYFivuKAABcAsFHDybdCmnjv8BAAQUnIOiBRXeYk8bEZFha9qnhHsCAgLwzjvvYP/+/dq4HBGRSTiVfK/Uv2fTh5cr58RdSL+A4oriGvsTqhWakDRyTpfRim18qf8HBYUPQqFgDWfk4/aVhtfGMwalFXKk5pcCYNJGRGSotJK0AYCPjw9SU1O1dTkiohYtvzwfV7KuAGjafDYlXwdfeNp6olJRifPp52vsN+meFOV8tsDGz2dTMrewRIxtVwBAxsV9Tb6eIajeC+tsar2wRERGQmtJ2+XLlxtdWXLTpk3w8/ODlZUVevfujdOn6y6nPHjwYEgkkhqPUaNGicdMmzatxv7hw4c3KjYiIl04k3IGCkEBf0d/eNh6NPl6Eonk/hDJ5Jo9QCabtGXfBnITAKkZ4NtfK5cs9R4IALC7+49WrqdvidWqippcLywRkZFQO2nLz8+v9ZGUlIRdu3Zh/vz5mDRpksYB/Pjjj1iwYAGWLVuG8+fPo0uXLoiIiEB6enqtx+/cuRMpKSni48qVK5DJZJgwYYLKccOHD1c57vvvv9c4NiIiXVHOPWtKqf8HKa9V27w2MWkztXW4lEMj2/YCLO20cknP8KovAduVXkFpcaFWrqlPYhESU0voiYiMiNrVI52cnOr8Bk4ikWDWrFl44403NA5g3bp1mD17NqZPnw4A2Lx5M/78809s2bKl1us9WJ3yhx9+gI2NTY2kzdLSEh4eTf/2mohIF06laG8+m1Jvz94AgFs5t5BZkolW1q3EfSbb06bFoZFKPu26Ih0uaC3JxuWzB9Bp4HitXVsfEu69N3xNLaEnIjIiaidthw8frnW7g4MDgoODYWen+TeY5eXlOHfuHBYvXixuk0qlGDp0KCIj1Zvg/eWXX2Ly5MmwtVUtU3zkyBG0bt0azs7OePjhh7F69Wq4urrWeo2ysjKUlZWJz/Pz8zV+LURE6kouTEZCfgJkEhl6evTU2nVdrFwQ6hKK69nXcSrlFEYHjAYAKBSCuLC2SSVtCjkQd6zq5yasz/YgiVSKBKfeaJ37FwqvHwSMPGkz6UXXiYiMhNpJ26BBg7TeeGZmJuRyOdzd3VW2u7u748aNGw2ef/r0aVy5cgVffvmlyvbhw4fjscceg7+/P2JjY/F///d/GDFiBCIjIyGTyWpcZ82aNVixYkXTXgwRkZqUc846teoEOwvtDNlT6uPVB9ezryMyOVJM2tILylBWqYBMKoGXk7VW2zNoydFAaS5g6Qh4hWv10pLAIcC5v+CWbvwVJBPZ00ZEZPDUmtOWmJio0UXv3r3bqGA09eWXX6JTp07o1auXyvbJkyfj0UcfRadOnTBu3Djs3r0bZ86cwZEjR2q9zuLFi5GXlyc+kpKSmiF6IjJVyjln2qga+SDlvLZTyacgCAKA+x/KvZysYC7TWv0pw3f776r/+j8EyNT+jlItfj1HAgCC5LHITm+ev3m6IAiC6Q6dJSIyImr99e7Zsyeee+45nDlzps5j8vLy8MUXX6Bjx47YsWOHWo23atUKMpkMaWlpKtvT0tIanI9WVFSEH374ATNnzmywnYCAALRq1QoxMTG17re0tISDg4PKg4hIFxSCAlEpUQB0k7R1a90NFlILpJekIy4vDoApz2c7WvVfLazP9qBWHt64LfWraubMHq1fv7lkFJShtMIEe2GJiIyMWknbtWvXYGtri2HDhsHDwwOjRo3C7Nmz8dJLL+GZZ55Bt27d0Lp1a2zZsgVr167FvHnz1GrcwsIC3bt3x6FDh8RtCoUChw4dQt++9X+Y+fnnn1FWVoZnnnmmwXbu3LmDrKwseHp6qhUXEZGu3Mi+gdyyXNia26Jjq45av76VmRW6uXcDcL9HLzGrCADg42Jb53ktTnkRkFhV7AWBD+ukiTS3qr9Tipja53wbgwRT7YUlIjIyav0L7erqinXr1iElJQUff/wxgoODkZmZiVu3bgEAnn76aZw7dw6RkZEYOXKkRgEsWLAAX3zxBbZv347r16/jhRdeQFFRkVhNcsqUKSqFSpS+/PJLjBs3rkZxkcLCQrz22ms4deoU4uPjcejQIYwdOxZBQUGIiIjQKDYiIm1Tzmfr6d4T5lLdLGQslv6/15ZJ9rQlnAQUFYCjN+ASoJMmbNsPBQD45JyGoFDopA1dY7l/IiLjoNEgf2trazzxxBN44okntBbApEmTkJGRgaVLlyI1NRVdu3bF3r17xeIkiYmJkEpVc8ubN2/i+PHj2L9/f43ryWQyXLp0Cdu3b0dubi68vLzwn//8B6tWrYKlpaXW4iYiagxlqf8+Xtpbn+1Bfb36YsP5DTiTegYVigrTLDShLPUfMBjQ0YLRwb0iUH7EDB6SDCTFXoZ3cBedtKNLJpnQExEZIe3OzG6kuXPnYu7cubXuq614SEhIiDjB/kHW1tbYt2+fNsMjItKK0spSnE87D0A389mU2ru0h7OlM3LKcnA547JpfjBXLqqtxfXZHmRta4+rlh3Qofwiks/vNfKkzYSGzhIRGSEOYCciaibn08+jXFGO1jat4e/gr7N2pBKpuND2saQTyCwsB2BC63AVpAHpV6t+9h+s06by2wwAAFgkHNVpO7pikgk9EZERYtJGRNRMTiVXDY3s69kXEh0N2VNSzmv7585JAICTjTkcrXUzh87gKIdGenQGbF3rPbSpXDtVzZUOKjqPyopynbalC0zaiIiMA5M2IqJmopzPpsuhkUrKNmLyrgHSUtP6UK5M2nQ4NFIpsHN/5MEW9pISxEQf03l72lRcXomMgjIAgI8pzXckIjJCaidtM2bMQEFBgS5jISJqsbJLs3E9+zoAiEMXdcnLzgu+Dr5QQAEzm1jTGRopCMDte/PZAnSftMnMzBBj2x0AkHPlgM7b06ak7BIAgKO1CfXCEhEZKbWTtu3bt6OkpESXsRARtVjKBbXbObdDK+tWzdKmcoikzDYGvqaStGXcBApSAJkl4KO7Cp3VVfoNAgA4Jh9vlva0hUMjiYiMh9pJW13VGomIqGHi0EhP3Q+NVFK2JbONMZ0P5sqhkb59AXPrZmmybfdRAIDg8usozM9plja1IUG56DqHRhIRGTyNSv4XFBTAysqq3mMcHByaFBARUUsjCIK40HVzzGdT6unZExAkkFlmwM62sNna1atmHBqp1CYgFHcl7miDNFw7uw9dHp7cbG03RRJ72oiIjIZGSVu7du3q3CcIAiQSCeRyeZODIiJqSRLyE5BSlAJzqTm6uXdrtnZtzeyhKPWG1DoRaZWXAIQ1W9t6Ia8A4u8NUWyGIiTV3XHugzbZv6HkxiHASJI2cdF1Jm1ERAZPo6Ttl19+gYuLi65iISJqkSJTqnrZwluHw9qseYbsAUBqfikqioJgaZ2IG7nnABhHMtFod84A5YWAjSvg3qlZmzYPHgJE/QaPzMhmbbcpEtjTRkRkNDRK2vr374/WrVvrKhYiohZJXJ+tGYdGAkBiVjHkhUFAq79xOvU0FIICUkkLXulFOZ/NfxAgbd7XGdhrJBSnXoGfIgnpd+PQuo3uFk/XBoVCwJ171SNNprIoEZERa8F/vYmI9K9SUYnTqacB3K/m2FwSs4sgL/GBVLBEdmk2/s35t1nbb3ax9+azNfPQSABwdHVHjHkwACDhzJ5mb19TaQWlKJcrYCaVwMup+Xp/iYiocdRO2nx9fSGTyXQZCxFRi3Ml8woKKwrhYOGAUJfQZm27as6SGdzMq9pVFkNpkUrzgLvnqn4OGKyXELJaV/WkSpTFUAxYQlbV0Mi2ztaQSSV6joaIiBqidtIWFxcHV1dXXcZCRNTiKEv99/bsDZm0eb/4Srw3/K2dQzeVWFqk+OOAIAdcAgEnH72EYN9hGADAL/8MBIVCLzGoS1mEhEMjiYiMg9pJm7OzM1xcXGo8/P39ERERgQMHDugyTiIio6Ts3WruoZEAkHhvHa5eHlU9QOfSzqFMXtbscTQLPQ6NVAru/giKBUu0Qi7ib5zTWxzqSLzX0+bLNdqIiIyC2oVI1q9fD4mk5hCK3NxcnDt3DqNHj8Yvv/yCMWPGaDVAIiJjVVRRhEsZlwA0fxES4H5vSk+vULjFuSGjJAMX0i/oJYHUOT2sz/YgSysbXLTujC6lZ5B24S/4h/XUWywNSWTlSCIio6J20jZt2rR693ft2hVr1qxh0kZEdM+5tHOoFCrR1q4tvO29m7Xt/NIK5BRXAAB8W9mij2cf/HH7D5xKPtXykrbcJCArBpBIAb8Beg2lpO0AIOYMrJOO6TWOhjBpIyIyLlqrHjl69GjcuHFDW5cjIjJ6yqGReulluzf8zdXWAnaWZmIMyjXjWhRlqf823QFrJ31GgtZdRwAAgksuoby0RK+x1Od+0mar50iIiEgdWkvaysrKYGFhoa3LEREZPX3OZ0t6oNCEMobrWdeRW5rb7PHolAEMjVTyC+2JLDjCRlKGW+cNs4pkQWkFsovKAQDeLiz3T0RkDLSWtH355Zfo2rWrti5HRGTU0orSEJsXCwkk6O3Zu9nbT8hWLTThZuOGIKcgCBBwKrUFVZFUKO73tOmp1H91UpkUcQ5Vc9nyr+7XczS1S7pXVdTF1gL2VuZ6joaIiNSh9py2BQsW1Lo9Ly8P58+fx7///otjxwx7DD8RUXOJSo0CAHRw7QBHS8dmb7+2OUt9PPsgJjcGp5JPYbjf8GaPSSfSrgDFWYC5LdDWMAp/KPwHAxcPwjXthL5DqVVidlVVUc5nIyIyHmonbRcuXKh1u4ODA4YNG4adO3fC399fa4ERERkzcWikl36Kfjw4PBKomlv3zfVvcCrlFARBqLUisNFRDo30GwCYGcYQfd9eo4CLSxBYcQt52RlwdHHTd0gqWISEiMj4qJ20HT5smGPziYgMjSAI4kLWfT2bvwgJACQo1+Gq9sG8h3sPmEnNcLfwLpIKkuDjoJ9FqLXKANZne5B7mwAkSNvCV3EHt8/sQXjEVH2HpCIxm2u0EREZG63NaSMioioxuTHILMmEtZk1urbu2uztV8oVuJtbNW/Jp9oHcxtzG3Rx6wIAYlJp1CpKgcR71TANYD5bdamuVT2s5f/+redIalIm9N7saSMiMhpM2oiItEw5NLKbezdYyJp/yF5KXinkCgEWZlK421up7FP2/CljNGpJp4DKUsDeE3Brr+9oVFiGDAUAtM02vOQ4icMjiYiMDpM2IiItU66Fpu+hkd7O1pBKVeetKddri0qNglwhb/bYtEo5NDJgMGBg8/MCe0agUpCijZCK5DjDWcNUrhBwJ6eqF5bDI4mIjAeTNiIiLSqXl+Nc2jkA+lmfDai/0ESYaxjsze1RUF6Aq1lXmzs07bpdLWkzMPaOLrhlUdX7d+fcHj1Hc19ybgkqFQIsZDV7YYmIyHAxaSMi0qKLGRdRUlkCFysXtHNup5cY6kvazKRm6OXZC4CRz2srygJSLlX9bIBJGwDkeg4AAJjFH9FvINUoh0a2danZC0tERIaLSRsRkRaJpf49++itpL64Dperba37W8S8trijAASgdRhg76HvaGrl3PE/AICAwnNQyA1jKKq46DrnsxERGRUmbUREWiSW+vfSz3w2oOF1uJSxRWdEo7iiuNni0ipxaKThlPp/UGD4IBQK1nBCIWIvn9R3OAC4RhsRkbFi0kZEpCV5ZXniPDF9zWcDgMSs+tfh8rb3hpetFyoVleL8O6MiCEDskaqfDXRoJACYm1vglm04ACDz4l49R1MlsZZF14mIyPAxaSMi0pIzqWegEBTwd/SHh61+huzlFpcjv7QSAODtXPsHc4lEIva2KStdGpXs20BeIiA1B/z66zuaepX7DAQA2Ccf13MkVe4n9LUPnSUiIsNkEEnbpk2b4OfnBysrK/Tu3RunT5+u89ht27ZBIpGoPKysVCtgCYKApUuXwtPTE9bW1hg6dChu3bql65dBRCZOOUdMX6X+gfs9KW72lrC2kNV5XB+vqp5Ao5zXphwa6d0bsDDs5MMjfAQAoF3pFZQWF+g5Gg6PJCIyVnpP2n788UcsWLAAy5Ytw/nz59GlSxdEREQgPT29znMcHByQkpIiPhISElT2r127Fh9++CE2b96MqKgo2NraIiIiAqWlpbp+OURkwsT12fQ4n025RltDhSZ6e/SGBBLE5MYgozijOULTnljDLfX/IJ/gzkiDKywklbh15oBeY8krrkBeSQUAwNvFWq+xEBGRZvSetK1btw6zZ8/G9OnTERYWhs2bN8PGxgZbtmyp8xyJRAIPDw/x4e7uLu4TBAEbNmzAkiVLMHbsWHTu3BlfffUVkpOTsWvXrmZ4RURkiu4U3EFSQRJkEhl6evTUWxzq9qQ4WzmjvUvVOmJGVfpfIQfi/qn6OdBwi5AoSaRSJDj1BgAUXT+o11iq98LaWJjpNRYiItKMXpO28vJynDt3DkOHDhW3SaVSDB06FJGRdQ/ZKSwshK+vL7y9vTF27FhcvXp/gdi4uDikpqaqXNPR0RG9e/eu85plZWXIz89XeRARaUKZ+HR26wxbc/0N2UvSoNCEskfQqJK25AtAWR5g5Qh4hes7GrVIg6qSS7cM/Q5F5dBIIiLjpdekLTMzE3K5XKWnDADc3d2Rmppa6zkhISHYsmULfvvtN3zzzTdQKBTo168f7ty5AwDieZpcc82aNXB0dBQf3t7eTX1pRGRiDGE+G1BteGQdlSOrE4uRJEdCEASdxqU1yqGR/gMBad1z9gyJf8+RAIBA+W1kpd3RWxxM2oiIjJfeh0dqqm/fvpgyZQq6du2KQYMGYefOnXBzc8Nnn33W6GsuXrwYeXl54iMpKUmLERNRS6cQFIhKjQKg3/lsgGYfzMNbh8NSZomMkgzczrut69C04/aRqv8awXw2JVf3toiV+QMA4s7s0Vsc4qLrTNqIiIyOXpO2Vq1aQSaTIS0tTWV7WloaPDzUK5dtbm6O8PBwxMTEAIB4nibXtLS0hIODg8qDiEhd17OvI68sD7bmtujQqoPe4iivVCAlrwSAeh/MLWWW6Na6GwAjqSJZVggkVSXHhryodm0y3PoBAISYw3qLgT1tRETGS69Jm4WFBbp3745Dhw6J2xQKBQ4dOoS+fdX7tloul+Py5cvw9PQEAPj7+8PDw0Plmvn5+YiKilL7mkREmlAmPD09esJcaq63OO7mlkAhAFbmUrjZW6p1jlGt15ZwElBUAE4+gEuAvqPRiE1o1Txr79zTEBQKvcSgTNrUGTpLRESGRe/DIxcsWIAvvvgC27dvx/Xr1/HCCy+gqKgI06dPBwBMmTIFixcvFo9fuXIl9u/fj9u3b+P8+fN45plnkJCQgFmzZgGoqiw5f/58rF69Gr///jsuX76MKVOmwMvLC+PGjdPHSySiFu5UclUhD33PZ6vekyKRSNQ6p49n1XptZ1LPoEJeobPYtOJ2tVL/ar4+QxHcYxjKBTN4IBNJMZeavf0KuQLJuVXL3rCnjYjI+Oi95u+kSZOQkZGBpUuXIjU1FV27dsXevXvFQiKJiYmQSu/nljk5OZg9ezZSU1Ph7OyM7t274+TJkwgLCxOPWbRoEYqKivDss88iNzcXAwYMwN69e2sswk1E1FQllSU4n34egHHNZ1MKcQmBi5ULskuzcSnzErq7d9dVeE0nzmczrqGRAGBta48rVh3RsSwaKef/gk+7rs3afnJuCeQKQaNeWCIiMhx6T9oAYO7cuZg7d26t+44cOaLyfP369Vi/fn2915NIJFi5ciVWrlyprRCJiGp1Ie0CKhQVcLdxh5+Dn15jScxSFppQf8kBqUSK3h698Vf8X4hMjjTcpK0gFUi/BkAC+A/SdzSNUuA1AIiLhkXiMQCLGzxem5RVRTXphSUiIsOh9+GRRETGTDkXrK9XX71/GL7f02at0Xl9vKqGSBr0vDZlL5tnZ8DWVa+hNFarzhEAgKCiC6isKG/WtlmEhIjIuDFpIyJqAuXC1PqezwYAidn3KkdqWGhCGfuVzCsoKC/QelxaYcRDI5UCOvVDLuxgLylBzIWjzdq2JouuExGR4WHSRkTUSFklWbiRfQMA0Nuzt15jEQShUcMjAcDTzhN+Dn5QCAqcTj2ti/CaRhDuL6odaLxJm8zMDLftqoaf5l7Z36xti4uuM2kjIjJKTNqIiBopKqVqzbAQ5xC4Wut3yF52UTmKyuWQSIC2zpoNjwTuV5E0yPXaMm4AhamAmRXg3Uff0TRJhd9gAIBjyolmbVccHsly/0RERolJGxFRI4lDI/VcNRK4/6Hcw8EKVuYyjc9XzmtTJqIGRTk00qcvYG7cVYC9u48EAASV30Bhfk6ztCkIgjg8knPaiIiME5M2IqJGEARBLNyh7KXSp8Qmzlnq5dELMokM8fnxSClM0WZoTdcChkYqefm3xx2JB8wlcsSc3tssbeYUV6CgrBIA0NaZSRsRkTFi0kZE1Ajx+fFILUqFudQc3dy76TscJGY1rSfF3sIeHVt1BGBgVSQry4H441U/G3ERkuruulQl+aU3DzVLe03thSUiIv1j0kZE1AjKuV/dWneDtZnmc8i0LSG76YUmDHJe250zQEURYNMKcO+o72i0wjy4Kvn0zDrVLO2x3D8RkfFj0kZE1AjK+WzKuWD6po1CE8q5eVEpUVAICq3E1WRiqf9BgLRl/MkK7DUKckECX0US0u7E6rw9saooi5AQERmtlvEXkIioGVUqKnEm9QwAw1ifDdDOOlyd3TrDxswGOWU5uJl9U1uhNc3te/PZWsjQSABwdHFDrHkwACDx7B6dt8eeNiIi48ekjYhIQ1cyr6CwohCOlo5o79Je3+GgtEKO1PxSAE0bHmkuNUdPj54ADGReW0kucPdc1c8Bg/UZidZlufcHAEiUPYk6pEzafNnTRkRktJi0ERFpSJnQ9PboDZlU/4Ud7uSUQBAAWwsZXGwtmnQt5by2U8nNM9+qXvHHAUEBuAYBTt76jkarHMKGAQD88s9CUOh2KKqySE1TemGJiEi/mLQREWlImdAYyny26kMjJRJJk66lnNd2Pv08yuRlTY6tSVrg0EiloO5DUCxYohVyEXftjM7aKauUI+VeLyyHRxIRGS8mbUREGiiqKMKljEsADGc+W8K9QhPaGP4W4BiA1tatUSYvw/m0802+XpO0oPXZHmRpZYNb1p0BAOkXdbde291qvbCuTeyFJSIi/WHSRkSkgTOpZ1ApVMLb3htt7dvqOxwAQGJ2CQDt9KRIJBKxB1Gv89pyE4HsWEAiA/wG6C8OHSrxfggAYJP0j87aSNBiLywREekPkzYiIg0oS/0bSi8boP3qgAYxr01ZoKNNd8DKUX9x6JB71+EAgOCSiygrLdZJG0msHElE1CIwaSMi0oBy4WlDmc8GAInZynW4bLVyPeW8thvZN5BTmqOVa2qsBQ+NVPIL7YlMOMFaUo6Yc3/rpI2ELFaOJCJqCZi0ERGpKbUoFbfzbkMqkaKXRy99hwMAEARB6z1traxbIdg5GAIERKVEaeWaGlEogLijVT+3wCIkShKpFHEOVUss5F87oJM2uEYbEVHLwKSNiEhNygSmg2sHOFoaxpC9jMIylFYoIJUAbZystXZdcYhkih6GSKZdBoqzAAs7oG2P5m+/Od1bf8417aROLq+NRdeJiEj/mLQREalJWZhDmdAYAuUaXJ6O1rAw094/6co5e5HJkRAEQWvXVYtyaKTfAEBm3rxtNzPfnqMAAEEVt5CXlabVa1fvhfXV0tBZIiLSDyZtRERqEARBLMyhnPNlCHQ1/K27e3eYSc2QXJSMxIJErV67QS14fbYHtW7jj3ipN6QSAbFn/tLqtTMLy1FcLodEy72wRETU/Ji0ERGp4d+cf5FVmgVrM2t0ceui73BEuio0YWNug65uXQHcL77SLCpKgIR77d0bOtjSpbpW9dxW3NJuMRJlQu+l5V5YIiJqfvxXnIhIDcq5Xd3du8NCZjiLFOtyzpKyR7FZ57UlngLkZYC9J+AW0nzt6pFV+6EAgLbZ2r3PYlVRzmcjIjJ6TNqIiNRgiPPZAN1WB1TOazudchqVikqtX79W1YdGmshi0EE9I1AhyNBGSMPd29e1dt3ELO0tuk5ERPrFpI2IqAHl8nKcSz0HwLDmswFAQrbu1uEKcw2DvYU9CioKcDXrqtavXysTWJ/tQXYOzrhlEQoAuHNuj9auKyb0XKONiMjoMWkjImrAxYyLKJWXwtXKFcFOwfoOR1RSLkdGQRkA3fSmyKQy9PboDQBiERadKsoCUi9V/ew/SPftGZA8z/4AAPOEI1q7JodH0v9v787joq7zP4C/5oDhxgO5FDlS8wZFRTJlNRTTUjs2s21Fstr1KF0zN1vTrMx01bKNzU1L08yD33aYuSoL4qbhhaCpaB4oHgwIyi0wzHx+f+CMjCCBzPGd4fV8POYB8/1+vp/rwQPmzeciIvvBoI2I6DfoN+IY6D8QMglN2bt8s2Ykxd1JCU9n82yNrx9Z1E8PNauslJqv3j0Adx/zlychrXuNAAA8UJoGbbVppqLyYG0iIvvBoI2I6Dfogzb9Gi+pqL1zpLmCSX2bj10/hnJNuVnKMGiBUyP1OoUNQYlwhifKcOGX5h+0XaHRIre4ZhTWHFNniYjIshi0ERE1oKiyyLCeqyVtQqLXwb0D2ru1R7WuGkdyj5itHAgBXEip+b6FbPVfm9LBEedc+wAA8o/vbHZ++l1FzTkKS0RElsOgjYioAYfUhyAgEOIZAh9XaU3ZM+d2/3oymcwQrJr1vLYbF4Ciy4DCEQh8yHzlSFhVYM06Po+r+5qdV+2AXkpTeomI6P4waCMiaoBhaqTEdo0EgEsFNRtNBLZxNWs5Fjmv7fztg6UDIgBH87ZHqvz7PgoA6Fx5ErfKSpqVl7kOXSciIuuQRNAWHx+PoKAgODk5ISIiAocOHbpn2tWrV2Pw4MFo3bo1Wrdujejo6DrpJ02aBJlMZvQaOXKkuZtBRHZIquvZAMttNBHhGwEZZDhXeA555XnmKaQFT43U6/BAL6jhBUdZNc4e3t2svLItMApLRESWY/WgbcuWLZg1axYWLFiAo0ePIjQ0FDExMcjLq/+DQUpKCiZMmIA9e/YgNTUVAQEBGDFiBK5evWqUbuTIkcjJyTG8Nm3aZInmEJEduVxyGVdKr0ApU6Kfbz9rV8eITidw+aZlDk9u5dQK3drWnCN2MOeg6QvQVgNZP9V8H9LyNiHRk8nlyG41AABQnpnYrLwuc+dIIiK7YvWgbcWKFXjppZcQFxeH7t27Y9WqVXBxccEXX3xRb/qNGzdi6tSpCAsLQ9euXbFmzRrodDokJSUZpVOpVPD19TW8WrdubYnmEJEd0U8H7N2uN1wdpDVlL7ekAlXVOijkMvi3cjJ7efqRRrOsa7uWDlQWAU6tAP8w0+dvQ+SdhwEAvK83r58Nh66beeosERFZhlWDtqqqKqSlpSE6OtpwTS6XIzo6GqmpjfuDVV5eDo1GgzZt2hhdT0lJgbe3Nx588EFMmTIFBQUF98yjsrISxcXFRi8iotrns0lN9u01S+1bOUOpMP+v8trr2oQQps38wu2t/oOHAHKFafO2MSH9R9V81V1EvvryfeWh0wmOtBER2RmrBm35+fnQarXw8THekc3HxwdqtbpRefz1r3+Fv7+/UeA3cuRIrF+/HklJSViyZAn27t2LRx99FFqttt48Fi9eDE9PT8MrICDg/htFRHZBq9PikLpmvWxLXs+mF+YdBpVCheu3ruN84XnTZs71bAZtvNvjvCIEAHDx8I77yuN6aSUqb4/C+llgFJaIiMzP6tMjm+ODDz7A5s2b8e2338LJ6c4fpmeffRZjxoxBr169MG7cOGzfvh2HDx9GSkpKvfnMnTsXRUVFhtfly/f3300ish+nb5xGUWUR3Bzc0NOrp7WrU4chaLPQ7oAqhQrhPuEAgNQcE06RrCwFLt/eTKoFHqpdn+vtav5JIPSHjTfRpVqjsA4WGIUlIiLzs+pvcy8vLygUCuTm5hpdz83Nha+vb4PPLlu2DB988AF2796N3r17N5g2JCQEXl5eOHfuXL33VSoVPDw8jF5E1LLpA5P+vv2hlCutXJu6LD3SBphpXdul/YBOA7QKBNqEmC5fG+bafTgAILDwIIRO1+TnrfGzQURE5mXVoM3R0RHh4eFGm4joNxWJjLz3dKSlS5fi3Xffxc6dO9Gv32/v6HblyhUUFBTAz8/PJPUmIvsn5fPZgFrncFkyaLvdF0dyj0Cj1ZgmU/1oEkfZDDr3G45K4QBv3ED22eNNfp7b/RMR2R+rz5uYNWsWVq9ejS+//BKZmZmYMmUKysrKEBcXBwCYOHEi5s6da0i/ZMkSvPXWW/jiiy8QFBQEtVoNtVqN0tJSAEBpaSlef/11HDhwABcvXkRSUhLGjh2LTp06ISYmxiptJCLbcqv6FtLz0gFIcz0bcGdLd0t+MO/cujPaOLXBrepbOHb9mGky5Xq2Opxc3HDWqQcAIOdo09e1ZesPXefB2kREdsPqQdv48eOxbNkyzJ8/H2FhYcjIyMDOnTsNm5NkZ2cjJyfHkP7TTz9FVVUVnn76afj5+Rley5YtAwAoFAocP34cY8aMQZcuXTB58mSEh4fjp59+gkqlskobici2HM09Co1OA19XXwR6BFq7OnWUVlajoKwKgOXWtAGAXCZHhF8EABOtayvOAa5nApABwVHNz8+OlLQfAgBwuvy/Jj/L6ZFERPZHEgs1pk+fjunTp9d77+7NQy5evNhgXs7Ozti1a5eJakZELZFhaqRfJGQymZVrU5d+u//WLg7wcHKwaNmRfpH4T9Z/cODaAbzS55XmZaYfZfMPA1zaNJSyxWkXGgNc+BidyjKgqaqEg2Pj/+mYfcMyh64TEZHlWH2kjYhIavSHakt1PZs1R1L0fXKi4ASKq5p5piWnRt5TSM9I3IQ73GS3cD59b6OfK6usRn5pJQDLjsISEZF5MWgjIqol/1Y+ztw8AwAY4DvAyrWpnzXWs+n5uvoiyCMIOqHD4ZzD95+RELWCNm5Ccje5QoELbjVHLNw8sbvRz12+WfOz0coKo7BERGQ+DNqIiGo5mHMQANC1TVe0dW5r5drU79IN6240oR9ta9a6trxMoFQNKJ2BjgNNVDP7og3+HQCgtXp/o5+xxq6iRERkfgzaiIhqqb2eTaqsvWbJJOe1Xbi91X/gQ4CSm0TVp0P4KABAp6rTKCm60ahnrDkKS0RE5sOgjYjoNiGEYT3bQD/pjv5Y+4N5P99+UMgUyC7JxtXSq/eXCdez/Sb/oAdxReYHpUyH84d2NuoZ7hxJRGSfGLQREd2WVZyF3PJcOMod0denr7WrUy+tTuDK7XVLgW1drVIHd0d39PLqBQA4cO1A0zOorgIu3p7yx0O1G3S1Tc0RC5Vn/tuo9IbpkdyEhIjIrjBoIyK6TT/dr49PHzgpnaxcm/rlFN2CRivgoJDB18N6dWzWurYrhwBNGeDaDvDuYeKa2ReHLtEAAL8bjQuOrT0KS0RE5sGgjYjoNsNW/5Jez1bzobxDaxco5NY7Q04/ffRgzkHohK5pD+unRgZHAXL+GWrIAwMehVbI0FF3FblXzjWYtmYUlme0ERHZI/61JCICoNFpcFhds4X9QH/prmfTH6xt7Q/lvdr1gquDKworC3H6xummPXz+9iYknBr5mzxbe+GcQxcAwKXDOxpMqy6uQJVWBweFDH6ezpaoHhERWQiDNiIiACfyT6BMU4ZWqlbo1qabtatzT1LZaMJB7oD+Pv0BNHEXyVs3gWtHa77n+WyNcsN3EABAkZXSYDp9QG/tUVgiIjI9Bm1ERLgTeET4RUAuk+6vxks3pLPRhH5Esknr2rJ+AoQO8OoCeLY3U83si0ePEQCA4OLD0Gm190zH9WxERPZLup9MiIgsyBa2+gek9cFcv/YvPTcdFdUVjXuIW/03Wee+Q1EuVGiDYmSdOnzPdIZD1yXws0FERKbFoI2IWrzSqlIcv34cwJ1dEaVKKtMjASDYMxjeLt6o0lXhaN7Rxj2kP1SbUyMbzVHlhLMuoQCA68f+c8901j50nYiIzIdBGxG1eIfVh6EVWnR074j2btKdsld0S4PCcg0AaXwwl8lkhtG2Rp3XdvMScOMCIFMAQQ+buXb25VbAEACA65Wf7pnGENBLYOosERGZFoM2ImrxDFv9S3yUTT810svNEa4qpZVrU0O/rk3fhw3ST43s0A9w8jBfpeyQT9hIAECnW7+g4lZZvWmyC2quSyGgJyIi02LQRkQtnn4jDamvZ8uW0Ho2PX2fZd7IxI2KGw0n5tTI+xbUNRzX0RrOsiqcS0uqc7+4QoObt0dhpfTzQUREpsGgjYhaNHWZGllFWZDL5BjgN8Da1WnQpdtbuktpowkvZy90aV1zjtjBnIP3TqjTARf21nzP89maTCaX46JnzRELpacS69yvPQrrJpFRWCIiMh0GbUTUoumn9fVs2xMejtKesielTUhqM6xra2iKpPo4cOsG4OgOtA+3UM3sTHBNsNs2r+4RC/oz2jjKRkRknxi0EVGLVvt8NqmT0nb/tRnOa7uWCiFE/Yn0UyODHgYUDhaqmX0JGjAKAPCA5hwK89VG96Qa0BMRkWkwaCOiFksndDazCQlQ6xyutq5WromxcJ9wOMgdkFOWg0vFl+pPdP520MapkfetnX8QLso7Qi4TOH/IeOt/w6HrDNqIiOwSgzYiarHO3jyLGxU34Kx0Rli7MGtXp0EarQ7XCmsOsJbaaIqz0hl9vPsAuLOpixHNLSD79tRJbkLSLGqvmn8uaM8Zb0Yi1VFYIiIyDQZtRNRi6UfZwn3C4SDxKXs5hRXQ6gQclXJ4u6usXZ069LtI1nteW3YqoK0E3P0Br84Wrpl9ce46DADQ4eYho+ucHklEZN8YtBFRi6Vfz6bfSEPK9FMjO7ZxgVwus3Jt6tJPLz2kPoRqXbXxzdpTI2XSq7st6dR/JKqEAv4iF1cvnAQAVGt1uHrzFgDpTZ0lIiLTYNBGRC1SpbYSablpAGxjPZvUR1K6tekGD0cPlGpKcSL/hPFNns9mMq7urXBO1R0AcDVtBwAgp6gC1RIehSUiouZj0EZELdKxvGOo0FbAy9kLnVp1snZ1fpPUgzaFXGHYgdNo6/+yfED9S833IVFWqJn9KfIbBABQXvwfgFqHrrd2luQoLBERNR+DNiJqkfQbZgz0GwiZDUzZ05/DJdWgDbizrk0/7RQAcCGl5qtPT8DN2/KVskOte40AADxQlgZtdfWdQ9c5NZKIyG4xaCOiFsmwns0GpkYC0h9pA+705fHrx1GmqVmDd2dq5O+sUyk71Cl0MIrhAk+U4fzxfTbxs0FERM3DoI2IWpzCikKcKjgF4M7okJQJIQwjbYFtpfvBPMA9AB3cOqBaVOOI+gggBHA+peYmz2czGaWDI8679gUA3Di+y7DdP4M2IiL7xaCNiFqcQ+pDEBB4wPMBeLtIf8peYbkGJZU1OzJ2aC3tD+YD/W9v/Z9zACg4DxRfARSOQMeHrFwz+1LVcQgAwP3aPqOdRYmIyD4xaCOiFke/ns3WpkZ6u6vg7Kiwcm0apj8+IfVa6p2pkQERgCMDClPyDx8FAOhceRLq6wUAgI4SHoUlIqLmYdBGRC2Ora1nu3RD+lMj9SL8IiCDDOeLziP33O6ai5waaXIdQnogB+3gKNOiZ3XNeW0BEh+FJSKi+yeJoC0+Ph5BQUFwcnJCREQEDh061GD6hIQEdO3aFU5OTujVqxd27NhhdF8Igfnz58PPzw/Ozs6Ijo7G2bNnzdkEIrIRl0su42rpVShlSvTz6Wft6jSKfs1SgA1Mf/NUeaJ725pzxA7m1ZyDx01ITE8ml+Ny6wEAgEHyEzYxCktERPfP6kHbli1bMGvWLCxYsABHjx5FaGgoYmJikJeXV2/6n3/+GRMmTMDkyZORnp6OcePGYdy4cThx4s5hrkuXLsXHH3+MVatW4eDBg3B1dUVMTAwqKios1Swikij9KFvvdr3h4iD9IAiwje3+a9OPYKY6AHBqBfiFWbM6dkvRaRgA4GH5Lzbzs0FERPdHJoQQ1qxAREQE+vfvj08++QQAoNPpEBAQgFdeeQVvvPFGnfTjx49HWVkZtm/fbrg2cOBAhIWFYdWqVRBCwN/fH6+99hpmz54NACgqKoKPjw/WrVuHZ5999jfrVFxcDE9PTxQVFcHDw8NELQWuXb+EvBuXTZYfETVd/NnPcaDgCCYGjcfzQb+3dnUaZeEPp/DLlSK89Xh3jOzha+3q/KZD149h8s9vwqtai69ce0H22IfWrpJdKrqRB/cvH4FcJrA64AO8NLyvtavUJK6u3vD07GjSPM3195uIyNqU1iy8qqoKaWlpmDt3ruGaXC5HdHQ0UlNT630mNTUVs2bNMroWExOD7777DgCQlZUFtVqN6Ohow31PT09EREQgNTW13qCtsrISlZWVhvfFxcXNadY9rdrxOr5FplnyJqKmGfHzSvjt+bu1q9EoqwDACUDi7ZfEhQFwCuyAfKUCIytPAf+OsXaV7FdH/9vf/AP/ZwM/G7W96PYgZjz1f9auBhGRTbBq0Jafnw+tVgsfHx+j6z4+Pjh9+nS9z6jV6nrTq9Vqw339tXuludvixYuxcOHC+2pDUyhkCqi0Vh3YJCIAvSqr8ECFQAUcrF2VRpPJZHBUyiGzdkUawRHAc6W3sMndFTqFIyCzhVrbJp22GjJdtU38XNxNIbfqRxAiIpvC35gA5s6dazR6V1xcjICAAJOXs2DiJiwwea5ERNLzl9svIiIiaj6rbkTi5eUFhUKB3Nxco+u5ubnw9a1/3Yavr2+D6fVfm5KnSqWCh4eH0YuIiIiIiEgKrBq0OTo6Ijw8HElJSYZrOp0OSUlJiIys//ykyMhIo/QAkJiYaEgfHBwMX19fozTFxcU4ePDgPfMkIiIiIiKSKqtPj5w1axZiY2PRr18/DBgwAB999BHKysoQFxcHAJg4cSLat2+PxYsXAwBmzJiBqKgoLF++HKNHj8bmzZtx5MgRfPbZZwBq1n3MnDkT7733Hjp37ozg4GC89dZb8Pf3x7hx46zVTCIiIiIiovti9aBt/PjxuH79OubPnw+1Wo2wsDDs3LnTsJFIdnY25PI7A4IPPfQQvv76a8ybNw9vvvkmOnfujO+++w49e/Y0pJkzZw7Kysrw8ssvo7CwEA8//DB27twJJycni7ePiIiIiIioOax+TpsU8ZwXIiIi28O/30Rkr6y6po2IiIiIiIgaxqCNiIiIiIhIwhi0ERERERERSRiDNiIiIiIiIglj0EZERERERCRhDNqIiIiIiIgkjEEbERERERGRhDFoIyIiIiIikjAGbURERERERBKmtHYFpEgIAQAoLi62ck2IiIiosfR/t/V/x4mI7AWDtnqUlJQAAAICAqxcEyIiImqqkpISeHp6WrsaREQmIxP8d1QdOp0O165dg7u7O2QymUnzLi4uRkBAAC5fvgwPDw+T5k13sJ8tg/1sGexny2A/W4Y5+1kIgZKSEvj7+0Mu5woQIrIfHGmrh1wuR4cOHcxahoeHBz8UWAD72TLYz5bBfrYM9rNlmKufOcJGRPaI/4YiIiIiIiKSMAZtREREREREEsagzcJUKhUWLFgAlUpl7arYNfazZbCfLYP9bBnsZ8tgPxMRNR03IiEiIiIiIpIwjrQRERERERFJGIM2IiIiIiIiCWPQRkREREREJGEM2oiIiIiIiCSMQVsTLV68GP3794e7uzu8vb0xbtw4nDlzxihNRUUFpk2bhrZt28LNzQ1PPfUUcnNzjdK8+uqrCA8Ph0qlQlhYWJ1yUlJSMHbsWPj5+cHV1RVhYWHYuHGjOZsmKZbq59rOnTsHd3d3tGrVysStkS5L9rMQAsuWLUOXLl2gUqnQvn17LFq0yFxNkxRL9vOuXbswcOBAuLu7o127dnjqqadw8eJFM7VMekzR18eOHcOECRMQEBAAZ2dndOvWDStXrqxTVkpKCvr27QuVSoVOnTph3bp15m6eZFiqn7/55hsMHz4c7dq1g4eHByIjI7Fr1y6LtJGISEoYtDXR3r17MW3aNBw4cACJiYnQaDQYMWIEysrKDGn+8pe/4IcffkBCQgL27t2La9eu4cknn6yT1wsvvIDx48fXW87PP/+M3r1749///jeOHz+OuLg4TJw4Edu3bzdb26TEUv2sp9FoMGHCBAwePNjkbZEyS/bzjBkzsGbNGixbtgynT5/Gtm3bMGDAALO0S2os1c9ZWVkYO3Yshg0bhoyMDOzatQv5+fn15mOvTNHXaWlp8Pb2xldffYWTJ0/ib3/7G+bOnYtPPvnEkCYrKwujR4/G0KFDkZGRgZkzZ+LFF19sMQGFpfr5f//7H4YPH44dO3YgLS0NQ4cOxeOPP4709HSLtpeIyOoENUteXp4AIPbu3SuEEKKwsFA4ODiIhIQEQ5rMzEwBQKSmptZ5fsGCBSI0NLRRZY0aNUrExcWZpN62xtz9PGfOHPH888+LtWvXCk9PT1NX32aYq59PnTollEqlOH36tNnqbkvM1c8JCQlCqVQKrVZruLZt2zYhk8lEVVWV6RtiA5rb13pTp04VQ4cONbyfM2eO6NGjh1Ga8ePHi5iYGBO3wDaYq5/r0717d7Fw4ULTVJyIyEZwpK2ZioqKAABt2rQBUPOfQ41Gg+joaEOarl27omPHjkhNTW12WfpyWhpz9nNycjISEhIQHx9vugrbKHP18w8//ICQkBBs374dwcHBCAoKwosvvogbN26YtgE2wlz9HB4eDrlcjrVr10Kr1aKoqAgbNmxAdHQ0HBwcTNsIG2Gqvr77929qaqpRHgAQExPT7N/ztspc/Xw3nU6HkpKSFvu3kIhaLgZtzaDT6TBz5kwMGjQIPXv2BACo1Wo4OjrWWRfl4+MDtVp932Vt3boVhw8fRlxcXHOqbJPM2c8FBQWYNGkS1q1bBw8PD1NW2+aYs58vXLiAS5cuISEhAevXr8e6deuQlpaGp59+2pRNsAnm7Ofg4GDs3r0bb775JlQqFVq1aoUrV65g69atpmyCzTBVX//888/YsmULXn75ZcM1tVoNHx+fOnkUFxfj1q1bpm2IxJmzn++2bNkylJaW4plnnjFZ/YmIbIHS2hWwZdOmTcOJEyewb98+s5azZ88exMXFYfXq1ejRo4dZy5Iic/bzSy+9hOeeew5Dhgwxed62xpz9rNPpUFlZifXr16NLly4AgM8//xzh4eE4c+YMHnzwQZOXKVXm7Ge1Wo2XXnoJsbGxmDBhAkpKSjB//nw8/fTTSExMhEwmM3mZUmaKvj5x4gTGjh2LBQsWYMSIESasnf2wVD9//fXXWLhwIb7//nt4e3vfd1lERLaII233afr06di+fTv27NmDDh06GK77+vqiqqoKhYWFRulzc3Ph6+vb5HL27t2Lxx9/HB9++CEmTpzY3GrbHHP3c3JyMpYtWwalUgmlUonJkyejqKgISqUSX3zxhamaIXnm7mc/Pz8olUpDwAYA3bp1AwBkZ2c3r/I2xNz9HB8fD09PTyxduhR9+vTBkCFD8NVXXyEpKQkHDx40VTNsgin6+tSpU3jkkUfw8ssvY968eUb3fH196+zumZubCw8PDzg7O5u2MRJm7n7W27x5M1588UVs3bq1zrRUIqKWgEFbEwkhMH36dHz77bdITk5GcHCw0f3w8HA4ODggKSnJcO3MmTPIzs5GZGRkk8pKSUnB6NGjsWTJkgani9gjS/VzamoqMjIyDK933nkH7u7uyMjIwBNPPGGy9kiVpfp50KBBqK6uxvnz5w3Xfv31VwBAYGBgM1shfZbq5/Lycsjlxr/WFQoFgJrRzpbAVH198uRJDB06FLGxsfUeTREZGWmUBwAkJiY2+fe8rbJUPwPApk2bEBcXh02bNmH06NHmaRARkdRZcxcUWzRlyhTh6ekpUlJSRE5OjuFVXl5uSPPnP/9ZdOzYUSQnJ4sjR46IyMhIERkZaZTP2bNnRXp6uvjTn/4kunTpItLT00V6erqorKwUQgiRnJwsXFxcxNy5c43KKSgosGh7rcVS/Xy3lrZ7pKX6WavVir59+4ohQ4aIo0ePiiNHjoiIiAgxfPhwi7bXWizVz0lJSUImk4mFCxeKX3/9VaSlpYmYmBgRGBhoVJY9M0Vf//LLL6Jdu3bi+eefN8ojLy/PkObChQvCxcVFvP766yIzM1PEx8cLhUIhdu7cadH2Woul+nnjxo1CqVSK+Ph4ozSFhYUWbS8RkbUxaGsiAPW+1q5da0hz69YtMXXqVNG6dWvh4uIinnjiCZGTk2OUT1RUVL35ZGVlCSGEiI2Nrfd+VFSU5RprRZbq57u1tKDNkv189epV8eSTTwo3Nzfh4+MjJk2a1GL+CWHJft60aZPo06ePcHV1Fe3atRNjxowRmZmZFmqp9ZmirxcsWFBvHoGBgUZl7dmzR4SFhQlHR0cREhJiVIa9s1Q/3+tnPjY21nKNJSKSAJkQQtzfGB0RERERERGZG9e0ERERERERSRiDNiIiIiIiIglj0EZERERERCRhDNqIiIiIiIgkjEEbERERERGRhDFoIyIiIiIikjAGbURERERERBLGoI2IzCooKAgfffRRg2lkMhm+++47AMDFixchk8mQkZFh1nq9/fbbCAsLM2sZRERERKbAoI2I7mnSpEmQyWSQyWRwdHREp06d8M4776C6utpsZQYEBCAnJwc9e/Y0WZ61g0K92bNnIykpyWRl3C0/Px++vr54//3369x75plnMHDgQGi1WrOVT0RERPZDae0KEJG0jRw5EmvXrkVlZSV27NiBadOmwcHBAXPnzjVLeQqFAr6+vmbJuzY3Nze4ubmZLX8vLy989tln+P3vf4/HH38cvXr1AgAkJCRg+/btSE9Ph0KhMGmZWq0WMpkMcjn/H0dERGRP+JediBqkUqng6+uLwMBATJkyBdHR0di2bRsA4He/+x1mzpxplH7cuHGYNGmS0bWSkhJMmDABrq6uaN++PeLj4+9ZXn3TI0+ePInHHnsMHh4ecHd3x+DBg3H+/HkAwOHDhzF8+HB4eXnB09MTUVFROHr0qOHZoKAgAMATTzwBmUxmeH/39EidTod33nkHHTp0gEqlQlhYGHbu3FmnXt988w2GDh0KFxcXhIaGIjU19Z5tGTNmDJ577jnExsZCo9Hg+vXrmDZtGj744AM8+OCD+P7779G3b184OTkhJCQECxcuNBrFXLFiBXr16gVXV1cEBARg6tSpKC0tNdxft24dWrVqhW3btqF79+5QqVTIzs6+Z32IiIjINjFoI6ImcXZ2RlVVVZOe+fvf/47Q0FCkp6fjjTfewIwZM5CYmNioZ69evYohQ4ZApVIhOTkZaWlpeOGFFwzBTUlJCWJjY7Fv3z4cOHAAnTt3xqhRo1BSUgKgJqgDgLVr1yInJ8fw/m4rV67E8uXLsWzZMhw/fhwxMTEYM2YMzp49a5Tub3/7G2bPno2MjAx06dIFEyZMaHC66MqVK1FQUIB3330XU6dORc+ePfHKK6/gp59+wsSJEzFjxgycOnUK//rXv7Bu3TosWrTI8KxcLsfHH3+MkydP4ssvv0RycjLmzJljlH95eTmWLFmCNWvW4OTJk/D29m5UvxIREZENEURE9xAbGyvGjh0rhBBCp9OJxMREoVKpxOzZs4UQQkRFRYkZM2YYPTN27FgRGxtreB8YGChGjhxplGb8+PHi0UcfNbwHIL799lshhBBZWVkCgEhPTxdCCDF37lwRHBwsqqqqGlVnrVYr3N3dxQ8//FBv/noLFiwQoaGhhvf+/v5i0aJFRmn69+8vpk6dalSvNWvWGO6fPHlSABCZmZkN1ikpKUkoFArh4eEhLl68KIQQ4pFHHhHvv/++UboNGzYIPz+/e+aTkJAg2rZta3i/du1aAUBkZGQ0WD4RERHZNq5pI6IGbd++HW5ubtBoNNDpdHjuuefw9ttvNymPyMjIOu9/a0dJvYyMDAwePBgODg713s/NzcW8efOQkpKCvLw8aLValJeXN2maYHFxMa5du4ZBgwYZXR80aBCOHTtmdK13796G7/38/AAAeXl56Nq16z3zHzZsGAYOHIiwsDAEBgYCAI4dO4b9+/cbjaxptVpUVFSgvLwcLi4u+O9//4vFixfj9OnTKC4uRnV1tdF9AHB0dDSqExEREdkfBm1E1KChQ4fi008/haOjI/z9/aFU3vm1IZfLIYQwSq/RaExavrOzc4P3Y2NjUVBQgJUrVyIwMBAqlQqRkZFNnsLZWLWDR5lMBqBmPdxvUSqVRn1XWlqKhQsX4sknn6yT1snJCRcvXsRjjz2GKVOmYNGiRWjTpg327duHyZMno6qqyhC0OTs7G+pBRERE9olBGxE1yNXVFZ06dar3Xrt27ZCTk2N4r9VqceLECQwdOtQo3YEDB+q879atW6PK7927N7788ktoNJp6R9v279+Pf/7znxg1ahQA4PLly8jPzzdK4+Dg0OD2+h4eHvD398f+/fsRFRVllPeAAQMaVc+m6tu3L86cOXPPvk1LS4NOp8Py5csNu0Fu3brVLHUhIiIiaeNGJER034YNG4Yff/wRP/74I06fPo0pU6agsLCwTrr9+/dj6dKl+PXXXxEfH4+EhATMmDGjUWVMnz4dxcXFePbZZ3HkyBGcPXsWGzZswJkzZwAAnTt3xoYNG5CZmYmDBw/iD3/4Q53RuaCgICQlJUGtVuPmzZv1lvP6669jyZIl2LJlC86cOYM33ngDGRkZja5nU82fPx/r16/HwoULcfLkSWRmZmLz5s2YN28eAKBTp07QaDT4xz/+gQsXLmDDhg1YtWqVWepCRERE0sagjYju2wsvvIDY2FhMnDgRUVFRCAkJqTPKBgCvvfYajhw5gj59+uC9997DihUrEBMT06gy2rZti+TkZJSWliIqKgrh4eFYvXq1YdTt888/x82bN9G3b1/88Y9/xKuvvlpnB8Xly5cjMTERAQEB6NOnT73lvPrqq5g1axZee+019OrVCzt37sS2bdvQuXPnJvZK48TExGD79u3YvXs3+vfvj4EDB+LDDz80rHkLDQ3FihUrsGTJEvTs2RMbN27E4sWLzVIXIiIikjaZuHtBChEREREREUkGR9qIiIiIiIgkjEEbERERERGRhDFoIyIiIiIikjAGbURERERERBLGoI2IiIiIiEjCGLQRERERERFJGIM2IiIiIiIiCWPQRkREREREJGEM2oiIiIiIiCSMQRsREREREZGEMWgjIiIiIiKSMAZtREREREREEvb/bEKs15K8JPMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xatUqTJo06YNdy5WIiOh94xhGIvyvZ+XVnpSCGRWL8ssvvyi8X7p0KQAoNc7qbfj6+uLevXvYu3evVJaVlaX0uMGWLVsiNDQUx48fl8rU1NSwdu1amJmZISEhAe3bt39jO//88w9yc3MLlReMQXv5kUN9ff1Cid6bqKurF/ocli5diry8PIWygjUbX23f19cXRkZGmDVrVpFxFiwnYW1tjerVq2Pjxo1IT0+Xth8/fhxXrlx5bYxqampo3749/vrrL5w7d67Q9rftkatduzYqV66M+fPnK8T0auxldXxltGnTBmfPnsWpU6eksoyMDKxevRqOjo6oVq1akftZWVnBy8sLGzZsUPjMrl69ir///htt2rQBkP/5t2zZEnv27MH9+/elerdu3SpyfPKrunbtilOnTuHw4cOFtqWkpODFixcAUGi5HDU1NdSoUQMASrQuKRER0ceOPYxUrh08eFDq2XhZw4YN4ezsrHQ7RkZGaNKkCebNm4fc3FzY2Njg77//RlxcXLH7xMXFoV27dvDz88OpU6ewadMm9OjRAzVr1nyrc3mTr7/+GsuWLUNgYCBGjBgBKysrbN68WVpQ/k29eXPmzMHx48fxxRdfoH///vD29kZycjI2bNiAvLw8VK9eHcOGDYO3t7f0xbkoc+fOxfnz59GxY0ep3oULF7Bx40aYmppi5MiRUt3atWtjxYoVmDFjBlxcXGBhYfHapTgA4Msvv8Rvv/0GY2NjVKtWDadOncKRI0cKLZXi5eUFdXV1zJ07F6mpqdDW1kbz5s1hYWGBFStWoFevXqhVqxa6d+8Oc3NzJCQkYP/+/WjUqBGWLVsGAJg1axYCAgLQqFEj9O3bF0+fPsWyZctQvXr1IhO2l82aNQt///03fHx8MGjQILi7uyMxMRHbt2/HyZMnYWJi8tr9i1KQwLdu3RoeHh7o27cvbGxscO/ePYSFhcHIyAh//fVXmR1fGePHj8fWrVvRunVrDB8+HKamptiwYQPi4uKwc+fOYtf6BPIftW3dujUaNGiA/v37S8tqGBsbK0zANHXqVPz9999o1KgRvv32W+Tl5UmfS2Rk5Gvj+/7777F37158+eWX0pIgGRkZuHLlCnbs2IH4+HhUrFgRAwYMwJMnT9C8eXPY2trizp07WLp0Kby8vKTxmERERAQuq0Hl0+uW1cBLU/kXTO3/008/FWoDryyT8N9//4kOHToIExMTYWxsLLp06SLu379fqF7BshpRUVGic+fOwtDQUFSoUEEMHTpUZGZmKhxD2WU1PDw8CsUXFBRUaGmH27dvi7Zt2wpdXV1hbm4uRo8eLXbu3CkAiNOnT7/xusXHx4ugoCBRqVIloampKezt7cWQIUPEf//9J+7evSssLCyEra2twnIGrwoPDxdDhgwR1atXF8bGxlI7ffr0EbGxsQp1k5KSRNu2bYWhoaEAIC2xUfD5FbUkxNOnT0Xfvn1FxYoVhYGBgfD19RXXr18vdC2FEGLNmjXC2dlZqKurF7quYWFhwtfXVxgbGwsdHR1RuXJl0adPH3Hu3DmFNrZt2ybc3NyEtra2qF69uti7d6/o1KmTcHNzU6j36n0ghBB37twRvXv3Fubm5kJbW1s4OzuLIUOGiOzs7GKv38teXVajwMWLF0XHjh2FmZmZ0NbWFg4ODqJr164iNDS0RMcv7joXdR86ODiItm3bForRx8en0NIosbGxonPnzsLExETo6OiIevXqiX379inUKWpZDSGEOHLkiGjUqJHQ1dUVRkZGwt/fX0RFRRU6bmhoqPD29hZaWlqicuXKYu3atWL06NFCR0dHoV5R98WzZ8/EhAkThIuLi9DS0hIVK1YUDRs2FPPnzxc5OTlCCCF27NghvvjiC2FhYSG0tLSEvb29+Prrr0ViYmKhWIiIiD5lMiHK0WwGRFTIokWL8N133+G///5TasF5ejMvLy+Ym5tzyYUPTPv27XHt2rXXji0mIiKi0sUxjETlSGZmpsL7rKwsrFq1Cq6urkwW30Jubq40pq3AsWPHcOnSJTRt2lQ1QRGAwvd6TEwMDhw4wM+FiIjoPeMYRqJypGPHjrC3t4eXlxdSU1OxadMmXL9+HZs3b1Z1aOXSvXv30LJlS3z11VewtrbG9evXsXLlSlhaWuKbb75RdXifNGdnZ/Tp0wfOzs64c+cOVqxYAS0trWKXyyAiIqKywYSRqBzx9fXF2rVrsXnzZuTl5aFatWrYtm0bunXrpurQyqUKFSqgdu3aWLt2LR4+fAh9fX20bdsWc+bMKTTJDr1ffn5+2Lp1K5KSkqCtrY0GDRpg1qxZcHV1VXVoREREnxSOYSQiIiIiIqIicQwjERERERERFYkJIxERERERERWJYxgByOVy3L9/H4aGhm9c/JyIiIg+DEIIPHv2DNbW1lBTK9u/gefl5SE3N7dMj0FE9D5oampCXV1d6fpMGAHcv38fdnZ2qg6DiIiI3sLdu3dha2tbJm0LIZCUlISUlJQyaZ+ISBVMTExgaWmpVGcZE0YAhoaGAPJ/4RgZGak4GiIiIlJGWloa7OzspN/jZaEgWbSwsICenh6fRCKick0IgefPnyM5ORkAYGVl9cZ9mDAC0g9/IyMjJoxERETlTFklcXl5eVKyyKV2iOhjoaurCwBITk6GhYXFGx9P5aQ3REREREUoGLOop6en4kiIiEpXwc81ZcZmM2EkIiIieg0+hkpEH5uS/FxjwkhERERERERFYsJIRERE9ImJj4+HTCZDZGSk0vs0bdoUI0eOLNFxrl+/js8++ww6Ojrw8vIq0b6qNHXq1HIVL1FZYsJIRERE9JHp06cPZDKZ9DIzM4Ofnx8uX74MALCzs0NiYiKqV6+udJu7du3Cjz/+WKI4pkyZAn19fdy4cQOhoaEl2vd9kclk2LNnj0LZmDFjPth4id43JoxEREREHyE/Pz8kJiYiMTERoaGh0NDQwJdffgkAUFdXh6WlJTQ0lJ8w39TUtMRLmMTGxqJx48ZwcHB465lmc3Jy3mq/d2FgYMCZcYn+PyaMRERERB8hbW1tWFpawtLSEl5eXhg/fjzu3r2Lhw8fFvlI6vHjx1GvXj1oa2vDysoK48ePx4sXL6Ttrz6S6ujoiFmzZqFfv34wNDSEvb09Vq9eLW2XyWQ4f/48pk+fDplMhqlTpwIArly5gubNm0NXVxdmZmYYNGgQ0tPTpf369OmD9u3bY+bMmbC2tkbVqlWleP/44w98/vnn0NXVRd26dXHz5k1ERESgTp06MDAwQOvWrfHw4UOprYiICLRq1QoVK1aEsbExfHx8cOHCBYVzAIAOHTpAJpNJ74t6JHXdunXw8PCQrs/QoUMB5K9rN3XqVNjb20NbWxvW1tYYPnz423xkRB8kJoxEREREShJC4HnOC5W8hBBvHXd6ejo2bdoEFxeXInvO7t27hzZt2qBu3bq4dOkSVqxYgV9//RUzZsx4bbsLFixAnTp1cPHiRQwePBjffvstbty4AQBITEyEh4cHRo8ejcTERIwZMwYZGRnw9fVFhQoVEBERge3bt+PIkSNS8lUgNDQUN27cQEhICPbt2yeVT5kyBRMnTsSFCxegoaGBHj16YOzYsVi8eDH++ecf3Lp1C5MnT5bqP3v2DEFBQTh58iROnz4NV1dXtGnTBs+ePQOQn1ACQHBwMBITE6X3r1qxYgWGDBmCQYMG4cqVK9i7dy9cXFwAADt37sTChQuxatUqxMTEYM+ePfD09HzTR0JUbij/HAIRERHRJy4zNw/VJh9WybGjpvtCT0v5r2779u2DgYEBACAjIwNWVlbYt28f1NQK9xcsX74cdnZ2WLZsGWQyGdzc3HD//n2MGzcOkydPLnIfAGjTpg0GDx4MABg3bhwWLlyIsLAwVK1aVXrk1cDAAJaWlgCANWvWICsrCxs3boS+vj4AYNmyZfD398fcuXNRqVIlAIC+vj7Wrl0LLS0tAPmT9AD5Ywt9fX0BACNGjEBgYCBCQ0PRqFEjAED//v2xfv16Kb7mzZsrxLt69WqYmJjg+PHj+PLLL2Fubg4AMDExkWIsyowZMzB69GiMGDFCKqtbty4AICEhAZaWlmjZsiU0NTVhb2+PevXqFdsWUXnDHkYiIiKij1CzZs0QGRmJyMhInD17Fr6+vmjdujXu3LlTqG50dDQaNGigsDZbo0aNkJ6ejv/++6/YY9SoUUP6t0wmg6WlJZKTk4utHx0djZo1a0rJYsFx5HK51DMJAJ6enlKyWNzxCpLLl3vzKlWqpHD8Bw8eYODAgXB1dYWxsTGMjIyQnp6OhISEYmN8VXJyMu7fv48WLVoUub1Lly7IzMyEs7MzBg4ciN27dys8yktU3rGHkYiIiEhJuprqiJruq7Jjl4S+vr702CQArF27FsbGxlizZg0GDBhQKjFpamoqvJfJZJDL5e/c7ssJZXHHK0huXy17+fhBQUF4/PgxFi9eDAcHB2hra6NBgwYlmkhHV1f3tdvt7Oxw48YNHDlyBCEhIRg8eDB++uknHD9+vND1ISqPmDASERERKUkmk5XosdAPiUwmg5qaGjIzMwttc3d3x86dOyGEkBKx8PBwGBoawtbWttRicHd3x/r165GRkSElheHh4VBTU0PVqlVL7TgFwsPDsXz5crRp0wYAcPfuXTx69EihjqamJvLy8optw9DQEI6OjggNDUWzZs2KrKOrqwt/f3/4+/tjyJAhcHNzw5UrV1CrVq3SOxkiFeEjqURERFRmrj2+hqdZT1UdxicpOzsbSUlJSEpKQnR0NIYNG4b09HT4+/sXqjt48GDcvXsXw4YNw/Xr1/Hnn39iypQpGDVqVLHjF99Gz549oaOjg6CgIFy9ehVhYWEYNmwYevXqJT1iWppcXV3x22+/ITo6GmfOnEHPnj0L9RgWJINJSUl4+rToe3Xq1KlYsGABlixZgpiYGFy4cAFLly4FAKxfvx6//vorrl69itu3b2PTpk3Q1dWFg4NDqZ8PkSowYSQiIqIyIRdyjD8xHi23t8TpxNOqDueTc+jQIVhZWcHKygr169eXZiVt2rRpobo2NjY4cOAAzp49i5o1a+Kbb75B//79MXHixFKNSU9PD4cPH8aTJ09Qt25ddO7cGS1atMCyZctK9TgFfv31Vzx9+hS1atVCr169MHz4cFhYWCjUWbBgAUJCQmBnZwdvb+8i2wkKCsKiRYuwfPlyeHh44Msvv0RMTAyA/Alz1qxZg0aNGqFGjRo4cuQI/vrrL67jSB8NmXiXOZo/EmlpaTA2NkZqaiqMjIxUHQ4REdFH4d97/+LrI19DX1MfoV1Coa9Z9Li0t1XWv7+zsrIQFxcHJycn6OjolHr7RESqUpKfb+xhJCIiojKx5foWAEB7l/alniwSEdH7wYSRiIiISt3dZ3dx4r8TAIDuVburOBoiInpbTBiJiIio1G27vg0CAo1sGsHR2FHV4RAR0VtiwkhERESl6nnuc+y+tRsA0MOth4qjISKid8GEkYiIiErVvtv78CznGewN7dHYprGqwyEionfAhJGIiIhKjRACW69vBQB0d+sONRm/ahARlWf8KU5ERESl5tyDc7iVcgu6GroIcAlQdThERPSOmDASERFRqdkSnb+Uhr+zP4y0uLYxEVF5x4SRiIiISkVieiKO3j0KAAh0C1RxNEREVBqYMBIREVGp+P3G75ALOepb1odLBRdVh0OvER8fD5lMhsjIyE8ijg/lfInKIyaMRERE9M6yXmRhZ8xOAECgO3sXVa1Pnz6QyWTSy8zMDH5+frh8+TIAwM7ODomJiahevbrSbTZt2hQjR44so4iJ6EPFhJGIiIje2cG4g0jJToG1vjWa2jZVdTgEwM/PD4mJiUhMTERoaCg0NDTw5ZdfAgDU1dVhaWkJDQ0NFUdJRB86JoxERET0Tl5eSqObWzeoq6mrOCICAG1tbVhaWsLS0hJeXl4YP3487t69i4cPHxb5iObx48dRr149aGtrw8rKCuPHj8eLFy8A5PdYHj9+HIsXL5Z6LePj4wEAV69eRevWrWFgYIBKlSqhV69eePTokdSuXC7HvHnz4OLiAm1tbdjb22PmzJkKsd6+fRvNmjWDnp4eatasiVOnTknb1q9fDxMTExw+fBju7u4wMDCQkuGXjzF9+nTY2tpCW1sbXl5eOHTo0Guvz+vOFwCePXuGnj17Ql9fH1ZWVli4cKFCL+v06dOL7KH18vLCpEmTXv/hEJUjTBiJiIjonUQ+jET0k2hoq2ujo0tHVYdTtoQAcjJU8xLircNOT0/Hpk2b4OLiAjMzs0Lb7927hzZt2qBu3bq4dOkSVqxYgV9//RUzZswAACxevBgNGjTAwIEDpV5LOzs7pKSkoHnz5vD29sa5c+dw6NAhPHjwAF27dpXanjBhAubMmYNJkyYhKioKW7ZsQaVKlRSO/8MPP2DMmDGIjIxElSpVEBgYqJC8PX/+HPPnz8dvv/2GEydOICEhAWPGjJG2L168GAsWLMD8+fNx+fJl+Pr6ol27doiJiSnyerzpfAFg1KhRCA8Px969exESEoJ//vkHFy5ckLb369cP0dHRiIiIkMouXryIy5cvo2/fvsp+NEQfPD6HQERERO+kYCmNts5tYaJjotpgylruc2CWtWqO/X/3AS19pavv27cPBgYGAICMjAxYWVlh3759UFMr3F+wfPly2NnZYdmyZZDJZHBzc8P9+/cxbtw4TJ48GcbGxtDS0oKenh4sLS2l/ZYtWwZvb2/MmjVLKlu3bh3s7Oxw8+ZNWFlZYfHixVi2bBmCgoIAAJUrV0bjxo0Vjj9mzBi0bdsWADBt2jR4eHjg1q1bcHNzAwDk5uZi5cqVqFy5MgBg6NChmD59urT//PnzMW7cOHTv3h0AMHfuXISFhWHRokX45ZdfSny+GRkZ2LBhA7Zs2YIWLVoAAIKDg2Ft/b/P3tbWFr6+vggODkbdunWlOj4+PnB2dlbqMyIqD9jDSERERG8t+Xkyjtw5AgDo4dZDxdHQy5o1a4bIyEhERkbi7Nmz8PX1RevWrXHnzp1CdaOjo9GgQQPIZDKprFGjRkhPT8d///1X7DEuXbqEsLAwGBgYSK+CJC82NhbR0dHIzs6Wkq7i1KhRQ/q3lZUVACA5OVkq09PTk5LFgjoF29PS0nD//n00atRIoc1GjRohOjq6yOO96Xxv376N3Nxc1KtXT9pubGyMqlWrKrQzcOBAbN26FVlZWcjJycGWLVvQr1+/154rUXnDHkYiIiJ6a3/c+AMvxAvUsqiFqqZV37xDeaepl9/Tp6pjl4C+vj5cXP63vMnatWthbGyMNWvWYMCAAaUSUnp6Ovz9/TF37txC26ysrHD79m2l2tHU1JT+XZDEyeXyIrcX1BHv8IhuafH394e2tjZ2794NLS0t5ObmonPnzqoOi6hUMWEkIiKit5KTl4PtN7cDAHq4fyK9izJZiR4L/ZDIZDKoqakhMzOz0DZ3d3fs3LkTQggpYQsPD4ehoSFsbW0BAFpaWsjLy1PYr1atWti5cyccHR2LnHHV1dUVurq6CA0NLbUk9VVGRkawtrZGeHg4fHx8pPLw8HCFHsKXvel8K1SoAE1NTURERMDe3h4AkJqaips3b6JJkyZSOxoaGggKCkJwcDC0tLTQvXt36Orqlsl5EqkKH0klIiKit3I4/jCeZD2BhZ4Fmts3V3U49Irs7GwkJSUhKSkJ0dHRGDZsmNQj+KrBgwfj7t27GDZsGK5fv44///wTU6ZMwahRo6Qxj46Ojjhz5gzi4+Px6NEjyOVyDBkyBE+ePEFgYCAiIiIQGxuLw4cPo2/fvsjLy4OOjg7GjRuHsWPHYuPGjYiNjcXp06fx66+/luq5fv/995g7dy5+//133LhxA+PHj0dkZCRGjBhRZP03na+hoSGCgoLw/fffIywsDNeuXUP//v2hpqam8BgrAAwYMABHjx7FoUOH+DgqfZTYw0hERERvRVpKo2o3aKppvqE2vW+HDh2SxgMaGhrCzc0N27dvR9OmTaUlMQrY2NjgwIED+P7771GzZk2Ympqif//+mDhxolRnzJgxCAoKQrVq1ZCZmYm4uDg4OjoiPDwc48aNwxdffIHs7Gw4ODjAz89PSjQnTZoEDQ0NTJ48Gffv34eVlRW++eabUj3X4cOHIzU1FaNHj0ZycjKqVauGvXv3wtXVtcj6ypzvzz//jG+++QZffvkljIyMMHbsWNy9exc6OjoKbbm6uqJhw4Z48uQJ6tevX6rnRfQhkAkVPgB+4sQJ/PTTTzh//jwSExOxe/dutG/fHkD+bFgTJ07EgQMHcPv2bRgbG6Nly5aYM2eOwgxVT548wbBhw/DXX39BTU0NnTp1wuLFi6VZwZSRlpYGY2NjpKamwsjIqLRPk4iI6KNz5eEV9DjQA5pqmgjpHAIz3cJLNZS1sv79nZWVhbi4ODg5ORVKEujTk5GRARsbGyxYsAD9+/eXyoUQcHV1xeDBgzFq1CgVRkikvJL8fFPpI6kZGRmoWbNmkdMdP3/+HBcuXMCkSZNw4cIF7Nq1Czdu3EC7du0U6vXs2RPXrl1DSEgI9u3bhxMnTmDQoEHv6xSIiIg+SQW9i62dWqskWSQqaxcvXsTWrVsRGxuLCxcuoGfPngCAgIAAqc7Dhw+xbNkyJCUlce1F+mip9JHU1q1bo3Xr1kVuMzY2RkhIiELZsmXLUK9ePSQkJMDe3h7R0dE4dOgQIiIiUKdOHQDA0qVL0aZNG8yfP1+hJ5KIiIhKx+PMxzgUfwgAEOgWqOJoiMrO/PnzcePGDWhpaaF27dr4559/ULFiRWm7hYUFKlasiNWrV6NChQoqjJSo7JSrMYypqamQyWQwMTEBAJw6dQomJiZSsggALVu2hJqaGs6cOYMOHTqoKFIiIqKP146bO5Arz0WNijVQvWJ1VYdDVCa8vb1x/vz519b5EJb2ICpr5SZhzMrKwrhx4xAYGCiNU0hKSoKFhYVCPQ0NDZiamiIpKanYtrKzs5GdnS29T0tLK5ugiYiIPjK58lz8ceMPAECgO3sXiYg+duViWY3c3Fx07doVQgisWLHindubPXs2jI2NpZednV0pRElERPTxC00IRXJmMsx0zODr4KvqcIiIqIx98AljQbJ4584dhISEKMyCZmlpieTkZIX6L168wJMnT2BpaVlsmxMmTEBqaqr0unv3bpnFT0RE9DHZGp0/2U2Xql2gqc6lNIiIPnYf9COpBcliTEwMwsLCYGamOAtbgwYNkJKSgvPnz6N27doAgKNHj0Iul792HRxtbW1oa2uXaexEREQfm+tPruNC8gVoyDTQpUoXVYdDRETvgUoTxvT0dNy6dUt6HxcXh8jISJiamsLKygqdO3fGhQsXsG/fPuTl5UnjEk1NTaGlpQV3d3f4+flh4MCBWLlyJXJzczF06FB0796dM6QSERGVsi3RWwAArRxawULP4g21iYjoY6DShPHcuXNo1qyZ9L5gsdOgoCBMnToVe/fuBQB4eXkp7BcWFoamTZsCADZv3oyhQ4eiRYsWUFNTQ6dOnbBkyZL3Ej8REdGnIiUrBQfiDgAAerj3UHE0RET0vqg0YWzatOlrpyNWZqpiU1NTbNmypTTDIiIiolfsjNmJ7LxsuJu6o6Z5TVWHQ0RE78kHP+kNERERqdYL+Qv8fuN3APm9izKZTMUR0Zv06dMHMpms0MvPz0/VoRFROfNBT3pDREREqnf87nEkZiSignYFtHZqrepwSEl+fn4IDg5WKCvLSf9ycnKgpaVVZu0TkWqwh5GIiIhea8v1/KEfnap0grY6ZxkvL7S1tWFpaanwqlChAgBAJpNh7dq16NChA/T09ODq6irNHVHg6tWraN26NQwMDFCpUiX06tULjx49krY3bdoUQ4cOxciRI1GxYkX4+uavy7l37164urpCR0cHzZo1w4YNGyCTyZCSkoKMjAwYGRlhx44dCsfas2cP9PX18ezZszK+KkRUUkwYiYiIqFgxT2NwNuks1GXq6Fa1m6rDUTkhBJ7nPlfJS5m5HUpi2rRp6Nq1Ky5fvow2bdqgZ8+eePLkCQAgJSUFzZs3h7e3N86dO4dDhw7hwYMH6Nq1q0IbGzZsgJaWFsLDw7Fy5UrExcWhc+fOaN++PS5duoSvv/4aP/zwg1RfX18f3bt3L9TzGRwcjM6dO8PQ0LBUz5GI3h0fSSUiIqJibb2+FQDQ3L45LPUtVRyN6mW+yET9LcWv9VyWzvQ4Az1NPaXr79u3DwYGBgpl//d//4f/+7//A5A/zjEwMBAAMGvWLCxZsgRnz56Fn58fli1bBm9vb8yaNUvad926dbCzs8PNmzdRpUoVAICrqyvmzZsn1Rk/fjyqVq2Kn376CQBQtWpVXL16FTNnzpTqDBgwAA0bNkRiYiKsrKyQnJyMAwcO4MiRIyW8IkT0PjBhJCIioiKl5aRh3+19AIBAt0AVR0Ml1axZM6xYsUKhzNTUVPp3jRo1pH/r6+vDyMgIycnJAIBLly4hLCysUMIJALGxsVLCWLt2bYVtN27cQN26dRXK6tWrV+i9h4cHNmzYgPHjx2PTpk1wcHBAkyZN3uIsiaisMWEkIiKiIu2J2YPMF5lwMXFBnUp1VB3OB0FXQxdnepxR2bFLQl9fHy4uLsVu19TUVHgvk8kgl8sBAOnp6fD398fcuXML7WdlZaVwjLcxYMAA/PLLLxg/fjyCg4PRt29fzr5L9IFiwkhERESFyIUc225sA8ClNF4mk8lK9FhoeVWrVi3s3LkTjo6O0NBQ/uti1apVceDAAYWyiIiIQvW++uorjB07FkuWLEFUVBSCgoLeOWYiKhuc9IaIiIgKOXnvJO4+uwtDLUO0dWqr6nDoLWRnZyMpKUnh9fIsp68zZMgQPHnyBIGBgYiIiEBsbCwOHz6Mvn37Ii8vr9j9vv76a1y/fh3jxo3DzZs38ccff2D9+vUAoPBHhwoVKqBjx474/vvv8cUXX8DW1vadzpWIyg4TRiIiIipkS3T+UhodXTp+Ej1qH6NDhw7ByspK4dW4cWOl9rW2tkZ4eDjy8vLwxRdfwNPTEyNHjoSJiQnU1Ir/+ujk5IQdO3Zg165dqFGjBlasWCHNkvrqGpD9+/dHTk4O+vXr9/YnSURljo+kEhERkYK41DiE3w+HDDJ0c+NSGuXR+vXrpZ69ohS1REdKSorCe1dXV+zatavYNo4dO1Zkebt27dCuXTvp/cyZM2FrawsdHR2Fevfu3YOZmRkCAgKKPQYRqR4TRiIiIlKw7Xr+2EUfWx/YGdqpOBoqb5YvX466devCzMwM4eHh+OmnnzB06FBp+/Pnz5GYmIg5c+bg66+/hpaWlgqjJaI34SOpREREJMnIzcCfsX8CAALduZQGlVxMTAwCAgJQrVo1/Pjjjxg9ejSmTp0qbZ83bx7c3NxgaWmJCRMmqC5QIlKKTBT1TMInJi0tDcbGxkhNTYWRkZGqwyEiIlKZLdFbMPvsbDgZO+HPgD8/6NlRy/r3d1ZWFuLi4uDk5FTocUoiovKsJD/f2MNIREREAPKX0th6fSsAINAt8INOFomI6P1gwkhEREQAgNP3TyM+LR76mvpoV7ndm3cgIqKPHhNGIiIiAgBsuZ6/lEZ7l/bQ19RXcTRERPQhYMJIREREuPvsLk78dwIA0L1qdxVHQ0REHwomjERERIRt17dBQKCRTSM4GjuqOhwiIvpAMGEkIiL6xD3PfY7dt3YDAHq49VBxNERE9CFhwkhERPSJ23d7H57lPIOdoR0a2zRWdTj0kVu/fj1MTExKtI+joyMWLVpUJvEQ0esxYSQiIvqECSGkpTS6V+0ONRm/GnwM+vTpA5lMhm+++abQtiFDhkAmk6FPnz5KtRUfHw+ZTIbIyMhSia1bt264efNmqbRFRGWPvxWIiIg+YecenMOtlFvQ1dBFe9f2qg6HSpGdnR22bduGzMxMqSwrKwtbtmyBvb29SmLKzc2Frq4uLCwsVHJ8Iio5JoxERESfsC3R+Utp+Dv7w0jLSMXRUGmqVasW7OzssGvXLqls165dsLe3h7e3t1R26NAhNG7cGCYmJjAzM8OXX36J2NhYabuTkxMAwNvbGzKZDE2bNpW2rV27Fu7u7tDR0YGbmxuWL18ubSvomfz999/h4+MDHR0dbN68udAjqbGxsQgICEClSpVgYGCAunXr4siRI8WelxACU6dOhb29PbS1tWFtbY3hw4e/y6UiotfQUHUAREREpBqJ6Yk4evcoACDQLVDF0ZQPQgiIl3rs3ieZri5kMlmJ9unXrx+Cg4PRs2dPAMC6devQt29fHDt2TKqTkZGBUaNGoUaNGkhPT8fkyZPRoUMHREZGQk1NDWfPnkW9evVw5MgReHh4QEtLCwCwefNmTJ48GcuWLYO3tzcuXryIgQMHQl9fH0FBQVL748ePx4IFC+Dt7Q0dHR0cPnxYIcb09HS0adMGM2fOhLa2NjZu3Ah/f3/cuHGjyJ7QnTt3YuHChdi2bRs8PDyQlJSES5culei6EJHymDASERF9on6/8TvkQo76lvXhUsFF1eGUCyIzEzdq1VbJsateOA+Znl6J9vnqq68wYcIE3LlzBwAQHh6Obdu2KSSMnTp1Uthn3bp1MDc3R1RUFKpXrw5zc3MAgJmZGSwtLaV6U6ZMwYIFC9CxY0cA+T2RUVFRWLVqlULCOHLkSKlOUWrWrImaNWtK73/88Ufs3r0be/fuxdChQwvVT0hIgKWlJVq2bAlNTU3Y29ujXr16JbgqRFQSfCSViIjoE5T1Igs7Y3YCAALd2bv4sTI3N0fbtm2xfv16BAcHo23btqhYsaJCnZiYGAQGBsLZ2RlGRkZwdHQEkJ+YFScjIwOxsbHo378/DAwMpNeMGTMUHmcFgDp16rw2xvT0dIwZMwbu7u4wMTGBgYEBoqOjiz1+ly5dkJmZCWdnZwwcOBC7d+/GixcvlLgaRPQ22MNIRET0CToYdxAp2Smw1rdGU9umqg6n3JDp6qLqhfMqO/bb6Nevn9RT98svvxTa7u/vDwcHB6xZswbW1taQy+WoXr06cnJyim0zPT0dALBmzRrUr19fYZu6urrCe319/dfGN2bMGISEhGD+/PlwcXGBrq4uOnfuXOzx7ezscOPGDRw5cgQhISEYPHgwfvrpJxw/fhyampqvPRYRlRwTRiIiok/My0tpdHPrBnU19TfsQQVkMlmJHwtVNT8/P+Tk5EAmk8HX11dh2+PHj3Hjxg2sWbMGn3/+OQDg5MmTCnUKxizm5eVJZZUqVYK1tTVu374tjY98W+Hh4ejTpw86dOgAID8ZjY+Pf+0+urq68Pf3h7+/P4YMGQI3NzdcuXIFtWrVeqdYiKgwJoxERESfmMiHkYh+Eg1tdW10dCl+bBl9HNTV1REdHS39+2UVKlSAmZkZVq9eDSsrKyQkJGD8+PEKdSwsLKCrq4tDhw7B1tYWOjo6MDY2xrRp0zB8+HAYGxvDz88P2dnZOHfuHJ4+fYpRo0YpHZ+rqyt27doFf39/yGQyTJo0CXK5vNj669evR15eHurXrw89PT1s2rQJurq6cHBwKMFVISJlcQwjERHRJ6ZgKY22zm1homOi2mDovTAyMoKRUeFlU9TU1LBt2zacP38e1atXx3fffYeffvpJoY6GhgaWLFmCVatWwdraGgEBAQCAAQMGYO3atQgODoanpyd8fHywfv16aRkOZf3888+oUKECGjZsCH9/f/j6+r62p9DExARr1qxBo0aNUKNGDRw5cgR//fUXzMzMSnRcIlKOTAghVB2EqqWlpcHY2BipqalF/jAlIiL6WCQ/T4bvDl+8EC+ww38HqppWVXVIb62sf39nZWUhLi4OTk5O0NHRKfX2iYhUpSQ/39jDSERE9An548YfeCFeoJZFrXKdLBIR0fvBhJGIiOgTkZOXg+03twMAerj3UHE0RERUHjBhJCIi+kQcjj+MJ1lPYKFngeb2zVUdDhERlQNMGImIiD4RBUtpdK3SFZpqXK+OiIjejAkjERHRJ+DKwyu48ugKNNU00blKZ1WHQ0RE5QQTRiIiok9AQe+in6MfzHS5/AARESmHCSMREdFH7nHmYxyKPwSAk90QEVHJMGEkIiL6yO24uQO58lzUqFgD1StWV3U4RERUjjBhJCIi+ojlynPxx40/AACB7oEqjoaIiMoblSaMJ06cgL+/P6ytrSGTybBnzx6F7UIITJ48GVZWVtDV1UXLli0RExOjUOfJkyfo2bMnjIyMYGJigv79+yM9Pf09ngUREdGHKzQhFMmZyTDTMYOvg6+qwyEqsaZNm2LkyJGqDoPeUXx8PGQyGSIjIz+K43xKVJowZmRkoGbNmvjll1+K3D5v3jwsWbIEK1euxJkzZ6Cvrw9fX19kZWVJdXr27Ilr164hJCQE+/btw4kTJzBo0KD3dQpEREQftK3R+ZPddKnaBZrqXErjU9GnTx/IZDLMmTNHoXzPnj2QyWQqiurt7Nq1Cz/++KOqw1DKggUL4OjoCF1dXVStWhWrV69Waj9HR0fIZDKcPn1aoXzkyJFo2rRpGUT6ekzS6WUqTRhbt26NGTNmoEOHDoW2CSGwaNEiTJw4EQEBAahRowY2btyI+/fvSz2R0dHROHToENauXYv69eujcePGWLp0KbZt24b79++/57MhIiL6sFx/ch0Xki9AQ6aBLlW6qDoces90dHQwd+5cPH36VNWhvBNTU1MYGhqqOow3OnHiBMaMGYPRo0cjOjoav/76K8zNzZXeX0dHB+PGjSvDCInezgc7hjEuLg5JSUlo2bKlVGZsbIz69evj1KlTAIBTp07BxMQEderUkeq0bNkSampqOHPmTLFtZ2dnIy0tTeFFRET0sdkSvQUA0MqhFSz0LFQcDb1vLVu2hKWlJWbPnl1sncePHyMwMBA2NjbQ09ODp6cntm7dqlCnadOmGD58OMaOHQtTU1NYWlpi6tSpCnUSEhIQEBAAAwMDGBkZoWvXrnjw4IG0/dKlS2jWrBkMDQ1hZGSE2rVr49y5c9L28PBwNG3aFHp6eqhQoQJ8fX2lRPfV3q7s7GyMGTMGNjY20NfXR/369XHs2DFp+/r162FiYoLDhw/D3d0dBgYG8PPzQ2JiokLM69atg4eHB7S1tWFlZYWhQ4dK21JSUjBgwACYm5vDyMgIzZs3x6VLl157vdXU1KCuro7+/fvD0dERjRs3LrJTpDiDBg3C6dOnceDAgWLrREREoFWrVqhYsSKMjY3h4+ODCxcuKNSRyWRYu3YtOnToAD09Pbi6umLv3r0KdY4fP4569epJ5z5+/Hi8ePECQH7v9PHjx7F48WLIZDLIZDLEx8cDAK5evYrWrVvDwMAAlSpVQq9evfDo0SOpXblcjnnz5sHFxQXa2tqwt7fHzJkzFY59+/ZtNGvWDHp6eqhZs6b0vR5Q7rOTy+WYPn06bG1toa2tDS8vLxw6dOi11/Z15wsAz549Q8+ePaGvrw8rKyssXLhQ4b6bPn06qlcvPGGYl5cXJk2a9Npjfww+2IQxKSkJAFCpUiWF8kqVKknbkpKSYGGh+AtQQ0MDpqamUp2izJ49G8bGxtLLzs6ulKMnIiJSrZSsFByIy//iyaU0So8QArnZeSp5CSFKFKu6ujpmzZqFpUuX4r///iuyTlZWFmrXro39+/fj6tWrGDRoEHr16oWzZ88q1NuwYQP09fVx5swZzJs3D9OnT0dISAiA/C/wAQEBePLkCY4fP46QkBDcvn0b3bp1k/bv2bMnbG1tERERgfPnz2P8+PHQ1Mx/RDoyMhItWrRAtWrVcOrUKZw8eRL+/v7Iy8srMuahQ4fi1KlT2LZtGy5fvowuXbrAz89PYZ6L58+fY/78+fjtt99w4sQJJCQkYMyYMdL2FStWYMiQIRg0aBCuXLmCvXv3wsXFRdrepUsXJCcn4+DBgzh//jxq1aqFFi1a4MmTJ8Veby8vL9jY2GDw4MGQy+XF1iuOk5MTvvnmG0yYMKHY/Z89e4agoCCcPHkSp0+fhqurK9q0aYNnz54p1Js2bRq6du2Ky5cvo02bNujZs6cU+71799CmTRvUrVsXly5dwooVK/Drr79ixowZAIDFixejQYMGGDhwIBITE5GYmAg7OzukpKSgefPm8Pb2xrlz53Do0CE8ePAAXbt2lY47YcIEzJkzB5MmTUJUVBS2bNlS6Lv8Dz/8gDFjxiAyMhJVqlRBYGCgQvL2ps9u8eLFWLBgAebPn4/Lly/D19cX7dq1KzTPSYE3nS8AjBo1CuHh4di7dy9CQkLwzz//KCTi/fr1Q3R0NCIiIqSyixcv4vLly+jbt2/RH+hHREPVAajChAkTMGrUKOl9Wloak0YiIvqo7IzZiey8bLibuqOmeU1Vh/PReJEjx+oRx1Vy7EGLfaCprV6ifTp06AAvLy9MmTIFv/76a6HtNjY2Cl/Ghw0bhsOHD+OPP/5AvXr1pPIaNWpgypQpAABXV1csW7YMoaGhaNWqFUJDQ3HlyhXExcVJ36c2btwIDw8PREREoG7dukhISMD3338PNzc3qY0C8+bNQ506dbB8+XKpzMPDo8jzSUhIQHBwMBISEmBtbQ0AGDNmDA4dOoTg4GDMmjULAJCbm4uVK1eicuXKAPKTzOnTp0vtzJgxA6NHj8aIESOksrp16wIATp48ibNnzyI5ORna2toAgPnz52PPnj3YsWNHkXNlyOVytG/fHjVr1kRKSgp69OiBjRs3QktLCwDg6emJoKAghWtdlIkTJyI4OBibN29Gr169Cm1v3ry5wvvVq1fDxMQEx48fx5dffimV9+nTB4GB+bMiz5o1C0uWLMHZs2fh5+eH5cuXw87ODsuWLYNMJoObmxvu37+PcePGYfLkyTA2NoaWlhb09PRgaWkptbls2TJ4e3tL1xjI76W1s7PDzZs3YWVlhcWLF2PZsmUICgoCAFSuXBmNGzdWiHnMmDFo27YtgPzE1sPDA7du3ZLujTd9dvPnz8e4cePQvXt3AMDcuXMRFhaGRYsWFTkvypvONyMjAxs2bMCWLVvQokULAEBwcLB0fwGAra0tfH19ERwcLN0nwcHB8PHxgbOzcxGf5Mflg+1hLLhBX36coeB9wTZLS0skJycrbH/x4gWePHmicIO/SltbG0ZGRgovIiKij8UL+Qv8fuN3APm9i+VtkhMqXXPnzsWGDRsQHR1daFteXh5+/PFHeHp6wtTUFAYGBjh8+DASEhIU6tWoUUPhvZWVlfQdLDo6GnZ2dgp/fK9WrRpMTEykY44aNQoDBgxAy5YtMWfOHMTGxkp1C3oYlXHlyhXk5eWhSpUqMDAwkF7Hjx9XaFNPT09KOF6NNzk5Gffv3y/2mJcuXUJ6ejrMzMwUjhEXF6dwjJcdOnQI4eHhWL9+PX7//Xc8fvwY/v7+yMjIQFZWFm7duoXPP//8jednbm6OMWPGYPLkycjJySm0/cGDBxg4cCBcXV1hbGwMIyMjpKenv/bz0tfXh5GRkcLn1aBBA4WfC40aNUJ6enqxPdEF1yUsLEzhmhQkebGxsYiOjkZ2dvYbP8uXY7OysgIAhe/zr/vs0tLScP/+fTRq1EihzUaNGhV5fytzvrdv30Zubq7CH0iMjY1RtWpVhXYGDhyIrVu3IisrCzk5OdiyZQv69ev32nP9WHywPYxOTk6wtLREaGgovLy8AOTfJGfOnMG3334LAGjQoAFSUlJw/vx51K5dGwBw9OhRyOVy1K9fX1WhExERqdTxu8eRmJEIE20TtHZqrepwPioaWmoYtNhHZcd+G02aNIGvry8mTJiAPn36KGz76aefsHjxYixatAienp7Q19fHyJEjCyUrBY+PFpDJZCV67HLq1Kno0aMH9u/fj4MHD2LKlCnYtm0bOnToAF1dXaXbSU9Ph7q6Os6fPw91dcXeVgMDg9fGW/BI75uOl56eDisrK4VxkQVMTEyK3Ofy5cuwt7eHqakpgPzZaL/44gu0aNEC7du3h7Ozs9LfTUeNGoXly5cr9LgWCAoKwuPHj7F48WI4ODhAW1sbDRo0KPXPqyjp6enw9/fH3LlzC22zsrLC7du3lWrn5dgKkriXY3vdZ6dK/v7+0NbWxu7du6GlpYXc3Fx07txZ1WG9FypNGNPT03Hr1i3pfVxcHCIjI2Fqagp7e3uMHDkSM2bMgKurK5ycnDBp0iRYW1ujffv2AAB3d3f4+flh4MCBWLlyJXJzczF06FB0795doRuZiIjoU7Llev5kN51cO0FbXVvF0XxcZDJZiR8L/RDMmTMHXl5ehXpNwsPDERAQgK+++gpA/hf3mzdvolq1akq37e7ujrt37+Lu3btSL2NUVBRSUlIU2qlSpQqqVKmC7777DoGBgQgODkaHDh1Qo0YNhIaGYtq0aW88lre3N/Ly8pCcnKxUj11RDA0N4ejoiNDQUDRr1qzQ9lq1aiEpKQkaGhpwdHRUqk0bGxvExcXhv//+g62tLfT19XHgwAE0a9YMEyZMwK5du5SOz8DAAJMmTcLUqVPRrl07hW3h4eFYvnw52rRpAwC4e/euwqQzynB3d8fOnTshhJAStvDwcBgaGsLW1hYAoKWlVWgMaa1atbBz5044OjpCQ6NwCuHq6gpdXV2EhoZiwIABJYpJWUZGRrC2tkZ4eDh8fP73h5vw8HCFHsKXvel8K1SoAE1NTURERMDe3h4AkJqaips3b6JJkyZSOxoaGggKCkJwcDC0tLTQvXv3Ev2xozxT6SOp586dg7e3N7y9vQHk/0XF29sbkydPBgCMHTsWw4YNw6BBg1C3bl2kp6fj0KFD0NHRkdrYvHkz3Nzc0KJFC7Rp0waNGzdWes0bIiKij03M0xicTToLNZkaulXt9uYd6JPg6emJnj17YsmSJQrlrq6uCAkJwb///ovo6Gh8/fXXhYYDvUnLli2l9i9cuICzZ8+id+/e8PHxQZ06dZCZmYmhQ4fi2LFjuHPnDsLDwxEREQF3d3cA+XNLREREYPDgwbh8+TKuX7+OFStWFJkIValSBT179kTv3r2xa9cuxMXF4ezZs5g9ezb279+vdMxTp07FggULsGTJEsTExODChQtYunSpdD4NGjRA+/bt8ffffyM+Ph7//vsvfvjhB4WZXV/WqVMn2Nvbo23btjhy5Ahu3bqFgwcP4smTJ9DX10dwcHCJevgGDRoEY2NjbNmyRaHc1dUVv/32G6Kjo3HmzBn07NmzxEnL4MGDcffuXQwbNgzXr1/Hn3/+iSlTpmDUqFFQU8tPDRwdHXHmzBnEx8fj0aNHkMvlGDJkCJ48eYLAwEBEREQgNjYWhw8fRt++fZGXlyctCzJ27Fhs3LgRsbGxOH36dJFjZ9/F999/j7lz5+L333/HjRs3MH78eERGRiqMRy3J+RoaGiIoKAjff/89wsLCcO3aNfTv3x9qamqFHucfMGAAjh49ikOHDn0yj6MCAASJ1NRUAUCkpqaqOhQiIqJ3Mu3faaL6+upi5NGRqg6lzJX17+/MzEwRFRUlMjMzy6T9shQUFCQCAgIUyuLi4oSWlpZ4+evf48ePRUBAgDAwMBAWFhZi4sSJonfv3gr7+vj4iBEjRii0FRAQIIKCgqT3d+7cEe3atRP6+vrC0NBQdOnSRSQlJQkhhMjOzhbdu3cXdnZ2QktLS1hbW4uhQ4cqXNdjx46Jhg0bCm1tbWFiYiJ8fX3F06dPizx+Tk6OmDx5snB0dBSamprCyspKdOjQQVy+fFkIIURwcLAwNjZWiHf37t3i1a+9K1euFFWrVpXaGDZsmLQtLS1NDBs2TFhbWwtNTU1hZ2cnevbsKRISEoq95g8ePBD9+/cXtra2QltbW9SqVUts3LhRREVFCUNDQ4X2X+Xg4CAWLlyoULZlyxYBQPj4+EhlFy5cEHXq1BE6OjrC1dVVbN++vdC+AMTu3bsV2jI2NhbBwcHS+2PHjom6desKLS0tYWlpKcaNGydyc3Ol7Tdu3BCfffaZ0NXVFQBEXFycEEKImzdvig4dOggTExOhq6sr3NzcxMiRI4VcLhdCCJGXlydmzJghHBwchKamprC3txezZs0SQuTffwDExYsXpeM8ffpUABBhYWFCCOU+u7y8PDF16lRhY2MjNDU1Rc2aNcXBgwel7UUd503nm5aWJnr06CH09PSEpaWl+Pnnn0W9evXE+PHjxas+//xz4eHhUai8vCnJzzeZEB/AQ8EqlpaWBmNjY6SmpnICHCIiKrfSctLQcntLZL7IxDrfdahrWVfVIZWpsv79nZWVhbi4ODg5OSk83UREH7eMjAzY2NhgwYIF6N+/v1QuhICrqysGDx6ssOJCeVSSn28f7KQ3REREVDJ7YvYg80UmXExcUKdSHVWHQ0RULly8eBHXr19HvXr1kJqaKi3jERAQINV5+PAhtm3bhqSkpE9i7cWXMWEkIiL6CMiFHNtubAPApTSIiEpq/vz5uHHjBrS0tFC7dm38888/qFixorTdwsICFStWxOrVq1GhQgUVRvr+MWEkIiL6CJy8dxJ3n92FoZYh2jq1VXU4RETlhre3N86fP//aOp/yKD6VzpJKREREpWNLdP5sih1dOkJPU0/F0RAR0ceCCSMREVE5F5cah/D74ZBBhm5uXEqDiIhKDxNGIiKicm7b9fyxiz62PrAztFNxNERE9DFhwkhERFSOZeRm4M/YPwEAge6BKo6GiIg+NkwYiYiIyrE/b/2JjNwMOBk7oYFVA1WHQ0REHxkmjEREROWUXMix9fpWAECgWyCX0iAiolLHhJGIiKicOn3/NOLT4qGvqY92ldupOhyiEps6dSq8vLxUHcZbO3bsGGQyGVJSUlQdSok1bdoUI0eOVHUYxfrQ4/uUMGEkIiIqp7Zcz19Ko71Le+hr6qs4GvrQ3L17F/369YO1tTW0tLTg4OCAESNG4PHjxyVuSyaTYc+ePaUfZCl73wlow4YNkZiYCGNj4zJpXy6XY9y4cbC2toauri5q1KiBP//8U6l9ZTKZ9DI2NkajRo1w9OjRUo2vLK/3rl278OOPP5ZJ21QyTBiJiIjKobvP7uLEfycAAN2rdldxNPShuX37NurUqYOYmBhs3boVt27dwsqVKxEaGooGDRrgyZMnqg5RpXJzc0ulHS0tLVhaWpbZ4+CbNm3CwoUL8fPPPyM6Oho///wz9PWV/+NQcHAwEhMTER4ejooVK+LLL7/E7du3yyTW0mZqagpDQ0NVh0FgwkhERFQubbu+DQICjawbwdHYUdXh0AdmyJAh0NLSwt9//w0fHx/Y29ujdevWOHLkCO7du4cffvhBquvo6Igff/wRgYGB0NfXh42NDX755ReF7QDQoUMHyGQy6T0ArFixApUrV4aWlhaqVq2K3377TSGOlJQUDBgwAObm5jAyMkLz5s1x6dKl18a+du1auLu7Q0dHB25ubli+fLnC9v/++w+BgYEwNTWFvr4+6tSpgzNnzmD9+vWYNm0aLl26JPWsrV+/HkB+b9uKFSvQrl076OvrY+bMmUrFL5PJsHbtWnTo0AF6enpwdXXF3r17pe1FPZIaHh6Opk2bQk9PDxUqVICvry+ePn0KANixYwc8PT2hq6sLMzMztGzZEhkZGcVeCzU1NZibm6N79+5wdHREy5Yt0bJly9dev5eZmJjA0tIS1atXx4oVK5CZmYmQkBBpu1wux9ixY2FqagpLS0tMnTpVYf+EhAQEBATAwMAARkZG6Nq1Kx48eAAAr73er9sP+F/P5G+//QZHR0cYGxuje/fuePbsmVTn1UdSs7OzMW7cONjZ2UFbWxsuLi749ddfAQBPnz5Fz549YW5uDl1dXbi6uiI4OFjp60Svx4SRiIionHme+xy7b+0GAPRw76HiaD4tQgjkZmWp5CWEUCrGJ0+e4PDhwxg8eDB0dXUVtllaWqJnz574/fffFdr76aefULNmTVy8eBHjx4/HiBEjpMQiIiICwP96qwre7969GyNGjMDo0aNx9epVfP311+jbty/CwsKkdrt06YLk5GQcPHgQ58+fR61atdCiRYtiezg3b96MyZMnY+bMmYiOjsasWbMwadIkbNiwAQCQnp4OHx8f3Lt3D3v37sWlS5cwduxYyOVydOvWDaNHj4aHhwcSExORmJiIbt26SW1PnToVHTp0wJUrV9CvXz+l4geAadOmoWvXrrh8+TLatGmDnj17Fht/ZGQkWrRogWrVquHUqVM4efIk/P39kZeXh8TERAQGBqJfv36Ijo7GsWPH0LFjx9d+ri1atEBqaiomTZpUbB1lFdwLOTk5UtmGDRugr6+PM2fOYN68eZg+fbr0ucvlcgQEBODJkyc4fvw4QkJCcPv2bemaFne937RfgdjYWOzZswf79u3Dvn37cPz4ccyZM6fY+Hv37o2tW7diyZIliI6OxqpVq2BgYAAAmDRpEqKionDw4EFER0djxYoVqFix4jtfM8qnoeoAiIiIqGT2x+3Hs5xnsDO0Q2ObxqoO55PyIjsbS4I6q+TYwzfsgKaOzhvrxcTEQAgBd3f3Ire7u7vj6dOnePjwISwsLAAAjRo1wvjx4wEAVapUQXh4OBYuXIhWrVrB3NwcwP96qwrMnz8fffr0weDBgwEAo0aNwunTpzF//nw0a9YMJ0+exNmzZ5GcnAxtbW1pnz179mDHjh0YNGhQodimTJmCBQsWoGPHjgAAJycnREVFYdWqVQgKCsKWLVvw8OFDREREwNTUFADg4uIi7W9gYAANDQ2FOAv06NEDffv2ld4HBga+Nv4Cffr0QWBg/hqns2bNwpIlS3D27Fn4+fkVOsa8efNQp04dhV5RDw8PAMCFCxfw4sULdOzYEQ4ODgAAT0/PQm0UeP78OVq1aoUePXogJCQEmZmZ+Omnn6THX42MjLBu3Tp07vzm+/H58+eYOHEi1NXV4ePjI5XXqFEDU6ZMAQC4urpi2bJlCA0NRatWrRAaGoorV64gLi4OdnZ2AICNGzfCw8MDERERqFu3bpHXOyQk5I37AfkJ6fr166XHTnv16oXQ0FCp9/dlN2/exB9//IGQkBCph9XZ2VnanpCQAG9vb9SpUwcAFHrB6d2VuIcxOzsbJ06cwG+//YZVq1Zh165diIuLK4vYiIiI6BVCCGyJzp/spnvV7lCT8WEhKpqyPZIA0KBBg0Lvo6OjX7tPdHQ0GjVqpFDWqFEjab9Lly4hPT0dZmZmMDAwkF5xcXGIjY0t1F5GRgZiY2PRv39/hfozZsyQ6kdGRsLb21tKFkuiIJlQNv4CNWrUkP6tr68PIyMjJCcnF3mMgh7GotSsWRMtWrSAp6cnunTpgjVr1kiPqhZl/fr1SElJwS+//IKDBw8iJCQEffv2xYsXLxAfH4/09PRC8b8qMDAQBgYGMDQ0xM6dO/Hrr78qnM/L/wYAKysr6dyio6NhZ2cnJX0AUK1aNZiYmLz23lB2P0dHR4Uxii8f+1WRkZGFkt2Xffvtt9i2bRu8vLwwduxY/Pvvv8XGRyWndA9jeHg4Fi9ejL/++gu5ubkwNjaGrq4unjx5guzsbDg7O2PQoEH45ptvOECViIiojJx7cA63Um5BV0MX7V3bqzqcT46GtjaGb9ihsmMrw8XFBTKZDNHR0ejQoUOh7dHR0ahQoYLUc1hW0tPTYWVlhWPHjhXaZmJiUmR9AFizZg3q16+vsE1dXR0ACj1iWxIlmSzmZZqamgrvZTIZ5HJ5kXVfF5+6ujpCQkLw77//4u+//8bSpUvxww8/4MyZM3BycipU//Lly/Dw8ICmpiYqVKiAkJAQfP755+jQoQNcXV3h5+cHKyur18a+cOFCtGzZEsbGxkV+3iU5t9JWWtcVAFq3bo07d+7gwIEDCAkJQYsWLTBkyBDMnz+/1OL9lCn1Z8l27dqhW7ducHR0xN9//41nz57h8ePH+O+///D8+XPExMRg4sSJCA0NRZUqVRQG0xIREVHpKehd9Hf2h5GWkYqj+fTIZDJo6uio5KXsTJxmZmZo1aoVli9fjszMTIVtSUlJ2Lx5M7p166bQ3unTpxXqnT59WuGRVk1NTeTl5SnUcXd3R3h4uEJZeHg4qlWrBgCoVasWkpKSoKGhARcXF4VXUePLKlWqBGtra9y+fbtQ/YKEqkaNGoiMjCx2DKGWllahOIvzpvjfRo0aNRAaGlrsdplMhkaNGmHatGm4ePEitLS0sHv37iLr2tjYIDIyUpoIxsLCAkeOHMGVK1ewcOFCzJgx443xWFpawsXF5a3+OODu7o67d+/i7t27UllUVBRSUlKka1TU9VZmv5Ly9PSEXC7H8ePHi61jbm6OoKAgbNq0CYsWLcLq1avf6lhUmFI9jG3btsXOnTsL/SWggLOzM5ydnREUFISoqCgkJiaWapBEREQEJKYn4ujd/HXUAt0CVRwNfciWLVuGhg0bwtfXFzNmzICTkxOuXbuG77//HjY2NoXGiYWHh2PevHlo3749QkJCsH37duzfv1/a7ujoiNDQUDRq1Aja2tqoUKECvv/+e3Tt2hXe3t5o2bIl/vrrL+zatQtHjhwBALRs2RINGjRA+/btMW/ePFSpUgX379/H/v370aFDh0KPiAL5E8wMHz4cxsbG8PPzQ3Z2Ns6dO4enT59i1KhRCAwMxKxZs9C+fXvMnj0bVlZWuHjxIqytrdGgQQM4OjoiLi4OkZGRsLW1haGhoTR+8lVviv9tTJgwAZ6enhg8eDC++eYbaGlpISwsDF26dEFsbCxCQ0PxxRdfwMLCAmfOnMHDhw+LHWvav39/LF68GO3atcPMmTNhZmaGf/75B+np6dDT08Ovv/6KWrVqvXWsb9KyZUt4enqiZ8+eWLRoEV68eIHBgwfDx8dHYazgq9dbmf1KytHREUFBQejXrx+WLFmCmjVr4s6dO0hOTkbXrl0xefJk1K5dGx4eHsjOzsa+ffuKva70FgSJ1NRUAUCkpqaqOhQiIqJiLTy3UFRfX130P9Rf1aF8EMr693dmZqaIiooSmZmZZdJ+WYuPjxdBQUGiUqVKQlNTU9jZ2Ylhw4aJR48eKdRzcHAQ06ZNE126dBF6enrC0tJSLF68WKHO3r17hYuLi9DQ0BAODg5S+fLly4Wzs7PQ1NQUVapUERs3blTYLy0tTQwbNkxYW1tLMfTs2VMkJCQIIYSYMmWKqFmzpsI+mzdvFl5eXkJLS0tUqFBBNGnSROzatUvhvDp16iSMjIyEnp6eqFOnjjhz5owQQoisrCzRqVMnYWJiIgCI4OBgIYQQAMTu3bsLXaM3xV/UfsbGxlK7YWFhAoB4+vSptP3YsWOiYcOGQltbW5iYmAhfX1/x9OlTERUVJXx9fYW5ubnQ1tYWVapUEUuXLi0U08tiY2NF586dRaVKlYSurq74/PPPxf79+0VYWJjQ0NAQCxYsKHbf4s65gI+PjxgxYoRCWUBAgAgKCpLe37lzR7Rr107o6+sLQ0ND0aVLF5GUlCRtL+56v2m/oj73hQsXKtxbr8aXmZkpvvvuO2FlZSW0tLSEi4uLWLdunRBCiB9//FG4u7sLXV1dYWpqKgICAsTt27eLPXcq2c83mRAlGBGdn2Di/PnziI+Ph0wmg5OTE7y9vctswdL3IS0tDcbGxkhNTYWRER/vISKiD8/z3Ofw3emLlOwULGq2CC3si55Y41NS1r+/s7KyEBcXBycnJ+goMTtpeeXo6IiRI0cqrHlHRB+3kvx8K9GyGmFhYejfvz/u3LkjzbxVkDSuW7cOTZo0efuoiYiIqFh/3PgDKdkpsDO0Q1PbpqoOh4iIPhFKz8V969YtfPnll3B0dMSuXbsQHR2NqKgobN++Hba2tmjTpg1u375dlrESERF9kp7nPkfwtWAAwKAag6Cupq7iiIiI6FOhdA/jokWL8NlnnxWa+cnNzQ0dOnRAy5YtsXDhQixdurTUgyQiIvqUbb+5HU+ynsDWwBZfOn+p6nDoIxMfH6/qEIjoA6Z0D+OxY8eKfbZdJpNh5MiRCAsLK624iIiICPm9i+uurgOQ37uooVai0SRERETvROmEMSEhAZ6ensVur169Ou7cuVMqQREREVE+hd7FyuxdJCKi90vphLFgzZfi6Onp4fnz56USFBEREQGZLzIVehc11YpeD5mIiKislOi5lqioKCQlJRW57dGjR6USEBEREeX748YfeJL1BDYGNuxdJCIilShRwtiiRQsUtWyjTCaDEKJcr8VIRET0Icl8kYngq/+bGZW9i0REpApKJ4xxcXFlGQcRERG9ZPuN7Xic9Rg2Bjbwr+yv6nCIiOgTpfQYRgcHB6VeRERE9G44dpHof44dOwaZTIaUlBRVh1IkIQQGDRoEU1NTyGQyREZGqjqkT87UqVPh5eWl6jDe2avn0adPH7Rv315l8RRQOmG8fPmyUi8iIiJ6Nztu7mDvIr2Thw8f4ttvv4W9vT20tbVhaWkJX19fhIeHS3VkMhn27NlTKseLj48vs2SpYcOGSExMhLGxcam16ejoCJlMBplMBl1dXTg6OqJr1644evRoids6dOgQ1q9fj3379iExMRHVq1cvtTjLwqZNm+Dm5gYdHR04Ojrixx9/VGq/uLg49OjRA9bW1tDR0YGtrS0CAgJw/fr1Mo74zcaMGaOwVnxpJVp5eXmYM2cO3NzcoKurC1NTU9SvXx9r166V6jRt2rTYpQff1eLFi7F+/foyabsklH4k1cvLSxqrWByZTIa8vLxSCYyIiOhTlPUiS+pdHOg5kL2L9FY6deqEnJwcbNiwAc7Oznjw4AFCQ0Px+PHjErWTk5MDLS2tMopSOVpaWrC0tCz1dqdPn46BAwciJycH8fHx2LRpE1q2bIkff/wRP/zwg9LtxMbGwsrKCg0bNiz1GEtbfHw8evfujbFjx+Lrr7/Gw4cPcfPmzTful5ubi1atWqFq1arYtWsXrKys8N9//+HgwYMq7fkVQiAvLw8GBgYwMDAo9fanTZuGVatWYdmyZahTpw7S0tJw7tw5PH36tNSPVZTS/CPJOxFKio+PV+pVHqWmpgoAIjU1VdWhEBHRJ+63a7+J6uuriy+2fyFyXuSoOpwPWln//s7MzBRRUVEiMzNTKpPL5SIv+4VKXnK5XKm4nz59KgCIY8eOFVvHwcFBAJBeDg4OQgghpkyZImrWrCnWrFkjHB0dhUwmE0IIcfDgQdGoUSNhbGwsTE1NRdu2bcWtW7ek9l5uC4Dw8fGRtq1Zs0a4ubkJbW1tUbVqVfHLL78oxBIeHi5q1qwptLW1Re3atcXu3bsFAHHx4kUhhBBhYWECgHj69Km0z8mTJ4WPj4/Q1dUVJiYm4osvvhBPnjxR6voUnP/ChQsLlU+ePFmoqamJ69evS2VXrlwRfn5+Ql9fX1hYWIivvvpKPHz4UAghRFBQUJHXMS8vT8yaNUs4OjoKHR0dUaNGDbF9+3apzYJzOnLkiKhdu7bQ1dUVDRo0UDiuEELs3btX1KlTR2hrawszMzPRvn17aVtWVpYYPXq0sLa2Fnp6eqJevXoiLCzstecdHx8v1NTUxI0bN5S+VkIIcfHiRQHgjd/1ExISRJcuXYSxsbGoUKGCaNeunYiLi1Oo8+uvv4pq1aoJLS0tYWlpKYYMGSKEECIuLk7hcxfif/dywXkVXLcDBw6IWrVqCU1NTREWFibdt0Lk38Ov3o9hYWGiWbNm0rEKJCcnC01NTXHkyJEiz6dmzZpi6tSpxZ7vq58/ABEXFyeCg4OFsbGxQt2C+/pls2fPFhYWFsLAwED069dPjBs3TjqPgvYDAgKk92+6r548eSJ69OghKlasKHR0dISLi4tYt25dkbEX9fOtOEr3MHJ8IhERUdnKepGFX6/+CgAYWGMgNNXZu/ihEbly3J/8r0qObT29IWRa6m+sV9DbsmfPHnz22WfQ1tYuVCciIgIWFhYIDg6Gn58f1NX/1+6tW7ewc+dO7Nq1SyrPyMjAqFGjUKNGDaSnp2Py5Mno0KEDIiMjoaamhrNnz6JevXo4cuQIPDw8pF7JzZs3Y/LkyVi2bBm8vb1x8eJFDBw4EPr6+ggKCkJaWhr8/f3Rpk0bbNmyBXfu3Hnj432RkZFo0aIF+vXrh8WLF0NDQwNhYWGl8pTbiBEj8OOPP+LPP//E2LFjkZKSgubNm2PAgAFYuHAhMjMzMW7cOOnx1cWLF6Ny5cpYvXo1IiIipOs1e/ZsbNq0CStXroSrqytOnDiBr776Cubm5vDx8ZGO98MPP2DBggUwNzfHN998g379+kmPDe/fvx8dOnTADz/8gI0bNyInJwcHDhyQ9h06dCiioqKwbds2WFtbY/fu3fDz88OVK1fg6upa5PnZ2NigTp06GDp0KPbu3QsdHR2lrou5uTnU1NSwY8cOjBw5UuF+KZCbmwtfX180aNAA//zzDzQ0NDBjxgz4+fnh8uXL0NLSwooVKzBq1CjMmTMHrVu3RmpqqsJj0soaP3485s+fD2dnZ1SoUAHHjh2Tto0ZMwbR0dFIS0tDcHD+TNOmpqYYMGAAhg4digULFkj/T2zatAk2NjZo3rx5kcextLTE0aNHMXjwYJibmxfavnjxYty8eRPVq1fH9OnTpWuljD/++ANTp07FL7/8gsaNG+O3337DkiVL4OzsXOw+b7qvJk2ahKioKBw8eBAVK1bErVu3kJmZqVQ8r1OiZTWIiIio7Oy4uQOPMh/BWt8aAZUDVB0OlVMaGhpYv349Bg4ciJUrV6JWrVrw8fFB9+7dUaNGDQD/+1JrYmJS6HHPnJwcbNy4UeGLb6dOnRTqrFu3Dubm5oiKikL16tWlumZmZgrtTZkyBQsWLEDHjh0BAE5OToiKisKqVasQFBSELVu2QCaTYc2aNdDR0UG1atVw7949DBw4sNjzmzdvHurUqYPly5dLZR4eHm9zqQoxNTWFhYUF4uPjAUBKdGfNmqVw7nZ2drh58yaqVKkCQ0NDqKurS+ednZ2NWbNm4ciRI2jQoAEAwNnZGSdPnsSqVasUEsaZM2dK78ePH4+2bdsiKysLOjo6mDlzJrp3745p06ZJ9WvWrAkASEhIQHBwMBISEmBtbQ0gP1E6dOgQgoODFeJ92cCBAyGEgLOzM1q3bo0///wTRkZGAAB/f384ODhg2bJlhfazsbHBkiVLMHbsWEybNg116tRBs2bN0LNnTynB+f333yGXy7F27Vppqb3g4GCYmJjg2LFj+OKLLzBjxgyMHj0aI0aMkNquW7eush+PZPr06WjVqlWR2wwMDKCrq4vs7GyFe7Fjx44YOnQo/vzzT3Tt2hUAsH79evTp06fYpQF//vlndO7cGZaWlvDw8EDDhg0REBCA1q1bA8h/ZFRLSwt6enolfmx60aJF6N+/P/r37w8AmDFjBo4cOYKsrKwi6ytzXyUkJMDb2xt16tQBkD9WtzQwYSQiIvoAvDx2cUCNAexd/EDJNNVgPV01Y9VkmkrPVYhOnTqhbdu2+Oeff3D69GkcPHgQ8+bNw9q1a9GnT5/X7uvg4FColyQmJgaTJ0/GmTNn8OjRI8jlcgD5iUtxk7xkZGQgNjYW/fv3V0gAX7x4IY3NunHjBmrUqKHQ01WvXr3XxhcZGYkuXbq8ts67EC+tLX7p0iWEhYUVOT4uNjYWVapUKVR+69YtPH/+vFBCk5OTA29vb4WyggQeAKysrAAAycnJsLe3R2RkZLGJ85UrV5CXl1fo+NnZ2TAzMytyn6ioKKxfvx7Xrl2Du7s7+vTpg6ZNm+LQoUOwsLDA1atX8dVXXxW5LwAMGTIEvXv3xrFjx3D69Gls374ds2bNwt69e9GqVStcunQJt27dgqGhocJ+WVlZiI2NRXJyMu7fv48WLVoUewxlFSREJaGjo4NevXph3bp16Nq1Ky5cuICrV69i7969xe5TrVo1XL16FefPn0d4eDhOnDgBf39/9OnTR2Him7cRHR2Nb775RqGsQYMGCAsLK7K+MvfVt99+i06dOuHChQv44osv0L59+1IZW8uEkYiI6AOwM2YnHmY+hJW+FdpXbq/qcKgYMplMqcdCPwQ6Ojpo1aoVWrVqhUmTJmHAgAGYMmXKGxNGfX39QmUFvU9r1qyBtbU15HI5qlevjpycnGLbSU9PBwCsWbMG9evXV9hW1CONytLV1X3rfd/k8ePHePjwIZycnADkn4O/vz/mzp1bqG5BgveqgvPev38/bGxsFLa9+niwpub//jBUkKQWJOOvO8/09HSoq6vj/Pnzha5lcZO/XL58Gdra2qhWrRqA/J7Sbt26oVGjRhg7diyePXuGdu3aFXtMADA0NIS/vz/8/f0xY8YM+Pr6YsaMGWjVqhXS09NRu3ZtbN68udB+BY+0vk7BdvHSBJu5ublF1i3qHlXGgAED4OXlhf/++w/BwcFo3rz5G4fdqampoW7duqhbty5GjhyJTZs2oVevXvjhhx+k+6SofcQrE4UWdy7KUua+at26Ne7cuYMDBw4gJCQELVq0wJAhQzB//vx3Orbyf6oiIiKiMpGdl41fr+SPXRzgyd5FKhvVqlVDRkaG9F5TU1OpcX+PHz/GjRs3MHHiRLRo0QLu7u6FZoksGLP4cnuVKlWCtbU1bt++DRcXF4VXwRftqlWr4sqVK8jOzpb2i4iIeG08NWrUUFhCoTQtXrwYampq0pIMtWrVwrVr1+Do6FjoHIpLWqpVqwZtbW0kJCQU2sfOzk7pWF53nt7e3sjLy0NycnKhYxT3aKSNjQ2ys7Nx5swZAPlJ+5YtW1C5cmUMGjQIP/zwQ4mScZlMBjc3N+meqlWrFmJiYmBhYVEoJmNjYxgaGsLR0bHYcyro1U5MTJTK3naZFi0trSLvbU9PT9SpUwdr1qzBli1b0K9fvxK3XZBwF5x3UccyNzfHs2fPFP5/e/Vc3N3dpc+iwOnTp197XGXuK3NzcwQFBWHTpk1YtGgRVq9eXeJzfNU7J4zHjx/HgQMH3tv0skRERB+bHTd34GHmQ1jqW6KDSwdVh0Pl3OPHj9G8eXNs2rQJly9fRlxcHLZv34558+YhIOB/Y2MLvrwnJSW99ntchQoVYGZmhtWrV+PWrVs4evQoRo0apVDHwsICurq6OHToEB48eIDU1FQA+csSzJ49G0uWLMHNmzdx5coVBAcH4+effwYA9OjRA3K5HIMGDUJ0dDQOHz4s9YYUN65swoQJiIiIwODBg3H58mVcv34dK1aswKNHj0p0nZ49e4akpCTcvXsXJ06cwKBBgzBjxgzMnDkTLi4uAPIfw3zy5AkCAwMRERGB2NhYHD58GH379i022TY0NMSYMWPw3XffYcOGDYiNjcWFCxewdOlSbNiwQen4pkyZgq1bt2LKlCmIjo7GlStXpJ7OKlWqoGfPnujduzd27dqFuLg4nD17FrNnz8b+/fuLbK9x48Zo2LAhunXrhj179iA2NhaHDh3C/fv3oa+vjy1btuD58+dF7hsZGYmAgADs2LEDUVFRuHXrFn799VesW7dOuqd69uyJihUrIiAgAP/88w/i4uJw7NgxDB8+HP/99x+A/IXpFyxYgCVLliAmJka6LkB+j+pnn32GOXPmIDo6GsePH8fEiROVvl4vc3R0xOXLl3Hjxg08evRIoXdvwIABmDNnDoQQ6NDh9T9vO3fujIULF+LMmTO4c+cOjh07hiFDhqBKlSpwc3OTjnXmzBnEx8dLj2vXr18fenp6+L//+z/ExsZiy5YthdZTHDFiBNatW4fg4GDcvHkTU6ZMwbVr14qNRZn7avLkyfjzzz9x69YtXLt2Dfv27YO7u/tbXUMFb5xH9f+bM2eOmDhxovReLpcLX19fIZPJhEwmE5UqVRJXr15VtjmlvHjxQkycOFGaOtbZ2VlMnz5dYVppuVwuJk2aJCwtLYWOjo5o0aKFuHnzZomOw2U1iIhIVbJeZInmvzcX1ddXF79f/13V4ZQrqlhWozzIysoS48ePF7Vq1RLGxsZCT09PVK1aVUycOFE8f/5cqrd3717h4uIiNDQ0Ci2r8aqQkBDh7u4utLW1RY0aNcSxY8cEALF7926pzpo1a4SdnZ1QU1NTWFZj8+bNwsvLS2hpaYkKFSqIJk2aiF27dknbw8PDRY0aNYSWlpaoXbu22LJliwAgLTFR1LIax44dEw0bNhTa2trCxMRE+Pr6StuDg4MLLV/wqpeXFdHS0hL29vaia9eu4ujRo4Xq3rx5U3To0EGYmJgIXV1d4ebmJkaOHCl9H124cKF0/QrI5XKxaNEiUbVqVaGpqSnMzc2Fr6+vOH78eLHnVLB0xcvLUOzcuVO6dhUrVhQdO3aUtuXk5IjJkycLR0dHoampKaysrESHDh3E5cuXiz3vtLQ0MXr0aOHk5CS0tLREtWrVxKJFi8S9e/eEra2taN++vcjLyyu038OHD8Xw4cNF9erVhYGBgTA0NBSenp5i/vz5CvUTExNF7969RcWKFYW2trZwdnYWAwcOVPh/dOXKldJ1sbKyEsOGDZO2RUVFiQYNGghdXV3h5eUl/v777yKX1Xj5uglR+L5NTk4WrVq1EgYGBgr7CyHEs2fPhJ6enhg8eHCx16nA6tWrRbNmzYS5ubl0n/Tp00dheZEbN26Izz77TOjq6ip8frt37xYuLi5CV1dXfPnll2L16tWF7suZM2eKihUrCgMDAxEUFCTGjh372mU13nRf/fjjj8Ld3V3o6uoKU1NTERAQIG7fvl3kuZXk55vSCaO3t7fYtm2b9P6PP/4Qurq64uTJk+Lx48eibdu2okuXLso2p5SZM2cKMzMzsW/fPhEXFye2b98uDAwMxOLFi6U6c+bMEcbGxmLPnj3i0qVLol27dsLJyalEP9yZMBIRkapsjtosqq+vLlpub8l1F0uICePHadOmTUJTU1MhuS2JyZMnKySsRC+Li4sTampq4vz586oORaXKZB3GuLg4hZmcDhw4gM6dO6NRo0YAgIkTJ5b6jFX//vsvAgIC0LZtWwD5Xb5bt27F2bNnAeQPil20aBEmTpwodYdv3LgRlSpVwp49e9C9e/dSjYeIiKg0vTx2caAn112kT9PGjRvh7OwMGxsbXLp0SVrn8G0ntzl48GCRS0PQpy03NxePHz/GxIkT8dlnn6FWrVqqDqncUHoM44sXLxRmdjp16pTCNK3W1tYlfnb8TRo2bIjQ0FDcvHkTQP7UxidPnpTWPomLi0NSUhJatmwp7WNsbIz69evj1KlTxbabnZ2NtLQ0hRcREdH7tvPmTiRnJqOSXiW0d2mv6nCIVCIpKQlfffUV3N3d8d1336FLly7vNFHH2bNn37g0B316wsPDYWVlhYiICKxcuVLV4ZQrSvcwVq5cGSdOnICzszMSEhJw8+ZNNGnSRNr+33//Fbvuy9saP3480tLS4ObmBnV1deTl5WHmzJno2bMngPwfMED+LFwvq1SpkrStKLNnz1ZYBJWIiOh9y87Lxq9X/9e7qKWupeKIiFRj7NixGDt2rKrDoI9c06ZNCy11QcpROmEcMmQIhg4dKi0A26BBA2laWQA4evRoocVI39Uff/yBzZs3Y8uWLfDw8EBkZCRGjhwJa2trBAUFvXW7EyZMUJjdKy0trUTTHBMREb2rXTG7kPw8v3exgytnRiUiog+T0gnjwIEDoa6ujr/++gtNmjTBlClTFLbfv3//rdYyeZ3vv/8e48ePl8Yienp64s6dO5g9ezaCgoKkdWYePHigsHjqgwcP4OXlVWy72trahRZOJSIiel9y8nKw9spaAPnrLrJ38cPGXgki+tiU5Oea0gkjAPTr16/YpHD58uUlaUopz58/h5qa4jBLdXV1yOVyAICTkxMsLS0RGhoqJYhpaWk4c+YMvv3221KPh4iIqDQU9C5a6Fmgo2tHVYdDxdDUzJ+E6Pnz5289AQsR0YeoYM3Ngp9zr1OihBEA7t27h507d0oT0VStWhUdO3aEjY1NSZt6I39/f8ycORP29vbw8PDAxYsX8fPPP0tJq0wmw8iRIzFjxgy4urrCyckJkyZNgrW1Ndq3b1/q8RAREb0r9i6WH+rq6jAxMUFycjIAQE9Pr9jF5ImIygMhBJ4/f47k5GSYmJhAXV39jfuUKGFcvnw5Ro0ahZycHBgZGQHI79H7/vvv8fPPP2Pw4MFvF3kxli5dikmTJmHw4MFITk6GtbU1vv76a0yePFmqM3bsWGRkZGDQoEFISUlB48aNcejQIejo6JRqLERERKVhd8xuPHj+gL2L5UTB8JeCpJGI6GNgYmIi/Xx7E5lQ8gHW/fv3IyAgACNHjsTo0aOlMYOJiYn46aefsHTpUvz5559o06bN20euImlpaTA2NkZqaqqUCBMREZW2nLwctNnVBg+eP8D/1f8/BLoFqjqkcu19/v7Oy8tDbm5umR6DiOh90NTUVKpnsYDSPYw//fQTxo8fjxkzZiiUW1lZ4eeff4aenh7mzZtXLhNGIiKi92HPrT35vYu67F0sb9TV1Uv0BYuI6GOh9uYq+S5cuIBevXoVu71Xr164cOFCqQRFRET0scnJy8GaK2sAAP09+0NbnbN1ExHRh0/phDEvL++1s+hoamoiLy+vVIIiIiL62Oy5tQdJGUmw0LVApyqdVB0OERGRUpROGD08PPDnn38Wu33Pnj3w8PAolaCIiIg+Jrl5uVLvYj/PfuxdJCKickPpMYxDhgzBt99+C21tbQwaNAgaGvm7vnjxAqtWrcLEiRPLZC1GIiKi8m73rd1IykiCua45OlfprOpwiIiIlKZ0whgUFIQrV65g6NChmDBhAipXrgwhBG7fvo309HQMHz4cffr0KcNQiYiIyp/cvFxp3UWOXSQiovKmROswzp8/H507d8bWrVsRExMDAPDx8UH37t3x2WeflUmARERE5dme2D1IzEiEua45Orly7CIREZUvJUoYAeCzzz5jckhERKSE3LxcrLn8/8cuVu8HHQ0dFUdERERUMkpPeuPg4IC+ffti48aNuHv3blnGRERE9FH4M/ZPJGYkoqJuRY5dJCKicknpHsa+ffvi2LFj2LZtG3JycuDk5IRmzZqhefPmaNasGSwtLcsyTiIionKFvYtERPQxUDphnDp1KgAgOzsb4eHhOH78OI4dO4bffvsNubm5qFKlCpo3b45ffvmlrGIlIiIqN/bG7sX9jPuoqFsRXap0UXU4REREb0UmhBDv0sDTp0+xYMECLF26FOnp6cjLyyut2N6btLQ0GBsbIzU1FUZGRqoOh4iIyrncvFz47/HHvfR7GFt3LHpV66XqkD5K/P1NRFT2SjzpTU5ODk6dOoVjx47h2LFjOHPmDGxsbNC5c2f4+PiURYxERETlyt7YvbiXfg9mOmbsXSQionJN6YRx+vTpUoLo4OCAJk2aYNCgQdi8eTOsra3LMkYiIqJyI1eeizVXOHaRiIg+DiUaw2hvb48FCxagS5cuMDMzK8u4iIiIyqW/Yv/6X+9iVfYuEhFR+ab0shoHDx5E9+7dsX79elhbW8PT0xPDhg3Djh078PDhw7KMkYiIqFzIledi9eXVAIC+1ftCV0NXxRERERG9m7ea9ObZs2f4559/cPz4cYSFheHSpUtwcXFBs2bNsGzZsrKIs0xx0DwREZWG3TG7MfnfyTDVMcWhToeYMJYx/v4mIip77zRLal5eHs6ePYu9e/di+fLlnCWViIg+WbnyXPjvzp8ZdUydMQjyCFJ1SB89/v4mIip7JZolVS6X49y5cwgLC8OxY8cQHh6OjIwM2NraokOHDmjWrFlZxUlERPRB2xe7D/fS78FUx5QzoxIR0UdD6YSxdevW+Pfff/Hs2TNYW1ujWbNmWLhwIZo1awZnZ+eyjJGIiOiDpjB20aMv9DT1VBwRERFR6VA6YTQxMcFPP/2EZs2awdXVtSxjIiIiKlf2396P/9L/g6mOKbpW7arqcIiIiEqN0gnj1q1byzIOIiKicumF/AV7F4mI6KOl9LIaREREVNi+2/tw99ld9i4SEdFHiQkjERHRW3q5d7GPRx/2LhIR0UeHCSMREdFb2n97P+4+u4sK2hXQrWo3VYdDRERU6pgwEhERvQWF3sXq7F0kIqKP01sljLGxsZg4cSICAwORnJwMADh48CCuXbtWqsERERF9qA7EHUDCswRU0K6A7lW7qzocIiKiMlHihPH48ePw9PTEmTNnsGvXLqSnpwMALl26hClTppR6gERERB+aF/IXWHVpFQAgyCOIvYtERPTRKnHCOH78eMyYMQMhISHQ0tKSyps3b47Tp0+XanBEREQfooNxB5HwLAEm2iYIdAtUdThERERlpsQJ45UrV9ChQ4dC5RYWFnj06FGpBEVERPSheiF/gVWX2btIRESfhhInjCYmJkhMTCxUfvHiRdjY2JRKUERERB+qg3EHcSftDnsXiYjok1DihLF79+4YN24ckpKSIJPJIJfLER4ejjFjxqB3795lESMREdEH4eWZUYM8gqCvqa/iiIiIiMpWiRPGWbNmwc3NDXZ2dkhPT0e1atXQpEkTNGzYEBMnTiyLGImIiD4IB+MOIj4tHsbaxuxdJCKiT4JGSXfQ0tLCmjVrMGnSJFy9ehXp6enw9vaGq6trWcRHRET0QciT5/1v3UWPPuxdJCKiT0KJE8YC9vb2sLe3L81YiIiIPlgH49m7SEREn54SJ4z9+vV77fZ169a9dTBEREQfojx53v/WXazGsYtERPTpKHHC+PTpU4X3ubm5uHr1KlJSUtC8efNSC4yIiOhDcSj+EHsXiYjok1TihHH37t2FyuRyOb799ltUrly5VIIiIiL6UOTJ87Dy0koAQO9qvWGgZaDiiIiIiN6fEs+SWmQjamoYNWoUFi5cWBrNERERfTAOxx9GfFo8jLSM0MOth6rDISIieq9KJWEEgNjYWLx48aK0miMiIlK5PHkeVl5m7yIREX26SvxI6qhRoxTeCyGQmJiI/fv3IygoqNQCIyIiUrW/7/yNuNS4/N5Fd/YuEhHRp6fEPYwXL15UeF2+fBkAsGDBAixatKi048O9e/fw1VdfwczMDLq6uvD09MS5c+ek7UIITJ48GVZWVtDV1UXLli0RExNT6nEQEdGn5dWxi4ZahiqOiIiI6P0rcQ9jWFhYWcRRpKdPn6JRo0Zo1qwZDh48CHNzc8TExKBChQpSnXnz5mHJkiXYsGEDnJycMGnSJPj6+iIqKgo6OjrvLVYiIvq4/H3nb9xOvQ1DLUP2LhIR0SerxAnj+zR37lzY2dkhODhYKnNycpL+LYTAokWLMHHiRAQEBAAANm7ciEqVKmHPnj3o3r37e4+ZiIjKv5fXXWTvIhERfcpKnDB6e3tDJpMpVffChQslDuhle/fuha+vL7p06YLjx4/DxsYGgwcPxsCBAwEAcXFxSEpKQsuWLaV9jI2NUb9+fZw6darYhDE7OxvZ2dnS+7S0tHeKk4iIPi4hd0IQmxoLQy1D9HTvqepwiIiIVKbEYxj9/PwQGxsLbW1tNG3aFE2bNoWOjg5iY2PxxRdfICAgQHq9q9u3b2PFihVwdXXF4cOH8e2332L48OHYsGEDACApKQkAUKlSJYX9KlWqJG0ryuzZs2FsbCy97Ozs3jlWIiL6OMiFXBq72KtaL/YuEhHRJ63EPYwPHz7E8OHD8eOPPyqUT5kyBXfv3sW6detKLTi5XI46depg1qxZAPJ7N69evYqVK1e+04ysEyZMUJjtNS0tjUkjEREByB+7yN5FIiKifCXuYdy+fTt69+5dqPyrr77Czp07SyWoAlZWVqhWrZpCmbu7OxISEgAAlpaWAIAHDx4o1Hnw4IG0rSja2towMjJSeBEREcmFXBq72Mu9F4y0+PuBiIg+bSVOGHV1dREeHl6oPDw8vNRnJW3UqBFu3LihUHbz5k04ODgAyJ8Ax9LSEqGhodL2tLQ0nDlzBg0aNCjVWIiI6OMXcicEt1JuwVDTED2rsXeRiIioxI+kjhw5Et9++y0uXLiAevXqAQDOnDmDdevWYdKkSaUa3HfffYeGDRti1qxZ6Nq1K86ePYvVq1dj9erVAACZTIaRI0dixowZcHV1lZbVsLa2Rvv27Us1FiIi+ri9PHbxq2pfsXeRiIgIb5Ewjh8/Hs7Ozli8eDE2bdoEIP8x0eDgYHTt2rVUg6tbty52796NCRMmYPr06XBycsKiRYvQs+f//uo7duxYZGRkYNCgQUhJSUHjxo1x6NAhrsFIREQlcuTOEal38atqX6k6HCIiog+CTAghVB2EqqWlpcHY2Bipqakcz0hE9AmSCzk67e2EWym38G3NbzHYa7CqQyIl8Pc3EVHZK/EYRiIioo9NQe+igaYBZ0YlIiJ6iVKPpJqamuLmzZuoWLEiKlSoAJlMVmzdJ0+elFpwREREZU0u5Fh5+X9jF421jVUcERER0YdDqYRx4cKFMDTMX7h40aJFZRkPERHRexWaEIqYpzEw0DTAV+4cu0hERPQypRLGoKCgIv9NRERUnr08M2pP957sXSQiInpFiWdJBQC5XI5bt24hOTkZcrlcYVuTJk1KJTAiIqKydjThKG4+vQkDTQP0qtZL1eEQERF9cEqcMJ4+fRo9evTAnTt38OoEqzKZDHl5eaUWHBERUVmRCzlWXFoBAOjh3oO9i0REREUoccL4zTffoE6dOti/fz+srKxeOwEOERHRhyosIQw3n96EvqY+elfrrepwiIiIPkglThhjYmKwY8cOuLi4lEU8REREZe5ZzjP8cukXAEAPN/YuEhERFafE6zDWr18ft27dKotYiIiIytzZxLPotLeTNDMqexeJiIiKV+IexmHDhmH06NFISkqCp6cnNDU1FbbXqFGj1IIjIiIqLVkvsrD4wmJsit4EALA1sMXsz2fDRMdEtYERERF9wGTi1Zlr3kBNrXCnpEwmgxCi3E56k5aWBmNjY6SmpsLIyEjV4RARUSm79ugaJpycgLjUOABAlypdMKbOGOhp6qk4MnoX/P1NRFT2StzDGBcXVxZxEBERlbpceS7WXl6LVZdXIU/koaJuRUxrOA1NbLkEFBERkTJKnDA6ODiURRxERESl6nbqbfzwzw+4+vgqAMDX0RcT60/kI6hEREQloHTCuGTJkiLLjY2NUaVKFTRo0KDUgiIiInpbciHH1utbsfD8QmTnZcNQyxCTPpuE1k6tVR0aERFRuaN0wrhw4cIiy1NSUpCamoqGDRti7969MDU1LbXgiIiISiIxPRGTwifhTNIZAEBD64aY3nA6KulXUnFkRERE5ZPSCePrxi7evn0bX331FSZOnIjly5eXSmBERETKEkLgr9t/YfaZ2UjPTYeuhi5G1x6NrlW7QiaTqTo8IiKicqvEYxiL4uzsjDlz5qBfv36l0RwREZHSnmQ9wfRT0xGaEAoAqGFeA7Maz4KDEcfcExERvatSSRgBwN7eHklJSaXVHBER0RuFJYRh6qmpeJL1BBpqGhjiNQR9PPpAQ63Ufr0RERF90krtN+qVK1c4gyoREb0X6TnpmBcxD7tv7QYAuJi4YPbns+Fm6qbiyIiIiD4uSieMaWlpRZanpqbi/PnzGD16NIKCgkotMCIioqJEJEVg4smJuJ9xHzLI0Kd6Hwz1GgotdS1Vh0ZERPTRUTphNDExKXbiAJlMhgEDBmD8+PGlFhgREdHLsvOyseTCEvwW9RsEBGwMbDCz8UzUrlRb1aERERF9tJROGMPCwoosNzIygqurKwwMDEotKCIiopdde3wNP/zzA2JTYwEAnVw74fu630NfU1/FkREREX3clE4YfXx8yjIOIiKiQl7IX2DtlbVYdWkVXogXMNMxw/RG09HEtomqQyMiIvokqClTKSEhoUSN3rt3762CISIiKhCXGofeB3vjl8hf8EK8QCuHVtgdsJvJIhER0XukVMJYt25dfP3114iIiCi2TmpqKtasWYPq1atj586dpRYgERF9WuRCjs3Rm9H1r6648ugKDLUMMefzOVjgswAVdCqoOjwiIqJPilKPpEZFRWHmzJlo1aoVdHR0ULt2bVhbW0NHRwdPnz5FVFQUrl27hlq1amHevHlo06ZNWcdNREQfoaSMJEwKn4TTiacBAA2sGmB6o+mw1LdUcWRERESfJpkQQihbOTMzE/v378fJkydx584dZGZm/r/27js8jup6+Ph3thftrnov7r13Y2ww2JgOARJKEgykEGM6IS8EApgABkIJAVPSIJDQnB8JLRRjY3DDYLn3btnqdbXS9p15/1h5bVkyyFjSSvb5PM8+uzszO3P2InR9dO7cS2pqKiNHjmTGjBkMGTKkI2PtMPX19bhcLtxuN06nM97hCCHESUfTND7Y/QFzV87FE/Jg0Vu4Y8wdXN7/8qPO0C2E9N9CCNHxjilhPFFJhyOEEPFT66/l91/9ngX7FgAwLHUYD5/6MD1cPeIbmGgX4cpKNFXFmJHR7ueW/lsIITpem2dJFUIIIdrb4v2LeWD5A1T7qzEoBmaNmMV1Q67DoJPu6USgBgLsv/FGwiWl5L74AtbBg+MdkhBCiGMkPbIQQohO1xBs4A+r/sA7O94BoE9iHx459REGpgyMc2SivWiaRum9v8O/bj06lwu9XdbMFEKI7kgSRiGEEJ1qVdkq7l12L8UNxSgozBw8kxtH3ohZb453aKIdVf/5L9S//z7o9eQ+80dMPXrEOyQhhBDfgySMQgghOkUgEuDZ1c/y6uZX0dDIScjhoUkPMSZzTLxDE+3Ms3AhlU8/DUDmvfdgnzAhzhEJIYT4vtq0DiPAddddh8fj6chYhBBCnKC2VG/hig+u4B+b/4GGxqV9L+X/Lvw/SRZPQP6tWym+8zcAJF11FUlXXhnniIQQQhyPNs+SqtfrKS0tJT09vaNj6nQyy5oQQnSMsBrm7xv/zgtrXyCshUmxpDDnlDmclndavEMTHSBcVcWeH/2IcEkp9lMmkvfnP6MYOm4wk/TfQgjR8dr8W1xW3xBCCHEs9rr3cs/Se1hftR6A6QXT+d2E35FkSYpzZKIjqMEgB266mXBJKaaCAnKefrpDk0UhhBCd45h+k3s8HiwWy7ceI3/hE0KIk5uqqby17S2eWvUU/ogfh9HB3ePv5vxe56MoSrzDEx1A0zTK7rsf35o16JxOcl94Ab3LBUDZHjchf4S8gclxjlIIIcT3cUwJY79+/Y66T9M0FEUhEokcd1BCCCG6p7LGMu5bdh8rSlcAMD5rPA9NeohMe2acIxMdqebvf8f93/+CXk/O009h7tUTAE+Nn/+9sAF/Q4hzZw2lx9DU+AYqhBDimB1Twvjvf/+b5GT5C6EQQojmNE3jwz0f8shXj+AJebDoLdw2+jauGHAFOqXN86uJbsjz+edUPPEkABl33UXCpEkAhAIR/vfCenz1QVJy7GT3TYxjlEIIIb6vY0oYJ02adEJOeiOEEOL784f93LvsXj7Z+wkAQ1OH8vCpD9PT1TPOkYmO5t++nZI7fg2aRuLll5P0kx8DoKkaC1/ZTNX+BqwOI+feMAyTRe5nFEKI7kh+ewshhPjewmqYO7+8k8X7F2NQDPxq+K/42dCfYdBJ93KiC9fUcGDWDaheL7Zx48i8957YPapff7CHXWsq0ekVzrl+KM4Ua5yjFUII8X21eZxQQUEBer2+I2P5To8++iiKonDrrbfGtvn9fmbPnk1KSgoJCQlceumllJeXxy9IIYQ4SWiaxgPLH2Dx/sWYdCZemv4S1w+/XpLFk4AWDHLg5psJFRdjzM8n55k/ohiNAOxYVc6q/+0F4PQfDyCrT2L8AhVCCHHc2pww7tmzh5SUlI6M5Vt98803vPTSSwwbNqzZ9ttuu43333+f+fPn88UXX1BSUsIll1wSpyiFEOLk8VThU7y76110io4/nPYHxmWNi3dIohNomkbpgw/iW1WILiGBvBeex5AUXSqlfG89C/+xBYAR0/MZeEpWPEMVQgjRDtqcMCYlJZGcnNzi0bNnT2bMmMGCBQs6LMiGhgZ+/OMf85e//IWkpEPrd7ndbv72t7/x1FNPccYZZzB69Ghefvllli9fzldffdVh8QghxMnu7xv/ziubXgHggYkPcEb+GfENSHSamn/8A/e//w90OnKeehJz794ANNQG+N8L64mEVAqGpjDxB73jHKkQQoj20OZxQ08//XSr62fV1dVRWFjI+eefz7///W8uuOCCdg0QYPbs2Zx33nlMmzaNhx56KLa9sLCQUCjEtGnTYtsGDBhAfn4+K1asYMKECe0eixBCnOz+s+M/PF34NAC3j76dH/T9QZwjEp2l4csvqXj8DwCk/+ZOEqZMASAUjPDRi+vxuoMkZ9s567rB6HSy5qYQQpwI2pwwXnPNNd+6f8SIEcydO7fdE8Y333yT1atX880337TYV1ZWhslkIjExsdn2jIwMysrKjnrOQCBAIBCIva+vr2+3eIUQ4kS2sGghD6x4AIBrB1/LtUOujW9AotMEdu2i+PY7QFVxXXYpyTNnAtEhqote3ULFPg8Wu5FzZw3DZJX7WIUQ4kTRbotjnX/++WzdurW9TgfA/v37ueWWW/jXv/6FxWJpt/POnTsXl8sVe+Tl5bXbuYUQ4kT1Tdk3/OaL36BqKhf3uZjbRt8W75BEJwnX1rJ/1g2oDQ1Yx4wm6777YqOOVv1vLztXVaDTKZzzqyG40mRGVCGEOJG0W8IYCAQwmUztdTogOuS0oqKCUaNGYTAYMBgMfPHFF/zpT3/CYDCQkZFBMBikrq6u2efKy8vJzMw86nnvvvtu3G537LF///52jVsIIU40W6q3cNOimwiqQabmTeX+ife3epuCOPFooRDFt9xKqKgIY04OuX/6E0pTf7+zsIKv398DwGlX9Se7b9K3nUoIIUQ31G5jRv72t78xYsSI9jodAGeeeSYbNmxotu3aa69lwIAB/L//9//Iy8vDaDSycOFCLr30UgC2bdtGUVEREydOPOp5zWYzZrO5XWMVQogT1b76ffzqs1/RGGpkdMZoHp/yuCydcZLQNI2yhx7G+/XX6Gw2cl94HkNyMgCVRR4WvrIZgOFn5DHo1Ox4hiqEEKKDtLnHv/3221vd7na7Wb16Ndu3b+fLL79st8AAHA4HQ4YMabbNbreTkpIS2/6zn/2M22+/neTkZJxOJzfddBMTJ06UCW+EEKIdVHgruH7B9dT4axiQPIBnz3gWi6H9bhEQXVvtP/9F3VtvgaKQ/eQTWPr1A6DRHeDD59cTDqnkD07mlEtlRlQhhDhRtTlhXLNmTavbnU4n06dP55133qFnz57tFlhbPf300+h0Oi699FICgQAzZszg+eef7/Q4hBDiROMOuLl+wfUUNxST78jnhWkv4DA54h2W6CQNS5dRPncuAOm//jWOqVMBCAcj/O+FDTTWBUjKtHHWz4eg07fbHS5CCCG6GEXTNC3eQcRbfX09LpcLt9uN0+mMdzhCCBF3vrCP6xdcz5qKNaRZ03j1nFfJdeTGOyzRSQK797D38stRPR5cF19M1txHUBQFTdNY8PfN7PimHLPdwGX/bwyJ6ba4xSn9txBCdDz5k6AQQohmQmqIOxbfwZqKNThMDl6c/qIkiyeRSF0dB2bNQvV4sI4aReaDc2ITHBV+vI8d35Sj0ymc/cuhcU0WhRBCdA5JGIUQQsSomsp9y+5jSfESLHoL886cR7+kfvEOS3QSLRTiwG23Edy3D0N2FrnP/gld04you9dUsvLd3QBMvqIfuf1lRlQhhDgZSMIohBACiM6I+Ydv/sAHuz9Ar+h58vQnGZk+Mt5hiU5UPvdRvCu+QrHZyHvhBQwpKQBUHfCwoGlG1KGn5zJkSk48wxRCCNGJJGEUQggBwF83/JV/bvknAL+f9Hum5E6Jc0SiM9W+8Qa1r78OikLOHx7H0r8/AN76IB/OW084ECFvYBKn/rBPnCMVQgjRmSRhFEIIwfzt8/nTmj8B8Juxv+GC3hfEOSLRmRq/+oqyhx4GIO2223CceSYAkZDKRy+up6E2QGKGzIgqhBAnI/mtL4QQJ7lP937K71f8HoBfDP0FPx300zhHJDpTcO9eDtxyK0QiOC+8gJRf/ByIDlH+/F9bKdtdj9lm4LwbhmGxG+MbrBBCiE4nCaMQQpzEvir9iruW3IWGxmX9LuOmkTfFOyTRiSL19eyfdQOq2411+HCyfv/72Iyoaz4tYttXZSg6hRm/GEJihsyIKoQQJyNJGIUQ4iS1qWoTtyy6hZAaYnrBdO4df28sWRAnPi0cpvj2Owju2YMhM5Pc555FZzYDsGd9FSv+uwuAyT/qS97A5HiGKoQQIo4kYRRCiJPQbvduZn02C2/Yy/jM8Tw6+VH0On28wxKdqPzxx2lcuhTFaiXv+XkY0tIAqC5uYMHfNoEGg6fkMOQ0mRFVCCFOZpIwCiHESaassYzrF1xPbaCWQSmDeOaMZzDpTfEOS3Si2rffpvbV1wDIfuxRLIMGAeDzBPnw+fWEAhFy+icx+fK+UnUWQoiTnCSMQghxEqnz13H9guspayyjh7MHL0x7AbvRHu+wRCdq/Ppryh6MTnKUdsvNOM86C4BIWOWjlzbgqfbjTLNy9i+HoJcZUYUQ4qQnPYEQQpwkvCEvsxfOZrd7N+m2dF6a/hLJFrk37WQS3L+f4ptvgXAY57nnkvKrXwHRGVG/eH0bpTvdmCx6mRFVCCFEjCSMQghxEghFQty2+DbWV63HZXbx5+l/JjshO95hiU4UaWhg/6xZROrqsAwdStYjD8eGm65buJ8ty0tRFDjrF0NIzpKqsxBCiChJGIUQ4gSnair3LL2H5SXLsRqszDtzHr0Te8c7LNGJtEiE4jvuILhzF4b0dHKfew6dxQLA3g1VLP+/nQBMuqwvBYNT4hmqEEKILkYSRiGEOIFpmsbclXP5aO9HGHQGnj79aYanDY93WKKTVTzxJI1ffIlisZA7bx7GjHQAakoaWfC3TWgaDJqUxbAzcuMcqRBCiK5GEkYhhDiBvbjuRd7c9iYKCo+c+giTcibFOyTRyer+7x1qXn4ZgOy5j2AdOgQAX0OQD59fR9AfIbtvIlOu7C8zogohhGhBEkYhhDhBvbn1TZ5f9zwAd4+/m3N6nhPniERn8xYWUvrAAwCkzp6N85zoz0AkrPLxSxupr/LjTLVw9vVD0BvknwRCCCFakt5BCCFOQB/t+YhHVj4CwKzhs7hywJVxjkh0tuCBYg7ceBOEQjhmzCB19g1AdJjyl29tp2RHHUaLnnNvGIY1QdbhFEII0TpJGIUQ4gSzvHg5v136WzQ0ruh/BbOGz4p3SKKTRRoaOTBrFpHaWiyDBpH96FwUXbTLX//5ATYvKQEFzvrZYFKyE+IcrRBCiK5MEkYhhDiBrK9cz62LbyWshjm7x9ncPf5uuS/tJKNFIpTceSeBHTvQp6WS+/w8dFYrAEWbq1k2fwcAp1zShx5DU+MZqhBCiG5AEkYhhDhB7KrbxQ0Lb8AX9nFK9ik8cuoj6BT5NX+yqfzjH2n4/HMUk4m8557DmJkJQG1ZI5/8JToj6oBTshgxLS/OkQohhOgO5F8SQghxAihpKOGXC36JO+BmWOownj79aYx6Y7zDEp2s7r//pfovfwUg6+GHsQ6PLqHibwzx4bz1BH1hsvq4OF1mRBVCCNFGkjAKIUQ3V+Ov4foF11PhraCXqxfzzpyHzWiLd1iik3nXrKHsd/cBkPKr63FdcD4AkYjKJ3/ZiLvShyPZwtm/HIreKN2/EEKItpEeQwghurHGUCM3fHYDe+v3kmnP5KXpL5FoSYx3WKKThUpKOHDjTWihEI7p00i7+ebYvqVv7+DA1loM5uiMqDanzIgqhBCi7SRhFEKIbioYCXLLolvYVL2JRHMiL01/iUx7ZrzDEp1MbWxk/w2ziVRXYx4wgOxHH43NiLph8QE2flEcnRH1ukGk5sqMqEIIIY6NJIxCCNENRdQIdy25i5VlK7EarLww7QV6uXrFOyzRyTRVpeSuuwhs3Yo+NZW85+ehs9sB2L+1hiVvR2dEnXhxb3oOT4tnqEIIIbopSRiFEKKb0TSNh1Y+xIJ9CzDqjDwz9RmGpA6Jd1giDir/9Cc8Cz5DMRrJffZPGLOzAagr9/LJnzeiqRr9x2cy8qz8OEcqhBCiu5KEUQghupln1zzLv7f/GwWFRyc/ysTsifEOScSB+/0PqH7xJQCyHvo9tpEjAQh4Q3z4/HoC3jAZPZ2c/hOZEVUIIcT3JwmjEEJ0I//c/E/+suEvAPxu4u84q8dZcY5IxINv/XpK77kHgJRf/BzXRRcBoEZUPvnrJurKvSQkmTnnV0MxGPXxDFUIIUQ3JwmjEEJ0E+/vep/HvnkMgJtG3sQP+/0wzhGJeAiVlbF/9my0YJCEqVNJu+222L5l/97J/s01GEw6zr1hGHaXOY6RCiGEOBFIwiiEEN3Alwe+5L5l0TX2fjLwJ/xi6C/iHJGIB9Xr5cANs4lUVmHu14/sP/whNiPqpiXFrP/8AADTrh1EWp4jnqEKIYQ4QUjCKIQQXdyaijXcsfgOwlqY83udz51j75R70k5CEbeb4jt+jX/zZvTJyeQ+/zz6hOiMqMXbavnyje0AjL+wF71HpsczVCGEECcQQ7wDEEIIcXTba7cze+Fs/BE/k3Mm8+CkB9Ep8re+k4mmaXg++oiyR+YSqaqCphlRTbk5ALgrvXz05w2oqkbfsRmMPqcgzhELIYQ4kUjCKIQQXdQBzwF+teBXeIIeRqSN4MnTn8SoM8Y7LNGJggeKKXtwDo1fLgHA1KtXdEbUUaMACPjCfDhvPYHGMOkFDs746YAuVX3WVA21MUTEHcCYnYCi6zqxCSGEaBtJGIUQoguq8lVx/YLrqfRV0iexD8+d+RxWgzXeYYlOooXD1Lz6GpXPPovm86EYjaT86npSfvELdCYTAKqq8elfN1Fb5sWeaObcG4ZhMHXujKiqP0ykLkC4LkDEHSBS1/RwBwg3vSeiAZB59zgMMgmPEEJ0O5IwCiFEF+MJerjhsxso8hSRk5DDS9NfwmV2xTss0Ul8GzdRet/vCGzeAoBt7Fgy58zB3Ktns+OWv7OTok3VGIw6zp01tN1nRNVCarPEL5YIHpYcaoHId59IAZ3DhOoNgySMQgjR7UjCKIQQXYg74ObWz29lS80Wki3JvDT9JdJtMoHJyUBtbKTyT3+i5rV/gqqic7nI+M2duC65pMUw083LSlj32X4AzrxmEOkFzmO6lqZqRDzBZolgs0qhO4DaEGrTuXQ2A3qXGX2iOfZsOPjaZUbvNKEY5L5bIYToriRhFEKILkDTND7e+zGPfv0oNf4a7EY7L057kQKnTGByMvB8/jllv/894ZJSAJznn0/G3XdhSElpcWzJjjq+eH0bAGPP70mf0c3/oKBpGqo33DwRPKJKGKkPgPrdcSlGXbNEUO9qSgYP26br5GGwQgghOpckjEIIEWcHPAd4aOVDLCteBkAvVy8ePvVhBqYMjHNkoqOFKioof/gRPJ98AoAxN5fM++8nYfKprR5fX+Xj05c2YNM0eg9MYlC6BfeCfc2Sw4g7gBZqQzaoU9A7TdHkL9GM4Ygqod5lRmcztMskOtUNAVISZDiqEEJ0R5IwCiFEnITVMP/c/E/mrZ2HP+LHqDPyy2G/5Loh12HSm+IdnuhAmqpS9/bbVDzxJGpDA+j1pFx7DamzZ6OzNp/cKOgPU7yuEveKUqyljUwzAE4jlDZQ987Oo15Dl2BsnggeMWRUl2DqkFlLI6rGtjIPhftqWLWvlsJ9tRTX+Vh3/1k4LTLLrxBCdDeSMAohRBxsrNrInBVz2FqzFYAxGWO4b+J99HT1/I5Piu4usGMHpffdj2/NGgAsw4aR9eAcLAMGANEhpbVlXoo2VlG9uoKECi9ZBoVURYGD+Z1ZjzHpsGrgYfcMHrx/sLPuG2wIhFlbVMeqfTUU7qtlTVEdDYFws2N0Cmwr8zC2R3KnxCSEEKL9dOmEce7cubzzzjts3boVq9XKKaecwmOPPUb//v1jx/j9fu644w7efPNNAoEAM2bM4PnnnycjIyOOkQshROsaQ408t+Y5Xt/6Oqqm4jQ5+fWYX3Nxn4u71Pp5ov2pgQBVL7xA9d/+DqEQOpuNtNtuI+mqKwmHYe/6KvZtrKZkYxVJjSF6mHT01ytgjCZ+fqsB47A0ss7IwxSn2UY1TaO4zkdhU+Vw1d5atpbVo2rNj0swGxiZn8jogiRGFyQxIi8Rh1QXhRCiW1I0TdO++7D4OPvss7niiisYO3Ys4XCY3/72t2zcuJHNmzdjt9sBmDVrFh9++CGvvPIKLpeLG2+8EZ1Ox7Jly9p8nfr6elwuF263G6fz2GaaE0KItlq8fzEPr3yYssYyAM7rdR53jrmTFGvLiU3EiaXxq68ovf9+QvuKALCfcSbWWb+muFxH0aZqinfUkaRBD7OOLKOCvumPB5pewTgohaTTczHnODo97lBEZUtpPav21saSxLJ6f4vjcpOsjC5IYkxBEqMLkumf6UDfAcNdjyT9txBCdLwunTAeqbKykvT0dL744gumTJmC2+0mLS2N119/ncsuuwyArVu3MnDgQFasWMGECRPadF7pcIQQHanCW8GjXz/Kgn0LAMhJyOF3E37HpJxJcY5MdLRwbS0Vjz2O+7//JaIzUt9jHN7Tr6C03kZ9lR+jAvkmHQUmHQ79oQTLkG0nYUIWtuHp6MydNwup2xti9f5aCvfWsmpfDev2u/GFmq+1aNApDM52MrogOZok9kgiw2nptBgPJ/23EEJ0vC49JPVIbrcbgOTk6D0QhYWFhEIhpk2bFjtmwIAB5Ofnf2vCGAgECAQCsff19fUdGLUQ4mSlairzt83nj6v/SEOoAb2i5+rBVzNr+CysBut3n0B0W5qm4X73PfY8/VcqDblUD5tNXfIAVHSwG5L1AUbb9WQbdRy801Ax6bGNSMM+LhNTbsdXEzVNY1+1NzYxTeG+GraXN7Q4zmkxNCWGyYzKjw4vtcpSGkIIcdLoNgmjqqrceuutTJo0iSFDhgBQVlaGyWQiMTGx2bEZGRmUlZUd9Vxz585lzpw5HRmuEOIkt6N2Bw+ueJC1lWsBGJo6lPsn3k//5P7f/kHRrYWCEfYt3c62Nz6nPJiCb+BtsX1GBfonmuhh0mEKHKraGbPt2MdnYRuRhs7ccd1yIBxhY3F9dPbSvbWsLqqlqiHY4rieqXZG5Ucrh2MKkuidloCuE4aXCiGE6Jq6TcI4e/ZsNm7cyNKlS4/7XHfffTe333577H19fT15eXnHfV4hhPCH/fx5/Z95eePLhLUwNoONm0fdzBX9r0Cvk6rMiaiuwsu+jdUUbaiieGs1EU0H+gFgBZ2i0bfAQQ+LAUulFyIaBCIoJh224enYx3dcNbG6IRCtHBZFh5iuL3YTDDdfn9Gk1zE018WYgiRGNU1QkyrrJQohhDhMt0gYb7zxRj744AO+/PJLcnNzY9szMzMJBoPU1dU1qzKWl5eTmZl51POZzWbMZukQhRDta2XpSh5c8SBFnujEJlPzpvLb8b8l037030ei+wkHIxTvqIsmiRurcVf6Dturw+yvIdtUy4AJo7DWakQqfUD0Nghj1mHVREv7dcGqqrG7qqHZ5DS7qxpbHJdiNzGqaXKaMT2SGJztwmKUP2QIIYQ4ui6dMGqaxk033cR//vMfFi9eTM+ezdcnGz16NEajkYULF3LppZcCsG3bNoqKipg4cWI8QhZCnIRq/bU8seoJ3tv1HgDp1nR+O/63nFlwZpwjE+3FXell38aa6LIX22sJhw5V6hRUXLU7SKnZTLY5QvrUSwjXZsF2LxFAMeqwDk8jYXwWxtyEdlk+xReMsP5AXez+w9VFtdR5Qy2O65uewJgeSU1DTJPpkWKT5VuEEEIcky6dMM6ePZvXX3+dd999F4fDEbsv0eVyYbVacblc/OxnP+P2228nOTkZp9PJTTfdxMSJE9s8Q6oQQnxfmqbxwe4PePybx6kL1KGgcHn/y7l51M04TJ2/BEK8uH0hXvxiF0k2I5eOyiXlBBjSGA5FKNlex75N1ezbWI27wtdsf0KSmUyXD/uS+SQe2IAlZwSW0ecDDsKVACrGTDv28ZnYRqa3SzVxf42Xt1ft58sdVWwqdhM+YvFDi1HH8NxExvSIDi0dlZ9Eos103NcVQghxcuvSy2oc7a+gL7/8Mtdccw0Afr+fO+64gzfeeINAIMCMGTN4/vnnv3VI6pFkWm4hxLEqqi/iwa8eZGXpSgD6JPbhgVMeYHja8DhH1rmW7KjkzvnrY2vzGfUKMwZnctX4fCb2SulW1az6Kh/7Nlazb1M1xVubVxF1OoXM3i4KhqSQk6kReOkJfGv2YOoxGUPeOBRddFF6xajDOiwtem9inuO4v38oorJwSwVvfF3ElzsqObzHTneYm5LDZMYUJDEo24lRrzv6yU5A0n8LIUTH69IJY2eRDkcI0VahSIhXNr3CS+tfIhAJYNab+dXwXzFz8EyMTUnDycAXjPDoR1v4x4p9APRIseGyGll3wB07pmeqnSvH5XHZ6DyS7V2v0hUJqZTsOFRFrCv3Nttvd5nIH5JCwZAUcgckYzIp1Lz2JnX/+RpD9gT0rkP31BsybCSMz4pWE63HX008UOvlrW/289Y3+6nwHFoGanLfVH4wMoexPZLJTbJ2q4S8I0j/LYQQHU8SRqTDEUK0zdqKtcxZMYeddTsBmJA1gfsm3Eee8+SaZXlNUS13vL0uNqnK1RMLuOucAdhMBjYWu3n96yLeXVNMYzC6dIRJr+PsIdGq4/ieyV0iydmzrpLP/7UNX/2hZSUUnUJWbxf5g5MpGJJKSo4dRVHQNI2GpRupfXM5irUPiqEp+dXTNNNpFqb8468mhiMqi7ZW8PrXRXyx/VA1MTXBxA/H5HHl2HzyU2zHdY0TjfTfQgjR8SRhRDocIcS38wQ9PLP6Gd7e9jYaGknmJO4ceyfn9zq/SyQ/nSUYVnl20Q7mfb4TVYNMp4XHLxvGlH5pLY5tDIR5b10Jr68sYkPxoapjrzQ7V43L59JRuSTFoeoY9IVZOn8HW5aXAmBzmigYkkL+4BTyBiZhth2qEqv+MI1fF1P/yRa0iD22XbGEcE7rh31UBjrb8VeVi+t8vPV1EW+t2k95/aFq4ql9UrlyXD7TB2VgMpxcQ03bSvpvIYToeJIwIh2OEKJ1mqbxWdFnzF05l0pfJQAX9b6IO8bcQZIlKc7Rda7t5R5ue2stm0rqAbhoRDYPXjgEVxsSpg0HolXH99Y2rzqeMzSTq8blM66Tqo7F22pZ+I8teGr8oMDI6fmMv6AXeuOhZEzTNEIHGmhYWYp3TTlEmrZHQihaCUlXnYptZEG7VBM/31bJG18XsXhbBQfnr0mxm7hsTC5Xjs2nR6q9+WdCIXatWomnqgKTzYbZZsdktWE+4rXRcvIMVZX+WwghOp4kjEiHI4RoqayxjIdXPszi/YsByHfkc9/E+xifNT6ucXW2iKrx96V7+MOn2wiGVRJtRh6+eCjnDcs65nM1BMK8t7aE17/ex8bi+tj23ml2rhyXz2WjcztkVs9wKMJX/93NuoX7AXCmWjhz5iCy+ybGjlH9YbxrK2lcWUqo9ND6hZH6EiI160i5djquGVOPO5aSOl/s3sSDEwUBnNI7havG53PWoMwW1cSakgOsX/gJm75YiN9Tf+QpW1AUHSabtSmBtGO22Vp9bbLZMFttmI5yjN7QpSdSB6T/FkKIziAJI9LhCCEOiagR3tj6Bs+ueRZv2ItBMXDtkGv55bBfYjFY4h1ep9pf4+WO+ev4ek8NAFP7p/HYpcNIdx5/O6w/UMcbXxfx7toSvAerjgYd5w3N4spx+YztkdQuVbKKffV89soWapuSwEGnZjPpsj6Ympa5CB7w0LiyDO+6CrRgdFZULRIiXFJIaN8SnOdOJP2Wm9HZ7Ue9xneJqBqLt1Xw+soiPj+smphsN/HD0blcMS6fnq1UE3d+vZz1n33M/s0bYtsTUlLJHTCYoN9H0Osl4PMS9DYS8HoJeBvRVJX2YjCZD0skmxJLq+1bq5tHvjaYzR1a7ZT+WwghOp4kjEiHI4SI2lqzlTnL57CxeiMAI9JGcP/E++mT1CfOkXUuTdOYv+oAc97fRGMwgs2k53fnD+KKsXnt/o9/jz/Eu2uj9zpuLj1UPeubnsCVTfc6tmXY65HUiErhx/tY9eFeVFXD6jRxxk8H0GNoKgDB4gbq3t1JsMgT+4wWqiWwdQGhohWY++ST9eCDWIcO+d7frdR9qJpY6j5UTZzYK4Urx+czY3AGZoO+2WdqS4uj1cTFn+FrqiYqio6eI0czbNo59Bw5Gp2u+Wdi8Wsa4WAgljwGfV4C3qaE0ueNJpiHbY++9hFoSjgPHhcOBFo9//eh6HSxKualv51Dcnbud3/oGEj/LYQQHU8SRqTDEeJk5w15eXHdi7y6+VUiWoQEYwK3jb6Ny/pdhk45uSYbqfQEuPud9Xy2pQKAsT2SePKHIzp8dk5N01h/wM3rK4t4b10JvlC06mhuqjpeNT6f0QVtqzrWljXy2StbqNgbTbh6j0rjtKv6Y00woQYi1C/YR8OyYtAAvYLOXEPDwleIlG9BsVpJu+kmkq/+Kcr3GJIZUTW+2F7B6yv3s2hreayamGQzctnoXK4cl0+vtITmnwmH2PH1CjYs/Jiijetj2xOSUxh6xlkMmXoWztSWEwt1lEg4TNDnPSKxPOz1EZXN6L5D26OvfWha82rnz5/9K670tq+R3BbSfwshRMeThBHpcIQ4mS0tXspDXz1EcUMxANMLpnPXuLtIt6XHObLO99GGUu7570ZqGoOY9DruOKsfP5/cC72ucydQqT+s6rjlsKpjv4xo1fGSka1XHTVVY8MXB1jxzi7CIRWzzcCUK/rRd2wGiqLg21pD3X93EqmLVtCMOToaFjxDcHt0yKd9ymQy77sfU27OMcdc5vbz9qpoNbG4zhfbPr5nMleNz2fG4EwsxiOqiWUlbFj4CRsXf4avvmkmWUWh18gxDD3zbHqNHINO33o1savTNI1QwH8okfR6yejVG72hfdcqlf5bCCE6niSMSIcjxMmoylfF4988zkd7PgIg057JPePv4fS80+MbWBy4fSHmvLeJd9ZEk+aBWU6evnw4AzLj+/tQ0zTW7q/j9ZVFvL++BH8oWrEyG3ScPyybq8bnMyo/EUVR8NT4WfTqFg5srQUgb2ASZ1w9kIQkCxFPkLr3d+FbXwWAYgwT3PUu/tWfAKBPSSHznt/iOOecYxpyG1E1vtxRyesri1i0tYJIUzkx0Wbk0lHRamKf9JbVxJ3frGT9wo8p2rA2tj0hKZkhZ5zF0DPOwpl68v2x4vuS/lsIITqeJIxIhyPEyUTTNP6z8z88uepJ6oP16BQdVw24iptG3oTNePItir50RxV3/nsdpW4/OgVmnd6bW87s1+XW/av3h/jvmmJeX1nE1rJD9x0OyEjgstRk1MIaQv4IBqOOUy7tw5DTckCDxm/KcH+0B80fAVSCez4nsPE/EAmimM24LvkB6bfeit7lanMs5fV+3v5mP28eUU0c1yNaTTx7SMtqYl15GRsWfszGxZ/hdddFNyoKPYePYti0c+g1amy3rSbGk/TfQgjR8SRhRDocIU4Wu927eXDFgxSWFwIwIHkAD0x8gMGpg+McWefzBSM89vFWXlm+F4AeKTae/NEIRhd07fUlNU1jTVPV8bO1JZxWb6BfKJpo+Z0GJlzZl1NGZBKu8FIzfxuhA9HZUSO1e/GvfQ3VvR9Tn94k/ehyXBdd2OZEUT2smrjwsGqiyxqtJl41Po8+6Y5mn4mEw+wqXMn6zz5m3/o1se32pGSGTp3OkKln4UrPaI9mOWlJ/y2EEB2v6y+yJIQQxykYCfK3DX/jLxv+QkgNYTVYmT1iNj8e+GMMupPv1+Da/XXc/vZadldGk6mfTMjnt+cOxGbq+m2hKAqj8pNIqosw8Ot6/KEQKrDMEmKl4uOlNwu5/y2VKZoLRdGhhf0ENv+X8IFlOM+ZQeLlj2IdObLNQ08r6v3MLzzAG18XcaD2UDVxbI8krhyXz7lDs1pUE90VZaxf+AkbP1/QrJrYY9hIhk07m16jxnWLNQ6FEEIIkIRRCHGCW1W2ige/epA97j0AnJpzKvdOuJechGOf2KS7C0VUnl20k3mf7ySiamQ4zTx+2XBO69d5M3Aer6AvzNJ/72DLslIAkrPtnHnNQE5pdLP37/9jeCAdiy0VFAiXraNi/yIsF57FoKsfwpDUtuqpqmos3VkVrWJuKSfcVE10WgxcMiqXq8bn0y+jZTVxd+HXrF/4MXvXr4GmwTv2xCSGTJ3O0DPOavcZQoUQQojOIAmjEOKEEogEWFW2iiXFS1havJR99fsASLYkc/e4u5nRY0aHLiTeVe0o93Db22vZWByddfTC4dk8eNFgEm2mOEfWdsXba1n4jy14qv2gwIhp+Qzr7cfz52dI3mclI2c82ED117GpYhXP2VLZNOY6KFUY+OpGrhqfz8UjsnFYWp+ps8LjZ/6qA7z5TRH7aw5VE0cXJHHVuHzOG9ZaNbGcDYs+ZePiBTTW1sS2FzRVE3uPHi/VRCGEEN2a3MOI3AMhRHe337OfpcVLWXJgCd+UfYM/cmiRdINi4KI+F3Hb6Ntwmds+scmJQlU1/r5sD49/so1gWMVlNfLQxUO4YHh2vENrs3Aowsp3d7N24X7QwJFkZnyPckyfvk7Ybcc89EfozNHf3fpENynXTMCYkULhvlpeX1nEBxtKCYajM6xajXouHB6dYXVYrgtNg2W7qnjj6yI+3XSomuiwGGIznfbPbF5NVCMRdq3+mvWffczedatj1USbK5Ehp09j6Jlnk5gh1cTOIP23EEJ0PEkYkQ5HiO4mEAlQWFYYqyLurd/bbH+6LZ3JOZM5NedUJmRNIMGU0PqJTnD7a7z8ev46Vu6JVr5O75/GY5cOI8NpiXNkbVdZ5GHBy5upLY3eb9nDWkqPJfPQq3osw3+MISM6YZHeqZB01VAsPVr+UaDOG+Sd1cW8/nUROysaYtsHZTlpDIbZV+2NbRuVn8iV4/I5f1g2VlPzamJ9ZQUbPv+UjYs+peGwamL+0BEMn3Y2vceMb/d1BsW3k/5bCCE6niSMSIcjRHdQ3FDM0gNLWVK8hK/LvsYXPjRkUK/oGZk+klNzTuXUnFPpl9TvpBx2epCmacwvPMCD72+mIRDGZtJz73mDuHJcXrdpFzWisvqTfXzzwV5UVcOkehmw6R+k1mzB1GcapoEXouiMoFdwnpmPY0ouyncsBaJpGt/sreX1lfv438ayWNXRYTbwg1E5XDkun4FZzfsANRJh95pVrP/sI/asLYxVE61OV+zexKTM7lOtPdFI/y2EEB1PEkakwxGiKwpGghSWF0aHmhYviU1ac1CaNY3JuYeqiA6T4yhnOrlUegLc/c4GPttSDsCYgiSe/NFwClLscY6s7WrLGlnw4moqy0IApFWuof/2N7C4srCfcj3oolVEcy8XiZf0xZhqPfZrNAb5aGMZFqOOs4dktpghtr6qMnpv4uef0lBTHdueP2Q4w6adTZ+xE6Sa2AVI/y2EEB1P7sQXQnQZJQ0lsQRxZenKFlXE4WnDmZw7mck5k0/6KmJrPt5Yxj3/2UB1YxCjXuH26f355ZRe6HUd006aqlKyYxvbln/Jjm9WEPL7MNvsmKw2zDZbs9cmmx2z1YapabvZZmvad+i1QYXVf/+S1VuNqIoRQ9hLv+1vk2evw37V/UTciQDobAZc5/XCNir9e/8MJNlNXDU+v9k2VY2wZ80q1n/2MXvWFKJpTfc9OpwMPn0aw86cQVLWyTe7rhBCiJObJIxCiLgJRUKsrljNkgPRexF3uXc1259qTY0NM52YPRGnSSoIran3h3jgvU28s7oYgAGZDp6+fESL4ZXtQdM0KvbsYuvyL9m2Ygmeqspm+wONjcd5BQMoZvQaWIwq4fGj0BnHEnGbAWhMbqSxb4Dqeg/mlU2J6BHJp8FkPqZE0lNdxYZFn7Lh809pqK6Kbc8bPIxhZ86gz7hTMBilmiiEEOLkJAmjEKJTlTWWsaR4CUsORKuI3vChCUd0ii5aRWyasKZ/cn90yrffl3ayW7azijvnr6PE7UenwPWn9ebWaX0xG/Tf/eFjUH2gKJokLv+S2tKS2HajxUqfsRPoP3EyiZlZBL1eAt5Ggj4vgW973eDBX1WF31NPUNPQYvldGLQwJn0Cg5NmkKvvDyp4QrUUVn1C+Z59UPjtser0+qNWNg+vfhrNZvauX8Oe1ati1USLw8ng085k2Jlnk5wt1UQhhBBCEkYhRIcKRUKsqVgTG2q6s25ns/0plhQm5Uxicu5kJmZNPCmXvvg+/KEIj328lZeX7QUgP9nGUz8azpgeye12jbryMrY1JYmVRXtj2w1GE71GjaX/pCn0HDkGo8nc9ri3bafu7bdxL/wUv19lW98rqEwfhaZFSE4OMemKfpj2ewmvdKOEQFM0fHkB6jP85AfGkukdRMDrbUo8G5u9Dnp9aJqKGongb/Dgb/C0Oa7cQUMYNu0c+o6diMHUfdamFEIIITqaJIxCiHZX1ljG0uKlLC1eylelX9EYOjRMUafoGJY6LDrUNPdUBiYPlCriMVq3v47b317Lrspou/54fD6/PXcgdvPx/0r31FSxfcVSti7/krKd22PbdXoDPYaPZMApU+g9Zjwmq63N51T9fuo/+pi6t97Ct3YtAFUpQ9g6/KcEDQnodDD2/D4MHZ6K+7+7CO73oACmfAdJl/TFmNm2CXs0TSMU8Dclj9FKZtDbSMDna9oWfR08LNF0ZWQyZOp0UnLyjqWZhBBCiJOGJIxCiOMWUkOsrVgbWxdxR+2OZvuTLcmxexFPyT5FqojfUyii8tyinTz3+U4iqka6w8xjlw1jav/04zqvt97N9q+WsW35lxzYuim2dISi6MgbMowBp0yhz7iJWBOObSbawI4d1L49H/e776LW1wMQNtvZN+kG9qk9AEjKsjPtpwMwb6+hct46UDUUsx7X2T2wj89COYYJexRFwWSxYrJYof0KrfEX9EJxIexfCfu/hobyeEf0/Vz+GiTmf/dxQgghuhRJGIUQ30t5YznLSpax5MASvir9iobQoQXRFRSGpg3l1JxTmZIzhYEpUkU8XjsrPNz21jo2FLsBOH9YFg9dPIRE2/cbPulvbGDn1yvYuvxLijauQ1PV2L6cAYPof8oU+o2fhD0x6ZjOq/r9eD75hNq33sa3enVsuzEnh+C5V7OmsieeuhAoMOLMPEYMTqb+39vx1PgBsA5OIfHC3uhdbR/mesKpL4X9X0HRymiSWLYe1HC8ozp+4WC8IxBCCPE9SMIohGiTsBpmXeW62Iym22q3NdufZE5iUs6kWBUxyXJsiYZonapqvLJ8L499vJVAWMVlNfL7i4dw4fBjXyw+6Pexq/Brti3/kr1rC4mEDyUhGb36MuCUyfSbOBlnalqbz6lpGmp9PcGiItzvv4/73fdQ3dGkFr0exxlTcVz6IzZWZbJ24X7QQjiSLZxxeV9sW2uo/cfm6KFOE4kX9cE6OOWYv1e3pkagfFNT9XBlNEl0F7U8zpEN+eMhbwIk94LuuKSMMyveEQghhPgeJGEUQhxVpbcyNlnNVyVf4QkdmkREQWFI6pDYjKaDUgah17XvzJwnuwO1Xu6cv54Vu6MLx0/pl8bjlw4j02Vp8znCwSB71q5i6/Il7C78mnAwENuXkpvPgEmn0f+UySRltp6Aqj4fodIywmWlhErLCJWWEiorJRx7XYbm9Tb7jDE7m8Qf/RDXJZdQ57fyv1c2U1OyH4CBp2Qyum8ije/uxOsNgwIJE7NxzihA1w73YHZ5AQ8c+OZQ9fDAKggeMTmPooOMIZA/AfLGRx+Jco+lEEKI+DgJemchRFuF1TDrK9fHksStNVub7U80J3JK9imcmnMqk3ImkWw5kW4U6zo0TePfhQeY8/5mGgJhrEY995w3kB+Pz2/T+oKRcJiijevYuuwLdn7zFUHfoYQuMSOL/qdMYcApk0nJyiFcUUGouBT3qjWESkuiiWBZNBkMl5YSqatrU8z65GSso0aS9KMfYZ80CQ2F1Z8U8c0Hm1BVDavDyNQLe5GwpRrPu9H1No1ZdpIu6Ysp79jujew2NA3c+5uSw6YhphWbQFObH2dyQN7YaPUwbxzkjgHzCdomQgghuh1JGIU4yVX5qmIzmi4vWY7niGrHkJQhnJp7KpNzJjM4ZbBUEb8nTdPQQiqaP4zqj6D6w2gHnwMRIr4wdbU+yqu8lFQ0sM/t4xx02FNdXDOjH3k9EkEDjpIvqmqE4i2b2Lr8S7avXI7fUx/bZ7cn0CM9h3yTDUe9h8h//0ftC3+jsrISVLX1Ex5GZ7NhyM7CmJmFMSsLQ1Zm9HV2FsbMTAyZmegsh6qedeVePntlM+V7ojH0HpHK2AIHvk/2EAhrKEYdzmn5JJyag6I/ge5tjYSi9xvu/xqKvopWED2lLY9LLIhWDQ8OMU0fCPL/lRBCiC5K0bSm6fBOYvX19bhcLtxuN06nM97hCNGhImqEDVUb+PLAlywtXsqWmi3N9rvMLk7JPoXJOZM5JfsUUqwn2T1lrdAiGlrgiEQvcCjhU/2RlvsPO+7gfr47N/t2egW9yxx9JOhACVBfW0zxgW3sKd1Orb+akBadWMQUjpBV10BWXQNJjf6j5ZlgNGLMzIwmflmZGLOyMWZlRhPDzCyMWZnoHI42VTY1TWPjF8Us/7+dhEMqJquB06fn4dhaQ7giWuU090si6eI+GJLbPqy2y/LVwv5votXD/V9HZzINNR+ei84AWcMPDS3NGy/38rUj6b+FEKLjSYVRnBAiqob+GKbfP9lU+apYXrKcJQeWsLxkOfXB+mb7B6UM4tScaBVxaOrQE6qKqIVVVF+4WSKn+iPRSl8g0rziF4i0PC4QRgseb6Z3iAr4dOBRVRrQaECjEY1GwKeA3WEk1WVikEWHvTFIpD6A6gMiBohApMZPpGlGUQAjSfRgAj0yJwAQjvhRfbUojdVoxlqU9ACKDQxOE4bUBIzZSRizM2PVQX1KCoru+Kt8DbV+Fr26hf1bagEo6JfIuGwbwS8PEAZ0diOJF/TCOjytTclnl6NpULO7aWKapuph5daWx1kSD6sejofsUWBq+5qVQgghRFcjCaPodiKqxrYyD4X7aijcV8uqfbWU1Pnol+FgTI8kxhQkM7ogidwka/f8h2k7OFhFPDjUdFP1pmb7nSZns3sRU62pcYq0/WmaRqi0Ef+2WvzbaggW1R9/Za+JYtShWPTozIbos8WAzqxHsRjQWfQoZj3oImiRINWeBooqa9lfWc2B8ipqa+swBBswBRuxhfzYwn6StADpuggZWhBb2IfB70NtaIBQiAAQOOzaDRYzVek5eJIzUWzJ2AxObAYndr0DlzERq9GJTjFj0FsgISv6OELYA+FtEDhgRJ8YRu+qxJBYjz6xqWqZ2PRwmL5z/UOfJ0jpLjdlu9yU7nJTUVSPGtbQG3Wcdkomrt11BNc2AmAbk0HiuT3R2Yzt8x+iM4QDULL20Oyl+1dCY2XL45J7N5+cJrUftEMCLoQQQnQVMiQVGdLS1TUEwqwtqmNVU4K4pqiOhsB3r0mW7jAzpkcSo5sSyMHZTown0v1SR6jx17CseBlLiqNVRHfA3Wz/wOSB0SpibrSKaNCdOH8vUv1h/Dtqo0ni9lrU+iPWe1NAMUeTOp2lKcE7PNGzGFAMAGHQghAJokV8aEEvWsCL5vMQ8dWjNTagejxEGjyoDY2x1xFPA+F6D4rP21p434tisRDMyqQsxcl+JUJd8FBVUW8w0HP4aAZOmUrPkWMwmqPDO9VghEhdgIg7QKQuQPjg66b3kboAWqgN2bMO9I7DEkiniYBOoa4hRGW1n+LiBqoq/S0+lleQwNhkM5GmexcNaVaSftAHc6/EdmmTDtVYdVj18GsoWQORQPNj9KZoxTBv3KEk0X7i/LGlO5L+WwghOp4kjEiH05VomkZxnY/CfbXR6uHeWraW1aMe8VOaYDYwMj+R0QXRimJBio2Nxe5YxXFTiZtQpPmHLEYdw3ObPtMjiVH5Sd970fOuIKJG2FS9iSXFS1h6IFpF1Dj0nR1GBxOzJzI5N7rsxfetIh78b7K93MO+ai+JNiPZLivZiVYynBZMhs5PwjVNI1Tmxb+tJlpF3Ofh8B8SxajD1NOJ3uFDde8i0lCB1tCA2tAQTfY8TYlfY0PstRYKtVt8IUWP12ghYrWjcyRgTXTiSk3C7HKiS0hA50hA73Cgs0df6xISCCjQGA7iDQZw17vZtW41ZTsPrXWp0+vpMXwU/U+ZQu/R4zHbjn2Yo6ZpaL5wNJE8PLE8LKGM1Adp8T9cK8KaRlCngM2IMdmCLcVCeHN1dPiuXsFxeh7OqXkocfj5+E6+uuhw0vJN0fsO96+E6p0tj7OlNiWG46KT02SPAIO5s6MV30L6byGE6HiSMCIdTjyFIipbSutZtbeWwqJaCvfWUlbfsnKRm2RtSg6jFcP+mY5vvWfRH4qwbn9d7JyFRbXUeVsmBH3SE5rOGX30TLV36WGstf5alpUsY2nxUpYVL6MuUNds/4DkAbF7EYelDTvmKmJVQ4DtZR62lXvYXu5ha5mHHeUNR63oKgqkJZjJSrSS7bKQnWglq+k5u2lbaoIZXTvcX6r6wwR21sWGmkaOqCLqk03oE3yoddvxb1qGf8NatGDwKGc7Op3dfiipS3CgJCTgNVio1IyUBHXsDSiUhPR4DRa8RguNRgtegwVrkpN+vbIY1Deb0X0yGNRU0dY0jYC3EU9VJZ7qKjzVldQf9jq6vRo10rKNFUVH3uCh9D9lCn3HTcTq6JjfT411gUPDS3fW4iluxAJYdWDVKVh1YNPrcFj0WBXQf0uV0tTDSdIlfTGmd4H79oJeqNoGFVugYnPT8xaoL279+LQBTfcfNlUPk3tFf8hFlyX9txBCdDxJGJEOpzO5vSFW748mcav21bBuvxtfKNLsGINOYXC2MzaUdEyPJDKcxzejoqpq7K5qpHBfTSw53V3Z2OK4FLuJUbHENIkhOS4sxvhNAKNqKpuqNsXuRdxQtaFFFXFC9gQm50xmUs4k0m3pbTpvvT/EjnIP28oa2F7uYVtZNEGsbmw9wTLqFXqnJdAjxY7bF6LU7aPE7ScY/u7hjUa9QqbLQpbrsKQy0UpO4sFtVpxWQ4tEXdM0wuUHq4i1BPbWN6986RX0CX7U+l34Ny0muH1ti2vrk5OxjhiBMTM606e+qZqnSzjKa7udxrDG2qK6pmp1DWuL6vAckTDrFOif6WRMQRKjcuz0T4hgDzXgqalqSgCjCeHBxDDk931nOymKDntyMo6UVBwpaeT0H0T/iadiT0z6zs8eC1XVqClpiN17WLrLjae65R9pbC4TWb1dZPVOJLO3i9S8BPRNQ7q1sErEfcSQV3cQU54D28j077z/sd1FQtEK4eFJYcVmqNkDHKWLc+ZGl7PIGhatHuaOAZusK9rdSP8thBAdTxJGpMPpKJqmsa/ay6qm4aWF+2rYXt7Q4jinxdCUGEYTxOG5iVhNHZ+k1TQGY0NfC/fVsO6Au0UCZNLrGJrriiYGTUlkakLHDkmr89dFZzRtuhexxl/TbH+/pH5MzokOMx2ePhyj7ugTifhDEXZWNMQSwm3lHraXeShxt0wQIFpMKUi20S/DQf9MB/0yHAzIdNAj1d7i/k9N06huDFJa56fE7aOkzkep209J3aHX5fX+toxuxG7Sk5VopcBhZpxiZJBPI7smiNnX/I8JijGA2rCHwNYlhPatAbV5Imfq0xvbyFFYR47ENmokxoKC76wYF9f5WLW3htVNw5m3lB4aAq1oKvaIlzS8DE5U6WUNkabzYQ168NVW46mqxOep/9bzH2R1OHGkpOFIjSaEjpRUHKlpOJu2JSSloNO3/8990B+mfE99tIK42035bjdB/xHtqkByTgJZvV1k9nKR1duFI8XS9artqgp1e1tWDKt2gHqUIcW2FEgf1PQY2PQ8ACyuTg1ddAzpv4UQouNJwoh0OO0lEI6wsbg+VsVbXVRLVUPLilXPVDuj8pOaZjRNondaQrsMWTxeB+Nf3VRZKtzXOfGrmsqW6i0sKV7CkuIlbKzaiKodSlztRjsTs6L3Ik7KnkSGPaPFOUIRlb1VjbGEMDqktIG91Y0c7f/wLJelWWLYP8NBn/SEdk3WwxGVck+A0rpoRbKkznfEaz8ub5gJGJiAgWHoMR62YmBYDdNQuwdTcSFq2QY076FZKiNGM4E+/TEMH4Fr3Biyxo/GnPLtFaJwRGVLqYdV+2pYtbeGjbtL8NZU4wg3kBBuwBHxkBBuJAUvLrUBg9/DURvwMEazBUdqWqw66Ew9lBBGk8OU2MQ0HUnTNBpqA5TuqqNsp5vS3W6qDzS0+ApGs56Mns5YBTGjpxOTtQtNgqRp0QXvj6wYVm5ruc7hQSZHU0I4sHlymJDWubGLTiX9txBCdDxJGJEOB6JJS42/hrLGshYVraPx+ELsrGhgR2UDO5uSkyMnmjHqFQpS7PRNT6BP08NpPc6p9VXQBQ97BECJQNgOYQdo7TWPjQYVngA7KjzsqGhgV0UDxXW+Fv/4tpsN9E6z0zfDQd/0BHqm2ts0EUx9sJ4VJStYWry0RZv3TeobuxdxRPqIWBVRVTUO1Ppi9xgerBzuqmxo0fYHJdmM9M+MJoT9mp77ZjhwHe9/h+9JDUSi9yJujw41jdQ1n4ky7KtGLVlLuHwjkartscpRtcXJ5uQe0UdKD3a5cogctl6kToEMp4UslyU65NUMqX4P5kY3VVWVVFVV4KmvxhTyYA83kBBpwKA1r7S1Rqc3kJCc0koSmNq0LQ2z/TjufdU0CDZAwAP++uhzoD46I6fFCeamh8UJ+ub/zdSIStWBhmbLWzQe0Z4AjmQLmb2jlcPM3i5ScrrGH2kA8NYclhge9ux3t3683gxp/Y+oGA4EV67cb3gSkv5bCCE6niSMnPgdjqZpeEIeyhrLWjxKG0spayyj3FtO6GhDutotEDBrRmwRKzbVgl21Yj/s9dG3W7CpVuyqBXvEikX79iGhjTofFcYaqgy1VBqbHrHXNVQZ6gjpvntZjs5kN9qZkDWBU3NO5dScU8mwZVDhCRwaStr0vL28ocU9n7FzmPSxhPDwymFqgimuQws1TSNc4Y0teRHY44bDklstEiJStY1w+UbC5RvRGitAp8Pcrx+2USOxjBhBZNAwKmxJlNb7Ka7zU1pRT83+MnzlFWjuWgyNddjCDVgjDRgjHvRqA2gtE6fW6PR2DOZETBYXJnsS1oRkrK5k7IkpOFLSSEhOwmw1YbYaMFkNmKz6pmcDBl0EJdgQTW4C9YclfQdfH237wddN77U2LHUBBHQplKnDKAsPotTfm3JvLmG1eRKpKBppKSEyczSy8k1k9kggIT0RzI5o4mmyxyexCniiFcIjk8OG8taPV/SQ0rtlxTCpJ+i7UDVUxNWJ3n8LIURXIAkj3b/DCUQCLRLAZg9vGY2hlhO8HEmn6Ei1ppJiSQEUfMEIjcEIjYEw/oCKOWzCrpqxaaZo8qaacSkWknRWXFhxKhbsmhlL2IQlYjri2YwlYkSvtd9wx6AuhF8fxG8IoioqzqAdW7htw/48Ri91Zg915gbqTA3RZ3MDdWYPteYGPCYvmvLd/2toWvQ+wcZgmMZgBG8g3Gqlz2RQsJkM2E16bGYDFqMek87IyPSRjEgdjzncm92V/qYhpQ1sK/fg9rWewJsMOvqkJRwaSpqZQL8MBzmJ1i5zz5kabKoibqvBt7kK1dM8QVcbKwmXb4hVEXVmA9YRw7GOHIVp+DC8KdlUV9ZRXVxOXXk5nupKvO4aAg21hAJuNPW7f54BUMxoegeK3ole70CnOEBLQNE5QOdA0SWgKN8/+dARxqj4MOsao8+KF5OuEZPiw6TzYlKir826RkyKt2n7wdfepmN86BQ1miDFKooOtHCQ+gYTpZ4cSn09KQsNoCacBzSvXpuVBjKM28gybSXLuIV0406Mum9JlhVdU/Loarqe41AFs9lr57dvP1rSFg5A1faWFcO6oqPHlJjfsmKY0heMHT+MV3Rv3b3/FkKI7uCESRjnzZvHH/7wB8rKyhg+fDjPPvss48aNa9Nnu3KHE1bDVPmqWk0ISxtLKfeWf/sQUg1MmhG7aiVNl0amLotUJZ1EUnBEErGGHVhCdswhC4agEX1YQwtEwB/BCiSgYEfBRjsmIq0tom4xoJj1TdsMaEYFVRchooQIa2FCWoBgxE8w4icQ8uIPNBAM+Ah4Gwl4vYSDAUwWKxaLHZvBhVWxY8aKSbVgCBnQBXQoPqAhAuE2/MjrFPROU3TRcld08XLDwddN73W25jN7RsIqAW+IA5Ve1u2uYet+N7tLPFTW+DBqYNYUzE3PNkVHoslAQySCOxwhoGgEFQgoGoGm57BOISXRTF5GAj2zEuiX46J/jpOCZBsGfdda207TNMKVPvxbqvCuKSZUHgLtUNtEq4jbCZVvoLF2N+4kB768nvidTrw6Ba+/EX9DHSF/HWrYA7Sl4mZAb3RgMjuw2uzY7TZcDgNJDoVUR5D0hAYSdC0rehFfIyF/mGDETECzEdTsBFVr07ONoBZ9HVBtBLWmh3rEs2ZFo/3++GEw6Q6rYBowmPTUlDbiq295D60rWU9WtkZmRpDMNA/J1hqUYNMw1qNVMQ++bmMls02MtuaJpCkhet9h9S442lDfhIyWFcO0/tHzCPE9dOX+WwghThQnRML41ltvcfXVV/Piiy8yfvx4/vjHPzJ//ny2bdtGevp3LzMQrw5H0zTqAnWxJLC0sZTyxvJDrxvKaGj0YImYvnPoZoJqJyHixBaxY4vYsEXMWFUTNk2PkXZMLgy6WFKnHHw2R591Fj2KSYdqgIgSJkKIECHCkQAB1U8w5CMQaiQQaCTg8xLwNhL0eQl4m78OehuJhDtuyKhJZ8FmcOKwpOCwJpNgSsJmcGJR7FiwYdLMKG1IkCNAAPBp0BhW8UY0fKqGTyX2/N13yB0bg1GH0WqIJheWQ0MjTYe9jyUelsOGT1oObTeYdO1SiVSDEXwbSmlcuZtgcRAizYcK+wP1VDUeoNR/gLJwBQEaiUQagLb8t1XQ6WwYjVYsBgN2k4rDECDR4CZVX066uYJEQx264/3RVnRHVNKaqmmtvj50jGZKIKRzRBNI1UIwqBD0hQn4woT8EQK+MMGDD3+YoC/StC98aJ8/QuRb1jME0BkU0vMdZPZOjM1ganN+z5t0NS06YUybh8y6W98e/u4lQrC4WlYM0waCPeX7xS7EUUjCKIQQHe+ESBjHjx/P2LFjee655wBQVZW8vDxuuukm7rrrru/8fEd1OOvf+4jqmmo8Pi9ev59AMEgkHEGLqOgiGnpVhwUTFs2MRbNg1cxYsGDRzFg1CxbabziWqmkEiRBAJaRECKES1mlEdCqqXkNreihG0Bs1nDYwGSOE1CDBiI9AOPoIBv0EAwFCwUDT85Hv23bfWFsZjCZMZjMmsxmjyYzJZMFoNmMymaPPTdv1eiN+XwC/z0/AHyDgb4on4CcUChIOBYiEow9N+/aERUHBordjMzijD72j6bUjts2it7cp/qAWIqAFCSphQvoIEYOGagafXqNeUbEYjJh1OlAVwkEIhzWCYQgHNcIhCDW9jrRn5qmA0QhGo4LeGB0uazCCwQRGg4LRqGA0gt548HXTfgPoQkEat9Sib7CRYEhFd9ikMxEtTKV/P6Xe3ZT6duMJHb3yrSgWDHozZr0em0HFYQyQaGwk2VRHuqmKVFMlBt13VMMMlmMcStnKMMx43c/XJBJWWySVwabE0plqJa3AgSGO64C2KhyMTtLTItn0RJewyBgEjiyZgEZ0CkkYhRCi43X7mQOCwSCFhYXcfffdsW06nY5p06axYsWKVj8TCAQIBA4lNvX1bVtH7ViZv1Tpayg47vNEtDAhNUBIDTY9H/HQDt/e+jFhrfUF2TuODhQTimIGxQSKOfZaib0/cnvTMwc/Y0JRdKiAXwW/H2h9+cBvp4/eHmYg+tC0CGhBNC3Q7BnNhxJuQKf6QPXiDfjx+uqAcjQtiEoYjQgRJQI63WEJZNOz3onV4MBucGI1ODHpzJgUIyalaVISFQg2PdriYMAdfRtXpOnRpra1YSIRmopcjSE3pb5dlHp3U+EvIqyFACMGvRWbKRmrQcNhCOIy+Ugy1pNqqiLDXIHFZmklocsEc7+jJ3eHbzc7ohluN6c36LA6TFgd3ei7GExgSJZF7oUQQoiTRLdPGKuqqohEImRkNF+bLiMjg61bt7b6mblz5zJnzpwOjy2avAVbSeSChLTAUZK8lsepbZj6/7sdS5VCh6IYDyV1HJ7kGaOJXWzb4YneoeNAf3zDHjXgOyqBR37AEPFjCPtiz/qID0PYj+Hgc9O+6PZDxx18rVODbb5TUwMiOoWQTkdYryOs0xPS62jQ6ajT6wjpdKgmG3pLEnpLUnQWTnMiJpMLs9GFxejCYkho09DXjnSswws0NGoC5VT4i6kLlaKYG3E5jfTINTI2dQDpmTacKa5vT/qMdo5/LKkQQgghhOgM3T5h/D7uvvtubr/99tj7+vp68vLy2v06veeeg7UTFusWojP1jHcAQgghhBCi03T7hDE1NRW9Xk95efO1vMrLy8nMzGz1M2azGbP529fyaw+SLAohhBBCCCG6s24/LsxkMjF69GgWLlwY26aqKgsXLmTixIlxjEwIIYQQQgghurduX2EEuP3225k5cyZjxoxh3Lhx/PGPf6SxsZFrr7023qEJIYQQQgghRLd1QiSMl19+OZWVldx3332UlZUxYsQIPv744xYT4QghhBBCCCGEaLsTYh3G4yXrOAkhhBDdj/TfQgjR8br9PYxCCCGEEEIIITqGJIxCCCGEEEIIIVolCaMQQgghhBBCiFZJwiiEEEIIIYQQolWSMAohhBBCCCGEaJUkjEIIIYQQQgghWiUJoxBCCCGEEEKIVknCKIQQQgghhBCiVZIwCiGEEEIIIYRolSHeAXQFmqYBUF9fH+dIhBBCCNFWB/vtg/24EEKI9icJI+DxeADIy8uLcyRCCCGEOFYejweXyxXvMIQQ4oSkaPJnOVRVpaSkBIfDgaIo7Xbe+vp68vLy2L9/P06ns93OK5qTdu480tadQ9q5c0g7d46ObGdN0/B4PGRnZ6PTyV02QgjREaTCCOh0OnJzczvs/E6nU/4x0gmknTuPtHXnkHbuHNLOnaOj2lkqi0II0bHkz3FCCCGEEEIIIVolCaMQQgghhBBCiFZJwtiBzGYz999/P2azOd6hnNCknTuPtHXnkHbuHNLOnUPaWQghujeZ9EYIIYQQQgghRKukwiiEEEIIIYQQolWSMAohhBBCCCGEaJUkjEIIIYQQQgghWiUJoxBCCCGEEEKIVknC+B3mzp3L2LFjcTgcpKenc/HFF7Nt27Zmx/j9fmbPnk1KSgoJCQlceumllJeXNzvm5ptvZvTo0ZjNZkaMGNHiOosXL+aiiy4iKysLu93OiBEj+Ne//tWRX61L6ax2PtzOnTtxOBwkJia287fpujqznTVN44knnqBfv36YzWZycnJ4+OGHO+qrdSmd2c6ffPIJEyZMwOFwkJaWxqWXXsrevXs76Jt1Le3RzuvWrePKK68kLy8Pq9XKwIEDeeaZZ1pca/HixYwaNQqz2UyfPn145ZVXOvrrdSmd1dbvvPMO06dPJy0tDafTycSJE/nkk0865TsKIYRonSSM3+GLL75g9uzZfPXVVyxYsIBQKMRZZ51FY2Nj7JjbbruN999/n/nz5/PFF19QUlLCJZdc0uJc1113HZdffnmr11m+fDnDhg3j//7v/1i/fj3XXnstV199NR988EGHfbeupLPa+aBQKMSVV17J5MmT2/27dGWd2c633HILf/3rX3niiSfYunUr7733HuPGjeuQ79XVdFY779mzh4suuogzzjiDtWvX8sknn1BVVdXqeU5E7dHOhYWFpKen889//pNNmzZxzz33cPfdd/Pcc8/FjtmzZw/nnXceU6dOZe3atdx66638/Oc/P6kSmc5q6y+//JLp06fzv//9j8LCQqZOncoFF1zAmjVrOvX7CiGEOIwmjklFRYUGaF988YWmaZpWV1enGY1Gbf78+bFjtmzZogHaihUrWnz+/vvv14YPH96ma5177rnatdde2y5xdzcd3c6/+c1vtJ/85Cfayy+/rLlcrvYOv9voqHbevHmzZjAYtK1bt3ZY7N1JR7Xz/PnzNYPBoEUikdi29957T1MURQsGg+3/Rbq4423ng2644QZt6tSpsfe/+c1vtMGDBzc75vLLL9dmzJjRzt+g++iotm7NoEGDtDlz5rRP4EIIIY6ZVBiPkdvtBiA5ORmI/sU0FAoxbdq02DEDBgwgPz+fFStWHPe1Dl7nZNOR7bxo0SLmz5/PvHnz2i/gbqqj2vn999+nV69efPDBB/Ts2ZMePXrw85//nJqamvb9At1ER7Xz6NGj0el0vPzyy0QiEdxuN6+99hrTpk3DaDS275foBtqrnY/83btixYpm5wCYMWPGcf+O7846qq2PpKoqHo/npO0LhRCiK5CE8Rioqsqtt97KpEmTGDJkCABlZWWYTKYW98FlZGRQVlb2va/19ttv880333DttdceT8jdUke2c3V1Nddccw2vvPIKTqezPcPudjqynXfv3s2+ffuYP38+r776Kq+88gqFhYVcdtll7fkVuoWObOeePXvy6aef8tvf/haz2UxiYiIHDhzg7bffbs+v0C20VzsvX76ct956i1/+8pexbWVlZWRkZLQ4R319PT6fr32/SDfQkW19pCeeeIKGhgZ+9KMftVv8Qgghjo0h3gF0J7Nnz2bjxo0sXbq0Q6/z+eefc+211/KXv/yFwYMHd+i1uqKObOdf/OIXXHXVVUyZMqXdz93ddGQ7q6pKIBDg1VdfpV+/fgD87W9/Y/To0Wzbto3+/fu3+zW7qo5s57KyMn7xi18wc+ZMrrzySjweD/fddx+XXXYZCxYsQFGUdr9mV9Ue7bxx40Yuuugi7r//fs4666x2jO7E0llt/frrrzNnzhzeffdd0tPTv/e1hBBCHB+pMLbRjTfeyAcffMDnn39Obm5ubHtmZibBYJC6urpmx5eXl5OZmXnM1/niiy+44IILePrpp7n66quPN+xup6PbedGiRTzxxBMYDAYMBgM/+9nPcLvdGAwG/v73v7fX1+jyOrqds7KyMBgMsWQRYODAgQAUFRUdX/DdSEe387x583C5XDz++OOMHDmSKVOm8M9//pOFCxeycuXK9voaXV57tPPmzZs588wz+eUvf8m9997bbF9mZmaLGWzLy8txOp1Yrdb2/TJdXEe39UFvvvkmP//5z3n77bdbDAcWQgjRuSRh/A6apnHjjTfyn//8h0WLFtGzZ89m+0ePHo3RaGThwoWxbdu2baOoqIiJEyce07UWL17Meeedx2OPPfatQ3RORJ3VzitWrGDt2rWxx4MPPojD4WDt2rX84Ac/aLfv01V1VjtPmjSJcDjMrl27Ytu2b98OQEFBwXF+i66vs9rZ6/Wi0zX/Na7X64FolfdE117tvGnTJqZOncrMmTNbXfpl4sSJzc4BsGDBgmP+Hd+ddVZbA7zxxhtce+21vPHGG5x33nkd84WEEEK0XTxn3OkOZs2apblcLm3x4sVaaWlp7OH1emPH/OpXv9Ly8/O1RYsWaatWrdImTpyoTZw4sdl5duzYoa1Zs0a7/vrrtX79+mlr1qzR1qxZowUCAU3TNG3RokWazWbT7r777mbXqa6u7tTvGy+d1c5HOtlmSe2sdo5EItqoUaO0KVOmaKtXr9ZWrVqljR8/Xps+fXqnft946ax2XrhwoaYoijZnzhxt+/btWmFhoTZjxgytoKCg2bVOVO3Rzhs2bNDS0tK0n/zkJ83OUVFRETtm9+7dms1m0+68805ty5Yt2rx58zS9Xq99/PHHnfp946mz2vpf//qXZjAYtHnz5jU7pq6urlO/rxBCiEMkYfwOQKuPl19+OXaMz+fTbrjhBi0pKUmz2WzaD37wA620tLTZeU477bRWz7Nnzx5N0zRt5syZre4/7bTTOu/LxlFntfORTraEsTPbubi4WLvkkku0hIQELSMjQ7vmmmtOmj+AdGY7v/HGG9rIkSM1u92upaWlaRdeeKG2ZcuWTvqm8dUe7Xz//fe3eo6CgoJm1/r888+1ESNGaCaTSevVq1eza5wMOqutj/YzP3PmzM77skIIIZpRNE3Tvl9tUgghhBBCCCHEiUzuYRRCCCGEEEII0SpJGIUQQgghhBBCtEoSRiGEEEIIIYQQrZKEUQghhBBCCCFEqyRhFEIIIYQQQgjRKkkYhRBCCCGEEEK0ShJGIYQQQgghhBCtkoRRCNGuevTowR//+MdvPUZRFP773/8CsHfvXhRFYe3atR0a1wMPPMCIESM69BpCCCGEECcaSRiFEDHXXHMNiqKgKAomk4k+ffrw4IMPEg6HO+yaeXl5lJaWMmTIkHY75+EJ6UG//vWvWbhwYbtd40hVVVVkZmbyyCOPtNj3ox/9iAkTJhCJRDrs+kIIIYQQHcEQ7wCEEF3L2Wefzcsvv0wgEOB///sfs2fPxmg0cvfdd3fI9fR6PZmZmR1y7sMlJCSQkJDQYedPTU3lz3/+Mz/84Q+54IILGDp0KADz58/ngw8+YM2aNej1+na9ZiQSQVEUdDr5258QQgghOob8K0MI0YzZbCYzM5OCggJmzZrFtGnTeO+99wA4/fTTufXWW5sdf/HFF3PNNdc02+bxeLjyyiux2+3k5OQwb968o16vtSGpmzZt4vzzz8fpdOJwOJg8eTK7du0C4JtvvmH69Omkpqbicrk47bTTWL16deyzPXr0AOAHP/gBiqLE3h85JFVVVR588EFyc3Mxm82MGDGCjz/+uEVc77zzDlOnTsVmszF8+HBWrFhx1O9y4YUXctVVVzFz5kxCoRCVlZXMnj2bRx99lP79+/Puu+8yatQoLBYLvXr1Ys6cOc2qt0899RRDhw7FbreTl5fHDTfcQENDQ2z/K6+8QmJiIu+99x6DBg3CbDZTVFR01HiEEEIIIY6XJIxCiG9ltVoJBoPH9Jk//OEPDB8+nDVr1nDXXXdxyy23sGDBgjZ9tri4mClTpmA2m1m0aBGFhYVcd911scTK4/Ewc+ZMli5dyldffUXfvn0599xz8Xg8QDShBHj55ZcpLS2NvT/SM888w5NPPskTTzzB+vXrmTFjBhdeeCE7duxodtw999zDr3/9a9auXUu/fv248sorv3WI7jPPPEN1dTW///3vueGGGxgyZAg33XQTS5Ys4eqrr+aWW25h8+bNvPTSS7zyyis8/PDDsc/qdDr+9Kc/sWnTJv7xj3+waNEifvOb3zQ7v9fr5bHHHuOvf/0rmzZtIj09vU3tKoQQQgjxvWhCCNFk5syZ2kUXXaRpmqapqqotWLBAM5vN2q9//WtN0zTttNNO02655ZZmn7nooou0mTNnxt4XFBRoZ599drNjLr/8cu2cc86JvQe0//znP5qmadqePXs0QFuzZo2maZp29913az179tSCwWCbYo5EIprD4dDef//9Vs9/0P33368NHz489j47O1t7+OGHmx0zduxY7YYbbmgW11//+tfY/k2bNmmAtmXLlm+NaeHChZper9ecTqe2d+9eTdM07cwzz9QeeeSRZse99tprWlZW1lHPM3/+fC0lJSX2/uWXX9YAbe3atd96fSGEEEKI9iL3MAohmvnggw9ISEggFAqhqipXXXUVDzzwwDGdY+LEiS3ef9fMqQetXbuWyZMnYzQaW91fXl7Ovffey+LFi6moqCASieD1eo9paGZ9fT0lJSVMmjSp2fZJkyaxbt26ZtuGDRsWe52VlQVARUUFAwYMOOr5zzjjDCZMmMCIESMoKCgAYN26dSxbtqxZRTESieD3+/F6vdhsNj777DPmzp3L1q1bqa+vJxwON9sPYDKZmsUkhBBCCNGRJGEUQjQzdepUXnjhBUwmE9nZ2RgMh35N6HQ6NE1rdnwoFGrX61ut1m/dP3PmTKqrq3nmmWcoKCjAbDYzceLEYx4221aHJ66KogDR+x+/i8FgaNZ2DQ0NzJkzh0suuaTFsRaLhb1793L++ecza9YsHn74YZKTk1m6dCk/+9nPCAaDsYTRarXG4hBCCCGE6GiSMAohmrHb7fTp06fVfWlpaZSWlsbeRyIRNm7cyNSpU5sd99VXX7V4P3DgwDZdf9iwYfzjH/8gFAq1WmVctmwZzz//POeeey4A+/fvp6qqqtkxRqPxW5ewcDqdZGdns2zZMk477bRm5x43blyb4jxWo0aNYtu2bUdt28LCQlRV5cknn4zNevr22293SCxCCCGEEG0lk94IIdrsjDPO4MMPP+TDDz9k69atzJo1i7q6uhbHLVu2jMcff5zt27czb9485s+fzy233NKma9x4443U19dzxRVXsGrVKnbs2MFrr73Gtm3bAOjbty+vvfYaW7ZsYeXKlfz4xz9uUZXs0aMHCxcupKysjNra2lavc+edd/LYY4/x1ltvsW3bNu666y7Wrl3b5jiP1X333cerr77KnDlz2LRpE1u2bOHNN9/k3nvvBaBPnz6EQiGeffZZdu/ezWuvvcaLL77YIbEIIYQQQrSVJIxCiDa77rrrmDlzJldffTWnnXYavXr1alFdBLjjjjtYtWoVI0eO5KGHHuKpp55ixowZbbpGSkoKixYtoqGhgdNOO43Ro0fzl7/8JVZt/Nvf/kZtbS2jRo3ipz/9KTfffHOLmUKffPJJFixYQF5eHiNHjmz1OjfffDO33347d9xxB0OHDuXjjz/mvffeo2/fvsfYKm0zY8YMPvjgAz799FPGjh3LhAkTePrpp2P3OA4fPpynnnqKxx57jCFDhvCvf/2LuXPndkgsQgghhBBtpWhH3pAkhBBCCCGEEEIgFUYhhBBCCCGEEEchCaMQQgghhBBCiFZJwiiEEEIIIYQQolWSMAohhBBCCCGEaJUkjEIIIYQQQgghWiUJoxBCCCGEEEKIVknCKIQQQgghhBCiVZIwCiGEEEIIIYRolSSMQgghhBBCCCFaJQmjEEIIIYQQQohWScIohBBCCCGEEKJVkjAKIYQQQgghhGjV/wd+DX4NhJgRogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "for cat in sorted(data[group[-2]].unique()):\n",
    "    sub_data = data[data[group[-2]]==cat]\n",
    "    sub_data = sub_data.complete({group[0]:range(int(data[group[0]].min()), int(data[group[0]].max()) + 1)}\n",
    "                                 ,group[-1],fill_value=0)\n",
    "    g=sns.lineplot(sub_data.sort_values(ascending=True, by=group[-1]),y=record_col,x=group[0], hue=group[-1])\n",
    "    g.set(xticks=list(range(2012,2022+1,2)))\n",
    "    g.legend(title=None,bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., ncols=math.ceil(len(g.legend_.texts)/12))\n",
    "    g.set_title(cat)\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}