jupyter-dataset-tests.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "from glob import glob\n",
    "from os import path\n",
    "\n",
    "from constants import ROOT_PATH\n",
    "from args import parse_and_get_args\n",
    "args = parse_and_get_args()",
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading folders for partition \n",
      "Done, 1 folders loaded!\n"
     ]
    }
   ],
   "source": [
    "args.read_folder = '/data/original' # 'folder to read conversations'\n",
    "args.partition = ''  # 'train', 'test', 'val'\n",
    "\n",
    "# read data and create csqa data dict\n",
    "# dict: partition -> folder -> file -> conversation\n",
    "csqa_files = glob(f'{ROOT_PATH}{args.read_folder}/{args.partition}/*/*.json')\n",
    "csqa_data = {}\n",
    "print(f'Reading folders for partition {args.partition}')\n",
    "for pth in csqa_files:\n",
    "    pth = path.normpath(pth)\n",
    "    folder = pth.rsplit('\\\\', 1)[0].rsplit('\\\\', 1)[-1]\n",
    "    file = pth.rsplit('\\\\', 1)[-1]\n",
    "    if folder not in csqa_data:\n",
    "        csqa_data[folder] = {}\n",
    "\n",
    "    with open(pth) as json_file:\n",
    "        csqa_data[folder][file] = json.load(json_file)\n",
    "print(f'Done, {len(csqa_data)} folders loaded!')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "USER: {'ques_type_id': 1, 'question-type': 'Simple Question (Direct)', 'description': 'Simple Question', 'entities_in_utterance': ['Q12122755'], 'relations': ['P495'], 'type_list': ['Q15617994'], 'speaker': 'USER', 'utterance': 'Which administrative territory is the country of origin of Frank and Jesse ?'}\n",
      "SYSTEM: {'all_entities': ['Q30'], 'speaker': 'SYSTEM', 'entities_in_utterance': ['Q30'], 'utterance': 'United States of America', 'active_set': ['(Q12122755,P495,c(Q15617994))']}\n"
     ]
    }
   ],
   "source": [
    "print(f\"USER: {csqa_data['QA_0']['QA_0.json'][0]}\")\n",
    "print(f\"SYSTEM: {csqa_data['QA_0']['QA_0.json'][1]}\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "USER.question-type: Simple Question (Direct)\n",
      "USER.description: Simple Question\n",
      "SYSTEM.all_entities: ['Q30']\n",
      "SYSTEM.entities_in_utterance: ['Q30']\n"
     ]
    }
   ],
   "source": [
    "print(f\"USER.question-type: {csqa_data['QA_0']['QA_0.json'][0]['question-type']}\")\n",
    "print(f\"USER.description: {csqa_data['QA_0']['QA_0.json'][0]['description']}\")\n",
    "print(f\"SYSTEM.all_entities: {csqa_data['QA_0']['QA_0.json'][1]['all_entities']}\")\n",
    "print(f\"SYSTEM.entities_in_utterance: {csqa_data['QA_0']['QA_0.json'][1]['entities_in_utterance']}\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Statistics on number of Question descriptions"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading folders for partition \n",
      "Done, folders loaded! Found 10 unique question-types and 45 uniqe descriptions.\n"
     ]
    }
   ],
   "source": [
    "from collections import Counter\n",
    "\n",
    "args.read_folder = '/data/original' # 'folder to read conversations'\n",
    "args.partition = ''  # 'train', 'test', 'val'\n",
    "\n",
    "# read data and create csqa data dict\n",
    "# dict: partition -> folder -> file -> conversation\n",
    "data_folder = f'{ROOT_PATH}{args.read_folder}/{args.partition}'\n",
    "csqa_files = glob(f'{data_folder}/*/*.json')\n",
    "print(f'Reading folders for partition {args.partition}')\n",
    "\n",
    "d_qt_desc = dict()\n",
    "\n",
    "c_question_type = Counter()\n",
    "c_description = Counter()\n",
    "\n",
    "for pth in csqa_files:\n",
    "    pth = path.normpath(pth)\n",
    "    folder = pth.rsplit('\\\\', 1)[0].rsplit('\\\\', 1)[-1]\n",
    "    file = pth.rsplit('\\\\', 1)[-1]\n",
    "\n",
    "    with open(pth) as json_file:\n",
    "        data_list = json.load(json_file)\n",
    "\n",
    "    for entry in data_list:\n",
    "        if entry['speaker'] == 'SYSTEM':\n",
    "            continue\n",
    "\n",
    "        # entry['speaker'] == 'USER':\n",
    "        if entry['question-type'] not in d_qt_desc.keys():\n",
    "            d_qt_desc[entry['question-type']] = Counter()\n",
    "\n",
    "        c_question_type.update([entry['question-type']])\n",
    "        if 'description' in entry.keys():\n",
    "            c_description.update([entry['description']])\n",
    "            d_qt_desc[entry['question-type']].update([entry['description']])\n",
    "\n",
    "print(f'Done, folders loaded! Found {len(d_qt_desc.keys())} unique question-types and {len(c_description.keys())} uniqe descriptions.')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "outputs": [],
   "source": [
    "import pandas\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "df = pandas.DataFrame.from_dict(d_qt_desc)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "outputs": [],
   "source": [
    "df.to_csv(f'{data_folder}\\\\qt_desc_contingency.csv')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:>"
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 0 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "df.plot(kind=\"bar\", stacked=True, legend=True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "outputs": [],
   "source": [
    "fig.savefig(f'{data_folder}\\\\qt_desc_contingency.pdf')\n",
    "fig.savefig(f'{data_folder}\\\\qt_desc_contingency.png', dpi=200)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "outputs": [
    {
     "data": {
      "text/plain": "Counter({'Simple Question (Direct)': 386,\n         'Simple Question (Coreferenced)': 241,\n         'Verification (Boolean) (All)': 116,\n         'Logical Reasoning (All)': 97,\n         'Quantitative Reasoning (Count) (All)': 140,\n         'Comparative Reasoning (All)': 91,\n         'Clarification': 79,\n         'Quantitative Reasoning (All)': 65,\n         'Comparative Reasoning (Count) (All)': 76,\n         'Simple Question (Ellipsis)': 47})"
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(c_question_type)\n",
    "print(c_description)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'Simple Question|Single Entity': 243, 'Simple Question': 124, 'Simple Question|Mult. Entity|Indirect': 19})\n",
      "Counter({'Simple Question|Single Entity|Indirect': 176, 'Simple Question|Mult. Entity': 19})\n",
      "Counter({'only subject is changed, parent and predicate remains same': 40, 'Incomplete|object parent is changed, subject and predicate remain same': 7})\n"
     ]
    }
   ],
   "source": [
    "print(d_qt_desc['Simple Question (Direct)'])\n",
    "print(d_qt_desc['Simple Question (Coreferenced)'])\n",
    "print(d_qt_desc['Simple Question (Ellipsis)'])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Testing the CSQADataset class"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b4e0160a",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from dataset import CSQADataset\n",
    "# load data\n",
    "dataset = CSQADataset()\n",
    "vocabs = dataset.get_vocabs()\n",
    "# train_data, val_data, _ = dataset.get_data()\n",
    "# train_helper, val_helper, _ = dataset.get_data_helper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8d97886f",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25\n",
      "Counter({'type': 38020, 'relation': 35313, 'entity': 29931, 'filter_type': 22179, 'find': 20257, 'find_reverse': 8268, 'count': 6556, 'union': 4857, 'find_reverse_tuple_counts': 3881, 'find_tuple_counts': 2907, 'is_in': 2440, 'value': 1357, 'intersection': 1343, 'approx': 1169, 'filter_multi_types': 1132, 'less': 1054, 'prev_answer': 1034, 'greater': 931, 'argmax': 348, 'argmin': 316, 'atmost': 303, 'atleast': 299, 'equal': 241, 'difference': 57, 'insert': 1})\n"
     ]
    }
   ],
   "source": [
    "print(len(vocabs['logical_form'].freqs))\n",
    "print(vocabs['logical_form'].freqs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "50adb999",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'O': 522594,\n",
       "         'B-Q838948': 2707,\n",
       "         'I-Q838948': 8644,\n",
       "         'B-Q15617994': 8427,\n",
       "         'I-Q15617994': 10103,\n",
       "         'B-Q2221906': 336,\n",
       "         'I-Q2221906': 307,\n",
       "         'B-Q18608583': 98,\n",
       "         'I-Q18608583': 334,\n",
       "         'B-Q502895': 22447,\n",
       "         'I-Q502895': 73452,\n",
       "         'B-Q6619679': 205,\n",
       "         'I-Q6619679': 479,\n",
       "         'B-Q290': 1160,\n",
       "         'B-Q56061': 4319,\n",
       "         'B-Q62447': 109,\n",
       "         'I-Q62447': 417,\n",
       "         'B-Q18142': 56,\n",
       "         'I-Q18142': 165,\n",
       "         'B-Q43229': 794,\n",
       "         'I-Q43229': 2517,\n",
       "         'I-Q56061': 5270,\n",
       "         'B-Q349': 844,\n",
       "         'I-Q349': 777,\n",
       "         'B-Q1076486': 140,\n",
       "         'I-Q1076486': 460,\n",
       "         'B-Q12737077': 3141,\n",
       "         'I-Q12737077': 5797,\n",
       "         'B-Q2342494': 457,\n",
       "         'I-Q2342494': 2683,\n",
       "         'B-Q34770': 1020,\n",
       "         'B-Q34379': 945,\n",
       "         'B-Q201658': 97,\n",
       "         'I-Q201658': 325,\n",
       "         'B-Q12973014': 424,\n",
       "         'I-Q12973014': 1406,\n",
       "         'B-Q811979': 297,\n",
       "         'I-Q811979': 1006,\n",
       "         'B-Q80071': 15,\n",
       "         'I-Q80071': 36,\n",
       "         'B-Q82799': 608,\n",
       "         'B-Q874405': 274,\n",
       "         'I-Q874405': 833,\n",
       "         'B-Q9332': 35,\n",
       "         'I-Q9332': 25,\n",
       "         'B-Q1931388': 51,\n",
       "         'I-Q1931388': 51,\n",
       "         'B-Q166142': 460,\n",
       "         'I-Q166142': 1706,\n",
       "         'B-Q223393': 54,\n",
       "         'I-Q223393': 206,\n",
       "         'B-Q15275719': 214,\n",
       "         'I-Q15275719': 677,\n",
       "         'B-Q515': 689,\n",
       "         'I-Q515': 670,\n",
       "         'I-Q34379': 1315,\n",
       "         'B-Q16510064': 96,\n",
       "         'I-Q16510064': 800,\n",
       "         'B-Q13220204': 299,\n",
       "         'I-Q13220204': 785,\n",
       "         'I-Q82799': 931,\n",
       "         'B-Q15961987': 67,\n",
       "         'I-Q15961987': 209,\n",
       "         'B-Q386724': 207,\n",
       "         'I-Q386724': 846,\n",
       "         'B-Q1496967': 149,\n",
       "         'B-Q17444909': 38,\n",
       "         'I-Q17444909': 160,\n",
       "         'B-Q1792379': 193,\n",
       "         'I-Q1792379': 324,\n",
       "         'B-Q1048835': 2997,\n",
       "         'I-Q1048835': 3969,\n",
       "         'B-Q2235308': 451,\n",
       "         'I-Q2235308': 1067,\n",
       "         'I-Q34770': 664,\n",
       "         'B-Q484652': 163,\n",
       "         'I-Q484652': 561,\n",
       "         'B-NA': 543,\n",
       "         'B-Q3305213': 149,\n",
       "         'I-Q3305213': 757,\n",
       "         'I-NA': 2469,\n",
       "         'B-Q699405': 6,\n",
       "         'B-Q15198957': 3,\n",
       "         'B-Q355304': 213,\n",
       "         'I-Q355304': 419,\n",
       "         'B-Q198': 163,\n",
       "         'I-Q198': 405,\n",
       "         'B-Q21191019': 1,\n",
       "         'I-Q21191019': 6,\n",
       "         'B-Q2424752': 58,\n",
       "         'I-Q2424752': 190,\n",
       "         'B-Q20027953': 2,\n",
       "         'I-Q20027953': 8,\n",
       "         'B-Q11028': 16,\n",
       "         'I-Q11028': 83,\n",
       "         'B-Q2031291': 222,\n",
       "         'I-Q2031291': 675,\n",
       "         'B-Q2088357': 232,\n",
       "         'I-Q2088357': 522,\n",
       "         'B-Q8142': 37,\n",
       "         'I-Q8142': 69,\n",
       "         'B-Q34442': 229,\n",
       "         'I-Q34442': 914,\n",
       "         'B-Q15416': 427,\n",
       "         'I-Q15416': 1379,\n",
       "         'B-Q181394': 2655,\n",
       "         'I-Q181394': 27307,\n",
       "         'B-Q16521': 355,\n",
       "         'I-Q16521': 1601,\n",
       "         'B-Q863908': 1092,\n",
       "         'I-Q863908': 7825,\n",
       "         'B-Q15989253': 251,\n",
       "         'I-Q15989253': 558,\n",
       "         'B-Q8386': 332,\n",
       "         'I-Q8386': 1104,\n",
       "         'B-Q2057971': 367,\n",
       "         'I-Q2057971': 1234,\n",
       "         'B-Q3343211': 42,\n",
       "         'I-Q3343211': 90,\n",
       "         'B-Q451967': 8,\n",
       "         'I-Q451967': 22,\n",
       "         'B-Q484692': 55,\n",
       "         'I-Q484692': 284,\n",
       "         'B-Q14660': 132,\n",
       "         'I-Q14660': 387,\n",
       "         'B-Q27643250': 2,\n",
       "         'I-Q27643250': 2,\n",
       "         'B-Q8205328': 2,\n",
       "         'I-Q8205328': 2,\n",
       "         'B-Q811430': 76,\n",
       "         'I-Q811430': 205,\n",
       "         'B-Q13226383': 11,\n",
       "         'I-Q13226383': 77,\n",
       "         'B-Q618779': 512,\n",
       "         'I-Q618779': 2887,\n",
       "         'B-Q5119': 27,\n",
       "         'B-Q7210356': 414,\n",
       "         'I-Q7210356': 921,\n",
       "         'B-Q14524493': 153,\n",
       "         'I-Q14524493': 403,\n",
       "         'B-Q1307214': 12,\n",
       "         'B-Q176799': 3,\n",
       "         'I-Q176799': 9,\n",
       "         'B-Q483394': 55,\n",
       "         'B-Q1203472': 11,\n",
       "         'I-Q1203472': 78,\n",
       "         'B-Q4220917': 126,\n",
       "         'I-Q4220917': 781,\n",
       "         'B-Q483110': 35,\n",
       "         'I-Q483110': 130,\n",
       "         'B-Q1194951': 228,\n",
       "         'I-Q1194951': 785,\n",
       "         'B-Q268592': 32,\n",
       "         'I-Q268592': 40,\n",
       "         'B-Q994895': 2,\n",
       "         'I-Q994895': 6,\n",
       "         'B-Q19833031': 6,\n",
       "         'I-Q19833031': 18,\n",
       "         'B-Q15709879': 25,\n",
       "         'I-Q15709879': 113,\n",
       "         'B-Q31629': 185,\n",
       "         'I-Q31629': 620,\n",
       "         'B-Q7275': 335,\n",
       "         'I-Q7275': 754,\n",
       "         'B-Q16979650': 4,\n",
       "         'I-Q16979650': 18,\n",
       "         'B-Q3024240': 50,\n",
       "         'I-Q3024240': 71,\n",
       "         'B-Q188451': 3,\n",
       "         'I-Q188451': 4,\n",
       "         'B-Q8063': 10,\n",
       "         'B-Q2626870': 12,\n",
       "         'B-Q5962346': 358,\n",
       "         'I-Q5962346': 1103,\n",
       "         'B-Q9779': 41,\n",
       "         'I-Q9779': 74,\n",
       "         'B-Q340169': 98,\n",
       "         'B-Q17372500': 2,\n",
       "         'I-Q17372500': 12,\n",
       "         'B-Q1752346': 61,\n",
       "         'I-Q1752346': 164,\n",
       "         'B-Q879146': 64,\n",
       "         'I-Q879146': 140,\n",
       "         'B-Q7278': 135,\n",
       "         'I-Q7278': 498,\n",
       "         'B-Q820655': 19,\n",
       "         'I-Q820655': 65,\n",
       "         'B-Q131569': 9,\n",
       "         'I-Q131569': 25,\n",
       "         'B-Q571': 74,\n",
       "         'I-Q571': 509,\n",
       "         'B-Q3947': 31,\n",
       "         'I-Q3947': 87,\n",
       "         'B-Q6979593': 58,\n",
       "         'I-Q6979593': 375,\n",
       "         'B-Q1075': 56,\n",
       "         'I-Q1075': 82,\n",
       "         'B-Q7725634': 66,\n",
       "         'I-Q7725634': 241,\n",
       "         'B-Q18340514': 7,\n",
       "         'I-Q18340514': 33,\n",
       "         'B-Q41176': 100,\n",
       "         'I-Q41176': 431,\n",
       "         'B-Q4830453': 174,\n",
       "         'I-Q4830453': 455,\n",
       "         'B-Q33506': 46,\n",
       "         'I-Q33506': 182,\n",
       "         'B-Q163740': 208,\n",
       "         'I-Q163740': 394,\n",
       "         'B-Q193622': 11,\n",
       "         'I-Q193622': 33,\n",
       "         'B-Q40231': 13,\n",
       "         'I-Q40231': 56,\n",
       "         'B-Q2312410': 32,\n",
       "         'I-Q2312410': 182,\n",
       "         'B-Q486972': 306,\n",
       "         'I-Q486972': 654,\n",
       "         'B-Q3918': 134,\n",
       "         'I-Q3918': 409,\n",
       "         'B-Q17335294': 122,\n",
       "         'I-Q17335294': 688,\n",
       "         'B-Q2668072': 57,\n",
       "         'I-Q2668072': 187,\n",
       "         'B-Q2996394': 94,\n",
       "         'I-Q2996394': 475,\n",
       "         'B-Q12136': 48,\n",
       "         'I-Q12136': 138,\n",
       "         'B-Q631147': 218,\n",
       "         'I-Q631147': 2607,\n",
       "         'B-Q234460': 15,\n",
       "         'B-Q82794': 36,\n",
       "         'I-Q82794': 79,\n",
       "         'B-Q484298': 3,\n",
       "         'I-Q484298': 9,\n",
       "         'B-Q1057': 130,\n",
       "         'I-Q1057': 782,\n",
       "         'B-Q44424': 107,\n",
       "         'I-Q44424': 237,\n",
       "         'B-Q5058355': 362,\n",
       "         'I-Q5058355': 1355,\n",
       "         'B-Q223557': 37,\n",
       "         'I-Q223557': 59,\n",
       "         'B-Q215380': 33,\n",
       "         'I-Q215380': 61,\n",
       "         'B-Q847017': 66,\n",
       "         'I-Q847017': 261,\n",
       "         'B-Q265662': 7,\n",
       "         'I-Q265662': 8,\n",
       "         'B-Q21114848': 15,\n",
       "         'I-Q21114848': 70,\n",
       "         'B-Q159334': 23,\n",
       "         'I-Q159334': 89,\n",
       "         'B-Q95074': 92,\n",
       "         'I-Q95074': 184,\n",
       "         'B-Q15619164': 215,\n",
       "         'I-Q15619164': 461,\n",
       "         'B-Q151885': 401,\n",
       "         'I-Q151885': 687,\n",
       "         'B-Q19953632': 1,\n",
       "         'I-Q19953632': 1,\n",
       "         'B-Q2245405': 23,\n",
       "         'I-Q2245405': 36,\n",
       "         'B-Q2472587': 47,\n",
       "         'I-Q2472587': 48,\n",
       "         'B-Q208674': 2,\n",
       "         'I-Q208674': 4,\n",
       "         'I-Q483394': 74,\n",
       "         'B-Q19335303': 24,\n",
       "         'I-Q19335303': 111,\n",
       "         'B-Q58778': 14,\n",
       "         'B-Q8436': 25,\n",
       "         'I-Q8436': 88,\n",
       "         'B-Q3914': 43,\n",
       "         'I-Q3914': 161,\n",
       "         'B-Q1269299': 63,\n",
       "         'I-Q1269299': 110,\n",
       "         'B-Q740752': 16,\n",
       "         'I-Q740752': 37,\n",
       "         'B-Q1914636': 78,\n",
       "         'I-Q1914636': 92,\n",
       "         'B-Q83620': 97,\n",
       "         'I-Q83620': 420,\n",
       "         'B-Q1047113': 119,\n",
       "         'I-Q1047113': 174,\n",
       "         'B-Q178706': 12,\n",
       "         'I-Q178706': 37,\n",
       "         'B-Q2003221': 18,\n",
       "         'I-Q2003221': 135,\n",
       "         'B-Q7257': 20,\n",
       "         'I-Q7257': 39,\n",
       "         'B-Q16970': 23,\n",
       "         'I-Q16970': 79,\n",
       "         'B-Q852446': 120,\n",
       "         'B-Q20667921': 985,\n",
       "         'I-Q20667921': 3388,\n",
       "         'B-Q4989906': 2,\n",
       "         'I-Q4989906': 20,\n",
       "         'B-Q781132': 122,\n",
       "         'I-Q781132': 214,\n",
       "         'B-Q1267889': 12,\n",
       "         'I-Q1267889': 18,\n",
       "         'B-Q4189293': 35,\n",
       "         'I-Q4189293': 45,\n",
       "         'B-Q5127848': 5,\n",
       "         'I-Q5127848': 10,\n",
       "         'B-Q3412758': 45,\n",
       "         'I-Q3412758': 153,\n",
       "         'B-Q28640': 245,\n",
       "         'I-Q28640': 324,\n",
       "         'B-Q1077784': 7,\n",
       "         'I-Q1077784': 14,\n",
       "         'B-Q241317': 8,\n",
       "         'B-Q3895768': 15,\n",
       "         'I-Q3895768': 33,\n",
       "         'B-Q13406554': 81,\n",
       "         'I-Q13406554': 410,\n",
       "         'B-Q49773': 3,\n",
       "         'I-Q49773': 4,\n",
       "         'B-Q15061650': 7,\n",
       "         'I-Q15061650': 16,\n",
       "         'B-Q895526': 28,\n",
       "         'I-Q895526': 133,\n",
       "         'B-Q2607197': 2,\n",
       "         'I-Q2607197': 2,\n",
       "         'B-Q56139': 4,\n",
       "         'I-Q56139': 10,\n",
       "         'B-Q414147': 2,\n",
       "         'I-Q414147': 24,\n",
       "         'B-Q7946': 25,\n",
       "         'I-Q7946': 72,\n",
       "         'B-Q13406463': 40,\n",
       "         'I-Q13406463': 81,\n",
       "         'B-Q478798': 1,\n",
       "         'I-Q478798': 1,\n",
       "         'I-Q852446': 72,\n",
       "         'B-Q1244442': 17,\n",
       "         'I-Q1244442': 27,\n",
       "         'B-Q732577': 39,\n",
       "         'I-Q732577': 631,\n",
       "         'B-Q82042': 9,\n",
       "         'I-Q82042': 2,\n",
       "         'B-Q1190554': 231,\n",
       "         'B-Q2712963': 25,\n",
       "         'I-Q2712963': 85,\n",
       "         'B-Q901718': 1,\n",
       "         'I-Q901718': 1,\n",
       "         'B-Q13403102': 1,\n",
       "         'I-Q13403102': 8,\n",
       "         'I-Q1190554': 626,\n",
       "         'B-Q3249551': 81,\n",
       "         'I-Q3249551': 164,\n",
       "         'B-Q23010327': 2,\n",
       "         'I-Q23010327': 2,\n",
       "         'B-Q207628': 3,\n",
       "         'I-Q207628': 7,\n",
       "         'B-Q39614': 26,\n",
       "         'I-Q39614': 95,\n",
       "         'B-Q2695280': 123,\n",
       "         'I-Q2695280': 136,\n",
       "         'B-Q1616075': 6,\n",
       "         'I-Q1616075': 12,\n",
       "         'B-Q7743': 3,\n",
       "         'I-Q7743': 10,\n",
       "         'B-Q8513': 1,\n",
       "         'I-Q8513': 2,\n",
       "         'B-Q103817': 2,\n",
       "         'I-Q103817': 6,\n",
       "         'B-Q191067': 47,\n",
       "         'I-Q191067': 397,\n",
       "         'B-Q1499496': 13,\n",
       "         'I-Q1499496': 52,\n",
       "         'B-Q15259995': 6,\n",
       "         'I-Q15259995': 36,\n",
       "         'B-Q1137468': 1,\n",
       "         'I-Q1137468': 1,\n",
       "         'B-Q271669': 80,\n",
       "         'I-Q271669': 127,\n",
       "         'B-Q44539': 54,\n",
       "         'I-Q44539': 222,\n",
       "         'B-Q2001982': 50,\n",
       "         'I-Q2001982': 92,\n",
       "         'B-Q11173': 6,\n",
       "         'I-Q11173': 23,\n",
       "         'I-Q340169': 434,\n",
       "         'B-Q618123': 52,\n",
       "         'I-Q618123': 258,\n",
       "         'B-Q350604': 129,\n",
       "         'I-Q350604': 361,\n",
       "         'B-Q375336': 6,\n",
       "         'I-Q375336': 8,\n",
       "         'B-Q2001305': 4,\n",
       "         'I-Q2001305': 7,\n",
       "         'B-Q965478': 2,\n",
       "         'I-Q965478': 6,\n",
       "         'B-Q31855': 2,\n",
       "         'I-Q31855': 9,\n",
       "         'B-Q13539802': 17,\n",
       "         'I-Q13539802': 35,\n",
       "         'B-Q1076105': 12,\n",
       "         'I-Q1076105': 50,\n",
       "         'B-Q676202': 56,\n",
       "         'I-Q676202': 81,\n",
       "         'B-Q186081': 45,\n",
       "         'I-Q186081': 64,\n",
       "         'B-Q2576663': 5,\n",
       "         'I-Q2576663': 25,\n",
       "         'B-Q1183543': 12,\n",
       "         'I-Q1183543': 20,\n",
       "         'B-Q865588': 8,\n",
       "         'I-Q865588': 28,\n",
       "         'B-Q21073024': 1,\n",
       "         'I-Q21073024': 2,\n",
       "         'I-Q241317': 5,\n",
       "         'B-Q5569988': 7,\n",
       "         'I-Q5569988': 27,\n",
       "         'B-Q1875621': 26,\n",
       "         'I-Q1875621': 135,\n",
       "         'B-Q7991': 1,\n",
       "         'I-Q7991': 1,\n",
       "         'B-Q846882': 2,\n",
       "         'I-Q846882': 18,\n",
       "         'B-Q21711025': 4,\n",
       "         'I-Q21711025': 11,\n",
       "         'B-Q11204': 62,\n",
       "         'I-Q11204': 198,\n",
       "         'B-Q1478437': 29,\n",
       "         'I-Q1478437': 132,\n",
       "         'B-Q3084961': 48,\n",
       "         'I-Q3084961': 107,\n",
       "         'B-Q79529': 134,\n",
       "         'I-Q79529': 358,\n",
       "         'B-Q334453': 154,\n",
       "         'I-Q334453': 287,\n",
       "         'B-Q336': 13,\n",
       "         'B-Q3839081': 42,\n",
       "         'I-Q3839081': 155,\n",
       "         'B-Q483247': 5,\n",
       "         'I-Q234460': 40,\n",
       "         'B-Q930933': 15,\n",
       "         'I-Q930933': 53,\n",
       "         'B-Q15850590': 29,\n",
       "         'I-Q15850590': 121,\n",
       "         'B-Q18536594': 5,\n",
       "         'I-Q18536594': 50,\n",
       "         'B-Q1656682': 5,\n",
       "         'B-Q2385804': 48,\n",
       "         'I-Q2385804': 206,\n",
       "         'I-Q5119': 13,\n",
       "         'B-Q628179': 4,\n",
       "         'I-Q628179': 7,\n",
       "         'B-Q853614': 4,\n",
       "         'B-Q939954': 10,\n",
       "         'I-Q939954': 10,\n",
       "         'B-Q24017414': 2,\n",
       "         'I-Q24017414': 6,\n",
       "         'B-Q49447': 6,\n",
       "         'I-Q49447': 6,\n",
       "         'B-Q573': 18,\n",
       "         'I-Q573': 44,\n",
       "         'B-Q2089229': 5,\n",
       "         'B-Q16889133': 35,\n",
       "         'B-Q8434': 3,\n",
       "         'B-Q482994': 30,\n",
       "         'I-Q482994': 148,\n",
       "         'B-Q5398426': 71,\n",
       "         'I-Q5398426': 307,\n",
       "         'B-Q8171': 5,\n",
       "         'I-Q8171': 9,\n",
       "         'B-Q211364': 2,\n",
       "         'I-Q211364': 6,\n",
       "         'B-Q7397': 53,\n",
       "         'I-Q7397': 76,\n",
       "         'B-Q68': 7,\n",
       "         'I-Q68': 24,\n",
       "         'B-Q1788716': 20,\n",
       "         'I-Q1788716': 202,\n",
       "         'B-Q350945': 2,\n",
       "         'I-Q350945': 2,\n",
       "         'B-Q49848': 4,\n",
       "         'I-Q49848': 40,\n",
       "         'B-Q192350': 20,\n",
       "         'I-Q192350': 83,\n",
       "         'B-Q8192': 28,\n",
       "         'I-Q8192': 86,\n",
       "         'B-Q18328106': 8,\n",
       "         'I-Q18328106': 87,\n",
       "         'B-Q277759': 5,\n",
       "         'I-Q277759': 10,\n",
       "         'B-Q1150070': 1,\n",
       "         'B-Q4164871': 15,\n",
       "         'I-Q4164871': 21,\n",
       "         'B-Q877631': 3,\n",
       "         'I-Q877631': 15,\n",
       "         'B-Q123705': 15,\n",
       "         'B-Q15324': 45,\n",
       "         'I-Q15324': 99,\n",
       "         'B-Q4894405': 10,\n",
       "         'I-Q4894405': 78,\n",
       "         'B-Q15091377': 14,\n",
       "         'I-Q15091377': 51,\n",
       "         'B-Q1079023': 4,\n",
       "         'I-Q1079023': 19,\n",
       "         'B-Q19361238': 12,\n",
       "         'I-Q19361238': 18,\n",
       "         'I-Q1496967': 13,\n",
       "         'B-Q914262': 38,\n",
       "         'I-Q914262': 111,\n",
       "         'B-Q15700808': 39,\n",
       "         'I-Q15700808': 63,\n",
       "         'B-Q22687': 3,\n",
       "         'I-Q22687': 8,\n",
       "         'B-Q878123': 15,\n",
       "         'I-Q878123': 86,\n",
       "         'B-Q178561': 12,\n",
       "         'I-Q178561': 46,\n",
       "         'B-Q11060274': 70,\n",
       "         'I-Q11060274': 394,\n",
       "         'B-Q11024': 7,\n",
       "         'I-Q11024': 6,\n",
       "         'I-Q16889133': 29,\n",
       "         'B-Q13417114': 20,\n",
       "         'I-Q13417114': 65,\n",
       "         'B-Q11424': 73,\n",
       "         'I-Q11424': 195,\n",
       "         'B-Q3700011': 14,\n",
       "         'I-Q3700011': 44,\n",
       "         'B-Q1441305': 11,\n",
       "         'I-Q1441305': 22,\n",
       "         'B-Q811704': 10,\n",
       "         'I-Q811704': 38,\n",
       "         'B-Q34394': 2,\n",
       "         'I-Q34394': 4,\n",
       "         'B-Q45948': 2,\n",
       "         'I-Q45948': 8,\n",
       "         'B-Q1001378': 89,\n",
       "         'I-Q1001378': 291,\n",
       "         'B-Q375928': 4,\n",
       "         'I-Q375928': 18,\n",
       "         'B-Q1002697': 20,\n",
       "         'I-Q1002697': 54,\n",
       "         'B-Q48204': 23,\n",
       "         'I-Q48204': 95,\n",
       "         'B-Q183366': 17,\n",
       "         'B-Q14911880': 2,\n",
       "         'I-Q14911880': 4,\n",
       "         'B-Q180684': 11,\n",
       "         'I-Q180684': 26,\n",
       "         'B-Q11862829': 15,\n",
       "         'I-Q11862829': 25,\n",
       "         'B-Q766570': 9,\n",
       "         'I-Q766570': 16,\n",
       "         'B-Q207320': 1,\n",
       "         'I-Q207320': 3,\n",
       "         'B-Q841509': 2,\n",
       "         'I-Q841509': 6,\n",
       "         'B-Q2198855': 36,\n",
       "         'I-Q2198855': 61,\n",
       "         'B-Q16887380': 3,\n",
       "         'I-Q16887380': 12,\n",
       "         'B-Q55488': 72,\n",
       "         'I-Q55488': 255,\n",
       "         'B-Q728937': 21,\n",
       "         'I-Q728937': 72,\n",
       "         'B-Q15056995': 1,\n",
       "         'I-Q15056995': 3,\n",
       "         'B-Q11348': 1,\n",
       "         'I-Q11348': 3,\n",
       "         'B-Q623109': 11,\n",
       "         'I-Q623109': 38,\n",
       "         'B-Q937228': 2,\n",
       "         'I-Q937228': 6,\n",
       "         'B-Q640506': 4,\n",
       "         'I-Q640506': 22,\n",
       "         'B-Q22348500': 23,\n",
       "         'I-Q22348500': 134,\n",
       "         'B-Q1209283': 2,\n",
       "         'I-Q1209283': 8,\n",
       "         'B-Q8065': 4,\n",
       "         'I-Q8065': 11,\n",
       "         'I-Q58778': 32,\n",
       "         'B-Q5151': 7,\n",
       "         'B-Q102496': 1,\n",
       "         'I-Q102496': 1,\n",
       "         'B-Q42621': 2,\n",
       "         'I-Q42621': 4,\n",
       "         'B-Q1346006': 7,\n",
       "         'B-Q13414953': 9,\n",
       "         'I-Q13414953': 36,\n",
       "         'B-Q79007': 41,\n",
       "         'I-Q79007': 173,\n",
       "         'B-Q3977918': 1,\n",
       "         'I-Q3977918': 3,\n",
       "         'B-Q15707583': 48,\n",
       "         'I-Q15707583': 60,\n",
       "         'B-Q209824': 3,\n",
       "         'I-Q209824': 8,\n",
       "         'B-Q969090': 2,\n",
       "         'I-Q969090': 14,\n",
       "         'B-Q33742': 1,\n",
       "         'I-Q33742': 2,\n",
       "         'B-Q1530022': 12,\n",
       "         'I-Q1530022': 26,\n",
       "         'I-Q183366': 6,\n",
       "         'B-Q1292279': 47,\n",
       "         'I-Q1292279': 209,\n",
       "         'B-Q24293650': 8,\n",
       "         'I-Q24293650': 20,\n",
       "         'B-Q20830276': 2,\n",
       "         'I-Q20830276': 4,\n",
       "         'B-Q81163': 2,\n",
       "         'B-Q190': 1,\n",
       "         'I-Q190': 4,\n",
       "         'B-Q714737': 3,\n",
       "         'I-Q699405': 19,\n",
       "         'B-Q1110684': 1,\n",
       "         'I-Q1110684': 1,\n",
       "         'B-Q15900616': 119,\n",
       "         'I-Q15900616': 245,\n",
       "         'B-Q989255': 37,\n",
       "         'I-Q989255': 85,\n",
       "         'B-Q12280': 17,\n",
       "         'I-Q12280': 80,\n",
       "         'B-Q53463': 11,\n",
       "         'I-Q53463': 74,\n",
       "         'B-Q636497': 2,\n",
       "         'I-Q636497': 2,\n",
       "         'B-Q8502': 4,\n",
       "         'I-Q8502': 14,\n",
       "         'B-Q15966540': 2,\n",
       "         'I-Q15966540': 12,\n",
       "         'B-Q1935049': 15,\n",
       "         'I-Q1935049': 106,\n",
       "         'B-Q107425': 13,\n",
       "         'I-Q107425': 34,\n",
       "         'B-Q165363': 2,\n",
       "         'I-Q165363': 4,\n",
       "         'B-Q7269': 7,\n",
       "         'I-Q7269': 21,\n",
       "         'B-Q44377': 1,\n",
       "         'I-Q44377': 5,\n",
       "         'B-Q4677783': 2,\n",
       "         'I-Q4677783': 18,\n",
       "         'B-Q476300': 11,\n",
       "         'I-Q476300': 87,\n",
       "         'B-Q3241972': 3,\n",
       "         'I-Q3241972': 3,\n",
       "         'B-Q14204246': 9,\n",
       "         'I-Q14204246': 52,\n",
       "         'B-Q81103': 2,\n",
       "         'I-Q81103': 4,\n",
       "         'B-Q4818345': 3,\n",
       "         'I-Q4818345': 9,\n",
       "         'B-Q103632': 1,\n",
       "         'I-Q103632': 1,\n",
       "         'B-Q11436': 2,\n",
       "         'I-Q11436': 8,\n",
       "         'B-Q14514600': 3,\n",
       "         'I-Q14514600': 8,\n",
       "         'B-Q2065736': 14,\n",
       "         'I-Q2065736': 80,\n",
       "         'I-Q336': 12,\n",
       "         'B-Q1785271': 22,\n",
       "         'I-Q1785271': 88,\n",
       "         'B-Q35749': 2,\n",
       "         'I-Q35749': 9,\n",
       "         'B-Q355567': 4,\n",
       "         'I-Q355567': 4,\n",
       "         'B-Q6501447': 8,\n",
       "         'I-Q6501447': 18,\n",
       "         'B-Q131257': 7,\n",
       "         'I-Q131257': 9,\n",
       "         'B-Q42889': 1,\n",
       "         'B-Q877517': 2,\n",
       "         'I-Q877517': 4,\n",
       "         'B-Q1790144': 13,\n",
       "         'I-Q1790144': 11,\n",
       "         'B-Q17519152': 11,\n",
       "         'I-Q17519152': 10,\n",
       "         'B-Q337567': 29,\n",
       "         'I-Q337567': 79,\n",
       "         'B-Q23009459': 2,\n",
       "         'I-Q23009459': 4,\n",
       "         'B-Q1971694': 2,\n",
       "         'I-Q1971694': 12,\n",
       "         'B-Q601401': 2,\n",
       "         'I-Q601401': 6,\n",
       "         'I-Q123705': 24,\n",
       "         'B-Q46857': 2,\n",
       "         'I-Q46857': 3,\n",
       "         'B-Q36649': 12,\n",
       "         'I-Q36649': 42,\n",
       "         'B-Q15623926': 2,\n",
       "         'I-Q15623926': 4,\n",
       "         'B-Q796194': 2,\n",
       "         'I-Q796194': 4,\n",
       "         'B-Q19588327': 2,\n",
       "         'I-Q19588327': 4,\n",
       "         'I-Q1307214': 13,\n",
       "         'B-Q1376114': 10,\n",
       "         'I-Q1376114': 84,\n",
       "         'B-Q324257': 2,\n",
       "         'I-Q324257': 20,\n",
       "         'B-Q56019': 2,\n",
       "         'I-Q56019': 6,\n",
       "         'B-Q875538': 3,\n",
       "         'I-Q875538': 6,\n",
       "         'B-Q561068': 2,\n",
       "         'I-Q561068': 6,\n",
       "         'B-Q768855': 8,\n",
       "         'I-Q768855': 48,\n",
       "         'B-Q12757': 11,\n",
       "         'I-Q12757': 38,\n",
       "         'B-Q1668024': 2,\n",
       "         'B-Q35798': 12,\n",
       "         'I-Q35798': 52,\n",
       "         'B-Q204686': 2,\n",
       "         'I-Q204686': 2,\n",
       "         'B-Q855451': 1,\n",
       "         'I-Q855451': 1,\n",
       "         'I-Q290': 3,\n",
       "         'B-Q240854': 2,\n",
       "         'I-Q240854': 4,\n",
       "         'B-Q179049': 3,\n",
       "         'I-Q179049': 13,\n",
       "         'B-Q11032': 8,\n",
       "         'I-Q11032': 22,\n",
       "         'B-Q464980': 7,\n",
       "         'I-Q464980': 28,\n",
       "         'B-Q5589178': 12,\n",
       "         'I-Q5589178': 24,\n",
       "         'B-Q15304943': 2,\n",
       "         'I-Q15304943': 8,\n",
       "         'B-Q93288': 2,\n",
       "         'I-Q93288': 6,\n",
       "         'B-Q532': 11,\n",
       "         'B-Q7189713': 12,\n",
       "         'I-Q7189713': 25,\n",
       "         'B-Q3745054': 11,\n",
       "         'I-Q3745054': 11,\n",
       "         'B-Q476028': 6,\n",
       "         'I-Q476028': 19,\n",
       "         'B-Q799469': 31,\n",
       "         'I-Q799469': 228,\n",
       "         'B-Q317623': 15,\n",
       "         'I-Q317623': 192,\n",
       "         'B-Q101352': 3,\n",
       "         'B-Q22988604': 14,\n",
       "         'B-Q3769299': 6,\n",
       "         'B-Q19914147': 2,\n",
       "         'I-Q19914147': 8,\n",
       "         'B-Q849697': 2,\n",
       "         'I-Q849697': 2,\n",
       "         'B-Q1969448': 4,\n",
       "         'I-Q1969448': 6,\n",
       "         'B-Q159719': 3,\n",
       "         'I-Q159719': 15,\n",
       "         'B-Q11460': 2,\n",
       "         'I-Q11460': 6,\n",
       "         'B-Q28877': 1,\n",
       "         'I-Q28877': 1,\n",
       "         'B-Q22675021': 3,\n",
       "         'I-Q22675021': 6,\n",
       "         'I-Q532': 41,\n",
       "         'B-Q6631808': 5,\n",
       "         'I-Q6631808': 12,\n",
       "         'B-Q7188': 6,\n",
       "         'B-Q1231896': 1,\n",
       "         'I-Q1231896': 6,\n",
       "         'B-Q650276': 2,\n",
       "         'I-Q650276': 8,\n",
       "         'B-Q25295': 3,\n",
       "         'I-Q25295': 3,\n",
       "         'B-Q9135': 2,\n",
       "         'B-Q4972119': 4,\n",
       "         'I-Q4972119': 8,\n",
       "         'B-Q2061186': 2,\n",
       "         'I-Q2061186': 22,\n",
       "         'B-Q1637740': 2,\n",
       "         'I-Q1637740': 20,\n",
       "         'B-Q25570959': 2,\n",
       "         'I-Q25570959': 6,\n",
       "         'B-Q659563': 1,\n",
       "         'I-Q659563': 1,\n",
       "         'I-Q22988604': 26,\n",
       "         'B-Q877353': 3,\n",
       "         'I-Q877353': 15,\n",
       "         'B-Q4373292': 4,\n",
       "         'B-Q6999': 4,\n",
       "         'I-Q6999': 4,\n",
       "         'B-Q1989278': 1,\n",
       "         'I-Q1989278': 8,\n",
       "         'B-Q24016972': 5,\n",
       "         'I-Q24016972': 23,\n",
       "         'B-Q334166': 4,\n",
       "         'I-Q334166': 8,\n",
       "         'B-Q7748': 1,\n",
       "         'I-Q7748': 1,\n",
       "         'B-Q212434': 2,\n",
       "         'I-Q212434': 3,\n",
       "         'B-Q2074737': 2,\n",
       "         'I-Q2074737': 4,\n",
       "         'B-Q14795564': 4,\n",
       "         'I-Q14795564': 12,\n",
       "         'B-Q328539': 1,\n",
       "         'I-Q328539': 7,\n",
       "         'B-Q18643369': 7,\n",
       "         'I-Q18643369': 58,\n",
       "         'B-Q3516658': 9,\n",
       "         'I-Q3516658': 8,\n",
       "         'I-Q483247': 3,\n",
       "         'B-Q22698': 7,\n",
       "         'I-Q22698': 21,\n",
       "         'B-Q473972': 13,\n",
       "         'I-Q473972': 56,\n",
       "         'B-Q559026': 1,\n",
       "         'I-Q559026': 6,\n",
       "         'B-Q735': 5,\n",
       "         'B-Q1497375': 3,\n",
       "         'I-Q1497375': 11,\n",
       "         'B-Q39546': 2,\n",
       "         'B-Q214609': 14,\n",
       "         'I-Q214609': 7,\n",
       "         'B-Q3565782': 7,\n",
       "         'I-Q3565782': 31,\n",
       "         'B-Q11435': 1,\n",
       "         'I-Q11435': 3,\n",
       "         'B-Q4022': 2,\n",
       "         'I-Q4022': 8,\n",
       "         'B-Q18123741': 4,\n",
       "         'I-Q18123741': 4,\n",
       "         'B-Q44613': 2,\n",
       "         'I-Q44613': 10,\n",
       "         'B-Q32880': 1,\n",
       "         'I-Q32880': 3,\n",
       "         'B-Q192611': 8,\n",
       "         'I-Q192611': 21,\n",
       "         'B-Q169336': 2,\n",
       "         'I-Q169336': 6,\n",
       "         'B-Q161439': 2,\n",
       "         'B-Q23719064': 7,\n",
       "         'I-Q23719064': 27,\n",
       "         'B-Q629206': 16,\n",
       "         'I-Q629206': 20,\n",
       "         'B-Q20011319': 1,\n",
       "         'I-Q20011319': 4,\n",
       "         'B-Q1267829': 7,\n",
       "         'I-Q1267829': 57,\n",
       "         'B-Q130901': 1,\n",
       "         'I-Q130901': 1,\n",
       "         'B-Q216353': 5,\n",
       "         'I-Q216353': 32,\n",
       "         'B-Q2684591': 1,\n",
       "         'I-Q2684591': 2,\n",
       "         'B-Q3976655': 3,\n",
       "         'I-Q3976655': 7,\n",
       "         'B-Q17444171': 1,\n",
       "         'I-Q17444171': 4,\n",
       "         'B-Q12323': 4,\n",
       "         'I-Q12323': 20,\n",
       "         'B-Q3965846': 1,\n",
       "         'I-Q3965846': 3,\n",
       "         'B-Q79913': 15,\n",
       "         'I-Q79913': 41,\n",
       "         'B-Q3943414': 5,\n",
       "         'I-Q3943414': 27,\n",
       "         'B-Q14934048': 1,\n",
       "         'I-Q14934048': 1,\n",
       "         'B-Q1816200': 1,\n",
       "         'I-Q1816200': 4,\n",
       "         'B-Q161243': 4,\n",
       "         'I-Q161243': 8,\n",
       "         'B-Q831663': 2,\n",
       "         'I-Q831663': 6,\n",
       "         'B-Q189533': 2,\n",
       "         'I-Q189533': 10,\n",
       "         'B-Q6055843': 4,\n",
       "         'I-Q6055843': 4,\n",
       "         'B-Q5447188': 2,\n",
       "         'B-Q18328097': 2,\n",
       "         'I-Q18328097': 6,\n",
       "         'I-Q853614': 6,\n",
       "         'B-Q40244': 2,\n",
       "         'I-Q40244': 6,\n",
       "         'B-Q28108': 1,\n",
       "         'I-Q28108': 2,\n",
       "         'B-Q2239243': 2,\n",
       "         'I-Q2239243': 2,\n",
       "         'B-Q968159': 10,\n",
       "         'I-Q968159': 18,\n",
       "         'B-Q48473': 2,\n",
       "         'I-Q48473': 2,\n",
       "         'B-Q15831596': 1,\n",
       "         'I-Q15831596': 2,\n",
       "         'B-Q2623243': 1,\n",
       "         'I-Q2623243': 2,\n",
       "         'B-Q8072': 2,\n",
       "         'I-Q8072': 2,\n",
       "         'B-Q7094076': 1,\n",
       "         'I-Q7094076': 2,\n",
       "         'B-Q1445650': 1,\n",
       "         'I-Q1445650': 1,\n",
       "         'B-Q7328910': 1,\n",
       "         'I-Q7328910': 3,\n",
       "         'B-Q2912397': 10,\n",
       "         'I-Q2912397': 54,\n",
       "         'B-Q9143': 13,\n",
       "         'I-Q9143': 24,\n",
       "         'B-Q5408678': 1,\n",
       "         'I-Q5408678': 5,\n",
       "         'I-Q1346006': 18,\n",
       "         'B-Q16017119': 4,\n",
       "         'I-Q16017119': 12,\n",
       "         'B-Q11053': 4,\n",
       "         'I-Q11053': 12,\n",
       "         'B-Q155076': 1,\n",
       "         'I-Q155076': 1,\n",
       "         'B-Q40056': 1,\n",
       "         'I-Q40056': 3,\n",
       "         'I-Q7188': 2,\n",
       "         'B-Q2453629': 1,\n",
       "         'I-Q2453629': 4,\n",
       "         'B-Q7574919': 1,\n",
       "         'B-Q23039057': 2,\n",
       "         'I-Q23039057': 6,\n",
       "         'B-Q160091': 2,\n",
       "         'I-Q160091': 4,\n",
       "         'B-Q1348351': 1,\n",
       "         'B-Q327333': 2,\n",
       "         'I-Q327333': 8,\n",
       "         'B-Q1151067': 1,\n",
       "         'I-Q1151067': 3,\n",
       "         'B-Q15688633': 4,\n",
       "         'I-Q15688633': 24,\n",
       "         'B-Q23905071': 2,\n",
       "         'I-Q23905071': 4,\n",
       "         'B-Q177626': 2,\n",
       "         'I-Q177626': 8,\n",
       "         'B-Q320501': 1,\n",
       "         'I-Q320501': 6,\n",
       "         'B-Q645883': 4,\n",
       "         'I-Q645883': 12,\n",
       "         'B-Q938236': 5,\n",
       "         'I-Q938236': 44,\n",
       "         'B-Q216048': 1,\n",
       "         'B-Q49394': 1,\n",
       "         'I-Q49394': 2,\n",
       "         'B-Q25956': 1,\n",
       "         'I-Q25956': 2,\n",
       "         'B-Q667276': 1,\n",
       "         'I-Q667276': 2,\n",
       "         'B-Q2372330': 5,\n",
       "         'I-Q2372330': 35,\n",
       "         'B-Q7075127': 1,\n",
       "         'I-Q7075127': 2,\n",
       "         'B-Q1318941': 1,\n",
       "         'I-Q1318941': 3,\n",
       "         'B-Q5082128': 4,\n",
       "         'I-Q5082128': 5,\n",
       "         'B-Q2095': 2,\n",
       "         'I-Q2095': 8,\n",
       "         'B-Q17524420': 1,\n",
       "         'I-Q17524420': 2,\n",
       "         'B-Q1162835': 1,\n",
       "         'I-Q1162835': 5,\n",
       "         'B-Q15640612': 4,\n",
       "         'I-Q15640612': 8,\n",
       "         'B-Q2225692': 2,\n",
       "         'I-Q2225692': 4,\n",
       "         'B-Q2590445': 1,\n",
       "         'I-Q2590445': 1,\n",
       "         'B-Q1151733': 2,\n",
       "         'I-Q1151733': 2,\n",
       "         'B-Q2425052': 1,\n",
       "         'I-Q2425052': 1,\n",
       "         'B-Q193219': 1,\n",
       "         'I-Q193219': 1,\n",
       "         'B-Q22676587': 2,\n",
       "         'I-Q22676587': 2,\n",
       "         'B-Q167270': 1,\n",
       "         'I-Q167270': 1,\n",
       "         'B-Q1799072': 10,\n",
       "         'I-Q1799072': 14,\n",
       "         'B-Q4167410': 6,\n",
       "         'I-Q4167410': 19,\n",
       "         'B-Q8054': 7,\n",
       "         'I-Q8054': 14,\n",
       "         'B-Q230658': 1,\n",
       "         'B-Q16058315': 3,\n",
       "         'I-Q16058315': 5,\n",
       "         'B-Q170584': 2,\n",
       "         'I-Q170584': 6,\n",
       "         'B-Q282': 1,\n",
       "         'I-Q282': 4,\n",
       "         'B-Q2140699': 2,\n",
       "         'I-Q2140699': 6,\n",
       "         'B-Q112865': 3,\n",
       "         'I-Q112865': 9,\n",
       "         'B-Q378408': 2,\n",
       "         'I-Q378408': 2,\n",
       "         'B-Q46970': 1,\n",
       "         ...})"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocabs['ner'].freqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1167f2f5",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "vocabs['coref'].freqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d4f5cd7",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "vocabs['input'].freqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "077b5cf3",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "len(vocabs['predicate_pointer'].freqs)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "6d629eea",
   "metadata": {
    "pycharm": {
     "name": "#%% raw\n"
    }
   },
   "source": [
    "from enum import Enum\n",
    "\n",
    "class QuestionTypes(Enum):\n",
    "    ALL = 'all'\n",
    "    CLARIFICATION = 'Clarification'\n",
    "    COMPARATIVE = 'Comparative Reasoning (All)'\n",
    "    LOGICAL = 'Logical Reasoning (All)'\n",
    "    QUANTITATIVE = 'Quantitative Reasoning (All)'\n",
    "    SIMPLE_COREF = 'Simple Question (Coreferenced)'\n",
    "    SIMPLE_DIRECT = 'Simple Question (Direct)'\n",
    "    SIMPLE_ELLIPSIS = 'Simple Question (Ellipsis)'\n",
    "    VERIFICATION = 'Verification (Boolean) (All)'\n",
    "    QUANTITATIVE_COUNT = 'Quantitative Reasoning (Count) (All)'\n",
    "    COMPARATIVE_COUNT = 'Comparative Reasoning (Count) (All)'\n",
    "\n",
    "QuestionTypes.ALL\n",
    "# or\n",
    "QuestionTypes['ALL']"
   ]
  },
  {
   "cell_type": "raw",
   "id": "ee003f85",
   "metadata": {
    "pycharm": {
     "name": "#%% raw\n"
    }
   },
   "source": [
    "from constants import *\n",
    "print(args.task)\n",
    "print(args.elastic_password)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}