HMM_Training-Efficient.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "import pprint\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "#Can also use NLTK.FreqDist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "483449\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'Looking_VVG Good_AJ0 Feeling_VVG Good_AJ0 book_NN1'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = open(f\"./s-by-s_train_processed.txt\", \"r\")\n",
    "sentences = f.readlines()\n",
    "f.close()\n",
    "print(len(sentences))\n",
    "\n",
    "sentences = [sentence.rstrip() for sentence in sentences if len(sentence) > 2]\n",
    "sentences[48]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8899819\n",
      "by_PRP\n"
     ]
    }
   ],
   "source": [
    "word_tag_pairs = []\n",
    "for sentence in sentences:\n",
    "    for word_tag_pair in sentence.split(\" \"):\n",
    "        if len(word_tag_pair.strip()) != 0:\n",
    "            word_tag_pairs.append(word_tag_pair.strip())\n",
    "print(len(word_tag_pairs))\n",
    "print(word_tag_pairs[4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no\n",
      "per\n"
     ]
    }
   ],
   "source": [
    "for pair in word_tag_pairs:\n",
    "    try:\n",
    "        tag = pair.split(\"_\")[1]\n",
    "    except:\n",
    "        print(pair)\n",
    "        word_tag_pairs.remove(pair)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for word_tag_pair in tqdm(word_tag_pairs):\n",
    "#     word = word_tag_pair.split(\"_\")[0]\n",
    "#     tag = word_tag_pair.split(\"_\")[1]\n",
    "#     if \"-\" in tag:\n",
    "#         word_tag_pairs.remove(word_tag_pair)\n",
    "#         t1 = tag.split(\"-\")[0]\n",
    "#         t2 = tag.split(\"-\")[0]\n",
    "#         word_tag_pairs.append(f\"{word}_{t1}\")\n",
    "#         word_tag_pairs.append(f\"{word}_{t1}\")\n",
    "# print(word_tag_pairs[4])\n",
    "# print(len(word_tag_pairs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_words = [pair.split('_')[0] for pair in word_tag_pairs]\n",
    "all_tags = [pair.split('_')[1] for pair in word_tag_pairs]\n",
    "word_freq = Counter(all_words).most_common() # represent how many times each word appeared in dataset\n",
    "tag_freq = Counter(all_tags).most_common() # represent how many times each tag appeared in dataset\n",
    "train_words = [word[0] for word in word_freq] # all the words in the dataset\n",
    "tags = [word[0] for word in tag_freq] # all the tags in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "by_PRP\n",
      "by\n",
      "(\"'s\", 69331)\n",
      "'s\n",
      "PRP\n",
      "('VVI', 212327)\n",
      "AT0\n",
      "No. of unique words in train dataset = 188189\n"
     ]
    }
   ],
   "source": [
    "print(word_tag_pairs[4])\n",
    "print(all_words[4])\n",
    "print(word_freq[10])\n",
    "print(train_words[10])\n",
    "print(all_tags[4])\n",
    "print(tag_freq[10])\n",
    "print(tags[1])\n",
    "print(f\"No. of unique words in train dataset = {len(train_words)}\")\n",
    "with open(\"./train_words.txt\", \"w+\") as f:\n",
    "    for word in train_words:\n",
    "        f.write(f\"{word}\\n\")\n",
    "    f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: 'NN1', 1: 'AT0', 2: 'PRP', 3: 'AJ0', 4: 'NN2', 5: 'NP0', 6: 'AV0', 7: 'PNP', 8: 'CJC', 9: 'PRF', 10: 'VVI', 11: 'DT0', 12: 'VVN', 13: 'VVD', 14: 'CRD', 15: 'TO0', 16: 'DPS', 17: 'VM0', 18: 'VBD', 19: 'VVG', 20: 'CJS', 21: 'VBZ', 22: 'VVB', 23: 'VVZ', 24: 'POS', 25: 'XX0', 26: 'CJT', 27: 'AVP', 28: 'VBI', 29: 'DTQ', 30: 'NN0', 31: 'VBB', 32: 'NN1-VVB', 33: 'AJ0-NN1', 34: 'VHD', 35: 'ORD', 36: 'NP0-NN1', 37: 'VHZ', 38: 'VHB', 39: 'VBN', 40: 'PNI', 41: 'PNQ', 42: 'NN1-AJ0', 43: 'PRP-AVP', 44: 'EX0', 45: 'VVN-VVD', 46: 'AJC', 47: 'AVQ', 48: 'VVB-NN1', 49: 'VVD-VVN', 50: 'VHI', 51: 'NN1-NP0', 52: 'VVG-AJ0', 53: 'PNX', 54: 'UNC', 55: 'AJS', 56: 'NN2-VVZ', 57: 'VDB', 58: 'VDD', 59: 'VVG-NN1', 60: 'VVN-AJ0', 61: 'VBG', 62: 'AVP-PRP', 63: 'CJT-DT0', 64: 'AV0-AJ0', 65: 'NN1-VVG', 66: 'AJ0-AV0', 67: 'ITJ', 68: 'VVZ-NN2', 69: 'VDI', 70: 'PRP-CJS', 71: 'AJ0-VVG', 72: 'CJS-AVQ', 73: 'ZZ0', 74: 'VDZ', 75: 'CJS-PRP', 76: 'AJ0-VVN', 77: 'DT0-CJT', 78: 'VHG', 79: 'AJ0-VVD', 80: 'VDN', 81: 'VHN', 82: 'AVQ-CJS', 83: 'VDG', 84: 'VVD-AJ0', 85: 'PNI-CRD', 86: 'CRD-PNI', 88: 'start'}\n"
     ]
    }
   ],
   "source": [
    "tags_to_index = {}\n",
    "for index in range(len(tag_freq)):\n",
    "    tags_to_index[tag_freq[index][0]] = index\n",
    "#print(tags_to_index)\n",
    "tags_to_index[\"start\"] = len(tags_to_index) #last tag is start tag\n",
    "#np.save(\"tag_to_index.npy\", tags_to_index)\n",
    "\n",
    "index_to_tags = {}\n",
    "for index in range(len(tag_freq)):\n",
    "    index_to_tags[index] = tag_freq[index][0]\n",
    "index_to_tags[len(tags_to_index)] = \"start\" #last tag is start tag\n",
    "#np.save(\"index_to_tag.npy\", index_to_tags)\n",
    "print(index_to_tags)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('it_PNP', 60933)\n",
      "No. of unique word tag pairs = 249801\n"
     ]
    }
   ],
   "source": [
    "# unique_word_tag_pairs = Counter(word_tag_pairs).most_common()\n",
    "# print(unique_word_tag_pairs[10])\n",
    "# print(f\"No. of unique word tag pairs = {len(unique_word_tag_pairs)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# freq_of_words_for_each_tag = {} # Represents the freq of each tag used with the particular word for all words \n",
    "# for word_tag_pair in unique_word_tag_pairs:\n",
    "#     #print(word)\n",
    "#     key = word_tag_pair[0].split('_')[1]\n",
    "#     if \"-\" not in key:\n",
    "#         if key not in freq_of_words_for_each_tag:\n",
    "#             freq_of_words_for_each_tag[key] = []\n",
    "#         freq_of_words_for_each_tag[key] += [word_tag_pair]\n",
    "#     else:\n",
    "#         key1 = key.split(\"-\")[0]\n",
    "#         key2 = key.split(\"-\")[1]\n",
    "#         freq_of_words_for_each_tag[key1] += [f\"{word_tag_pair[0].split('_')[0]}_{key1}\"]\n",
    "#         freq_of_words_for_each_tag[key2] += [f\"{word_tag_pair[0].split('_')[0]}_{key2}\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tags to be checked: AT0\n",
      "[('one_PNI', 4706), ('something_PNI', 3608), ('nothing_PNI', 2717), ('anything_PNI', 2059), 'one_PNI', ('someone_PNI', 1421), ('everything_PNI', 1365), ('everyone_PNI', 1139), ('anyone_PNI', 1125), ('none_PNI', 568), ('plenty_PNI', 537), ('One_PNI', 474), ('nobody_PNI', 387), ('Nothing_PNI', 345), ('lots_PNI', 319), ('everybody_PNI', 318), 'one_PNI', ('somebody_PNI', 253), ('anybody_PNI', 240), ('Everyone_PNI', 236), ('Nobody_PNI', 220), ('None_PNI', 203), ('Everything_PNI', 201), ('Something_PNI', 175), ('Someone_PNI', 158), 'One_PNI', ('Anyone_PNI', 135), ('summat_PNI', 130), ('no-one_PNI', 109), ('Everybody_PNI', 95), ('Anything_PNI', 66), ('No-one_PNI', 50), ('Lots_PNI', 40), ('Somebody_PNI', 29), ('Plenty_PNI', 28), ('nil_PNI', 21), 'One_PNI', ('Anybody_PNI', 19), ('nowt_PNI', 15), (\"nothin'_PNI\", 14), ('nought_PNI', 13), ('owt_PNI', 12), ('ONE_PNI', 10), (\"Nothin'_PNI\", 9), ('EVERYONE_PNI', 8), (\"'un_PNI\", 6), ('Summat_PNI', 5), ('NOBODY_PNI', 5), ('ANYONE_PNI', 4), 'ONE_PNI', ('SOMEONE_PNI', 4), ('naught_PNI', 4), (\"somethin'_PNI\", 4), ('SOMETHING_PNI', 3), ('EVERYTHING_PNI', 3), ('EVERYBODY_PNI', 3), (\"Somethin'_PNI\", 3), ('steak-with-everything_PNI', 2), ('somewhat_PNI', 2), 'ONE_PNI', ('ANYBODY_PNI', 2), ('ANYTHING_PNI', 2), (\"nuffin'_PNI\", 2), ('Nowt_PNI', 2), ('NONE_PNI', 2), (\"big-'un_PNI\", 2), ('back-lots_PNI', 1), ('Z-naught_PNI', 1), ('person-with-everything_PNI', 1), ('aught_PNI', 1), ('LOTS_PNI', 1), ('tackle-anything_PNI', 1), ('30-something_PNI', 1), ('anti-everybody_PNI', 1), ('NOTHING_PNI', 1), ('nuffink_PNI', 1), (\"little-'un_PNI\", 1), ('eighty-something_PNI', 1), ('Somethin_PNI', 1), (\"some'un_PNI\", 1)]\n"
     ]
    }
   ],
   "source": [
    "# print(f\"tags to be checked: {tags[1]}\")\n",
    "# print(freq_of_words_for_each_tag[tags[37]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
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     "output_type": "stream",
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      " 99%|███████████████████████████████████████████████████████████████████▏| 8798541/8899817 [00:33<00:00, 250176.15it/s]\n",
      "\n",
      " 99%|███████████████████████████████████████████████████████████████████▍| 8823630/8899817 [00:33<00:00, 245258.73it/s]\n",
      "\n",
      " 99%|███████████████████████████████████████████████████████████████████▌| 8848228/8899817 [00:34<00:00, 242309.11it/s]\n",
      "\n",
      "100%|███████████████████████████████████████████████████████████████████▊| 8872517/8899817 [00:34<00:00, 230028.93it/s]\n",
      "\n",
      "100%|████████████████████████████████████████████████████████████████████| 8899817/8899817 [00:34<00:00, 259369.95it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5377\n"
     ]
    }
   ],
   "source": [
    "em_prob_of_words_for_each_tag = {}\n",
    "for word_tag_pair in tqdm(word_tag_pairs):\n",
    "    word = word_tag_pair.split(\"_\")[0]\n",
    "    tag = word_tag_pair.split(\"_\")[1]\n",
    "    if \"-\" not in tag:\n",
    "        if tag not in em_prob_of_words_for_each_tag:\n",
    "            em_prob_of_words_for_each_tag[tag] = {}\n",
    "            \n",
    "        if word not in em_prob_of_words_for_each_tag[tag]:\n",
    "            em_prob_of_words_for_each_tag[tag][word] = 0\n",
    "        em_prob_of_words_for_each_tag[tag][word] += 1\n",
    "    else:\n",
    "        tag1 = tag.split(\"-\")[0]\n",
    "        tag2 = tag.split(\"-\")[1]\n",
    "        if tag1 not in em_prob_of_words_for_each_tag:\n",
    "            em_prob_of_words_for_each_tag[tag1] = {}\n",
    "        if tag2 not in em_prob_of_words_for_each_tag:\n",
    "            em_prob_of_words_for_each_tag[tag2] = {}\n",
    "\n",
    "        if word not in em_prob_of_words_for_each_tag.get(tag1):\n",
    "            em_prob_of_words_for_each_tag[tag1][word] = 0\n",
    "        em_prob_of_words_for_each_tag[tag1][word] += 1\n",
    "        if word not in em_prob_of_words_for_each_tag.get(tag2):\n",
    "            em_prob_of_words_for_each_tag[tag2][word] = 0\n",
    "        em_prob_of_words_for_each_tag[tag2][word] += 1\n",
    "        \n",
    "    \n",
    "#     for word_tag_pair in words_for_this_tag:\n",
    "#         word = word_tag_pair[0].split(\"_\")[0]\n",
    "#         new_word_tag_pair_prob = word_tag_pair[1]/nos_words_for_tag\n",
    "#         em_prob_of_words_for_each_tag[tag][word] = new_word_tag_pair_prob\n",
    "\n",
    "print(em_prob_of_words_for_each_tag[\"VVI\"][\"make\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for tag in em_prob_of_words_for_each_tag:\n",
    "    total_words_forthis_tag = 0\n",
    "    \n",
    "    for word in em_prob_of_words_for_each_tag.get(tag):\n",
    "        total_words_forthis_tag += 1\n",
    "\n",
    "    for word in em_prob_of_words_for_each_tag.get(tag):\n",
    "        em_prob_of_words_for_each_tag[tag][word]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "#np_freq_of_tags_for_each_word = np.array(freq_of_tags_for_each_word)\n",
    "np.save(\"word_given_tag.npy\", em_prob_of_words_for_each_tag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "loaded_freq_of_words_for_each_tag = np.load(\"word_given_tag.npy\").item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tag to be checked: VVI\n",
      "{'make': 0.02532414624612037, 'get': 0.02252186485939141, 'see': 0.021881343399567647, 'go': 0.021099530441253348, 'take': 0.021010045825542677, 'say': 0.012947010978349433, 'give': 0.012881074945720517, 'know': 0.012551394782575932, 'find': 0.012320618668374724, 'come': 0.0108464773674568, 'think': 0.00978208141216143, 'help': 0.008736524323331465, 'keep': 0.008303230394627156, 'look': 0.008274972094929047, 'become': 0.007488449419998398, 'want': 0.007483739703382048, 'like': 0.006749023911231261, 'work': 0.006711346178300452, 'use': 0.00646644091425019, 'tell': 0.006442892331168433, 'put': 0.006381666015155868, 'provide': 0.006259213383130737, 'pay': 0.005967210952916963, 'play': 0.005467980991583736, 'feel': 0.005213656294300772, 'meet': 0.00500642876318132, 'bring': 0.004949912163785105, 'win': 0.004846298398225379, 'show': 0.0047521040658983545, 'leave': 0.004728555482816599, 'need': 0.00461552228402417, 'buy': 0.004610812567407819, 'mean': 0.0044459724858355275, 'believe': 0.004389455886439313, 'continue': 0.004304680987344991, 'understand': 0.004262293537797831, 'try': 0.0042057769384016164, 'change': 0.003998549407282163, 'seem': 0.003927903658036896, 'live': 0.003876096775257033, 'stop': 0.003852548192175277, 'ensure': 0.0038242898924771697, 'turn': 0.003810160742628116, 'stay': 0.003805451026011765, 'hear': 0.0037913218761627112, 'run': 0.0037300955601501456, 'move': 0.0036782886773702827, 'produce': 0.003617062361357717, 'allow': 0.00358880406165961, 'ask': 0.0035275777456470446, 'start': 0.0034804805794835325, 'accept': 0.0034145445468546157, 'talk': 0.0032355753154332703, 'join': 0.0031931878658861094, 'create': 0.003183768432653407, 'sell': 0.0031602198495716514, 'lead': 0.0031555101329553002, 'offer': 0.003122542116640842, 'build': 0.003103703250175437, 'hold': 0.0030283477843138177, 'let': 0.0030236380676974665, 'remember': 0.0030000894846157105, 'avoid': 0.00295770203506855, 'expect': 0.0029247340187540916, 'set': 0.002915314585521389, 'prevent': 0.002863507702741526, 'stand': 0.002863507702741526, 'prove': 0.002806991103345312, 'call': 0.0027975716701126095, 'reach': 0.0027504745039490974, 'reduce': 0.0027316356374836926, 'develop': 0.00272221620425099, 'happen': 0.002698667621169234, 'fall': 0.0026845384713201806, 'remain': 0.002670409321471127, 'return': 0.0026609898882384245, 'achieve': 0.0026562801716220733, 'appear': 0.0026280218719239665, 'write': 0.002613892722074913, 'increase': 0.002590344138993157, 'carry': 0.0025809247057604545, 'raise': 0.0025809247057604545, 'lose': 0.002571505272527752, 'support': 0.002543246972829645, 'speak': 0.002543246972829645, 'follow': 0.0025291178229805912, 'learn': 0.002500859523282484, 'consider': 0.0024302137740372163, 'form': 0.002354858308175597, 'protect': 0.002331309725093841, 'improve': 0.00232660000847749, 'eat': 0.0023171805752447874, 'explain': 0.002270083409081276, 'spend': 0.0022606639758485734, 'read': 0.002255954259232222, 'break': 0.0022465348259995198, 'deal': 0.002227695959534115, 'end': 0.0021900182266033053, 'cut': 0.0021664696435215493, 'include': 0.0021523404936724957, 'decide': 0.0021476307770561445, 'grow': 0.0020675655945781744, 'save': 0.0020487267281127696, 'face': 0.002039307294880067, 'maintain': 0.0020063392785656087, 'sit': 0.001992210128716555, 'encourage': 0.001987500412100204, 'receive': 0.001968661545634799, 'begin': 0.001968661545634799, 'enjoy': 0.0019592421124020967, 'send': 0.0019545323957857455, 'cause': 0.0018980157963895312, 'cover': 0.001869757496691424, 'choose': 0.0018320797637606146, 'establish': 0.0017991117474461561, 'open': 0.0017896923142134537, 'cope': 0.0017849825975971025, 'wait': 0.001770853447748049, 'fight': 0.0017567242978989955, 'watch': 0.0017284659982008883, 'apply': 0.001723756281584537, 'visit': 0.0017190465649681858, 'add': 0.0017096271317354834, 'afford': 0.0016813688320373762, 'forget': 0.0016672396821883228, 'pass': 0.0016531105323392692, 'agree': 0.0016531105323392692, 'act': 0.0016342716658738644, 'imagine': 0.0016342716658738644, 'draw': 0.0016295619492575132, 'suggest': 0.001601303649559406, 'rise': 0.001601303649559406, 'seek': 0.0015777550664776501, 'survive': 0.001573045349861299, 'die': 0.0015494967667795429, 'catch': 0.0015447870501631917, 'discuss': 0.0015212384670814357, 'introduce': 0.0015023996006160308, 'serve': 0.0014600121510688702, 'remove': 0.0014600121510688702, 'care': 0.0014458830012198166, 'wear': 0.0014458830012198166, 'control': 0.0014411732846034654, 'enter': 0.0014364635679871142, 'walk': 0.001431753851370763, 'share': 0.0014270441347544118, 'drive': 0.0014223344181380606, 'claim': 0.0014176247015217094, 'pick': 0.0013940761184399535, 'argue': 0.0013940761184399535, 'kill': 0.0013893664018236023, 'vote': 0.0013799469685909, 'escape': 0.0013799469685909, 'bear': 0.0013752372519745487, 'replace': 0.0013516886688927927, 'answer': 0.0013516886688927927, 'persuade': 0.0013328498024273879, 'require': 0.0013140109359619833, 'pull': 0.0012998817861129297, 'manage': 0.0012951720694965784, 'beat': 0.0012763332030311736, 'enable': 0.0012716234864148224, 'worry': 0.0012527846199494176, 'affect': 0.0012480749033330664, 'cost': 0.001238655470100364, 'exist': 0.0012339457534840128, 'close': 0.0012292360368676616, 'fill': 0.0012151068870186082, 'admit': 0.001210397170402257, 'fit': 0.001210397170402257, 'mind': 0.0011774291540877985, 'respond': 0.0011727194374714473, 'promote': 0.0011538805710060425, 'suffer': 0.0011538805710060425, 'obtain': 0.0011491708543896913, 'attract': 0.0011397514211569889, 'match': 0.001135041704540638, 'defend': 0.0011303319879242867, 'last': 0.0011256222713079355, 'identify': 0.0011114931214588819, 'travel': 0.0011114931214588819, 'gain': 0.0011114931214588819, 'realise': 0.0011114931214588819, 'recognise': 0.0011114931214588819, 'listen': 0.0011020736882261795, 'sleep': 0.001092654254993477, 'succeed': 0.0010738153885280722, 'concentrate': 0.0010643959552953698, 'operate': 0.0010502668054463162, 'describe': 0.001045557088829965, 'complete': 0.001040847372213614, 'check': 0.001040847372213614, 'secure': 0.0010361376555972628, 'occur': 0.0010267182223645604, 'benefit': 0.0010220085057482092, 'wish': 0.001017298789131858, 'matter': 0.001017298789131858, 'attend': 0.0010125890725155068, 'drop': 0.0010031696392828044, 'present': 0.0010031696392828044, 'miss': 0.0009984599226664532, 'retain': 0.0009984599226664532, 'involve': 0.000993750206050102, 'represent': 0.0009890404894337507, 'express': 0.0009796210562010483, 'compete': 0.0009796210562010483, 'lie': 0.0009796210562010483, 'love': 0.0009749113395846972, 'extend': 0.0009654919063519948, 'push': 0.0009654919063519948, 'prepare': 0.0009607821897356436, 'resist': 0.0009607821897356436, 'discover': 0.0009607821897356436, 'handle': 0.0009560724731192924, 'hope': 0.0009513627565029412, 'contain': 0.00094665303988659, 'reflect': 0.0009372336066538876, 'examine': 0.0009372336066538876, 'restore': 0.0009325238900375364, 'settle': 0.0009325238900375364, 'mention': 0.0009278141734211853, 'reveal': 0.0009183947401884829, 'result': 0.0009089753069557805, 'throw': 0.0008995558737230781, 'force': 0.0008807170072576733, 'recover': 0.0008665878574086197, 'invest': 0.0008618781407922685, 'depend': 0.0008477489909432149, 'point': 0.0008477489909432149, 'preserve': 0.0008383295577105126, 'touch': 0.0008383295577105126, 'blame': 0.0008336198410941614, 'destroy': 0.0008289101244778102, 'fail': 0.0008289101244778102, 'arrive': 0.0008289101244778102, 'teach': 0.000824200407861459, 'determine': 0.0008194906912451078, 'solve': 0.0008100712580124054, 'deny': 0.0008100712580124054, 'tackle': 0.000800651824779703, 'sound': 0.000800651824779703, 'perform': 0.000800651824779703, 'assume': 0.000800651824779703, 'earn': 0.0007912323915470007, 'collect': 0.0007865226749306495, 'demonstrate': 0.0007723935250815958, 'fly': 0.0007723935250815958, 'impose': 0.0007676838084652446, 'emerge': 0.0007676838084652446, 'study': 0.0007676838084652446, 'prefer': 0.0007629740918488934, 'adopt': 0.0007629740918488934, 'clear': 0.0007441352253834887, 'justify': 0.0007441352253834887, 'rest': 0.0007441352253834887, 'suit': 0.0007394255087671375, 'appreciate': 0.0007394255087671375, 'ignore': 0.0007394255087671375, 'treat': 0.0007347157921507863, 'finish': 0.0007347157921507863, 'rely': 0.0007205866423017327, 'score': 0.0007158769256853815, 'overcome': 0.0007158769256853815, 'sign': 0.0007064574924526791, 'hide': 0.0007064574924526791, 'notice': 0.000701747775836328, 'deliver': 0.0006970380592199768, 'finance': 0.0006923283426036256, 'lift': 0.0006923283426036256, 'drink': 0.0006923283426036256, 'satisfy': 0.000678199192754572, 'report': 0.000678199192754572, 'test': 0.000678199192754572, 'appeal': 0.0006734894761382207, 'explore': 0.0006734894761382207, 'expand': 0.0006734894761382207, 'record': 0.0006687797595218695, 'influence': 0.0006687797595218695, 'press': 0.0006640700429055183, 'feed': 0.0006640700429055183, 'assess': 0.000654650609672816, 'celebrate': 0.000654650609672816, 'supply': 0.0006499408930564648, 'hit': 0.0006499408930564648, 'assist': 0.0006405214598237624, 'stick': 0.0006405214598237624, 'plan': 0.0006358117432074112, 'accommodate': 0.00063110202659106, 'trust': 0.00063110202659106, 'confirm': 0.00063110202659106, 'negotiate': 0.0006263923099747088, 'recall': 0.0006263923099747088, 'regard': 0.0006263923099747088, 'pursue': 0.0006263923099747088, 'bother': 0.0006216825933583576, 'sustain': 0.0006169728767420064, 'attack': 0.0006169728767420064, 'resign': 0.0006169728767420064, 'count': 0.0006122631601256553, 'place': 0.0006075534435093041, 'attempt': 0.0006075534435093041, 'mark': 0.0006075534435093041, 'strengthen': 0.0006028437268929529, 'cross': 0.0005981340102766017, 'belong': 0.0005981340102766017, 'hang': 0.0005981340102766017, 'arrange': 0.0005934242936602505, 'convince': 0.0005934242936602505, 'alter': 0.0005934242936602505, 'investigate': 0.0005887145770438993, 'marry': 0.0005887145770438993, 'abandon': 0.0005840048604275481, 'guarantee': 0.0005840048604275481, 'suppose': 0.0005840048604275481, 'acquire': 0.0005792951438111969, 'judge': 0.0005792951438111969, 'qualify': 0.0005745854271948456, 'indicate': 0.0005745854271948456, 'step': 0.0005745854271948456, 'no': 0.0005745854271948456, 'lay': 0.0005698757105784944, 'communicate': 0.0005651659939621433, 'challenge': 0.0005651659939621433, 'define': 0.0005651659939621433, 'contribute': 0.0005651659939621433, 'rule': 0.0005651659939621433, 'acknowledge': 0.0005604562773457921, 'ride': 0.0005604562773457921, 'launch': 0.0005557465607294409, 'boost': 0.0005557465607294409, 'wonder': 0.0005557465607294409, 'withdraw': 0.0005557465607294409, 'sing': 0.0005463271274967385, 'publish': 0.0005416174108803873, 'recognize': 0.0005416174108803873, 'strike': 0.0005416174108803873, 'distinguish': 0.0005369076942640361, 'relax': 0.0005227785444149825, 'hurt': 0.0005227785444149825, 'comment': 0.0005180688277986314, 'refuse': 0.0005180688277986314, 'borrow': 0.0005180688277986314, 'announce': 0.0005180688277986314, 'issue': 0.0005180688277986314, 'address': 0.0005180688277986314, 'spread': 0.0005133591111822802, 'climb': 0.000508649394565929, 'participate': 0.0005039396779495778, 'refer': 0.0004992299613332266, 'release': 0.0004992299613332266, 'note': 0.0004992299613332266, 'commit': 0.0004992299613332266, 'convert': 0.0004945202447168754, 'behave': 0.0004945202447168754, 'account': 0.0004945202447168754, 'risk': 0.0004945202447168754, 'exercise': 0.0004898105281005242, 'exploit': 0.0004898105281005242, 'demand': 0.0004898105281005242, 'slip': 0.0004898105281005242, 'measure': 0.0004898105281005242, 'recommend': 0.000485100811484173, 'shoot': 0.000485100811484173, 'switch': 0.0004803910948678218, 'conduct': 0.0004803910948678218, 'ease': 0.0004756813782514706, 'fix': 0.0004756813782514706, 'advise': 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9.419433232702389e-06, 'buff': 9.419433232702389e-06, 'Conquer': 9.419433232702389e-06, 'wan': 9.419433232702389e-06, 'huddle': 9.419433232702389e-06, 'resonate': 9.419433232702389e-06, 'chuckle': 9.419433232702389e-06, 'eavesdrop': 9.419433232702389e-06, 'output': 9.419433232702389e-06, 'extrapolate': 9.419433232702389e-06, 'exhort': 9.419433232702389e-06, 're-awaken': 9.419433232702389e-06, 'incarcerate': 9.419433232702389e-06, 'off-set': 9.419433232702389e-06, 'airlift': 9.419433232702389e-06, 'blockade': 9.419433232702389e-06, 'fizz': 9.419433232702389e-06, 'resound': 9.419433232702389e-06, 'class': 9.419433232702389e-06, 'bludgeon': 9.419433232702389e-06, 'castigate': 9.419433232702389e-06, 'slog': 9.419433232702389e-06, 'squander': 9.419433232702389e-06, 'glisten': 9.419433232702389e-06, 'edify': 9.419433232702389e-06, 'bust': 9.419433232702389e-06, 'cue': 9.419433232702389e-06, 'throb': 9.419433232702389e-06, 'counterbalance': 9.419433232702389e-06, 'gatecrash': 9.419433232702389e-06, 'kindle': 9.419433232702389e-06, 'feast': 9.419433232702389e-06, 'foretell': 9.419433232702389e-06, 'dub': 9.419433232702389e-06, 'ambush': 9.419433232702389e-06, 'bill': 9.419433232702389e-06, 'gainsay': 9.419433232702389e-06, 'populate': 9.419433232702389e-06, 'lacerate': 9.419433232702389e-06, 'crystallise': 9.419433232702389e-06, 'echolocate': 9.419433232702389e-06, 'herd': 9.419433232702389e-06, 'out-manoeuvre': 9.419433232702389e-06, 'interbreed': 9.419433232702389e-06, 'refit': 9.419433232702389e-06, 'revere': 9.419433232702389e-06, 'romp': 9.419433232702389e-06, 'quadruple': 9.419433232702389e-06, 'ravage': 9.419433232702389e-06, 'deform': 9.419433232702389e-06, 'hog': 9.419433232702389e-06, 'outrank': 9.419433232702389e-06, 'spike': 9.419433232702389e-06, 'oscillate': 9.419433232702389e-06, 'tug': 9.419433232702389e-06, 'cluster': 9.419433232702389e-06, 'co-opt': 9.419433232702389e-06, 'dabble': 9.419433232702389e-06, 'mistrust': 9.419433232702389e-06, 'repossess': 9.419433232702389e-06, 'overcharge': 9.419433232702389e-06, 'toil': 9.419433232702389e-06, 'lavish': 9.419433232702389e-06, 'mellow': 9.419433232702389e-06, 'pare': 9.419433232702389e-06, 'wow': 9.419433232702389e-06, 'siphon': 9.419433232702389e-06, 'paste': 9.419433232702389e-06, 'jeer': 9.419433232702389e-06, 'guzzle': 9.419433232702389e-06, 'intern': 9.419433232702389e-06, 'triple': 9.419433232702389e-06, 'aggregate': 9.419433232702389e-06, 'dispirit': 9.419433232702389e-06, 'flit': 9.419433232702389e-06, 'lop': 9.419433232702389e-06, 'ply': 9.419433232702389e-06, 'crank': 9.419433232702389e-06, 'skirt': 9.419433232702389e-06, 'quintuple': 9.419433232702389e-06, 'gasp': 9.419433232702389e-06, 'wail': 9.419433232702389e-06, 'corner': 9.419433232702389e-06, 'hypothesize': 9.419433232702389e-06, 'yearn': 9.419433232702389e-06, 'distrain': 9.419433232702389e-06, 'cheapen': 9.419433232702389e-06, 'foreclosure': 9.419433232702389e-06, 'materialize': 9.419433232702389e-06, 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9.419433232702389e-06, 'alloy': 9.419433232702389e-06, 'chip': 9.419433232702389e-06, 'postdate': 9.419433232702389e-06, 'warp': 9.419433232702389e-06, 'knot': 9.419433232702389e-06, 'deaden': 9.419433232702389e-06, 'entwine': 9.419433232702389e-06, 'perplex': 9.419433232702389e-06, 'baptise': 9.419433232702389e-06, 'sanctify': 9.419433232702389e-06, 'picnic': 9.419433232702389e-06, 'jell': 9.419433232702389e-06, 'bewilder': 9.419433232702389e-06, 'retch': 9.419433232702389e-06, 'capsize': 9.419433232702389e-06, 'relapse': 9.419433232702389e-06, 'smudge': 9.419433232702389e-06, 'sprout': 9.419433232702389e-06, 'flay': 9.419433232702389e-06, 'unfurl': 9.419433232702389e-06, 'dole': 9.419433232702389e-06, 'exalt': 9.419433232702389e-06, 'stone': 9.419433232702389e-06, 'hound': 9.419433232702389e-06, 'reflate': 9.419433232702389e-06, 'transpire': 9.419433232702389e-06, 'criminalize': 9.419433232702389e-06, 'occasion': 9.419433232702389e-06, 'predetermine': 9.419433232702389e-06, 'rumble': 9.419433232702389e-06, 'mushroom': 9.419433232702389e-06, \"'ear\": 9.419433232702389e-06, 'segregate': 9.419433232702389e-06, 'rave': 9.419433232702389e-06, 'co-star': 9.419433232702389e-06, 'spunk': 9.419433232702389e-06, 'parody': 9.419433232702389e-06, 'WORK': 9.419433232702389e-06, 'WIN': 9.419433232702389e-06, 'sully': 9.419433232702389e-06, 'barge': 9.419433232702389e-06, 'stammer': 9.419433232702389e-06, 'hiss': 9.419433232702389e-06, 'slander': 9.419433232702389e-06, 'swirl': 9.419433232702389e-06, 'pollinate': 9.419433232702389e-06, 'GROW': 9.419433232702389e-06, 'bulge': 9.419433232702389e-06, 'programme': 9.419433232702389e-06, 'abet': 9.419433232702389e-06, 'program': 9.419433232702389e-06, 'lull': 9.419433232702389e-06, 'gush': 9.419433232702389e-06, 'manhandle': 9.419433232702389e-06, 'inconvenience': 9.419433232702389e-06, 'pen': 9.419433232702389e-06, 'moralize': 9.419433232702389e-06, 'intercede': 9.419433232702389e-06, 'interject': 9.419433232702389e-06, 'reimpose': 9.419433232702389e-06, 'overflow': 9.419433232702389e-06, 'exterminate': 9.419433232702389e-06, 'trawl': 9.419433232702389e-06, 'foal': 9.419433232702389e-06, 'nostril': 9.419433232702389e-06, 'agonise': 9.419433232702389e-06, 'bob': 9.419433232702389e-06, 'solidify': 9.419433232702389e-06, 'balk': 9.419433232702389e-06, 'peep': 9.419433232702389e-06, 'clank': 9.419433232702389e-06, 'chisel': 9.419433232702389e-06, 'remit': 9.419433232702389e-06, 'cower': 9.419433232702389e-06, 're-present': 9.419433232702389e-06, 'underlie': 9.419433232702389e-06, 'disburse': 9.419433232702389e-06, 'energise': 9.419433232702389e-06, 'miscarry': 9.419433232702389e-06, 'kick-start': 9.419433232702389e-06, 'blunder': 9.419433232702389e-06, 'Play': 9.419433232702389e-06, 'squeak': 9.419433232702389e-06, 're-tune': 9.419433232702389e-06, 'putt': 9.419433232702389e-06, 're-activate': 9.419433232702389e-06, 'accustom': 9.419433232702389e-06, 'dam': 9.419433232702389e-06, 'waft': 9.419433232702389e-06, 'prophesy': 9.419433232702389e-06, 'drool': 9.419433232702389e-06, 'desecrate': 9.419433232702389e-06, 'dynamite': 9.419433232702389e-06, 're-appear': 9.419433232702389e-06, 'franchise': 9.419433232702389e-06, 'litter': 9.419433232702389e-06, 'over-pitch': 9.419433232702389e-06, 'tonk': 9.419433232702389e-06, 'dethrone': 9.419433232702389e-06, 'volley': 9.419433232702389e-06, 'shunt': 9.419433232702389e-06, 'Come': 9.419433232702389e-06, 'Attend': 9.419433232702389e-06, \"no'\": 9.419433232702389e-06, 'pin-point': 9.419433232702389e-06, 'specialize': 9.419433232702389e-06, 'MEASURE': 9.419433232702389e-06, 'FIM': 9.419433232702389e-06, 'secrete': 9.419433232702389e-06, 'potentiate': 9.419433232702389e-06, 'metabolise': 9.419433232702389e-06, 'resource': 9.419433232702389e-06, 'besiege': 9.419433232702389e-06, 'buffer': 9.419433232702389e-06, 'tutor': 9.419433232702389e-06, 'uncap': 9.419433232702389e-06, 'Learn': 9.419433232702389e-06, 'ramble': 9.419433232702389e-06, 'sire': 9.419433232702389e-06, 'RECOGNIZE': 9.419433232702389e-06, 'colonize': 9.419433232702389e-06, 'rasp': 9.419433232702389e-06, 'EAT': 9.419433232702389e-06, 'Cut': 4.709716616351194e-06, 'disembark': 4.709716616351194e-06, 'railtour': 4.709716616351194e-06, 'NSE': 4.709716616351194e-06, 'life-extend': 4.709716616351194e-06, 'reprieve': 4.709716616351194e-06, 'Explain': 4.709716616351194e-06, 'delineate': 4.709716616351194e-06, 'strut': 4.709716616351194e-06, 'dissemble': 4.709716616351194e-06, 'demean': 4.709716616351194e-06, 'elongate': 4.709716616351194e-06, 'JOIN': 4.709716616351194e-06, 'keg': 4.709716616351194e-06, 'relabel': 4.709716616351194e-06, 'immortalise': 4.709716616351194e-06, 'yeast': 4.709716616351194e-06, 'trub': 4.709716616351194e-06, 'pawn': 4.709716616351194e-06, 're-introduce': 4.709716616351194e-06, 're-appoint': 4.709716616351194e-06, 'zigzag': 4.709716616351194e-06, 'abseil': 4.709716616351194e-06, 'levitate': 4.709716616351194e-06, 'ACCESS': 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4.709716616351194e-06, 'over-winter': 4.709716616351194e-06, 'compliment': 4.709716616351194e-06, 'CHOOSE': 4.709716616351194e-06, 'RESIST': 4.709716616351194e-06, 'SUBSCRIBE': 4.709716616351194e-06, 'chicken': 4.709716616351194e-06, 'concrete': 4.709716616351194e-06, 'CHANGE': 4.709716616351194e-06, 'overeat': 4.709716616351194e-06, 'excrete': 4.709716616351194e-06, 'over-exert': 4.709716616351194e-06, 'pant': 4.709716616351194e-06, 'ACHIEVE': 4.709716616351194e-06, 'snack': 4.709716616351194e-06, 'MAKE': 4.709716616351194e-06, 'wholegrain': 4.709716616351194e-06, 'pencil': 4.709716616351194e-06, 're-powder': 4.709716616351194e-06, 'abdicate': 4.709716616351194e-06, 'unlace': 4.709716616351194e-06, 'compartmentalize': 4.709716616351194e-06, 'politicize': 4.709716616351194e-06, 'chronicle': 4.709716616351194e-06, 'excommunicate': 4.709716616351194e-06, 'Free': 4.709716616351194e-06, 'notch': 4.709716616351194e-06, 'outstay': 4.709716616351194e-06, 'externalise': 4.709716616351194e-06, 'bleep': 4.709716616351194e-06, 'dredge': 4.709716616351194e-06, 'society': 4.709716616351194e-06, 'spout': 4.709716616351194e-06, 'enfold': 4.709716616351194e-06, 'skulk': 4.709716616351194e-06, 'dupe': 4.709716616351194e-06, 'trash': 4.709716616351194e-06, 'corrode': 4.709716616351194e-06, 'leer': 4.709716616351194e-06, 'assent': 4.709716616351194e-06, 'enure': 4.709716616351194e-06, 'unstrap': 4.709716616351194e-06, 'size': 4.709716616351194e-06, 'hunch': 4.709716616351194e-06, 'electrocute': 4.709716616351194e-06, 'BEGIN': 4.709716616351194e-06, 'EXCITE': 4.709716616351194e-06, 'GRATIFY': 4.709716616351194e-06, 'refloat': 4.709716616351194e-06, 'pension': 4.709716616351194e-06, 'disabuse': 4.709716616351194e-06, 'revivify': 4.709716616351194e-06, 'respectabilize': 4.709716616351194e-06, 'overstate': 4.709716616351194e-06, 'lambast': 4.709716616351194e-06, 'apostatize': 4.709716616351194e-06, 'reduplicate': 4.709716616351194e-06, 'misconstrue': 4.709716616351194e-06, 'attune': 4.709716616351194e-06, 'deify': 4.709716616351194e-06, 're-wrap': 4.709716616351194e-06, 'cremate': 4.709716616351194e-06, 'geld': 4.709716616351194e-06, 'miaow': 4.709716616351194e-06, 'snort': 4.709716616351194e-06, 'over-react': 4.709716616351194e-06, 'tranquillise': 4.709716616351194e-06, 'mouth': 4.709716616351194e-06, 'swab': 4.709716616351194e-06, 'congeal': 4.709716616351194e-06, 'swat': 4.709716616351194e-06, 'NOTICE': 4.709716616351194e-06, 'repaint': 4.709716616351194e-06, 'perm': 4.709716616351194e-06, 'DISTURB': 4.709716616351194e-06, 'PUMP': 4.709716616351194e-06, 'WEAR': 4.709716616351194e-06, 'twang': 4.709716616351194e-06, 'situate': 4.709716616351194e-06, 'EDW': 4.709716616351194e-06, 'compute': 4.709716616351194e-06, 'under-represent': 4.709716616351194e-06, 'surmise': 4.709716616351194e-06, 'under-estimate': 4.709716616351194e-06, 'TRAVEL': 4.709716616351194e-06, 'gaffer': 4.709716616351194e-06, 'radio': 4.709716616351194e-06, 'under-': 4.709716616351194e-06, 'tarry': 4.709716616351194e-06, 'mangle': 4.709716616351194e-06, 'PROCEED': 4.709716616351194e-06, 'shred': 4.709716616351194e-06, 'freelance': 4.709716616351194e-06, 'charter': 4.709716616351194e-06, 'broker': 4.709716616351194e-06, 'implore': 4.709716616351194e-06, 'hitchhike': 4.709716616351194e-06, 'refortify': 4.709716616351194e-06, 'hoax': 4.709716616351194e-06, 're-form': 4.709716616351194e-06, 'declaim': 4.709716616351194e-06, 'untie': 4.709716616351194e-06, 'revolutionize': 4.709716616351194e-06, 're-record': 4.709716616351194e-06, 'bawl': 4.709716616351194e-06, 'style': 4.709716616351194e-06, 'abase': 4.709716616351194e-06, 'enfranchise': 4.709716616351194e-06, 'sprawl': 4.709716616351194e-06, 'requisition': 4.709716616351194e-06, 'sociologize': 4.709716616351194e-06, 'scrutinize': 4.709716616351194e-06, 'praetorianize': 4.709716616351194e-06, 'fine': 4.709716616351194e-06, 'gyrate': 4.709716616351194e-06, 'anaesthetise': 4.709716616351194e-06, 'collide': 4.709716616351194e-06, 'pivot': 4.709716616351194e-06, 'school': 4.709716616351194e-06, 'jock': 4.709716616351194e-06, 'oversleep': 4.709716616351194e-06, 'hatchet': 4.709716616351194e-06, 'entangle': 4.709716616351194e-06, 'FETCH': 4.709716616351194e-06, 'curry': 4.709716616351194e-06, 'profile': 4.709716616351194e-06, 'Declare': 4.709716616351194e-06, 'poultice': 4.709716616351194e-06, 'decolonise': 4.709716616351194e-06, 'reconvert': 4.709716616351194e-06, 'snowswept': 4.709716616351194e-06, 're-view': 4.709716616351194e-06, 'knuckle': 4.709716616351194e-06, 'cake': 4.709716616351194e-06, 'ramify': 4.709716616351194e-06, 'ARRIVE': 4.709716616351194e-06, 'ford': 4.709716616351194e-06, 'trek': 4.709716616351194e-06, 'deactivate': 4.709716616351194e-06, 'guest': 4.709716616351194e-06, 'titillate': 4.709716616351194e-06, 'chalk': 4.709716616351194e-06, 're-design': 4.709716616351194e-06, 'wing': 4.709716616351194e-06, 'moon': 4.709716616351194e-06, 'autograph': 4.709716616351194e-06, 'telescope': 4.709716616351194e-06, 'layer': 4.709716616351194e-06, 'disgust': 4.709716616351194e-06, 'Boggle': 4.709716616351194e-06, 'clang': 4.709716616351194e-06, 're-seal': 4.709716616351194e-06, 'decode': 4.709716616351194e-06, 'ABUSE': 4.709716616351194e-06, 'potter': 4.709716616351194e-06, 'forbear': 4.709716616351194e-06, 'crisscross': 4.709716616351194e-06, 'minicab': 4.709716616351194e-06, 'over-emphasise': 4.709716616351194e-06, 'superintend': 4.709716616351194e-06, 'customise': 4.709716616351194e-06, 'PROPHESY': 4.709716616351194e-06, 'emancipate': 4.709716616351194e-06, 'outplay': 4.709716616351194e-06, 'code': 4.709716616351194e-06, 'vocalise': 4.709716616351194e-06, 'shortchange': 4.709716616351194e-06, 'institutionalise': 4.709716616351194e-06, 'normalise': 4.709716616351194e-06, 'detest': 4.709716616351194e-06, 'reallocate': 4.709716616351194e-06, 'deterioriate': 4.709716616351194e-06, 'title': 4.709716616351194e-06, 'eulogise': 4.709716616351194e-06, 'uncork': 4.709716616351194e-06, 'disfigure': 4.709716616351194e-06, 'decree': 4.709716616351194e-06, 'CGCE': 4.709716616351194e-06, 'dot': 4.709716616351194e-06, 'maim': 4.709716616351194e-06, 'teem': 4.709716616351194e-06, 'reattach': 4.709716616351194e-06, 'pummel': 4.709716616351194e-06, 'daunt': 4.709716616351194e-06, 'simmer': 4.709716616351194e-06, 'exhume': 4.709716616351194e-06, 'Speak': 4.709716616351194e-06, 'snaffle': 4.709716616351194e-06, 'arange': 4.709716616351194e-06, 'out-bowl': 4.709716616351194e-06, 'out-bribe': 4.709716616351194e-06, 'hoot': 4.709716616351194e-06, 'hum': 4.709716616351194e-06, 'imp': 4.709716616351194e-06, 're-suspend': 4.709716616351194e-06, 'Labour-run': 4.709716616351194e-06, 're-phrase': 4.709716616351194e-06, 're-initiate': 4.709716616351194e-06, 're-release': 4.709716616351194e-06, 'Wash': 4.709716616351194e-06, 'gun': 4.709716616351194e-06, '220p–221p': 4.709716616351194e-06, '210p–217p': 4.709716616351194e-06, 'Borrow': 4.709716616351194e-06, 'rebase': 4.709716616351194e-06, 'irk': 4.709716616351194e-06, 'skipper': 4.709716616351194e-06, 'gladden': 4.709716616351194e-06, 'Wed': 4.709716616351194e-06, 'mesmerise': 4.709716616351194e-06, 'loop': 4.709716616351194e-06, 'outsmart': 4.709716616351194e-06, 'titrate': 4.709716616351194e-06, 'crisp': 4.709716616351194e-06, 'fork': 4.709716616351194e-06, 'fillet': 4.709716616351194e-06, 'outnumber': 4.709716616351194e-06, 'rivet': 4.709716616351194e-06, 'sear': 4.709716616351194e-06, 'floor': 4.709716616351194e-06, 'outgun': 4.709716616351194e-06, 'out-glare': 4.709716616351194e-06, 'regale': 4.709716616351194e-06, 'encase': 4.709716616351194e-06, 'Hoover': 4.709716616351194e-06, 'CELEBRATE': 4.709716616351194e-06, 'glitter': 4.709716616351194e-06, 'hole': 4.709716616351194e-06, 'leapfrog': 4.709716616351194e-06, 'batch': 4.709716616351194e-06, 'poll': 4.709716616351194e-06, 'accrete': 4.709716616351194e-06, 'brim': 4.709716616351194e-06, 'jusify': 4.709716616351194e-06, 'torpedo': 4.709716616351194e-06, 'over-extend': 4.709716616351194e-06, 'reignite': 4.709716616351194e-06, 'headhunt': 4.709716616351194e-06, 're-state': 4.709716616351194e-06, 'tweak': 4.709716616351194e-06, 'curare': 4.709716616351194e-06, 'scant': 4.709716616351194e-06, 'Lend': 4.709716616351194e-06, 'rerun': 4.709716616351194e-06, 'over-egg': 4.709716616351194e-06, 'case': 4.709716616351194e-06, 'ruck': 4.709716616351194e-06, 'Discover': 4.709716616351194e-06, 'ORDER': 4.709716616351194e-06, 'reprocess': 4.709716616351194e-06, 'backdate': 4.709716616351194e-06, 'STAY': 4.709716616351194e-06, 'vitiate': 4.709716616351194e-06, 're-vitalise': 4.709716616351194e-06, 'hypothesise': 4.709716616351194e-06, 're-enlist': 4.709716616351194e-06, 'slacken': 4.709716616351194e-06, 'reappoint': 4.709716616351194e-06, 'sieve': 4.709716616351194e-06, 'padlock': 4.709716616351194e-06, 'Carry': 4.709716616351194e-06, 'bemuse': 4.709716616351194e-06, 'Allow': 4.709716616351194e-06, 're-settle': 4.709716616351194e-06, 'humanise': 4.709716616351194e-06, 'ennoble': 4.709716616351194e-06, 'pontificate': 4.709716616351194e-06, 'itemise': 4.709716616351194e-06, 'low-output': 4.709716616351194e-06, 'USE': 4.709716616351194e-06, 'button': 4.709716616351194e-06, 'chain': 4.709716616351194e-06, 'DUFF': 4.709716616351194e-06, 'overdose': 4.709716616351194e-06, 'unclench': 4.709716616351194e-06, 'jibe': 4.709716616351194e-06, 'reassemble': 4.709716616351194e-06, 'father': 4.709716616351194e-06, 'prowl': 4.709716616351194e-06, \"mak'\": 4.709716616351194e-06, 'haud': 4.709716616351194e-06, 'licht': 4.709716616351194e-06, 'STEP': 4.709716616351194e-06, 'jine': 4.709716616351194e-06, 'gie': 4.709716616351194e-06, 'TEND': 4.709716616351194e-06, 'LEARN': 4.709716616351194e-06, 'rupture': 4.709716616351194e-06, 'Manage': 4.709716616351194e-06, 'prioritize': 4.709716616351194e-06, 'conceptualize': 4.709716616351194e-06, 'pertain': 4.709716616351194e-06, 're-attach': 4.709716616351194e-06, 'ICT': 4.709716616351194e-06, 'honor': 4.709716616351194e-06, 'section': 4.709716616351194e-06, 'ASW': 4.709716616351194e-06, \"'ang\": 4.709716616351194e-06, 'percolate': 4.709716616351194e-06, 'disunite': 4.709716616351194e-06, 'horticulture': 4.709716616351194e-06, 'dislocate': 4.709716616351194e-06, 'admonish': 4.709716616351194e-06, 'vye': 4.709716616351194e-06, 'Bear': 4.709716616351194e-06, 'intermix': 4.709716616351194e-06, 'transfill': 4.709716616351194e-06, 'HEAR': 4.709716616351194e-06, 'alkylate': 4.709716616351194e-06, 'methacrylate': 4.709716616351194e-06, 'tetrahydrofolate': 4.709716616351194e-06, 'polyhalogenate': 4.709716616351194e-06, 'habituate': 4.709716616351194e-06, 'clutter': 4.709716616351194e-06, 'zero': 4.709716616351194e-06, 'mineralise': 4.709716616351194e-06, 'reoccur': 4.709716616351194e-06, 'gefarnate': 4.709716616351194e-06, 'subsume': 4.709716616351194e-06, 'butcher': 4.709716616351194e-06, 'parley': 4.709716616351194e-06, 'winter': 4.709716616351194e-06, 're-occupy': 4.709716616351194e-06, 'rearm': 4.709716616351194e-06, 'paraglide': 4.709716616351194e-06, 'chug': 4.709716616351194e-06, 'transit': 4.709716616351194e-06, 'alight': 4.709716616351194e-06, 'forage': 4.709716616351194e-06, 'IEEP': 4.709716616351194e-06, 'Prosecute': 4.709716616351194e-06, 'dose': 4.709716616351194e-06, 'leach': 4.709716616351194e-06, 'retrofit': 4.709716616351194e-06, 'adsorb': 4.709716616351194e-06, 'prospect': 4.709716616351194e-06, 'afforest': 4.709716616351194e-06, 'stonewall': 4.709716616351194e-06, 'TREAT': 4.709716616351194e-06, 'SUPPORT': 4.709716616351194e-06, 'reconnect': 4.709716616351194e-06, 'relight': 4.709716616351194e-06, 'sludge': 4.709716616351194e-06, 'rehang': 4.709716616351194e-06, 'BORROW': 4.709716616351194e-06, 'scribe': 4.709716616351194e-06, 'ice': 4.709716616351194e-06, 'internalise': 4.709716616351194e-06, 'precondition': 4.709716616351194e-06, 'preselect': 4.709716616351194e-06, 'satisfice': 4.709716616351194e-06, 'damge': 4.709716616351194e-06, 'LOWER': 4.709716616351194e-06, 'OWN': 4.709716616351194e-06, 'earmark': 4.709716616351194e-06, 'toot': 4.709716616351194e-06, 'wheel': 4.709716616351194e-06, 'fizzle': 4.709716616351194e-06, 'vegetate': 4.709716616351194e-06, 'underrate': 4.709716616351194e-06, 'foregather': 4.709716616351194e-06, 'fraternise': 4.709716616351194e-06, 'croon': 4.709716616351194e-06, 'Meet': 4.709716616351194e-06, 'hearken': 4.709716616351194e-06, 'deluxe': 4.709716616351194e-06, 'barbecue': 4.709716616351194e-06, 'postulate': 4.709716616351194e-06, 'conjoin': 4.709716616351194e-06, 'disjoin': 4.709716616351194e-06, 're-represent': 4.709716616351194e-06, 'dichotomize': 4.709716616351194e-06, 'introspect': 4.709716616351194e-06, 'symbolize': 4.709716616351194e-06, 'mob': 4.709716616351194e-06, 'antedate': 4.709716616351194e-06, 'foreshadow': 4.709716616351194e-06, 'DEVELOP': 4.709716616351194e-06, 'TRADE': 4.709716616351194e-06, 'OFFER': 4.709716616351194e-06, 'recapitalise': 4.709716616351194e-06, 'reawaken': 4.709716616351194e-06, 'derail': 4.709716616351194e-06, 'botanise': 4.709716616351194e-06, 'munch': 4.709716616351194e-06, 'etch': 4.709716616351194e-06, 'enroll': 4.709716616351194e-06, 'fossilize': 4.709716616351194e-06, 'tail': 4.709716616351194e-06, 're-fill': 4.709716616351194e-06, 'despatch': 4.709716616351194e-06, 'occure': 4.709716616351194e-06, 're-convene': 4.709716616351194e-06, 'photosynthesize': 4.709716616351194e-06, 'addax': 4.709716616351194e-06, 'catalyze': 4.709716616351194e-06, 'de-convert': 4.709716616351194e-06, 'out-race': 4.709716616351194e-06, 'winch': 4.709716616351194e-06, 'branch': 4.709716616351194e-06, 'port': 4.709716616351194e-06, 'uncurl': 4.709716616351194e-06, 'husband': 4.709716616351194e-06, 'scrabble': 4.709716616351194e-06, 'ready': 4.709716616351194e-06, 'INCLUDE': 4.709716616351194e-06, 'PUT': 4.709716616351194e-06, 'dramatize': 4.709716616351194e-06}\n"
     ]
    }
   ],
   "source": [
    "#Prediction\n",
    "print(f\"Tag to be checked: VVI\")\n",
    "print(loaded_freq_of_words_for_each_tag.get(\"VVI\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "transition_matrix = np.zeros([len(tags_to_index),len(tags_to_index)]) #start tag added to tr_matrix at last row/column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "for sentence in sentences:\n",
    "    for word_tag_pair_idx in range(len(sentence.split(\" \"))):\n",
    "        word_tag_pair = sentence.split(\" \")[word_tag_pair_idx]\n",
    "        if len(word_tag_pair.strip()) != 0:\n",
    "            try:\n",
    "                tag = pair.split(\"_\")[1]\n",
    "                if word_tag_pair_idx==0:\n",
    "                    prev_tag = \"start\"\n",
    "                else:\n",
    "                    prev_tag = sentence.split(\" \")[word_tag_pair_idx-1].split(\"_\")[1]\n",
    "                curr_tag = word_tag_pair.split(\"_\")[1]\n",
    "                transition_matrix[tags_to_index[prev_tag]][tags_to_index[curr_tag]] += 1\n",
    "            except:\n",
    "                continue\n",
    "\n",
    "for idx in range(len(tags_to_index)):\n",
    "    total = 0\n",
    "    for idx2 in range(len(tags_to_index)):\n",
    "        total += transition_matrix[idx][idx2]\n",
    "    for idx2 in range(len(tags)):\n",
    "        transition_matrix[idx][idx2] = transition_matrix[idx][idx2]/total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(\"Trans_Matrix.npy\",transition_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[4.02403538e-02 1.47496038e-01 8.77856174e-02 3.25885801e-02\n",
      " 2.74022395e-02 9.32876664e-02 7.18298830e-02 1.74555568e-01\n",
      " 4.17088130e-02 1.06551572e-03 6.23108606e-05 5.59364595e-02\n",
      " 3.72203541e-03 6.18954548e-04 1.85437121e-02 3.44163653e-03\n",
      " 1.80410712e-02 3.62233803e-03 9.18046679e-04 9.02884370e-03\n",
      " 3.79950858e-02 1.80701496e-03 1.56670274e-02 8.97276392e-04\n",
      " 3.53094877e-05 3.11138897e-03 4.36176024e-04 7.78885757e-04\n",
      " 2.07702869e-06 8.63628528e-03 3.06361731e-03 1.14859686e-03\n",
      " 6.64856882e-03 8.55735819e-04 4.86024712e-04 3.82173278e-03\n",
      " 9.92196603e-03 3.42709733e-04 6.43878893e-04 2.70013729e-05\n",
      " 4.98279182e-03 1.04682246e-03 1.50792283e-03 1.72393381e-04\n",
      " 1.55881003e-02 2.13933955e-04 9.07661536e-04 6.07115485e-03\n",
      " 6.69010940e-03 2.26396127e-04 0.00000000e+00 7.85116843e-03\n",
      " 9.94896741e-04 4.56946311e-05 1.26906453e-03 2.30550184e-04\n",
      " 5.77413975e-04 2.41558436e-03 7.45653298e-04 1.76132033e-03\n",
      " 6.37647807e-04 3.57248934e-04 7.26960040e-05 4.77716598e-05\n",
      " 5.87799118e-04 6.16877520e-04 4.05020594e-04 6.95389204e-03\n",
      " 2.07702869e-04 2.07702869e-06 1.95032994e-03 5.60797745e-04\n",
      " 2.74167787e-04 2.20372744e-03 4.32021967e-04 9.67895368e-04\n",
      " 6.21031577e-04 1.30852807e-04 9.03507478e-04 9.96973769e-05\n",
      " 1.45392008e-05 0.00000000e+00 1.14236578e-04 4.56946311e-05\n",
      " 1.45392008e-05 2.28473155e-04 2.90784016e-05 0.00000000e+00]\n"
     ]
    }
   ],
   "source": [
    "print(transition_matrix[87])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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