{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "31d8e7fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from pybliometrics.scopus import AbstractRetrieval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "6d05c69b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pybliometrics: Scriptable bibliometrics using a Python interface to Scopus\n",
      "[Author(auid=57209617104, indexed_name='Rose M.E.', surname='Rose', given_name='Michael E.', affiliation='60105007'), Author(auid=7004212771, indexed_name='Kitchin J.R.', surname='Kitchin', given_name='John R.', affiliation='60027950')]\n"
     ]
    }
   ],
   "source": [
    "ab = AbstractRetrieval(\"10.1016/j.softx.2019.100263\")\n",
    "print(ab.title)\n",
    "print(ab.authors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b71749a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# \"AuthorRetrieval\" from pybliometrics package\n",
    "author_id = 6603277503\n",
    "au = AuthorRetrieval(author_id)\n",
    "print(au)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "949863d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Affiliation(id=112554118, parent=60023561, type='dept', relationship='author', afdispname=None, preferred_name='Department of Medicine', parent_preferred_name='Centre Hospitalier Universitaire Vaudois', country_code='che', country='Switzerland', address_part='Rue de Bugnon 21', city='Lausanne', state='VD', postal_code='1011', org_domain='lausanneuniversityhospital', org_URL='https://www.lausanneuniversityhospital.com/home')]"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "au.affiliation_current"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "14da4d8d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['eid', 'doi', 'pii', 'pubmed_id', 'title', 'subtype',\n",
       "       'subtypeDescription', 'creator', 'afid', 'affilname',\n",
       "       'affiliation_city', 'affiliation_country', 'author_count',\n",
       "       'author_names', 'author_ids', 'author_afids', 'coverDate',\n",
       "       'coverDisplayDate', 'publicationName', 'issn', 'source_id', 'eIssn',\n",
       "       'aggregationType', 'volume', 'issueIdentifier', 'article_number',\n",
       "       'pageRange', 'description', 'authkeywords', 'citedby_count',\n",
       "       'openaccess', 'freetoread', 'freetoreadLabel', 'fund_acr', 'fund_no',\n",
       "       'fund_sponsor'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docs = pd.DataFrame(au.get_documents(refresh=10))\n",
    "docs.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d071ebbc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      2022-12-01\n",
       "1      2022-12-01\n",
       "2      2022-11-03\n",
       "3      2022-10-01\n",
       "4      2022-10-01\n",
       "          ...    \n",
       "167    1998-03-07\n",
       "168    1997-01-01\n",
       "169    1995-01-01\n",
       "170    1994-01-01\n",
       "171    1994-01-01\n",
       "Name: coverDate, Length: 172, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docs.coverDate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "367ddf2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Delete documents that are too old\n",
    "new_docs = docs[(docs.coverDate > '2018')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "e7cb4a2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      97\n",
       "1     100\n",
       "2     100\n",
       "3      93\n",
       "4      94\n",
       "     ... \n",
       "59     19\n",
       "60     63\n",
       "61     13\n",
       "62     60\n",
       "63     63\n",
       "Name: author_count, Length: 64, dtype: object"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_docs[\"author_count\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "36872be2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_20986/2511647989.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  new_docs[\"new_author_count\"] = [int(i) for i in new_docs.author_count]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "97"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_docs[\"new_author_count\"] = [int(i) for i in new_docs.author_count]\n",
    "new_docs[\"new_author_count\"][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "521558c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "my_docs = new_docs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "71c8a70d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Delete documents with too many co-authorship relationships\n",
    "my_docs = new_docs[(new_docs.new_author_count < 30)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "0adc6748",
   "metadata": {},
   "outputs": [],
   "source": [
    "my_docs.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "97c05774",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "64"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(my_docs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "8be5ea5e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     57205100307;35069025400;9237623500;56146581800...\n",
       "1     56653485300;55636643100;57226842887;5783073580...\n",
       "2     56340274300;57193500089;6507087260;15753450100...\n",
       "3     56735961400;57193523588;6506304249;8718959100;...\n",
       "4     57200984619;56469814200;57358926700;8673143300...\n",
       "                            ...                        \n",
       "59    57201479444;25651390500;57208011398;3611405450...\n",
       "60    57189377649;6506014076;7004596986;7004121246;6...\n",
       "61    7801624038;57208011398;57197467935;26427291000...\n",
       "62    7006795092;7006085120;7103380067;19835874200;3...\n",
       "63    6701433181;6602489733;35742245500;35372664600;...\n",
       "Name: author_ids, Length: 64, dtype: object"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get all the author info in the docs of one researcher\n",
    "au_id = my_docs.author_ids\n",
    "au_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "2a5addf9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_coauthors(au_id):\n",
    "    au = AuthorRetrieval(au_id)\n",
    "    docs = pd.DataFrame(au.get_documents(refresh=10))\n",
    "    # Delete documents that are too old\n",
    "    new_docs = docs[(docs.coverDate > '2018')]\n",
    "    # Delete documents with too many co-authorship relationships\n",
    "    new_docs[\"new_author_count\"] = [int(i) for i in new_docs.author_count]\n",
    "    my_docs = new_docs[(new_docs.new_author_count < 10)]\n",
    "    \n",
    "    my_docs.reset_index(drop=True, inplace=True)\n",
    "\n",
    "def get_hindex(au_id):\n",
    "    au = AuthorRetrieval(au_id)\n",
    "    return au.h_index\n",
    "def get_auname(au_id):\n",
    "    au = AuthorRetrieval(au_id)\n",
    "    return au.given_name+' '+au.surname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "1f8de118",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Obtain NL co-authors\n",
    "coau_id2 = []\n",
    "link2 = []\n",
    "all_node2 = []\n",
    "# group2 = {}\n",
    "# team2 = 0\n",
    "for i in au_id:\n",
    "    coau_id2 = i.split(\";\")\n",
    "    new_coau_id2 = []\n",
    "    for j in coau_id2:\n",
    "        aff = AuthorRetrieval(j).affiliation_current\n",
    "        if AuthorRetrieval(j).affiliation_current:\n",
    "            # Geo-filtering \n",
    "            if AuthorRetrieval(j).affiliation_current[0][7] == 'nld':\n",
    "                all_node2.append(j)\n",
    "                new_coau_id2.append(j)\n",
    "     #   group[j] = team\n",
    "    link2 = link2+list(itertools.combinations(new_coau_id2, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "b9578652",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['57205100307',\n",
       " '35069025400',\n",
       " '9237623500',\n",
       " '56146581800',\n",
       " '24172784400',\n",
       " '57905194900',\n",
       " '57904184400',\n",
       " '55324449300',\n",
       " '56735961400',\n",
       " '37030466200',\n",
       " '22957488700',\n",
       " '7102045384',\n",
       " '24174793000',\n",
       " '7102575527',\n",
       " '6603304614',\n",
       " '7003684255',\n",
       " '55880489000',\n",
       " '8718959100',\n",
       " '18533651800',\n",
       " '57220123078',\n",
       " '7201383500',\n",
       " '22933317900',\n",
       " '35745452800',\n",
       " '8534725900',\n",
       " '7402340201',\n",
       " '6507264676',\n",
       " '57197725367',\n",
       " '57195968514',\n",
       " '6603277503',\n",
       " '57211478548',\n",
       " '35309243900',\n",
       " '16142826900',\n",
       " '6504624988',\n",
       " '55978666700',\n",
       " '7004627344',\n",
       " '26430969300',\n",
       " '12776997200',\n",
       " '6603883785',\n",
       " '57206774445',\n",
       " '7003525887',\n",
       " '7005051628',\n",
       " '6506575476',\n",
       " '6506296272',\n",
       " '57831865800',\n",
       " '22984831600',\n",
       " '7006620847',\n",
       " '7202350941',\n",
       " '57521975900',\n",
       " '7202406848',\n",
       " '57220123784',\n",
       " '6603816559',\n",
       " '6602186102',\n",
       " '6701349829',\n",
       " '57193216712',\n",
       " '57193523588',\n",
       " '56764357800',\n",
       " '16033216900',\n",
       " '14022858600',\n",
       " '6506992865',\n",
       " '35964694300',\n",
       " '36770934000',\n",
       " '10139630600',\n",
       " '56690563900',\n",
       " '57220118224',\n",
       " '57220121596',\n",
       " '8764310000',\n",
       " '57220118928',\n",
       " '57214407068',\n",
       " '56236092800',\n",
       " '12761433100',\n",
       " '7102302577',\n",
       " '35243190200',\n",
       " '57831542700',\n",
       " '6506369481',\n",
       " '56763745900',\n",
       " '8130986200',\n",
       " '56665106900',\n",
       " '56764609400',\n",
       " '7003359126',\n",
       " '8548046300',\n",
       " '7003539122',\n",
       " '7004103816',\n",
       " '35308020900',\n",
       " '14027398200',\n",
       " '7004016445',\n",
       " '57832035200',\n",
       " '25625513600',\n",
       " '8909777500',\n",
       " '7006169559',\n",
       " '6506429791',\n",
       " '57226815928',\n",
       " '6602099849',\n",
       " '7004653943',\n",
       " '55676122800',\n",
       " '56763535500',\n",
       " '7202944848',\n",
       " '14825991700']"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coau_id2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "5d7634e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def getCombinations(seq):\n",
    "    combinations = list()\n",
    "    seq = seq.sort()\n",
    "    for i in range(0,len(seq)):\n",
    "        for j in range(i+1,len(seq)):\n",
    "            combinations.append([seq[i],seq[j]])\n",
    "    return combinations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9dc4c0bd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "ffc89ebc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Affiliation(id=112554118, parent=60023561, type='dept', relationship='author', afdispname=None, preferred_name='Department of Medicine', parent_preferred_name='Centre Hospitalier Universitaire Vaudois', country_code='che', country='Switzerland', address_part='Rue de Bugnon 21', city='Lausanne', state='VD', postal_code='1011', org_domain='lausanneuniversityhospital', org_URL='https://www.lausanneuniversityhospital.com/home')]"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AuthorRetrieval(author_id).affiliation_current"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "bad7157a",
   "metadata": {},
   "outputs": [],
   "source": [
    "author_id = 6603277503\n",
    "node_retrieved = []\n",
    "\n",
    "def nld_coauthor(author_id, depth, node_retrieved):\n",
    "    au = AuthorRetrieval(author_id)\n",
    "    docs = pd.DataFrame(au.get_documents())\n",
    "    # Access to documents for the last five years\n",
    "    new_docs = docs[(docs.coverDate > '2018')]\n",
    "    au_id = new_docs.author_ids\n",
    "    \n",
    "    link = []\n",
    "    all_node = []\n",
    "\n",
    "    node_retrieved.append(author_id)\n",
    "    \n",
    "    for i in au_id:\n",
    "        coau_id = i.split(\";\")\n",
    "        coau_id = list(map(int, coau_id))\n",
    "        new_coau_id = []\n",
    "        for j in coau_id:\n",
    "            aff = AuthorRetrieval(j).affiliation_current\n",
    "            if AuthorRetrieval(j).affiliation_current:\n",
    "                # Geo-filtering \n",
    "                if AuthorRetrieval(j).affiliation_current[0][7] == 'nld':\n",
    "                    if j not in all_node:\n",
    "                        all_node.append(j)\n",
    "                    new_coau_id.append(j)\n",
    "                    \n",
    "        sorted_new_coauid = list(map(int, new_coau_id))\n",
    "        sorted_new_coauid.sort()\n",
    "        link = link+list(itertools.combinations(sorted_new_coauid, 2))\n",
    "        # Do recursion (increase depth of the network)\n",
    "        if depth > 0:\n",
    "            for j in sorted_new_coauid:\n",
    "                if j not in node_retrieved:\n",
    "                    nld_coauthor(j, depth-1)\n",
    "    return all_node, link\n",
    "            \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "77f6b000",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "nld_coauthor() missing 1 required positional argument: 'node_retrieved'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_20986/4163763996.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# slow\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnld_coauthor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mauthor_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnode_retrieved\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/tmp/ipykernel_20986/3292528509.py\u001b[0m in \u001b[0;36mnld_coauthor\u001b[0;34m(author_id, depth, node_retrieved)\u001b[0m\n\u001b[1;32m     33\u001b[0m             \u001b[0;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msorted_new_coauid\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     34\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mj\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mnode_retrieved\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m                     \u001b[0mnld_coauthor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdepth\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     36\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mall_node\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlink\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: nld_coauthor() missing 1 required positional argument: 'node_retrieved'"
     ]
    }
   ],
   "source": [
    "# slow\n",
    "x,y = nld_coauthor(author_id, 1, node_retrieved)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "dde35062",
   "metadata": {},
   "outputs": [],
   "source": [
    "x2,y2 = nld_coauthor(57203646157, 0, node_retrieved)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "id": "532f902c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[57203646157, 57221791778, 7005930079, 7006279060, 57537265700, 57218949992, 35378641700, 6701804604, 24075711800, 8050973500, 7005763178, 24528146600, 55840875500, 57003590900, 14219583800, 57214743523, 57202056973, 6602187919]\n"
     ]
    }
   ],
   "source": [
    "print(x2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5eb2ecab",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d88521d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2759ce90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get all the subject areas of every node\n",
    "counter_node2 = Counter(all_node2)\n",
    "areas2 = []\n",
    "for i in counter_node2:\n",
    "    au_info2 = AuthorRetrieval(i)\n",
    "    subjects2 = au_info2.subject_areas\n",
    "    areas2.append(subjects2)\n",
    "areas2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "ac4385b2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      2022-12-01\n",
       "1      2022-12-01\n",
       "2      2022-11-03\n",
       "3      2022-10-01\n",
       "4      2022-10-01\n",
       "          ...    \n",
       "167    1998-03-07\n",
       "168    1997-01-01\n",
       "169    1995-01-01\n",
       "170    1994-01-01\n",
       "171    1994-01-01\n",
       "Name: coverDate, Length: 172, dtype: object"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docs.coverDate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "73e77e64",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_au = AuthorRetrieval(6603277503)\n",
    "new_docs =pd.DataFrame(new_au.get_documents())\n",
    "#new_docs = pd.DataFrame(new_au.get_documents(refresh=10))\n",
    "#new_coauthors = pd.DataFrame(new_au.get_coauthors())\n",
    "#print(new_au.given_name+' '+new_au.surname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "6e507991",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[Subjectarea(area='Sociology and Political Science', abbreviation='SOCI', code=3312),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Life-span and Life-course Studies', abbreviation='SOCI', code=3319),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Neuropsychology and Physiological Psychology', abbreviation='PSYC', code=3206),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Behavioral Neuroscience', abbreviation='NEUR', code=2802),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Developmental and Educational Psychology', abbreviation='PSYC', code=3204),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Applied Psychology', abbreviation='PSYC', code=3202),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Social Sciences (miscellaneous)', abbreviation='SOCI', code=3301),\n",
       "  Subjectarea(area='Social Psychology', abbreviation='PSYC', code=3207),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Public Administration', abbreviation='SOCI', code=3321),\n",
       "  Subjectarea(area='Psychology (all)', abbreviation='PSYC', code=3200),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Experimental and Cognitive Psychology', abbreviation='PSYC', code=3205),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Education', abbreviation='SOCI', code=3304),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Clinical Psychology', abbreviation='PSYC', code=3203),\n",
       "  Subjectarea(area='Anthropology', abbreviation='SOCI', code=3314),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739)],\n",
       " [Subjectarea(area='Computer Science (all)', abbreviation='COMP', code=1700),\n",
       "  Subjectarea(area='Biological Psychiatry', abbreviation='NEUR', code=2803),\n",
       "  Subjectarea(area='Computational Mathematics', abbreviation='MATH', code=2605),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Developmental Neuroscience', abbreviation='NEUR', code=2806),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (miscellaneous)', abbreviation='BIOC', code=1301),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Social Psychology', abbreviation='PSYC', code=3207),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315),\n",
       "  Subjectarea(area='Education', abbreviation='SOCI', code=3304),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Experimental and Cognitive Psychology', abbreviation='PSYC', code=3205),\n",
       "  Subjectarea(area='Behavioral Neuroscience', abbreviation='NEUR', code=2802),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728)],\n",
       " [Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000)],\n",
       " [Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
       "  Subjectarea(area='Developmental and Educational Psychology', abbreviation='PSYC', code=3204),\n",
       "  Subjectarea(area='Endocrine and Autonomic Systems', abbreviation='NEUR', code=2807),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Behavioral Neuroscience', abbreviation='NEUR', code=2802),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Social Psychology', abbreviation='PSYC', code=3207),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Anthropology', abbreviation='SOCI', code=3314),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Experimental and Cognitive Psychology', abbreviation='PSYC', code=3205),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724)],\n",
       " [Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Biological Psychiatry', abbreviation='NEUR', code=2803),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Embryology', abbreviation='MEDI', code=2710),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Pharmacy', abbreviation='HEAL', code=3611)],\n",
       " [Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Health Professions  (all)', abbreviation='HEAL', code=3600),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Leadership and Management', abbreviation='NURS', code=2911),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Oral Surgery', abbreviation='DENT', code=3504),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Periodontics', abbreviation='DENT', code=3506),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733)]]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counter_node2 = Counter(all_node2)\n",
    "areas2 = []\n",
    "for i in counter_node2:\n",
    "    au_info2 = AuthorRetrieval(i)\n",
    "    subjects2 = au_info2.subject_areas\n",
    "    areas2.append(subjects2)\n",
    "areas2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "e8ab0282",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_authors = list(set(all_node2))\n",
    "len(all_authors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "16a3bdc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MEDI', 'MULT']"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "au_subject2 = []\n",
    "for i in range(len(areas2)):\n",
    "    subject_list2 = []\n",
    "    for j in areas2[i]:\n",
    "        subject_list2.append(j.abbreviation)\n",
    "    au_subject2.append(Counter(subject_list2).most_common(1)[0][0])\n",
    "    \n",
    "list(set(au_subject2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b22ee9e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "3d0aed6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Obtain co-authors\n",
    "coau_id = []\n",
    "link = []\n",
    "all_node = []\n",
    "group = {}\n",
    "team = 0\n",
    "for i in au_id:\n",
    "    coau_id = i.split(\";\")\n",
    "    new_coau_id = []\n",
    "    for j in coau_id:\n",
    "        aff = AuthorRetrieval(j).affiliation_current\n",
    "        if AuthorRetrieval(j).affiliation_current:\n",
    "            #if AuthorRetrieval(j).affiliation_current[0][7] == 'nld':\n",
    "                all_node.append(j)\n",
    "                new_coau_id.append(j)\n",
    "     #   group[j] = team\n",
    "    link = link+list(itertools.combinations(new_coau_id, 2))\n",
    "    team = team+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "74a0e450",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "363"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(all_node)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "cf153e67",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726)],\n",
       " [Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725)],\n",
       " [Subjectarea(area='Arts and Humanities (miscellaneous)', abbreviation='ARTS', code=1201),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Biomaterials', abbreviation='MATE', code=2502),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Oral Surgery', abbreviation='DENT', code=3504),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Instrumentation', abbreviation='PHYS', code=3105),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Library and Information Sciences', abbreviation='SOCI', code=3309),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Mathematical Physics', abbreviation='MATH', code=2610),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Emergency Nursing', abbreviation='NURS', code=2907),\n",
       "  Subjectarea(area='Information Systems', abbreviation='COMP', code=1710),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Education', abbreviation='SOCI', code=3304),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403)],\n",
       " [Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Environmental Science (all)', abbreviation='ENVI', code=2300),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Insect Science', abbreviation='AGRI', code=1109),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Computational Mathematics', abbreviation='MATH', code=2605),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725)],\n",
       " [Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736)],\n",
       " [Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Psychology (all)', abbreviation='PSYC', code=3200),\n",
       "  Subjectarea(area='Insect Science', abbreviation='AGRI', code=1109),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005)],\n",
       " [Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Gerontology', abbreviation='NURS', code=2909),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Immunology and Microbiology (miscellaneous)', abbreviation='IMMU', code=2401),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406)],\n",
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       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Agronomy and Crop Science', abbreviation='AGRI', code=1102),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723)],\n",
       " [Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
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       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
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       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
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       " [Subjectarea(area='Education', abbreviation='SOCI', code=3304),\n",
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       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
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       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
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       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
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       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
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       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
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       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Chemical Engineering (all)', abbreviation='CENG', code=1500),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Modeling and Simulation', abbreviation='MATH', code=2611),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Insect Science', abbreviation='AGRI', code=1109),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Oncology (nursing)', abbreviation='NURS', code=2917),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308)],\n",
       " [Subjectarea(area='Water Science and Technology', abbreviation='ENVI', code=2312),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Environmental Science (all)', abbreviation='ENVI', code=2300),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Medical Laboratory Technology', abbreviation='HEAL', code=3607),\n",
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       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Environmental Engineering', abbreviation='ENVI', code=2305),\n",
       "  Subjectarea(area='Insect Science', abbreviation='AGRI', code=1109),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
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       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303)],\n",
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       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Animal Science and Zoology', abbreviation='AGRI', code=1103),\n",
       "  Subjectarea(area='Pollution', abbreviation='ENVI', code=2310),\n",
       "  Subjectarea(area='Environmental Engineering', abbreviation='ENVI', code=2305),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Aquatic Science', abbreviation='AGRI', code=1104),\n",
       "  Subjectarea(area='Waste Management and Disposal', abbreviation='ENVI', code=2311),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Condensed Matter Physics', abbreviation='PHYS', code=3104),\n",
       "  Subjectarea(area='Environmental Chemistry', abbreviation='ENVI', code=2304),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
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       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726)],\n",
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       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
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       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
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       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
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       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
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       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004)],\n",
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       "  Subjectarea(area='Biomaterials', abbreviation='MATE', code=2502),\n",
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       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
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       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Computational Mathematics', abbreviation='MATH', code=2605),\n",
       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Dentistry (all)', abbreviation='DENT', code=3500),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Biomaterials', abbreviation='MATE', code=2502),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Materials Science (all)', abbreviation='MATE', code=2500),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Periodontics', abbreviation='DENT', code=3506),\n",
       "  Subjectarea(area='Oral Surgery', abbreviation='DENT', code=3504),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721)],\n",
       " [Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740)],\n",
       " [Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Chemical Health and Safety', abbreviation='CENG', code=1504),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Immunology and Microbiology (miscellaneous)', abbreviation='IMMU', code=2401),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Safety Research', abbreviation='SOCI', code=3311),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Pharmacy', abbreviation='HEAL', code=3611),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300)],\n",
       " [Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403)],\n",
       " [Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
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       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100)],\n",
       " [Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (miscellaneous)', abbreviation='PHAR', code=3001),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Neuropsychology and Physiological Psychology', abbreviation='PSYC', code=3206),\n",
       "  Subjectarea(area='Gerontology', abbreviation='NURS', code=2909),\n",
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       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
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       "  Subjectarea(area='Applied Psychology', abbreviation='PSYC', code=3202),\n",
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       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Arts and Humanities (miscellaneous)', abbreviation='ARTS', code=1201),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
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       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Safety, Risk, Reliability and Quality', abbreviation='ENGI', code=2213),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Pollution', abbreviation='ENVI', code=2310),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Medical and Surgical Nursing', abbreviation='NURS', code=2914),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Sociology and Political Science', abbreviation='SOCI', code=3312),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Nursing (miscellaneous)', abbreviation='NURS', code=2901),\n",
       "  Subjectarea(area='Leadership and Management', abbreviation='NURS', code=2911),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Atomic and Molecular Physics, and Optics', abbreviation='PHYS', code=3107),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Health Professions  (all)', abbreviation='HEAL', code=3600),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Social Sciences (miscellaneous)', abbreviation='SOCI', code=3301),\n",
       "  Subjectarea(area='Oncology (nursing)', abbreviation='NURS', code=2917),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Safety Research', abbreviation='SOCI', code=3311),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Psychology (all)', abbreviation='PSYC', code=3200),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Electrical and Electronic Engineering', abbreviation='ENGI', code=2208),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
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       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Clinical Psychology', abbreviation='PSYC', code=3203),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
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       " [Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
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       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Emergency Nursing', abbreviation='NURS', code=2907),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Artificial Intelligence', abbreviation='COMP', code=1702),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Developmental and Educational Psychology', abbreviation='PSYC', code=3204),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Medical Laboratory Technology', abbreviation='HEAL', code=3607),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Neuroscience (miscellaneous)', abbreviation='NEUR', code=2801),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Computer Science (all)', abbreviation='COMP', code=1700),\n",
       "  Subjectarea(area='Linguistics and Language', abbreviation='SOCI', code=3310),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Discrete Mathematics and Combinatorics', abbreviation='MATH', code=2607),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Language and Linguistics', abbreviation='ARTS', code=1203),\n",
       "  Subjectarea(area='Theoretical Computer Science', abbreviation='MATH', code=2614),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604)],\n",
       " [Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720)],\n",
       " [Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Education', abbreviation='SOCI', code=3304),\n",
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       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Neuropsychology and Physiological Psychology', abbreviation='PSYC', code=3206),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Acoustics and Ultrasonics', abbreviation='PHYS', code=3102),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
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       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720)],\n",
       " [Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Acoustics and Ultrasonics', abbreviation='PHYS', code=3102),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Occupational Therapy', abbreviation='HEAL', code=3609),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Experimental and Cognitive Psychology', abbreviation='PSYC', code=3205),\n",
       "  Subjectarea(area='Education', abbreviation='SOCI', code=3304),\n",
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       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
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       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
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       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
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       " [Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
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       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
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       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
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       "  Subjectarea(area='Health Professions  (all)', abbreviation='HEAL', code=3600),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
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       " [Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
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       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
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       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Pediatrics', abbreviation='NURS', code=2919),\n",
       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
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       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406)],\n",
       " [Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Insect Science', abbreviation='AGRI', code=1109),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Modeling and Simulation', abbreviation='MATH', code=2611),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400)],\n",
       " [Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Pharmacology (nursing)', abbreviation='NURS', code=2920),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Medical Laboratory Technology', abbreviation='HEAL', code=3607),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (miscellaneous)', abbreviation='PHAR', code=3001),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Emergency Nursing', abbreviation='NURS', code=2907),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704)],\n",
       " [Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Biomaterials', abbreviation='MATE', code=2502),\n",
       "  Subjectarea(area='Chemical Engineering (all)', abbreviation='CENG', code=1500),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
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       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
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       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Mechanics of Materials', abbreviation='ENGI', code=2211),\n",
       "  Subjectarea(area='Ceramics and Composites', abbreviation='MATE', code=2503),\n",
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       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747)],\n",
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       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
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       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
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       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
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       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Artificial Intelligence', abbreviation='COMP', code=1702),\n",
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       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
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       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
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       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
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       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
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       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Pollution', abbreviation='ENVI', code=2310),\n",
       "  Subjectarea(area='Developmental and Educational Psychology', abbreviation='PSYC', code=3204),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Energy (all)', abbreviation='ENER', code=2100),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Management, Monitoring, Policy and Law', abbreviation='ENVI', code=2308),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Family Practice', abbreviation='MEDI', code=2714),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Fuel Technology', abbreviation='ENER', code=2103),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Immunology and Microbiology (miscellaneous)', abbreviation='IMMU', code=2401),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Energy Engineering and Power Technology', abbreviation='ENER', code=2102),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Renewable Energy, Sustainability and the Environment', abbreviation='ENER', code=2105),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (miscellaneous)', abbreviation='PHAR', code=3001),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='History and Philosophy of Science', abbreviation='ARTS', code=1207),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739)],\n",
       " [Subjectarea(area='Artificial Intelligence', abbreviation='COMP', code=1702),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (miscellaneous)', abbreviation='PHAR', code=3001),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110)],\n",
       " [Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Health Professions  (all)', abbreviation='HEAL', code=3600),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Economics, Econometrics and Finance (miscellaneous)', abbreviation='ECON', code=2001),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (miscellaneous)', abbreviation='BIOC', code=1301),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
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       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300)],\n",
       " [Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
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       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726)],\n",
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       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
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       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725)],\n",
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       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
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       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
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       "  Subjectarea(area='Immunology and Microbiology (miscellaneous)', abbreviation='IMMU', code=2401),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
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       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
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       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405)],\n",
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       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725)],\n",
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       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Psychology (all)', abbreviation='PSYC', code=3200),\n",
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       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Critical Care Nursing', abbreviation='NURS', code=2906),\n",
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       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
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       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
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       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
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       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Economics and Econometrics', abbreviation='ECON', code=2002),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Dentistry (all)', abbreviation='DENT', code=3500),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
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       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727)],\n",
       " [Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
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       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607)],\n",
       " [Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Decision Sciences (miscellaneous)', abbreviation='DECI', code=1801),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
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       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312)],\n",
       " [Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100)],\n",
       " [Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
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       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804)],\n",
       " [Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723)],\n",
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       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736)],\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
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       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
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       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
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       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
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       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
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       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
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       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
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       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
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       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
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       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
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       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
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       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
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       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
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       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
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       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
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       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Reproductive Medicine', abbreviation='MEDI', code=2743),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
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       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
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       " [Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
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       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
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       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Computer Science (all)', abbreviation='COMP', code=1700),\n",
       "  Subjectarea(area='Computational Mathematics', abbreviation='MATH', code=2605),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Information Systems', abbreviation='COMP', code=1710),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800)],\n",
       " [Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Modeling and Simulation', abbreviation='MATH', code=2611),\n",
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       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Computer Science (all)', abbreviation='COMP', code=1700),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Computational Mathematics', abbreviation='MATH', code=2605)],\n",
       " [Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
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       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306)],\n",
       " [Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Clinical Psychology', abbreviation='PSYC', code=3203),\n",
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       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
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       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
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       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Modeling and Simulation', abbreviation='MATH', code=2611),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Arts and Humanities (miscellaneous)', abbreviation='ARTS', code=1201),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Social Psychology', abbreviation='PSYC', code=3207),\n",
       "  Subjectarea(area='Biological Psychiatry', abbreviation='NEUR', code=2803),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Leadership and Management', abbreviation='NURS', code=2911),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pollution', abbreviation='ENVI', code=2310),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Experimental and Cognitive Psychology', abbreviation='PSYC', code=3205),\n",
       "  Subjectarea(area='Endocrine and Autonomic Systems', abbreviation='NEUR', code=2807),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Environmental Chemistry', abbreviation='ENVI', code=2304),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Applied Psychology', abbreviation='PSYC', code=3202),\n",
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       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Cognitive Neuroscience', abbreviation='NEUR', code=2805)],\n",
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       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
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       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
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       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404)],\n",
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       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
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       "  Subjectarea(area='Neuroscience (miscellaneous)', abbreviation='NEUR', code=2801),\n",
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       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Computer Networks and Communications', abbreviation='COMP', code=1705),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (miscellaneous)', abbreviation='BIOC', code=1301),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
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       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
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       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Mathematics (all)', abbreviation='MATH', code=2600),\n",
       "  Subjectarea(area='Cognitive Neuroscience', abbreviation='NEUR', code=2805),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303)],\n",
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       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='History and Philosophy of Science', abbreviation='ARTS', code=1207),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Developmental Neuroscience', abbreviation='NEUR', code=2806),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004)],\n",
       " [Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Immunology and Microbiology (miscellaneous)', abbreviation='IMMU', code=2401),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Neuroscience (miscellaneous)', abbreviation='NEUR', code=2801),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (miscellaneous)', abbreviation='BIOC', code=1301),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
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       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
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       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (miscellaneous)', abbreviation='PHAR', code=3001),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
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       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
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       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Biological Psychiatry', abbreviation='NEUR', code=2803),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724)],\n",
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       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306)],\n",
       " [Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310)],\n",
       " [Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Water Science and Technology', abbreviation='ENVI', code=2312),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Aquatic Science', abbreviation='AGRI', code=1104),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Family Practice', abbreviation='MEDI', code=2714),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705)],\n",
       " [Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Veterinary (miscellaneous)', abbreviation='VETE', code=3401),\n",
       "  Subjectarea(area='Dentistry (all)', abbreviation='DENT', code=3500),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Complementary and Alternative Medicine', abbreviation='MEDI', code=2707),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Emergency Nursing', abbreviation='NURS', code=2907),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Gerontology', abbreviation='NURS', code=2909),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100)],\n",
       " [Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Fundamentals and Skills', abbreviation='NURS', code=2908),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701)],\n",
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       "  Subjectarea(area='Organizational Behavior and Human Resource Management', abbreviation='BUSI', code=1407),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Applied Psychology', abbreviation='PSYC', code=3202),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Arts and Humanities (miscellaneous)', abbreviation='ARTS', code=1201)],\n",
       " [Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Pollution', abbreviation='ENVI', code=2310),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
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       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
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       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
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       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
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       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
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       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724)],\n",
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       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
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       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Clinical Psychology', abbreviation='PSYC', code=3203),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
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       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405)],\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311)],\n",
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       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
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       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
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       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
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       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
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       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
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       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
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       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746)],\n",
       " [Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740)],\n",
       " [Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Decision Sciences (miscellaneous)', abbreviation='DECI', code=1801),\n",
       "  Subjectarea(area='Arts and Humanities (all)', abbreviation='ARTS', code=1200),\n",
       "  Subjectarea(area='Sociology and Political Science', abbreviation='SOCI', code=3312),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Pollution', abbreviation='ENVI', code=2310),\n",
       "  Subjectarea(area='Leadership and Management', abbreviation='NURS', code=2911),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Cultural Studies', abbreviation='SOCI', code=3316),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Pharmacy', abbreviation='HEAL', code=3611),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Physical Therapy, Sports Therapy and Rehabilitation', abbreviation='HEAL', code=3612),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Critical Care Nursing', abbreviation='NURS', code=2906),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Issues, Ethics and Legal Aspects', abbreviation='NURS', code=2910),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406)],\n",
       " [Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Pharmacy', abbreviation='HEAL', code=3611),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Issues, Ethics and Legal Aspects', abbreviation='NURS', code=2910),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404)],\n",
       " [Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Cognitive Neuroscience', abbreviation='NEUR', code=2805),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Neuropsychology and Physiological Psychology', abbreviation='PSYC', code=3206),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Applied Psychology', abbreviation='PSYC', code=3202),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Reproductive Medicine', abbreviation='MEDI', code=2743),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Medical Laboratory Technology', abbreviation='HEAL', code=3607),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Clinical Psychology', abbreviation='PSYC', code=3203),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
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       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403)],\n",
       " [Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
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       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Insect Science', abbreviation='AGRI', code=1109),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
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       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (miscellaneous)', abbreviation='BIOC', code=1301),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725)],\n",
       " [Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Dentistry (all)', abbreviation='DENT', code=3500),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730)],\n",
       " [Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
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       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Drug Guides', abbreviation='MEDI', code=2709),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Biomaterials', abbreviation='MATE', code=2502),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Reproductive Medicine', abbreviation='MEDI', code=2743),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Applied Psychology', abbreviation='PSYC', code=3202),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Modeling and Simulation', abbreviation='MATH', code=2611),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728)],\n",
       " [Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705)],\n",
       " [Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403)],\n",
       " [Subjectarea(area='Psychology (all)', abbreviation='PSYC', code=3200),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Materials Science (all)', abbreviation='MATE', code=2500),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Mechanics of Materials', abbreviation='ENGI', code=2211),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Periodontics', abbreviation='DENT', code=3506),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Environmental Science (miscellaneous)', abbreviation='ENVI', code=2301),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Urban Studies', abbreviation='SOCI', code=3322),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Dental Hygiene', abbreviation='DENT', code=3503),\n",
       "  Subjectarea(area='Geography, Planning and Development', abbreviation='SOCI', code=3305),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Complementary and Alternative Medicine', abbreviation='MEDI', code=2707),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Environmental Science (all)', abbreviation='ENVI', code=2300),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Radiation', abbreviation='PHYS', code=3108),\n",
       "  Subjectarea(area='Dentistry (all)', abbreviation='DENT', code=3500),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Architecture', abbreviation='ENGI', code=2216),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Pollution', abbreviation='ENVI', code=2310),\n",
       "  Subjectarea(area='Reproductive Medicine', abbreviation='MEDI', code=2743),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Physical Therapy, Sports Therapy and Rehabilitation', abbreviation='HEAL', code=3612),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Oral Surgery', abbreviation='DENT', code=3504),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Clinical Psychology', abbreviation='PSYC', code=3203),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Building and Construction', abbreviation='ENGI', code=2215),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732)],\n",
       " [Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Dental Hygiene', abbreviation='DENT', code=3503),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Medical and Surgical Nursing', abbreviation='NURS', code=2914),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Dentistry (all)', abbreviation='DENT', code=3500),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Oncology (nursing)', abbreviation='NURS', code=2917),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Oral Surgery', abbreviation='DENT', code=3504),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Periodontics', abbreviation='DENT', code=3506),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701)],\n",
       " [Subjectarea(area='Modeling and Simulation', abbreviation='MATH', code=2611),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Insect Science', abbreviation='AGRI', code=1109),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Embryology', abbreviation='MEDI', code=2710),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
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       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (miscellaneous)', abbreviation='BIOC', code=1301),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800)],\n",
       " [Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Chemical Engineering (all)', abbreviation='CENG', code=1500),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Safety, Risk, Reliability and Quality', abbreviation='ENGI', code=2213),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
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       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740)],\n",
       " [Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605)],\n",
       " [Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725)],\n",
       " [Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Oral Surgery', abbreviation='DENT', code=3504),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Dentistry (all)', abbreviation='DENT', code=3500),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312)],\n",
       " [Subjectarea(area='Emergency Nursing', abbreviation='NURS', code=2907),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Radiation', abbreviation='PHYS', code=3108),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701)],\n",
       " [Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720)],\n",
       " [Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Information Systems', abbreviation='COMP', code=1710),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Agronomy and Crop Science', abbreviation='AGRI', code=1102),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Veterinary (miscellaneous)', abbreviation='VETE', code=3401),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
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       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733),\n",
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       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
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       " [Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
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       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Agronomy and Crop Science', abbreviation='AGRI', code=1102),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
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       " [Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
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       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Electronic, Optical and Magnetic Materials', abbreviation='MATE', code=2504),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Building and Construction', abbreviation='ENGI', code=2215),\n",
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       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Electrical and Electronic Engineering', abbreviation='ENGI', code=2208),\n",
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       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Condensed Matter Physics', abbreviation='PHYS', code=3104),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Agronomy and Crop Science', abbreviation='AGRI', code=1102),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405)],\n",
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       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
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       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303)],\n",
       " [Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
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       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Veterinary (miscellaneous)', abbreviation='VETE', code=3401),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Agronomy and Crop Science', abbreviation='AGRI', code=1102)],\n",
       " [Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Agronomy and Crop Science', abbreviation='AGRI', code=1102),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Veterinary (miscellaneous)', abbreviation='VETE', code=3401),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Condensed Matter Physics', abbreviation='PHYS', code=3104),\n",
       "  Subjectarea(area='History and Philosophy of Science', abbreviation='ARTS', code=1207),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Critical Care Nursing', abbreviation='NURS', code=2906),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740)],\n",
       " [Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400)],\n",
       " [Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Emergency Nursing', abbreviation='NURS', code=2907),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Acoustics and Ultrasonics', abbreviation='PHYS', code=3102)],\n",
       " [Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Agronomy and Crop Science', abbreviation='AGRI', code=1102),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Veterinary (miscellaneous)', abbreviation='VETE', code=3401),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
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       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
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       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
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       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
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       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Information Systems', abbreviation='COMP', code=1710)],\n",
       " [Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
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       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
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       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
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       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
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       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Development', abbreviation='SOCI', code=3303),\n",
       "  Subjectarea(area='Information Systems', abbreviation='COMP', code=1710),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Electrical and Electronic Engineering', abbreviation='ENGI', code=2208),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733),\n",
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       "  Subjectarea(area='Condensed Matter Physics', abbreviation='PHYS', code=3104),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
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       "  Subjectarea(area='Electronic, Optical and Magnetic Materials', abbreviation='MATE', code=2504),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Mechanical Engineering', abbreviation='ENGI', code=2210),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Surfaces and Interfaces', abbreviation='PHYS', code=3110),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Materials Chemistry', abbreviation='MATE', code=2505),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Software', abbreviation='COMP', code=1712),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
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       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Mechanics of Materials', abbreviation='ENGI', code=2211),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Metals and Alloys', abbreviation='MATE', code=2506),\n",
       "  Subjectarea(area='Materials Science (all)', abbreviation='MATE', code=2500),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Agronomy and Crop Science', abbreviation='AGRI', code=1102),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
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       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Colloid and Surface Chemistry', abbreviation='CENG', code=1505),\n",
       "  Subjectarea(area='Instrumentation', abbreviation='PHYS', code=3105),\n",
       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Polymers and Plastics', abbreviation='MATE', code=2507),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Surfaces, Coatings and Films', abbreviation='MATE', code=2508),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Materials Science (miscellaneous)', abbreviation='MATE', code=2501),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Radiation', abbreviation='PHYS', code=3108),\n",
       "  Subjectarea(area='Plant Science', abbreviation='AGRI', code=1110),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Biomaterials', abbreviation='MATE', code=2502),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Engineering (all)', abbreviation='ENGI', code=2200),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Environmental Science (all)', abbreviation='ENVI', code=2300),\n",
       "  Subjectarea(area='Atomic and Molecular Physics, and Optics', abbreviation='PHYS', code=3107),\n",
       "  Subjectarea(area='Chemical Engineering (all)', abbreviation='CENG', code=1500),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737)],\n",
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       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725)],\n",
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       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
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       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726)],\n",
       " [Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Surfaces, Coatings and Films', abbreviation='MATE', code=2508),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Safety, Risk, Reliability and Quality', abbreviation='ENGI', code=2213),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Materials Chemistry', abbreviation='MATE', code=2505),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (miscellaneous)', abbreviation='BIOC', code=1301),\n",
       "  Subjectarea(area='Electronic, Optical and Magnetic Materials', abbreviation='MATE', code=2504),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
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       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
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       "  Subjectarea(area='Aquatic Science', abbreviation='AGRI', code=1104),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Colloid and Surface Chemistry', abbreviation='CENG', code=1505),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Complementary and Alternative Medicine', abbreviation='MEDI', code=2707),\n",
       "  Subjectarea(area='Biomaterials', abbreviation='MATE', code=2502),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
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       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405)],\n",
       " [Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Agronomy and Crop Science', abbreviation='AGRI', code=1102),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
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       "  Subjectarea(area='Medical Laboratory Technology', abbreviation='HEAL', code=3607),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
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       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (miscellaneous)', abbreviation='AGRI', code=1101),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
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       "  Subjectarea(area='Environmental Chemistry', abbreviation='ENVI', code=2304),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Chemical Engineering (all)', abbreviation='CENG', code=1500),\n",
       "  Subjectarea(area='Electrochemistry', abbreviation='CHEM', code=1603),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='History and Philosophy of Science', abbreviation='ARTS', code=1207),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
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       "  Subjectarea(area='Emergency Nursing', abbreviation='NURS', code=2907),\n",
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       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702)],\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
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       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720)],\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
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       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
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       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Neuropsychology and Physiological Psychology', abbreviation='PSYC', code=3206)],\n",
       " [Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
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       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
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       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
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       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
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       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
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       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
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       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Animal Science and Zoology', abbreviation='AGRI', code=1103)],\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
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       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
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       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
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       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312)],\n",
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       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Medical Laboratory Technology', abbreviation='HEAL', code=3607),\n",
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       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
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       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
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       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
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       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
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       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
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       " [Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
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       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
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       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
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       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
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       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Education', abbreviation='SOCI', code=3304),\n",
       "  Subjectarea(area='Animal Science and Zoology', abbreviation='AGRI', code=1103),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='History and Philosophy of Science', abbreviation='ARTS', code=1207),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315)],\n",
       " [Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311)],\n",
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       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Mathematics (miscellaneous)', abbreviation='MATH', code=2601),\n",
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       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
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       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
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       "  Subjectarea(area='Life-span and Life-course Studies', abbreviation='SOCI', code=3319),\n",
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       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100)],\n",
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       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
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       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
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       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739)],\n",
       " [Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Modeling and Simulation', abbreviation='MATH', code=2611),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (miscellaneous)', abbreviation='PHAR', code=3001),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Social Sciences (miscellaneous)', abbreviation='SOCI', code=3301),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Social Psychology', abbreviation='PSYC', code=3207),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Insect Science', abbreviation='AGRI', code=1109),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Pharmacy', abbreviation='HEAL', code=3611),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730)],\n",
       " [Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726)],\n",
       " [Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312)],\n",
       " [Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Theoretical Computer Science', abbreviation='MATH', code=2614),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Computer Science (all)', abbreviation='COMP', code=1700),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Immunology and Microbiology (miscellaneous)', abbreviation='IMMU', code=2401),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
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       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Animal Science and Zoology', abbreviation='AGRI', code=1103),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
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       "  Subjectarea(area='Biological Psychiatry', abbreviation='NEUR', code=2803),\n",
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       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Computer Networks and Communications', abbreviation='COMP', code=1705),\n",
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       "  Subjectarea(area='Information Systems and Management', abbreviation='DECI', code=1802),\n",
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       "  Subjectarea(area='Electrical and Electronic Engineering', abbreviation='ENGI', code=2208),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Behavioral Neuroscience', abbreviation='NEUR', code=2802),\n",
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       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
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       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
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       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Information Systems', abbreviation='COMP', code=1710),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Biological Psychiatry', abbreviation='NEUR', code=2803),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
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       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
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       "  Subjectarea(area='Experimental and Cognitive Psychology', abbreviation='PSYC', code=3205),\n",
       "  Subjectarea(area='Neuroscience (miscellaneous)', abbreviation='NEUR', code=2801),\n",
       "  Subjectarea(area='Artificial Intelligence', abbreviation='COMP', code=1702),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000)],\n",
       " [Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Medical and Surgical Nursing', abbreviation='NURS', code=2914),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='History and Philosophy of Science', abbreviation='ARTS', code=1207),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311)],\n",
       " [Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Veterinary (all)', abbreviation='VETE', code=3400),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Complementary and Alternative Medicine', abbreviation='MEDI', code=2707),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Electrical and Electronic Engineering', abbreviation='ENGI', code=2208),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Materials Science (all)', abbreviation='MATE', code=2500),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Electrochemistry', abbreviation='CHEM', code=1603)],\n",
       " [Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000)],\n",
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       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
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       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
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       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
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       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
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       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
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       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
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       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Safety, Risk, Reliability and Quality', abbreviation='ENGI', code=2213),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
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       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315),\n",
       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Education', abbreviation='SOCI', code=3304),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Information Systems', abbreviation='COMP', code=1710),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005)],\n",
       " [Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Management Information Systems', abbreviation='BUSI', code=1404),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Information Systems', abbreviation='COMP', code=1710),\n",
       "  Subjectarea(area='Education', abbreviation='SOCI', code=3304),\n",
       "  Subjectarea(area='Electronic, Optical and Magnetic Materials', abbreviation='MATE', code=2504),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Modeling and Simulation', abbreviation='MATH', code=2611),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Business and International Management', abbreviation='BUSI', code=1403),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Atomic and Molecular Physics, and Optics', abbreviation='PHYS', code=3107),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Chemical Engineering (all)', abbreviation='CENG', code=1500),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Pollution', abbreviation='ENVI', code=2310),\n",
       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Computational Mathematics', abbreviation='MATH', code=2605),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
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       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Information Systems and Management', abbreviation='DECI', code=1802),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Control and Systems Engineering', abbreviation='ENGI', code=2207),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Library and Information Sciences', abbreviation='SOCI', code=3309),\n",
       "  Subjectarea(area='Biomaterials', abbreviation='MATE', code=2502),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Instrumentation', abbreviation='PHYS', code=3105),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313)],\n",
       " [Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004)],\n",
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       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
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       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Sensory Systems', abbreviation='NEUR', code=2809),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
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       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
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       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
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       "  Subjectarea(area='Colloid and Surface Chemistry', abbreviation='CENG', code=1505),\n",
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       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
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       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
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       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
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       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Mechanical Engineering', abbreviation='ENGI', code=2210),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Fluid Flow and Transfer Processes', abbreviation='CENG', code=1507),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Chemical Engineering (all)', abbreviation='CENG', code=1500),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747)],\n",
       " [Subjectarea(area='Reproductive Medicine', abbreviation='MEDI', code=2743),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303)],\n",
       " [Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708)],\n",
       " [Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733)],\n",
       " [Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Nursing (miscellaneous)', abbreviation='NURS', code=2901),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000)],\n",
       " [Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Clinical Psychology', abbreviation='PSYC', code=3203),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Arts and Humanities (miscellaneous)', abbreviation='ARTS', code=1201),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Biological Psychiatry', abbreviation='NEUR', code=2803),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Pharmacy', abbreviation='HEAL', code=3611),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719)],\n",
       " [Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Health Professions  (all)', abbreviation='HEAL', code=3600),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Pharmacy', abbreviation='HEAL', code=3611),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311)],\n",
       " [Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Urology', abbreviation='MEDI', code=2748),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Safety Research', abbreviation='SOCI', code=3311),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
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       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
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       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Immunology and Microbiology (miscellaneous)', abbreviation='IMMU', code=2401),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
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       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Chemical Health and Safety', abbreviation='CENG', code=1504),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005)],\n",
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       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
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       "  Subjectarea(area='Materials Science (all)', abbreviation='MATE', code=2500),\n",
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       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
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       "  Subjectarea(area='Animal Science and Zoology', abbreviation='AGRI', code=1103),\n",
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       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
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       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
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       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
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       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740)],\n",
       " [Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
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       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
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       "  Subjectarea(area='Pathology and Forensic Medicine', abbreviation='MEDI', code=2734),\n",
       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Experimental and Cognitive Psychology', abbreviation='PSYC', code=3205),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
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       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Advanced and Specialized Nursing', abbreviation='NURS', code=2902),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
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       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Social Psychology', abbreviation='PSYC', code=3207),\n",
       "  Subjectarea(area='Materials Science (all)', abbreviation='MATE', code=2500),\n",
       "  Subjectarea(area='Rehabilitation', abbreviation='MEDI', code=2742),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Anatomy', abbreviation='MEDI', code=2702),\n",
       "  Subjectarea(area='Obstetrics and Gynecology', abbreviation='MEDI', code=2729),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Reproductive Medicine', abbreviation='MEDI', code=2743),\n",
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       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Leadership and Management', abbreviation='NURS', code=2911),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Health, Toxicology and Mutagenesis', abbreviation='ENVI', code=2307),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Anesthesiology and Pain Medicine', abbreviation='MEDI', code=2703),\n",
       "  Subjectarea(area='Nutrition and Dietetics', abbreviation='NURS', code=2916),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Physiology (medical)', abbreviation='MEDI', code=2737),\n",
       "  Subjectarea(area='Applied Psychology', abbreviation='PSYC', code=3202),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Engineering (all)', abbreviation='ENGI', code=2200),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Emergency Medicine', abbreviation='MEDI', code=2711),\n",
       "  Subjectarea(area='Cognitive Neuroscience', abbreviation='NEUR', code=2805),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Psychiatry and Mental Health', abbreviation='MEDI', code=2738),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Computer Science (all)', abbreviation='COMP', code=1700),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Physical Therapy, Sports Therapy and Rehabilitation', abbreviation='HEAL', code=3612),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Orthopedics and Sports Medicine', abbreviation='MEDI', code=2732),\n",
       "  Subjectarea(area='Nursing (all)', abbreviation='NURS', code=2900),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Clinical Psychology', abbreviation='PSYC', code=3203),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Emergency Nursing', abbreviation='NURS', code=2907),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Sociology and Political Science', abbreviation='SOCI', code=3312),\n",
       "  Subjectarea(area='Pharmaceutical Science', abbreviation='PHAR', code=3003),\n",
       "  Subjectarea(area='Medical and Surgical Nursing', abbreviation='NURS', code=2914),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Otorhinolaryngology', abbreviation='MEDI', code=2733),\n",
       "  Subjectarea(area='Dentistry (all)', abbreviation='DENT', code=3500),\n",
       "  Subjectarea(area='Life-span and Life-course Studies', abbreviation='SOCI', code=3319),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Health Professions  (all)', abbreviation='HEAL', code=3600),\n",
       "  Subjectarea(area='Endocrine and Autonomic Systems', abbreviation='NEUR', code=2807),\n",
       "  Subjectarea(area='Radiological and Ultrasound Technology', abbreviation='HEAL', code=3614),\n",
       "  Subjectarea(area='Developmental Biology', abbreviation='BIOC', code=1309),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747)],\n",
       " [Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Behavioral Neuroscience', abbreviation='NEUR', code=2802),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Endocrine and Autonomic Systems', abbreviation='NEUR', code=2807),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Insect Science', abbreviation='AGRI', code=1109),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
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       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313)],\n",
       " [Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Radiology, Nuclear Medicine and Imaging', abbreviation='MEDI', code=2741),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
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       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Aging', abbreviation='BIOC', code=1302),\n",
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       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
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       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
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       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715)],\n",
       " [Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
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       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Biochemistry (medical)', abbreviation='MEDI', code=2704),\n",
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       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Statistics, Probability and Uncertainty', abbreviation='DECI', code=1804),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
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       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
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       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
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       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
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       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Condensed Matter Physics', abbreviation='PHYS', code=3104),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (miscellaneous)', abbreviation='BIOC', code=1301),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Toxicology', abbreviation='PHAR', code=3005),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313)],\n",
       " [Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Condensed Matter Physics', abbreviation='PHYS', code=3104),\n",
       "  Subjectarea(area='Applied Mathematics', abbreviation='MATH', code=2604),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Biophysics', abbreviation='BIOC', code=1304),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Computer Science Applications', abbreviation='COMP', code=1706),\n",
       "  Subjectarea(area='Spectroscopy', abbreviation='CHEM', code=1607),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Materials Science (all)', abbreviation='MATE', code=2500),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Analytical Chemistry', abbreviation='CHEM', code=1602),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Bioengineering', abbreviation='CENG', code=1502),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Food Science', abbreviation='AGRI', code=1106),\n",
       "  Subjectarea(area='Inorganic Chemistry', abbreviation='CHEM', code=1604),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Physiology', abbreviation='BIOC', code=1314),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Chemical Engineering (all)', abbreviation='CENG', code=1500),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Neurology', abbreviation='NEUR', code=2808),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Engineering (all)', abbreviation='ENGI', code=2200),\n",
       "  Subjectarea(area='Physical and Theoretical Chemistry', abbreviation='CHEM', code=1606),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Structural Biology', abbreviation='BIOC', code=1315),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Environmental Chemistry', abbreviation='ENVI', code=2304),\n",
       "  Subjectarea(area='Biotechnology', abbreviation='BIOC', code=1305),\n",
       "  Subjectarea(area='Catalysis', abbreviation='CENG', code=1503),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Clinical Biochemistry', abbreviation='BIOC', code=1308),\n",
       "  Subjectarea(area='Organic Chemistry', abbreviation='CHEM', code=1605),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311)],\n",
       " [Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Ophthalmology', abbreviation='MEDI', code=2731),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
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       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
       "  Subjectarea(area='Medical Laboratory Technology', abbreviation='HEAL', code=3607),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
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       "  Subjectarea(area='Endocrinology', abbreviation='BIOC', code=1310),\n",
       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
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       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Gastroenterology', abbreviation='MEDI', code=2715),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Pediatrics, Perinatology and Child Health', abbreviation='MEDI', code=2735),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Endocrinology, Diabetes and Metabolism', abbreviation='MEDI', code=2712),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Cardiology and Cardiovascular Medicine', abbreviation='MEDI', code=2705),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747)],\n",
       " [Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Pulmonary and Respiratory Medicine', abbreviation='MEDI', code=2740),\n",
       "  Subjectarea(area='Surgery', abbreviation='MEDI', code=2746),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404),\n",
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       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
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       "  Subjectarea(area='Critical Care and Intensive Care Medicine', abbreviation='MEDI', code=2706),\n",
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       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728)],\n",
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       "  Subjectarea(area='Transplantation', abbreviation='MEDI', code=2747),\n",
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       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
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       "  Subjectarea(area='Fluid Flow and Transfer Processes', abbreviation='CENG', code=1507),\n",
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       "  Subjectarea(area='Hepatology', abbreviation='MEDI', code=2721),\n",
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       "  Subjectarea(area='Applied Microbiology and Biotechnology', abbreviation='IMMU', code=2402),\n",
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       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
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       "  Subjectarea(area='Agricultural and Biological Sciences (all)', abbreviation='AGRI', code=1100),\n",
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       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
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       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
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       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Health (social science)', abbreviation='SOCI', code=3306),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Geriatrics and Gerontology', abbreviation='MEDI', code=2717),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Statistics and Probability', abbreviation='MATH', code=2613),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Pharmacology, Toxicology and Pharmaceutics (all)', abbreviation='PHAR', code=3000)],\n",
       " [Subjectarea(area='Modeling and Simulation', abbreviation='MATH', code=2611),\n",
       "  Subjectarea(area='Public Health, Environmental and Occupational Health', abbreviation='MEDI', code=2739),\n",
       "  Subjectarea(area='Law', abbreviation='SOCI', code=3308),\n",
       "  Subjectarea(area='Biochemistry', abbreviation='BIOC', code=1303),\n",
       "  Subjectarea(area='Ecology, Evolution, Behavior and Systematics', abbreviation='AGRI', code=1105),\n",
       "  Subjectarea(area='Virology', abbreviation='IMMU', code=2406),\n",
       "  Subjectarea(area='Drug Discovery', abbreviation='PHAR', code=3002),\n",
       "  Subjectarea(area='Immunology', abbreviation='IMMU', code=2403),\n",
       "  Subjectarea(area='Molecular Medicine', abbreviation='BIOC', code=1313),\n",
       "  Subjectarea(area='Health Policy', abbreviation='MEDI', code=2719),\n",
       "  Subjectarea(area='Histology', abbreviation='MEDI', code=2722),\n",
       "  Subjectarea(area='Infectious Diseases', abbreviation='MEDI', code=2725),\n",
       "  Subjectarea(area='Neurology (clinical)', abbreviation='MEDI', code=2728),\n",
       "  Subjectarea(area='Biomedical Engineering', abbreviation='ENGI', code=2204),\n",
       "  Subjectarea(area='Information Systems', abbreviation='COMP', code=1710),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (all)', abbreviation='BIOC', code=1300),\n",
       "  Subjectarea(area='Dermatology', abbreviation='MEDI', code=2708),\n",
       "  Subjectarea(area='Rheumatology', abbreviation='MEDI', code=2745),\n",
       "  Subjectarea(area='Medicine (miscellaneous)', abbreviation='MEDI', code=2701),\n",
       "  Subjectarea(area='Health Informatics', abbreviation='MEDI', code=2718),\n",
       "  Subjectarea(area='Health Information Management', abbreviation='HEAL', code=3605),\n",
       "  Subjectarea(area='Cell Biology', abbreviation='BIOC', code=1307),\n",
       "  Subjectarea(area='Computational Theory and Mathematics', abbreviation='COMP', code=1703),\n",
       "  Subjectarea(area='Pharmacology', abbreviation='PHAR', code=3004),\n",
       "  Subjectarea(area='Nephrology', abbreviation='MEDI', code=2727),\n",
       "  Subjectarea(area='Cellular and Molecular Neuroscience', abbreviation='NEUR', code=2804),\n",
       "  Subjectarea(area='Safety, Risk, Reliability and Quality', abbreviation='ENGI', code=2213),\n",
       "  Subjectarea(area='Oncology', abbreviation='MEDI', code=2730),\n",
       "  Subjectarea(area='Hematology', abbreviation='MEDI', code=2720),\n",
       "  Subjectarea(area='Chemistry (all)', abbreviation='CHEM', code=1600),\n",
       "  Subjectarea(area='Parasitology', abbreviation='IMMU', code=2405),\n",
       "  Subjectarea(area='Internal Medicine', abbreviation='MEDI', code=2724),\n",
       "  Subjectarea(area='Medicine (all)', abbreviation='MEDI', code=2700),\n",
       "  Subjectarea(area='Genetics', abbreviation='BIOC', code=1311),\n",
       "  Subjectarea(area='Biochemistry, Genetics and Molecular Biology (miscellaneous)', abbreviation='BIOC', code=1301),\n",
       "  Subjectarea(area='Cancer Research', abbreviation='BIOC', code=1306),\n",
       "  Subjectarea(area='Microbiology (medical)', abbreviation='MEDI', code=2726),\n",
       "  Subjectarea(area='Ecology', abbreviation='ENVI', code=2303),\n",
       "  Subjectarea(area='Genetics (clinical)', abbreviation='MEDI', code=2716),\n",
       "  Subjectarea(area='Physics and Astronomy (all)', abbreviation='PHYS', code=3100),\n",
       "  Subjectarea(area='Multidisciplinary', abbreviation='MULT', code=1000),\n",
       "  Subjectarea(area='Immunology and Microbiology (all)', abbreviation='IMMU', code=2400),\n",
       "  Subjectarea(area='Pharmacology (medical)', abbreviation='MEDI', code=2736),\n",
       "  Subjectarea(area='Epidemiology', abbreviation='MEDI', code=2713),\n",
       "  Subjectarea(area='Molecular Biology', abbreviation='BIOC', code=1312),\n",
       "  Subjectarea(area='Immunology and Allergy', abbreviation='MEDI', code=2723),\n",
       "  Subjectarea(area='Computer Networks and Communications', abbreviation='COMP', code=1705),\n",
       "  Subjectarea(area='Neuroscience (all)', abbreviation='NEUR', code=2800),\n",
       "  Subjectarea(area='Microbiology', abbreviation='IMMU', code=2404)]]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counter_node = Counter(all_node)\n",
    "areas = []\n",
    "for i in counter_node:\n",
    "    au_info = AuthorRetrieval(i)\n",
    "    subjects = au_info.subject_areas\n",
    "    areas.append(subjects)\n",
    "areas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "14f09380",
   "metadata": {},
   "outputs": [],
   "source": [
    "au_subject = []\n",
    "for i in range(len(areas)):\n",
    "    subject_list = []\n",
    "    for j in areas[i]:\n",
    "        subject_list.append(j.abbreviation)\n",
    "    au_subject.append(Counter(subject_list).most_common(1)[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "00b7e4d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "au_areas = {}\n",
    "for n in range(len(all_authors)):\n",
    "    au_areas[all_authors[n]] = au_subject[n]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "2ba72055",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Assign groups\n",
    "exist_area = {}\n",
    "au_group = {}\n",
    "group_num = 0\n",
    "for i in au_areas:\n",
    "    if au_areas[i] not in exist_area:\n",
    "        exist_area[au_areas[i]] = group_num\n",
    "        au_group[i] = group_num\n",
    "        group_num += 1\n",
    "    else:\n",
    "        au_group[i] = exist_area[au_areas[i]]\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "ba11861c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize nextworkx\n",
    "GG = nx.Graph()\n",
    "GG.add_edges_from(link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "326330b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "sources = []\n",
    "targets = []\n",
    "weights = []\n",
    "\n",
    "for i in link:\n",
    "    sources.append(i[0])\n",
    "    targets.append(i[1])\n",
    "    weights.append(link.count(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "7dac028f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Local cdn resources have problems on chrome/safari when used in jupyter-notebook. \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"100%\"\n",
       "            height=\"800\"\n",
       "            src=\"scopus226.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7f832aa191c0>"
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Pyvis network\n",
    "N = Network(height=800, width=\"100%\", bgcolor=\"#222222\", font_color=\"white\", select_menu=True, notebook = True)\n",
    "N.toggle_hide_edges_on_drag(False)\n",
    "N.barnes_hut()\n",
    "\n",
    "edge_data = zip(sources, targets, weights)\n",
    "\n",
    "for e in edge_data:\n",
    "    src = e[0]\n",
    "    dst = e[1]\n",
    "    w = e[2]\n",
    "\n",
    "    N.add_node(src, src, title=src, group = au_group[src])\n",
    "    N.add_node(dst, dst, title=dst, group = au_group[dst])\n",
    "    N.add_edge(src, dst, value=w)\n",
    "\n",
    "neighbor_map = N.get_adj_list()\n",
    "\n",
    "# add neighbor data to node hover data\n",
    "for node in N.nodes:\n",
    "    neighbors = []\n",
    "    for neighbor_id in neighbor_map[node[\"id\"]]:\n",
    "        neigh = AuthorRetrieval(neighbor_id)\n",
    "        neighbors.append(neigh.given_name+' '+neigh.surname)\n",
    "    #node[\"title\"] = \" Neighbors: \\n\" + \" \\n\".join(neighbors)\n",
    "    node[\"title\"] = \"Link to the author’s API page:\\n\" + AuthorRetrieval(node[\"id\"]).self_link\n",
    "    node[\"value\"] = get_hindex(node[\"id\"])\n",
    "    node[\"label\"] = AuthorRetrieval(node[\"id\"]).given_name+' '+AuthorRetrieval(node[\"id\"]).surname\n",
    "    # node[\"group\"] = group[node[\"id\"]]\n",
    "    # node[\"font_size\"] = get_hindex(node[\"id\"])\n",
    "\n",
    "N.show(\"scopus226.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dd3ced4e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb88495b",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.DiGraph()\n",
    "\n",
    "edge_data = zip(sources, targets, weights)\n",
    "\n",
    "for e in edge_data:\n",
    "    src = e[0]\n",
    "    dst = e[1]\n",
    "    w = e[2]\n",
    "\n",
    "    G.add_node(src, src, title=src, group = au_group[src])\n",
    "    G.add_node(dst, dst, title=dst, group = au_group[dst])\n",
    "    G.add_edge(src, dst, value=w)\n",
    "\n",
    "neighbor_map = G.get_adj_list()\n",
    "\n",
    "# add neighbor data to node hover data\n",
    "for node in G.nodes:\n",
    "    neighbors = []\n",
    "    for neighbor_id in neighbor_map[node[\"id\"]]:\n",
    "        neigh = AuthorRetrieval(neighbor_id)\n",
    "        neighbors.append(neigh.given_name+' '+neigh.surname)\n",
    "    #node[\"title\"] = \" Neighbors: \\n\" + \" \\n\".join(neighbors)\n",
    "    node[\"title\"] = \"Link to the author’s API page:\\n\" + AuthorRetrieval(node[\"id\"]).self_link\n",
    "    node[\"value\"] = get_hindex(node[\"id\"])\n",
    "    node[\"label\"] = AuthorRetrieval(node[\"id\"]).given_name+' '+AuthorRetrieval(node[\"id\"]).surname)\n",
    "\n",
    "nx.write_gexf(G, 'scopus1078.gexf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f926b636",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ab95d5e5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ec03086",
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_graph(G, au_id, depth, bredth, last_author=[]):\n",
    "    author_search = scholarly.search_author_id(sch_id)\n",
    "    author = scholarly.fill(author_search, sections=['coauthors','indices','counts'])\n",
    "    author_name = author['name']\n",
    "    author_hin = author['hindex']\n",
    "    author_ncite = author['citedby']\n",
    "    G.add_node(author_name, hindex=author_hin, name=author_name, ncite=author_ncite)\n",
    "    print(\"now at %s, depth=%d\"%(author_name, depth))\n",
    "    if depth>0:\n",
    "        for coauthor in author['coauthors'][:int(bredth)]:\n",
    "            G.add_edge(author_name,coauthor['name'])\n",
    "            if coauthor['name'] not in last_author:\n",
    "                last_author.append(author_name)\n",
    "                build_graph(G, coauthor['scholar_id'], depth-1, bredth, last_author)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d34f6fd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "pos = nx.spring_layout(GG)\n",
    "\n",
    "plt.figure(figsize=(100,80))\n",
    "\n",
    "sizes = [ 20*GG.degree[node]+5 for node in GG.nodes]\n",
    "dolphin_pr = nx.pagerank(GG)\n",
    "colors = [ dolphin_pr[node] for node in GG.nodes]\n",
    "\n",
    "pos = nx.spring_layout(GG)\n",
    "s = nx.draw_networkx_nodes(GG, pos, node_size=sizes, node_color= colors,cmap='inferno')\n",
    "cbar = plt.colorbar(s)\n",
    "nx.draw_networkx_edges(GG, pos, edge_color='#4682B4')\n",
    "\n",
    "#label top ten of centrality\n",
    "centrality = dict(GG.degree())\n",
    "degtop = sorted(centrality.keys(), key= lambda x:-centrality[x])[:50]\n",
    "new_labels = {node:node for node in degtop}\n",
    "nx.draw_networkx_labels(GG, pos, labels=new_labels, font_size=50)\n",
    "\n",
    "\n",
    "plt.title('Mapping coauthorship', size = 50);\n",
    "plt.axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4c3464e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f18012f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_graph(G, au_id, depth, bredth, last_author=[]):\n",
    "    author_search = scholarly.search_author_id(sch_id)\n",
    "    author = scholarly.fill(author_search, sections=['coauthors','indices','counts'])\n",
    "    author_name = author['name']\n",
    "    author_hin = author['hindex']\n",
    "    author_ncite = author['citedby']\n",
    "    G.add_node(author_name, hindex=author_hin, name=author_name, ncite=author_ncite)\n",
    "    print(\"now at %s, depth=%d\"%(author_name, depth))\n",
    "    if depth>0:\n",
    "        for coauthor in author['coauthors'][:int(bredth)]:\n",
    "            G.add_edge(author_name,coauthor['name'])\n",
    "            if coauthor['name'] not in last_author:\n",
    "                last_author.append(author_name)\n",
    "                build_graph(G, coauthor['scholar_id'], depth-1, bredth, last_author)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a8db9995",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.DiGraph()\n",
    "output_path = '%s_%d_%d.gexf'%(name.replace(' ','_'), depth, bredth)\n",
    "build_graph(G, sch_id, depth, bredth)\n",
    "nx.write_gexf(G, output_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9c3e105",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "929d5863",
   "metadata": {},
   "outputs": [],
   "source": [
    "from neo4j import (\n",
    "    GraphDatabase,\n",
    ")\n",
    "from flask import (\n",
    "    Flask,\n",
    "    g,\n",
    "    request,\n",
    "    Response,\n",
    "    send_from_directory\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "25574fbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "uri = \"bolt://localhost:7687\"  \n",
    "username = \"neo4j\"\n",
    "password = \"zhiningbai\"\n",
    "\n",
    "driver = GraphDatabase.driver(uri, auth=(username, password))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9f2f15db",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_db(database):\n",
    "        # else:\n",
    "        #     g.neo4j_db = driver.session()\n",
    "    return driver.session(database=database)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3c6e1545",
   "metadata": {},
   "outputs": [],
   "source": [
    "def work(tx):\n",
    "        return list(tx.run(\"\"\"\n",
    "            MATCH (n:Person)-[:IS_AUTHOR_OF]->(p)\n",
    "            WHERE   labels(p) IN [['Publication'], ['Project'], ['Software']] AND\n",
    "                    n.affiliation = \"Netherlands eScience Center\"\n",
    "            RETURN  COLLECT(n.name) AS name_list, \n",
    "                    COLLECT(CASE WHEN (n.scopus_id) IS NOT NULL THEN n.scopus_id ELSE '' END) AS scopus_id, \n",
    "                    COLLECT(CASE WHEN (n.orcid) IS NOT NULL THEN n.orcid ELSE '' END) AS orcid,\n",
    "                    COLLECT(CASE WHEN (n.affiliation) IS NOT NULL THEN n.affiliation ELSE '' END) AS affiliation,\n",
    "                    COLLECT(CASE WHEN (n.country) IS NOT NULL THEN n.country ELSE '' END) AS country,\n",
    "                    p.title AS title,\n",
    "                    p.cited AS cited,\n",
    "                    p.doi AS doi,\n",
    "                    p.subject AS subject,\n",
    "                    p.year AS year,\n",
    "                    p.project_id AS project_id,\n",
    "                    p.software_id AS software_id,\n",
    "                    p.description AS description,\n",
    "                    CASE \n",
    "                        WHEN labels(p) = ['Project'] THEN  'project'\n",
    "                        WHEN labels(p) = ['Software'] THEN 'software'\n",
    "                        WHEN labels(p) = ['Publication'] THEN 'publication'\n",
    "                        ELSE '' \n",
    "                    END AS label\n",
    "            \"\"\"\n",
    "        ))\n",
    "db = get_db(\"rsd\")\n",
    "results = db.execute_read(work)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "97cf9754",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "for record in results:\n",
    "    for index in range(len(record[\"name_list\"])):\n",
    "        print(record['scopus_id'][index])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "575f5807",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.decomposition import LatentDirichletAllocation\n",
    "\n",
    "def build_corpus(publications, num_topics, max_ngram_length=2):\n",
    "    # Download necessary NLTK resources\n",
    "    nltk.download('punkt')\n",
    "    nltk.download('stopwords')\n",
    "    nltk.download('wordnet')\n",
    "\n",
    "    # Initialize tokenizer, stopwords, and lemmatizer\n",
    "    tokenizer = nltk.RegexpTokenizer(r'\\w+')\n",
    "    stop_words = set(stopwords.words('english'))\n",
    "    lemmatizer = WordNetLemmatizer()\n",
    "\n",
    "    # Extract title and abstract from each publication\n",
    "    documents = []\n",
    "    for publication in publications:\n",
    "        title = publication['title']\n",
    "        if publication['description']:\n",
    "            abstract = publication['description']\n",
    "            documents.append(title + ' ' + abstract)\n",
    "        else:\n",
    "            documents.append(title)\n",
    "\n",
    "    # Tokenize, remove stopwords, and lemmatize documents\n",
    "    tokenized_documents = []\n",
    "   \n",
    "    for document in documents:\n",
    "        tokens = tokenizer.tokenize(document.lower())\n",
    "        filtered_tokens = [lemmatizer.lemmatize(token) for token in tokens if token not in stop_words]\n",
    "        tokenized_documents.append(' '.join(filtered_tokens))\n",
    "\n",
    "    # Create TF-IDF matrix\n",
    "    vectorizer = TfidfVectorizer(ngram_range=(1, max_ngram_length), min_df=5)\n",
    "    tfidf_matrix = vectorizer.fit_transform(tokenized_documents)\n",
    "\n",
    "    # Apply Latent Dirichlet Allocation (LDA) for topic modeling\n",
    "    lda_model = LatentDirichletAllocation(n_components=num_topics, random_state=42)\n",
    "    lda_matrix = lda_model.fit_transform(tfidf_matrix)\n",
    "\n",
    "    # Assign the group number to each publication\n",
    "    groups = []\n",
    "    topics = []\n",
    "    for i, publication in enumerate(publications):\n",
    "        groups.append(lda_matrix[i].argmax())\n",
    "    for topic_idx, topic in enumerate(lda_model.components_):\n",
    "        top_words_indices = topic.argsort()[:-11:-1]\n",
    "        top_words = [vectorizer.get_feature_names_out()[index] for index in top_words_indices if topic[index] > 0.01]\n",
    "        topics.append(top_words)\n",
    "        \n",
    "    return groups,topics\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d7ec4353",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to /Users/jennifer/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     /Users/jennifer/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n",
      "[nltk_data] Downloading package wordnet to\n",
      "[nltk_data]     /Users/jennifer/nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "\n",
    "groups, topics = build_corpus(results, 15, 2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "6c84c695",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['cluster',\n",
       "  'multimedia',\n",
       "  'transparent',\n",
       "  'ion',\n",
       "  'star',\n",
       "  'benchmarking',\n",
       "  'mixed',\n",
       "  'survey',\n",
       "  'cation',\n",
       "  'parallel'],\n",
       " ['galaxy',\n",
       "  'mass assembly',\n",
       "  'galaxy mass',\n",
       "  'assembly',\n",
       "  'mass',\n",
       "  'assembly gama',\n",
       "  'gama',\n",
       "  'verification',\n",
       "  'tracking',\n",
       "  'verification validation'],\n",
       " ['sleep',\n",
       "  'accelerometer',\n",
       "  'hydrogen',\n",
       "  'physical activity',\n",
       "  'physical',\n",
       "  'excitation',\n",
       "  'activity',\n",
       "  'association',\n",
       "  'query',\n",
       "  'molecular'],\n",
       " ['protein',\n",
       "  'neural network',\n",
       "  'neural',\n",
       "  'model',\n",
       "  'flow',\n",
       "  'network',\n",
       "  'transient',\n",
       "  'blood',\n",
       "  'high',\n",
       "  'wave'],\n",
       " ['github',\n",
       "  'com',\n",
       "  'calibration',\n",
       "  'github com',\n",
       "  'gpu',\n",
       "  'optimization',\n",
       "  'http github',\n",
       "  'finite',\n",
       "  'motion',\n",
       "  'radio'],\n",
       " ['diffraction',\n",
       "  'serial',\n",
       "  'interface',\n",
       "  'fair',\n",
       "  'electron',\n",
       "  'principle',\n",
       "  'passing',\n",
       "  'literature',\n",
       "  'food',\n",
       "  'temperature'],\n",
       " ['dynamic',\n",
       "  'fast',\n",
       "  'family',\n",
       "  'column',\n",
       "  'molecular',\n",
       "  'logic',\n",
       "  'column store',\n",
       "  'molecular dynamic',\n",
       "  'store',\n",
       "  'architecture'],\n",
       " ['mimetic',\n",
       "  'spectral',\n",
       "  'dot',\n",
       "  'element',\n",
       "  'quantum',\n",
       "  'dynamic',\n",
       "  'mimetic spectral',\n",
       "  'spectral element',\n",
       "  'quantum dot',\n",
       "  'square'],\n",
       " ['data',\n",
       "  'tool',\n",
       "  'project',\n",
       "  'point',\n",
       "  'different',\n",
       "  'user',\n",
       "  'application',\n",
       "  'network',\n",
       "  'model',\n",
       "  'software'],\n",
       " ['inf',\n",
       "  'inf inf',\n",
       "  'sup',\n",
       "  'molecule',\n",
       "  'knime',\n",
       "  'analysis',\n",
       "  'case',\n",
       "  'zeolite',\n",
       "  'energy surface',\n",
       "  'potential energy'],\n",
       " ['interface',\n",
       "  'file',\n",
       "  'concept',\n",
       "  'run',\n",
       "  'data',\n",
       "  'python',\n",
       "  'kernel',\n",
       "  'question',\n",
       "  'code',\n",
       "  'ontology'],\n",
       " ['simulation',\n",
       "  'model',\n",
       "  'climate',\n",
       "  'extreme',\n",
       "  'system',\n",
       "  'uncertainty',\n",
       "  'event',\n",
       "  'ct',\n",
       "  'black hole',\n",
       "  'multiscale'],\n",
       " ['data',\n",
       "  'research',\n",
       "  'process',\n",
       "  'time',\n",
       "  'analysis',\n",
       "  'learning',\n",
       "  'project',\n",
       "  'software',\n",
       "  'based',\n",
       "  'aim'],\n",
       " ['cosmic',\n",
       "  'cosmic web',\n",
       "  'temperature',\n",
       "  'knime',\n",
       "  'web',\n",
       "  'node',\n",
       "  'shape',\n",
       "  'container',\n",
       "  'text mining',\n",
       "  'north sea'],\n",
       " ['tweet',\n",
       "  'equivalence',\n",
       "  'composition',\n",
       "  'building',\n",
       "  'automated',\n",
       "  'onto',\n",
       "  'disc',\n",
       "  'urban',\n",
       "  'measuring',\n",
       "  'complexity']]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "15a68358",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cluster, multimedia, transparent',\n",
       " 'galaxy, mass assembly, galaxy mass',\n",
       " 'sleep, accelerometer, hydrogen',\n",
       " 'protein, neural network, neural',\n",
       " 'github, com, calibration',\n",
       " 'diffraction, serial, interface',\n",
       " 'dynamic, fast, family',\n",
       " 'mimetic, spectral, dot',\n",
       " 'data, tool, project',\n",
       " 'inf, inf inf, sup',\n",
       " 'interface, file, concept',\n",
       " 'simulation, model, climate',\n",
       " 'data, research, process',\n",
       " 'cosmic, cosmic web, temperature',\n",
       " 'tweet, equivalence, composition']"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_strings = []\n",
    "for t in topics:\n",
    "        topic_strings.append(t[0]+', '+t[1]+', '+t[2])\n",
    "topic_strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "d535c101",
   "metadata": {},
   "outputs": [
    {
     "data": {
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