lunr-py.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c6f721d2-354e-46f5-a1bd-144d4d34b9fe",
   "metadata": {},
   "source": [
    "Eric Phann  \n",
    "DSBA 6188  \n",
    "Calmcode 3: lunr.py"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84df3139-00ea-4528-9669-b46a58fa8c0b",
   "metadata": {},
   "source": [
    "lunr.js is a lightweight search engine that can handle smaller datasets pretty well.  \n",
    "An example is using the search functionality on a [mkdocs material](https://squidfunk.github.io/mkdocs-material/).  \n",
    "It has been ported to python as lunr.py"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65597bca-b0c8-452c-ba85-e13a432d0a4e",
   "metadata": {},
   "source": [
    "First, let's grab a dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e40b37e0-5f1d-4fac-b54f-9e7dc54aedc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# command line for dataset from calmcode... not found\n",
    "# https://calmcode.io/datasets/%7B'name':%20'lunr.py',%20'link':%20'/shorts/lunr.py.html'%7D returns a 404...\n",
    "# !curl https://calmcode.io/datasets/clinc.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a199b746-c001-4695-8a66-4b8ca9a2c361",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>label</th>\n",
       "      <th>idx</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12326</th>\n",
       "      <td>how many calories are in a honey bun</td>\n",
       "      <td>calories</td>\n",
       "      <td>12326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19534</th>\n",
       "      <td>i need 2000 to go to my chase checking from my...</td>\n",
       "      <td>transfer</td>\n",
       "      <td>19534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19171</th>\n",
       "      <td>i need you to buy a laptop</td>\n",
       "      <td>order</td>\n",
       "      <td>19171</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    text     label    idx\n",
       "12326               how many calories are in a honey bun  calories  12326\n",
       "19534  i need 2000 to go to my chase checking from my...  transfer  19534\n",
       "19171                         i need you to buy a laptop     order  19171"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "os.chdir(r\"C:\\Users\\Eric\\DSBA 6188\\Calmcode\\data\")\n",
    "df = pd.read_csv(\"clinc.csv\").assign(idx=lambda d: d.index)\n",
    "df.sample(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46c091ff-3f4b-45ec-822b-0b16fa9e27a1",
   "metadata": {},
   "source": [
    "lunr prefers list of dictionaries, not a dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bcb9cc09-47f8-4b46-b8ea-111d1a2c5e49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'text': 'how would you say fly in italian', 'label': 'translate', 'idx': 0},\n",
       " {'text': \"what's the spanish word for pasta\", 'label': 'translate', 'idx': 1},\n",
       " {'text': 'how would they say butter in zambia',\n",
       "  'label': 'translate',\n",
       "  'idx': 2},\n",
       " {'text': 'how do you say fast in spanish', 'label': 'translate', 'idx': 3},\n",
       " {'text': \"what's the word for trees in norway\",\n",
       "  'label': 'translate',\n",
       "  'idx': 4},\n",
       " {'text': 'how does one say wonderful in german',\n",
       "  'label': 'translate',\n",
       "  'idx': 5},\n",
       " {'text': 'how do they say tacos in mexico', 'label': 'translate', 'idx': 6},\n",
       " {'text': 'how would one say cruiser in china',\n",
       "  'label': 'translate',\n",
       "  'idx': 7},\n",
       " {'text': \"what's the french word you use for potato\",\n",
       "  'label': 'translate',\n",
       "  'idx': 8},\n",
       " {'text': 'what would the word for grass be in finland',\n",
       "  'label': 'translate',\n",
       "  'idx': 9},\n",
       " {'text': 'how do you say please in french', 'label': 'translate', 'idx': 10},\n",
       " {'text': 'how would i say nice to meet you if i were russian',\n",
       "  'label': 'translate',\n",
       "  'idx': 11},\n",
       " {'text': 'what is the right way to say excuse me in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 12},\n",
       " {'text': \"how do i say i'm sorry in chinese\",\n",
       "  'label': 'translate',\n",
       "  'idx': 13},\n",
       " {'text': 'how would i say thank you if i were mexican',\n",
       "  'label': 'translate',\n",
       "  'idx': 14},\n",
       " {'text': 'how would i say what is your name if i were french',\n",
       "  'label': 'translate',\n",
       "  'idx': 15},\n",
       " {'text': 'how would i say i must be going now if i were german',\n",
       "  'label': 'translate',\n",
       "  'idx': 16},\n",
       " {'text': 'how do i say bathroom in italian', 'label': 'translate', 'idx': 17},\n",
       " {'text': 'how might i say hello if i were scottish',\n",
       "  'label': 'translate',\n",
       "  'idx': 18},\n",
       " {'text': 'i must know how to say thank you in german',\n",
       "  'label': 'translate',\n",
       "  'idx': 19},\n",
       " {'text': 'how would i say i love you if i were german',\n",
       "  'label': 'translate',\n",
       "  'idx': 20},\n",
       " {'text': 'how would i say how are you today if i were mexican',\n",
       "  'label': 'translate',\n",
       "  'idx': 21},\n",
       " {'text': 'how would i say where is the bathroom if i were korean',\n",
       "  'label': 'translate',\n",
       "  'idx': 22},\n",
       " {'text': 'how would i say i need directions if i were french',\n",
       "  'label': 'translate',\n",
       "  'idx': 23},\n",
       " {'text': 'how would i say i am lost if i were japanese',\n",
       "  'label': 'translate',\n",
       "  'idx': 24},\n",
       " {'text': 'english to spanish for dog', 'label': 'translate', 'idx': 25},\n",
       " {'text': 'what is dog in spanish', 'label': 'translate', 'idx': 26},\n",
       " {'text': 'how do you say dog in spanish', 'label': 'translate', 'idx': 27},\n",
       " {'text': 'dog in spanish', 'label': 'translate', 'idx': 28},\n",
       " {'text': \"what's the spanish word for dog\", 'label': 'translate', 'idx': 29},\n",
       " {'text': 'can you please provide me with assistance in moving money from one account to another',\n",
       "  'label': 'transfer',\n",
       "  'idx': 30},\n",
       " {'text': 'i would like help moving money between accounts',\n",
       "  'label': 'transfer',\n",
       "  'idx': 31},\n",
       " {'text': 'can you assist me in moving money from one account to another',\n",
       "  'label': 'transfer',\n",
       "  'idx': 32},\n",
       " {'text': 'i would like help moving money from one account to another',\n",
       "  'label': 'transfer',\n",
       "  'idx': 33},\n",
       " {'text': 'i would like assistance moving money from one account to another',\n",
       "  'label': 'transfer',\n",
       "  'idx': 34},\n",
       " {'text': 'can i move some money around', 'label': 'transfer', 'idx': 35},\n",
       " {'text': 'can i make a transfer between my accounts',\n",
       "  'label': 'transfer',\n",
       "  'idx': 36},\n",
       " {'text': 'i need to make a transfer of my money',\n",
       "  'label': 'transfer',\n",
       "  'idx': 37},\n",
       " {'text': 'can i move some money between my two accounts',\n",
       "  'label': 'transfer',\n",
       "  'idx': 38},\n",
       " {'text': 'i would like to distribute some money between my accounts',\n",
       "  'label': 'transfer',\n",
       "  'idx': 39},\n",
       " {'text': 'i would like to transfer $100 from my checking to saving account',\n",
       "  'label': 'transfer',\n",
       "  'idx': 40},\n",
       " {'text': 'help me transfer $100 from my checking to saving account',\n",
       "  'label': 'transfer',\n",
       "  'idx': 41},\n",
       " {'text': 'transfer $100 from my checking to saving account',\n",
       "  'label': 'transfer',\n",
       "  'idx': 42},\n",
       " {'text': 'can you please help me move $100 from my checking to saving account',\n",
       "  'label': 'transfer',\n",
       "  'idx': 43},\n",
       " {'text': 'please move $100 from my checking to saving account',\n",
       "  'label': 'transfer',\n",
       "  'idx': 44},\n",
       " {'text': 'transfer seventeen dollars from rbs to woodforest account, please',\n",
       "  'label': 'transfer',\n",
       "  'idx': 45},\n",
       " {'text': 'send twelve dollars between cabelas and bank of london accounts, please',\n",
       "  'label': 'transfer',\n",
       "  'idx': 46},\n",
       " {'text': 'transfer ninety dollars between glacier checking and farmers accounts, please',\n",
       "  'label': 'transfer',\n",
       "  'idx': 47},\n",
       " {'text': 'transfer seventy dollars between national and citizens accounts',\n",
       "  'label': 'transfer',\n",
       "  'idx': 48},\n",
       " {'text': 'transfer four and sixty seven dollars from bank of oklahoma checking to security bank account',\n",
       "  'label': 'transfer',\n",
       "  'idx': 49},\n",
       " {'text': 'how much money can i transfer today',\n",
       "  'label': 'transfer',\n",
       "  'idx': 50},\n",
       " {'text': 'add funds to the retirement account from the pnc account only',\n",
       "  'label': 'transfer',\n",
       "  'idx': 51},\n",
       " {'text': 'would you move 100 dollars from the checking and put it into savings',\n",
       "  'label': 'transfer',\n",
       "  'idx': 52},\n",
       " {'text': 'repeat what the weather will be like',\n",
       "  'label': 'transfer',\n",
       "  'idx': 53},\n",
       " {'text': 'i would like to put 100 dollars from the checking into the savings account now',\n",
       "  'label': 'transfer',\n",
       "  'idx': 54},\n",
       " {'text': 'please transfer $5000 to money market from checking account',\n",
       "  'label': 'transfer',\n",
       "  'idx': 55},\n",
       " {'text': 'i need $360 transfered from savings to checking account',\n",
       "  'label': 'transfer',\n",
       "  'idx': 56},\n",
       " {'text': 'make an immediate transfer of ten thousand from money market to checking',\n",
       "  'label': 'transfer',\n",
       "  'idx': 57},\n",
       " {'text': \"i'd like to transfer $400 from household to savings account\",\n",
       "  'label': 'transfer',\n",
       "  'idx': 58},\n",
       " {'text': 'transer $800 from my checking to savings account',\n",
       "  'label': 'transfer',\n",
       "  'idx': 59},\n",
       " {'text': 'set a 4 minute timer', 'label': 'timer', 'idx': 60},\n",
       " {'text': 'set a 2 minute timer', 'label': 'timer', 'idx': 61},\n",
       " {'text': 'set a 3 minute timer', 'label': 'timer', 'idx': 62},\n",
       " {'text': 'set a 5 minute timer', 'label': 'timer', 'idx': 63},\n",
       " {'text': 'set a 1 minute timer', 'label': 'timer', 'idx': 64},\n",
       " {'text': 'who set up the numbers for it', 'label': 'timer', 'idx': 65},\n",
       " {'text': 'start the timer', 'label': 'timer', 'idx': 66},\n",
       " {'text': 'start a timer please', 'label': 'timer', 'idx': 67},\n",
       " {'text': 'i need to start a timer', 'label': 'timer', 'idx': 68},\n",
       " {'text': 'i need a timer to be set', 'label': 'timer', 'idx': 69},\n",
       " {'text': 'could you set a timer', 'label': 'timer', 'idx': 70},\n",
       " {'text': 'set a timer', 'label': 'timer', 'idx': 71},\n",
       " {'text': 'i need to have a timer for 10 minutes',\n",
       "  'label': 'timer',\n",
       "  'idx': 72},\n",
       " {'text': 'make a 10 minute timer', 'label': 'timer', 'idx': 73},\n",
       " {'text': 'give me a 10 minute timer', 'label': 'timer', 'idx': 74},\n",
       " {'text': 'will you create a timer for me', 'label': 'timer', 'idx': 75},\n",
       " {'text': 'please begin a timer', 'label': 'timer', 'idx': 76},\n",
       " {'text': 'is it possible to set a timer', 'label': 'timer', 'idx': 77},\n",
       " {'text': 'i want a timer set for 10 minutes', 'label': 'timer', 'idx': 78},\n",
       " {'text': 'set a timer for 10 minutes', 'label': 'timer', 'idx': 79},\n",
       " {'text': 'can i get a timer set', 'label': 'timer', 'idx': 80},\n",
       " {'text': 'i need to use a timer', 'label': 'timer', 'idx': 81},\n",
       " {'text': 'set a timer to go off in 1 hour', 'label': 'timer', 'idx': 82},\n",
       " {'text': 'i need a timer for 45 minutes', 'label': 'timer', 'idx': 83},\n",
       " {'text': 'in 15 minutes the timer should go off',\n",
       "  'label': 'timer',\n",
       "  'idx': 84},\n",
       " {'text': 'start the timer now', 'label': 'timer', 'idx': 85},\n",
       " {'text': 'set a timer for 30 minutes', 'label': 'timer', 'idx': 86},\n",
       " {'text': 'set a timer for 5 minutes from now', 'label': 'timer', 'idx': 87},\n",
       " {'text': \"let me know when it's been 5 minutes\", 'label': 'timer', 'idx': 88},\n",
       " {'text': 'can you set the timer to 20 minutes', 'label': 'timer', 'idx': 89},\n",
       " {'text': 'define antebellum', 'label': 'definition', 'idx': 90},\n",
       " {'text': 'define discontent', 'label': 'definition', 'idx': 91},\n",
       " {'text': 'what is the meaning of incandescent',\n",
       "  'label': 'definition',\n",
       "  'idx': 92},\n",
       " {'text': 'what does confrontation mean', 'label': 'definition', 'idx': 93},\n",
       " {'text': 'what does serendipity mean', 'label': 'definition', 'idx': 94},\n",
       " {'text': \"what's the definition of luminescent\",\n",
       "  'label': 'definition',\n",
       "  'idx': 95},\n",
       " {'text': 'what is the definiton of auspicious',\n",
       "  'label': 'definition',\n",
       "  'idx': 96},\n",
       " {'text': 'what does circuitous mean', 'label': 'definition', 'idx': 97},\n",
       " {'text': \"what's the definition of unencumbered\",\n",
       "  'label': 'definition',\n",
       "  'idx': 98},\n",
       " {'text': 'what does adulation mean', 'label': 'definition', 'idx': 99},\n",
       " {'text': 'what does assiduous mean', 'label': 'definition', 'idx': 100},\n",
       " {'text': 'what does amicable mean', 'label': 'definition', 'idx': 101},\n",
       " {'text': \"what's the definition of remunerative\",\n",
       "  'label': 'definition',\n",
       "  'idx': 102},\n",
       " {'text': 'what does anachronistic mean', 'label': 'definition', 'idx': 103},\n",
       " {'text': \"what's the definition of idiosyncratic\",\n",
       "  'label': 'definition',\n",
       "  'idx': 104},\n",
       " {'text': 'what does yolo mean', 'label': 'definition', 'idx': 105},\n",
       " {'text': 'can you tell me the meaning of fluctuate',\n",
       "  'label': 'definition',\n",
       "  'idx': 106},\n",
       " {'text': 'what does the word polynomial mean',\n",
       "  'label': 'definition',\n",
       "  'idx': 107},\n",
       " {'text': 'what does ferrari mean', 'label': 'definition', 'idx': 108},\n",
       " {'text': 'what is the meaning of the word girn',\n",
       "  'label': 'definition',\n",
       "  'idx': 109},\n",
       " {'text': 'what does mature mean', 'label': 'definition', 'idx': 110},\n",
       " {'text': \"i'd like to know what bitcoin means\",\n",
       "  'label': 'definition',\n",
       "  'idx': 111},\n",
       " {'text': \"i heard some woman say she was going to yerd me, what's that mean\",\n",
       "  'label': 'definition',\n",
       "  'idx': 112},\n",
       " {'text': 'can you tell me what obsolescence means',\n",
       "  'label': 'definition',\n",
       "  'idx': 113},\n",
       " {'text': 'please explain the word catastrophic to me',\n",
       "  'label': 'definition',\n",
       "  'idx': 114},\n",
       " {'text': \"what's the meaning of naff\", 'label': 'definition', 'idx': 115},\n",
       " {'text': 'can you tell me what dendrofilous means',\n",
       "  'label': 'definition',\n",
       "  'idx': 116},\n",
       " {'text': 'what does peer-to-peer actually mean',\n",
       "  'label': 'definition',\n",
       "  'idx': 117},\n",
       " {'text': 'define epicurean', 'label': 'definition', 'idx': 118},\n",
       " {'text': 'what does epicurean mean', 'label': 'definition', 'idx': 119},\n",
       " {'text': 'would you let me know what the meaning is life is',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 120},\n",
       " {'text': 'would you let me know what is the point of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 121},\n",
       " {'text': 'right now, i need to know the meaning of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 122},\n",
       " {'text': 'define the meaning of life for me',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 123},\n",
       " {'text': 'i want to know the meaning of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 124},\n",
       " {'text': 'would you explain the meaning of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 125},\n",
       " {'text': 'i need you to tell me the meaning of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 126},\n",
       " {'text': 'i need to know what the meaning of life is now',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 127},\n",
       " {'text': 'tell me what the meaning of life is',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 128},\n",
       " {'text': 'i need to know what the point of life is',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 129},\n",
       " {'text': 'let me know what the point of life is',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 130},\n",
       " {'text': 'would you provide me with what the point of life is',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 131},\n",
       " {'text': 'tell me what the point of life is',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 132},\n",
       " {'text': 'what is the reason humans even exist',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 133},\n",
       " {'text': 'do you think our lives have purpose or meaning',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 134},\n",
       " {'text': 'can you tell me about the meaning of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 135},\n",
       " {'text': 'can you tell me what the meaning of life is',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 136},\n",
       " {'text': 'what do you know about the meaning of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 137},\n",
       " {'text': 'i would like information on the meaning of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 138},\n",
       " {'text': 'what information can you give me on the meaning of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 139},\n",
       " {'text': 'what is the core meaning of life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 140},\n",
       " {'text': 'what do you know about lifes meaning',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 141},\n",
       " {'text': 'is there any consensun regarding lifes true meaning',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 142},\n",
       " {'text': 'is there a reason beyond biology about why humans are alive',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 143},\n",
       " {'text': 'do you think being alive has any meaning',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 144},\n",
       " {'text': 'is there meaning to life', 'label': 'meaning_of_life', 'idx': 145},\n",
       " {'text': 'is there meaning in life', 'label': 'meaning_of_life', 'idx': 146},\n",
       " {'text': 'what is the answer to life',\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 147},\n",
       " {'text': \"what's the answer to it all\",\n",
       "  'label': 'meaning_of_life',\n",
       "  'idx': 148},\n",
       " {'text': \"what's life mean to you\", 'label': 'meaning_of_life', 'idx': 149},\n",
       " {'text': 'i would like to change my insurance policy',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 150},\n",
       " {'text': 'can i edit my insurance policy',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 151},\n",
       " {'text': 'i am interested in a new insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 152},\n",
       " {'text': 'i really would like to get a new insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 153},\n",
       " {'text': 'i am in the market for a new insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 154},\n",
       " {'text': 'is there a way to alter my insurance policy',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 155},\n",
       " {'text': 'how can i change to new insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 156},\n",
       " {'text': 'help me find a new insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 157},\n",
       " {'text': 'can i update my insurance policy',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 158},\n",
       " {'text': 'who do i contact about updating my insurance',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 159},\n",
       " {'text': 'can you help me change my insurance policy',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 160},\n",
       " {'text': 'i need to change my insurance policy, do you know how',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 161},\n",
       " {'text': 'what are the steps to change my insurance policy',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 162},\n",
       " {'text': 'do you know how i can change my insurance policy',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 163},\n",
       " {'text': 'how to i change the policy on my insurace',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 164},\n",
       " {'text': 'what do i need to do to get new insurance',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 165},\n",
       " {'text': 'do you know how i get new insurance',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 166},\n",
       " {'text': 'what is the protocol for getting new insurance',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 167},\n",
       " {'text': 'let me know the process for new insurance',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 168},\n",
       " {'text': 'i want to sign up for a new allstate insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 169},\n",
       " {'text': 'i need to sign up for a new allstate plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 170},\n",
       " {'text': 'what is the procedure for signing up for a new allstate plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 171},\n",
       " {'text': 'how do i sign up for a new allstatedplan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 172},\n",
       " {'text': 'i want to change to a new allstate insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 173},\n",
       " {'text': 'i want a new insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 174},\n",
       " {'text': 'what if i want to switch insurance plans',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 175},\n",
       " {'text': 'is there a way to get a new insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 176},\n",
       " {'text': 'i want to switch to a new insurance plan',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 177},\n",
       " {'text': 'how do i switch insurance plans',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 178},\n",
       " {'text': 'phone number to state farm to change insurance',\n",
       "  'label': 'insurance_change',\n",
       "  'idx': 179},\n",
       " {'text': 'can you help me find my phone, please',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 180},\n",
       " {'text': 'could you help me locate my phone',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 181},\n",
       " {'text': 'can you help me locate my phone',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 182},\n",
       " {'text': 'could you help me locate my phone, please',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 183},\n",
       " {'text': 'can you help me locate my phone, please',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 184},\n",
       " {'text': 'i cannot locate my phone, can you help me',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 185},\n",
       " {'text': 'i need help locating my phone', 'label': 'find_phone', 'idx': 186},\n",
       " {'text': 'can you assist me with finding my phone',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 187},\n",
       " {'text': 'i lost my phone can you help me',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 188},\n",
       " {'text': 'where the bleep did i put my bleeping phone',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 189},\n",
       " {'text': 'is my phone somewhere around here',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 190},\n",
       " {'text': \"help, i've lost my cellphone!\", 'label': 'find_phone', 'idx': 191},\n",
       " {'text': 'i seem to have lost my phone', 'label': 'find_phone', 'idx': 192},\n",
       " {'text': \"do you know my phone's location\",\n",
       "  'label': 'find_phone',\n",
       "  'idx': 193},\n",
       " {'text': 'can you find my phone', 'label': 'find_phone', 'idx': 194},\n",
       " {'text': \"where's my phone at\", 'label': 'find_phone', 'idx': 195},\n",
       " {'text': \"what's my phone's location\", 'label': 'find_phone', 'idx': 196},\n",
       " {'text': 'can you help me hunt for my missing cellphone',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 197},\n",
       " {'text': 'locate my cellphone in this room',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 198},\n",
       " {'text': 'where did i last put my phone', 'label': 'find_phone', 'idx': 199},\n",
       " {'text': 'find my cellphone for me!', 'label': 'find_phone', 'idx': 200},\n",
       " {'text': 'where did i place my phone', 'label': 'find_phone', 'idx': 201},\n",
       " {'text': \"where's my phone\", 'label': 'find_phone', 'idx': 202},\n",
       " {'text': \"my phone isn't where i left it\", 'label': 'find_phone', 'idx': 203},\n",
       " {'text': \"i think i've misplaced my phone\",\n",
       "  'label': 'find_phone',\n",
       "  'idx': 204},\n",
       " {'text': \"i've lost my phone somewhere\", 'label': 'find_phone', 'idx': 205},\n",
       " {'text': 'i think i lost my phone', 'label': 'find_phone', 'idx': 206},\n",
       " {'text': 'would you know where to find my phone',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 207},\n",
       " {'text': 'please assist me in looking for my phone',\n",
       "  'label': 'find_phone',\n",
       "  'idx': 208},\n",
       " {'text': 'look for my phone with me', 'label': 'find_phone', 'idx': 209},\n",
       " {'text': 'is there a travel alert in spain',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 210},\n",
       " {'text': 'travel alert in cuba', 'label': 'travel_alert', 'idx': 211},\n",
       " {'text': 'alerts for travel in colombia',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 212},\n",
       " {'text': 'are there travel alerts in mexico',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 213},\n",
       " {'text': 'mexico travel alerts', 'label': 'travel_alert', 'idx': 214},\n",
       " {'text': 'have there been any travel alerts for the us',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 215},\n",
       " {'text': 'are there any travel advisories for the us',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 216},\n",
       " {'text': 'what are the travel alerts for the us',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 217},\n",
       " {'text': 'are there travel alerts for the us',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 218},\n",
       " {'text': 'what travel alerts are in effect for the us',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 219},\n",
       " {'text': 'i want to know if i will be safe if i travel to europe',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 220},\n",
       " {'text': 'would i be safe if i traveled to japan',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 221},\n",
       " {'text': 'is it safe to go to north korea',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 222},\n",
       " {'text': 'will i be safe going to south america',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 223},\n",
       " {'text': 'am i safe to go to africa', 'label': 'travel_alert', 'idx': 224},\n",
       " {'text': 'which countries have travel alerts',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 225},\n",
       " {'text': 'is it safe in italy', 'label': 'travel_alert', 'idx': 226},\n",
       " {'text': 'what are the travel conditions for haiti',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 227},\n",
       " {'text': 'are there any travel bulletins about haiti',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 228},\n",
       " {'text': 'note any travel alerts for haiti',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 229},\n",
       " {'text': 'find travel alerts for haiti', 'label': 'travel_alert', 'idx': 230},\n",
       " {'text': 'does the state department say anything about traveling to haiti',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 231},\n",
       " {'text': 'is there a travel alert for france',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 232},\n",
       " {'text': 'is it safe for me to go to turkey',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 233},\n",
       " {'text': 'is it safe to go to serbia', 'label': 'travel_alert', 'idx': 234},\n",
       " {'text': 'safety concerns for malaysia', 'label': 'travel_alert', 'idx': 235},\n",
       " {'text': 'is it safe for me to visit malawi',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 236},\n",
       " {'text': 'is travel to monterrey safe now',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 237},\n",
       " {'text': 'is it safe for people to travel to pakistan',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 238},\n",
       " {'text': 'can people safely travel to cambodia',\n",
       "  'label': 'travel_alert',\n",
       "  'idx': 239},\n",
       " {'text': 'please help me set up a vacation request',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 240},\n",
       " {'text': 'how does one go about putting in a vacation request',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 241},\n",
       " {'text': 'how do i put in a vacation request',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 242},\n",
       " {'text': 'walk me through on how to make a vacation request',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 243},\n",
       " {'text': 'please put in a vacation request',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 244},\n",
       " {'text': 'how is a vacation request done',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 245},\n",
       " {'text': 'how is a vacation request made',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 246},\n",
       " {'text': 'what is the process of making a vacation request',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 247},\n",
       " {'text': 'how would one make a vacation request',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 248},\n",
       " {'text': 'can i put in a pto request for september 1st to september 8th',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 249},\n",
       " {'text': 'if i want to make a vacation request, how do i do it',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 250},\n",
       " {'text': 'can i put in a pto request for august 1st to august 10th',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 251},\n",
       " {'text': 'can i put in a pto request for january 4th to january 9th',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 252},\n",
       " {'text': 'can i put in a pto request for december 3rd to december 10th',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 253},\n",
       " {'text': 'can i put in a pto request for december 25th to january 1st',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 254},\n",
       " {'text': 'can i take pto from the end of the month to the 5th of the next month',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 255},\n",
       " {'text': 'can you help me plan a vacation',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 256},\n",
       " {'text': 'it it possible to take pto from the 8th to the 11th',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 257},\n",
       " {'text': 'is it ok if i use some of my pto on may 24th to may 29th',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 258},\n",
       " {'text': 'what do i do to set up a vacation',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 259},\n",
       " {'text': 'i need to use pto on october 5th to october 10th',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 260},\n",
       " {'text': 'how do i plan a vacation', 'label': 'pto_request', 'idx': 261},\n",
       " {'text': 'can i put in a pto request for monday to wednesday',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 262},\n",
       " {'text': 'can i purchase a vacation using this',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 263},\n",
       " {'text': 'how do i get help with a vacation itinerary',\n",
       "  'label': 'pto_request',\n",
       "  'idx': 264},\n",
       " {'text': 'how do i request a vacation', 'label': 'pto_request', 'idx': 265},\n",
       " {'text': \"i'd like to request a vacation\",\n",
       "  'label': 'pto_request',\n",
       "  'idx': 266},\n",
       " {'text': 'i need to request a vacation', 'label': 'pto_request', 'idx': 267},\n",
       " {'text': 'vacation request information', 'label': 'pto_request', 'idx': 268},\n",
       " {'text': 'vacation request please', 'label': 'pto_request', 'idx': 269},\n",
       " {'text': 'how can i increase my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 270},\n",
       " {'text': 'how can i raise my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 271},\n",
       " {'text': 'how can i contribute to my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 272},\n",
       " {'text': 'how is it possible to get a better credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 273},\n",
       " {'text': 'how can i up my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 274},\n",
       " {'text': 'can you explain to me how i might boost my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 275},\n",
       " {'text': \"my credit score stinks but i don't know how to improve it\",\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 276},\n",
       " {'text': 'what preventative measures can i take to avoid a low credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 277},\n",
       " {'text': 'how can i keep my credit score from falling',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 278},\n",
       " {'text': 'give me some ideas for boosting my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 279},\n",
       " {'text': 'how can i prevent my credit score from dropping',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 280},\n",
       " {'text': 'what steps can i take to build my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 281},\n",
       " {'text': 'give me some tips on building up my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 282},\n",
       " {'text': 'how can i rehabilitate my poor credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 283},\n",
       " {'text': 'give me some ideas of how to avoid my credit score lowering',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 284},\n",
       " {'text': 'give me tips on improving my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 285},\n",
       " {'text': \"what steps should i take if i want to ensure my credit score doesn't drop\",\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 286},\n",
       " {'text': 'can you tell me some strategies for raising my credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 287},\n",
       " {'text': 'i want to know how i can build up a good credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 288},\n",
       " {'text': '\"what\\'s the method to improve credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 289},\n",
       " {'text': '\"which is the best way to improve the credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 290},\n",
       " {'text': '\"which could be improve the credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 291},\n",
       " {'text': '\"when the credit score improve',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 292},\n",
       " {'text': '\"where is improve the credit score',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 293},\n",
       " {'text': 'it is damaging to my credit score if i miss one credit card payment',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 294},\n",
       " {'text': 'i have a revolving store card and defaulted so will my fico score be affected',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 295},\n",
       " {'text': 'will my fico score decrease if i increase my student loan debt',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 296},\n",
       " {'text': 'if i lose my job will my credit score go down',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 297},\n",
       " {'text': 'can i hurt my credit rating if i open several credit cards in a short time frame',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 298},\n",
       " {'text': 'will only having five late payments really make my credit bad',\n",
       "  'label': 'improve_credit_score',\n",
       "  'idx': 299},\n",
       " {'text': 'name unusual facts about the circus',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 300},\n",
       " {'text': 'i need interesting baseball trivia from the nineteen eighties',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 301},\n",
       " {'text': 'tell me a fun fact about cars', 'label': 'fun_fact', 'idx': 302},\n",
       " {'text': 'give me a fun fact about kangaroo',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 303},\n",
       " {'text': 'give me a fun fact about koala', 'label': 'fun_fact', 'idx': 304},\n",
       " {'text': 'give me a fun fact about dolphin', 'label': 'fun_fact', 'idx': 305},\n",
       " {'text': 'what is some trivia about frog', 'label': 'fun_fact', 'idx': 306},\n",
       " {'text': 'tell me fun facts of today', 'label': 'fun_fact', 'idx': 307},\n",
       " {'text': 'give me something interesting about stars',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 308},\n",
       " {'text': 'what is some trivia question about coffee',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 309},\n",
       " {'text': 'tell me some trivia about sweat', 'label': 'fun_fact', 'idx': 310},\n",
       " {'text': 'tell me some trivia about dolphin',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 311},\n",
       " {'text': 'what is some trivia about the weather',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 312},\n",
       " {'text': 'give me a fun fact about komodo dragon',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 313},\n",
       " {'text': 'give me a amusing fact about wolf',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 314},\n",
       " {'text': 'what is the interesting trivia about human bodies',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 315},\n",
       " {'text': 'i want to learn something about apples',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 316},\n",
       " {'text': \"tell me today's fun fact\", 'label': 'fun_fact', 'idx': 317},\n",
       " {'text': \"i want today's fun fact please\", 'label': 'fun_fact', 'idx': 318},\n",
       " {'text': \"what is today's fun fact\", 'label': 'fun_fact', 'idx': 319},\n",
       " {'text': \"today's fun fact\", 'label': 'fun_fact', 'idx': 320},\n",
       " {'text': 'i want a fun fact about london', 'label': 'fun_fact', 'idx': 321},\n",
       " {'text': 'tell me something interesting about bees',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 322},\n",
       " {'text': 'i would you like to learn something interesting about bees',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 323},\n",
       " {'text': 'i want to hear cool bee facts', 'label': 'fun_fact', 'idx': 324},\n",
       " {'text': \"what's something interesting about bees\",\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 325},\n",
       " {'text': 'i wanna hear something cool about bees',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 326},\n",
       " {'text': 'tell me fun facts on science topics',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 327},\n",
       " {'text': 'tell me fun science facts', 'label': 'fun_fact', 'idx': 328},\n",
       " {'text': 'i want to know fun facts about koala bears',\n",
       "  'label': 'fun_fact',\n",
       "  'idx': 329},\n",
       " {'text': 'please speak in tagalog', 'label': 'change_language', 'idx': 330},\n",
       " {'text': 'speak in german', 'label': 'change_language', 'idx': 331},\n",
       " {'text': 'speak to me in dutch', 'label': 'change_language', 'idx': 332},\n",
       " {'text': 'speak in french please', 'label': 'change_language', 'idx': 333},\n",
       " {'text': 'speak spanish please', 'label': 'change_language', 'idx': 334},\n",
       " {'text': 'i am not understanding the language you are responding in; switch it for me',\n",
       "  'label': 'change_language',\n",
       "  'idx': 335},\n",
       " {'text': \"i can't understand the language you are responding in; i need you to switch it\",\n",
       "  'label': 'change_language',\n",
       "  'idx': 336},\n",
       " {'text': \"i need you to switch the language you are responding as i don't understand\",\n",
       "  'label': 'change_language',\n",
       "  'idx': 337},\n",
       " {'text': \"i don't understand your language; switch the language\",\n",
       "  'label': 'change_language',\n",
       "  'idx': 338},\n",
       " {'text': 'i need you to switch the language you are responding in',\n",
       "  'label': 'change_language',\n",
       "  'idx': 339},\n",
       " {'text': \"i'd like to speak in portuguese\",\n",
       "  'label': 'change_language',\n",
       "  'idx': 340},\n",
       " {'text': 'can we speak in german', 'label': 'change_language', 'idx': 341},\n",
       " {'text': 'i want to use spanish with you',\n",
       "  'label': 'change_language',\n",
       "  'idx': 342},\n",
       " {'text': \"please let's speak in spanish\",\n",
       "  'label': 'change_language',\n",
       "  'idx': 343},\n",
       " {'text': 'please can we speak in dutch',\n",
       "  'label': 'change_language',\n",
       "  'idx': 344},\n",
       " {'text': 'can you make the default language swedish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 345},\n",
       " {'text': 'is it possible to talk to you in mandarin',\n",
       "  'label': 'change_language',\n",
       "  'idx': 346},\n",
       " {'text': 'would you understand me if i speak to you in navajo',\n",
       "  'label': 'change_language',\n",
       "  'idx': 347},\n",
       " {'text': \"i'd like the language to be in spanish\",\n",
       "  'label': 'change_language',\n",
       "  'idx': 348},\n",
       " {'text': \"i'd like to use you using russian\",\n",
       "  'label': 'change_language',\n",
       "  'idx': 349},\n",
       " {'text': 'can i speak spanish to you hombre',\n",
       "  'label': 'change_language',\n",
       "  'idx': 350},\n",
       " {'text': 'i want to start talking to you in swedish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 351},\n",
       " {'text': 'can i get you to change your language setting to russian',\n",
       "  'label': 'change_language',\n",
       "  'idx': 352},\n",
       " {'text': 'please make your language setting norwegian',\n",
       "  'label': 'change_language',\n",
       "  'idx': 353},\n",
       " {'text': 'i am going to speak english now',\n",
       "  'label': 'change_language',\n",
       "  'idx': 354},\n",
       " {'text': 'do you speak english', 'label': 'change_language', 'idx': 355},\n",
       " {'text': 'i want to talk english', 'label': 'change_language', 'idx': 356},\n",
       " {'text': 'we have to speak in english',\n",
       "  'label': 'change_language',\n",
       "  'idx': 357},\n",
       " {'text': 'speak in dutch', 'label': 'change_language', 'idx': 358},\n",
       " {'text': 'i want to speak to you in swiss german',\n",
       "  'label': 'change_language',\n",
       "  'idx': 359},\n",
       " {'text': 'how long until my paycheck shows up',\n",
       "  'label': 'payday',\n",
       "  'idx': 360},\n",
       " {'text': 'can you tell me the date of my last check',\n",
       "  'label': 'payday',\n",
       "  'idx': 361},\n",
       " {'text': 'what was the date when i last go paid',\n",
       "  'label': 'payday',\n",
       "  'idx': 362},\n",
       " {'text': \"what's the date on my last pay stub\",\n",
       "  'label': 'payday',\n",
       "  'idx': 363},\n",
       " {'text': 'when can i expect my paycheck', 'label': 'payday', 'idx': 364},\n",
       " {'text': \"when is the next time i'll receive a paycheck\",\n",
       "  'label': 'payday',\n",
       "  'idx': 365},\n",
       " {'text': 'when did i last collect my salary', 'label': 'payday', 'idx': 366},\n",
       " {'text': 'when do i next get paid', 'label': 'payday', 'idx': 367},\n",
       " {'text': 'when is my paycheck arriving', 'label': 'payday', 'idx': 368},\n",
       " {'text': 'what day is payday', 'label': 'payday', 'idx': 369},\n",
       " {'text': 'do you know when my next check is coming',\n",
       "  'label': 'payday',\n",
       "  'idx': 370},\n",
       " {'text': 'when do i get my next paycheck', 'label': 'payday', 'idx': 371},\n",
       " {'text': \"when's pay day for me\", 'label': 'payday', 'idx': 372},\n",
       " {'text': 'i need to know when i get paid next',\n",
       "  'label': 'payday',\n",
       "  'idx': 373},\n",
       " {'text': \"when's my next pay day\", 'label': 'payday', 'idx': 374},\n",
       " {'text': \"what day's my pay coming next\", 'label': 'payday', 'idx': 375},\n",
       " {'text': 'when do i get paid for my work', 'label': 'payday', 'idx': 376},\n",
       " {'text': 'look up when my payday is supposed to be',\n",
       "  'label': 'payday',\n",
       "  'idx': 377},\n",
       " {'text': 'when can i expect to be paid', 'label': 'payday', 'idx': 378},\n",
       " {'text': 'look up the date for my next payday',\n",
       "  'label': 'payday',\n",
       "  'idx': 379},\n",
       " {'text': 'what day will i earn my payment from work',\n",
       "  'label': 'payday',\n",
       "  'idx': 380},\n",
       " {'text': 'find out when my next upcoming payday will be',\n",
       "  'label': 'payday',\n",
       "  'idx': 381},\n",
       " {'text': 'when is the next payday i can look forward to',\n",
       "  'label': 'payday',\n",
       "  'idx': 382},\n",
       " {'text': 'what day can i expect to receive payment on',\n",
       "  'label': 'payday',\n",
       "  'idx': 383},\n",
       " {'text': 'when will my next paycheck be coming',\n",
       "  'label': 'payday',\n",
       "  'idx': 384},\n",
       " {'text': 'when will my payment be deposited', 'label': 'payday', 'idx': 385},\n",
       " {'text': 'when do i get my next pay check', 'label': 'payday', 'idx': 386},\n",
       " {'text': 'is it payday', 'label': 'payday', 'idx': 387},\n",
       " {'text': \"do you know when i'll receive my next paycheck\",\n",
       "  'label': 'payday',\n",
       "  'idx': 388},\n",
       " {'text': 'what date do i get paid', 'label': 'payday', 'idx': 389},\n",
       " {'text': 'how long does it take for a credit card to be reissued and mailed to me',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 390},\n",
       " {'text': 'can credit card companies expedite delivery of reissued credit cards',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 391},\n",
       " {'text': 'can you call the help desk line for my credit card company',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 392},\n",
       " {'text': 'how can i request a new credit card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 393},\n",
       " {'text': \"what's the phone number for my credit card company\",\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 394},\n",
       " {'text': 'i recently lost my credit card and need to know how long it takes to get a new one mailed to me',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 395},\n",
       " {'text': 'i need to know the time it takes to get a new credit card sent to someone who lost theirs',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 396},\n",
       " {'text': 'i lost my credit card recently  how long does take to get a new one in the mail',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 397},\n",
       " {'text': 'what is amount of time it takes to get a new credit card i lost mine recently',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 398},\n",
       " {'text': 'what is the time frame for sending a customer who lost their credit card a new one',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 399},\n",
       " {'text': 'will i get getting my new card anytime soon',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 400},\n",
       " {'text': 'what is the shipping status of my replacement card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 401},\n",
       " {'text': 'how long until i get my replacement card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 402},\n",
       " {'text': 'when is my new card expected to arrive',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 403},\n",
       " {'text': 'is my replacement card due to arrive in the mail today',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 404},\n",
       " {'text': 'how long before my new card is mailed to me',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 405},\n",
       " {'text': 'what is the shipping time for my card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 406},\n",
       " {'text': 'how much time before my new card is mailed to me',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 407},\n",
       " {'text': 'how long does it take to get a new credit card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 408},\n",
       " {'text': 'time to order and receive a new credit card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 409},\n",
       " {'text': 'when will i received a replacement card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 410},\n",
       " {'text': 'time to replace my credit card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 411},\n",
       " {'text': 'how long before the replacement card is mailed to me',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 412},\n",
       " {'text': 'how much longer before the card is mailed to me',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 413},\n",
       " {'text': 'how long will it takes to get a new credit card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 414},\n",
       " {'text': 'what is the shipping wait for my card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 415},\n",
       " {'text': 'when will the replaecment card arrive',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 416},\n",
       " {'text': 'let me know the wait on a replacement credit card',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 417},\n",
       " {'text': 'let me know when the replacement card will arrive',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 418},\n",
       " {'text': 'how soon can i expect a replacement card for my lost card to arrive',\n",
       "  'label': 'replacement_card_duration',\n",
       "  'idx': 419},\n",
       " {'text': 'i need you to tell me what time it is in new york now',\n",
       "  'label': 'time',\n",
       "  'idx': 420},\n",
       " {'text': 'what time is it in adelaide, australia right now',\n",
       "  'label': 'time',\n",
       "  'idx': 421},\n",
       " {'text': 'is it after noon', 'label': 'time', 'idx': 422},\n",
       " {'text': 'is it six o clock yet', 'label': 'time', 'idx': 423},\n",
       " {'text': 'please give me the time in tanzania at this moment',\n",
       "  'label': 'time',\n",
       "  'idx': 424},\n",
       " {'text': 'can you tell me the current time in jamaica',\n",
       "  'label': 'time',\n",
       "  'idx': 425},\n",
       " {'text': 'tell me the time in san francisco, please',\n",
       "  'label': 'time',\n",
       "  'idx': 426},\n",
       " {'text': 'what time is it right now in adelaide, australia',\n",
       "  'label': 'time',\n",
       "  'idx': 427},\n",
       " {'text': 'what time is it in the eastern timezone',\n",
       "  'label': 'time',\n",
       "  'idx': 428},\n",
       " {'text': 'what time is it in the mountain timezone',\n",
       "  'label': 'time',\n",
       "  'idx': 429},\n",
       " {'text': 'what time is it in the greenwich timezone',\n",
       "  'label': 'time',\n",
       "  'idx': 430},\n",
       " {'text': 'what time is it in the central timezone',\n",
       "  'label': 'time',\n",
       "  'idx': 431},\n",
       " {'text': 'tell me what the time is in dallas', 'label': 'time', 'idx': 432},\n",
       " {'text': 'what is the current time in dallas', 'label': 'time', 'idx': 433},\n",
       " {'text': 'can you tell me what time it is in dallas',\n",
       "  'label': 'time',\n",
       "  'idx': 434},\n",
       " {'text': 'what time is it in dallas', 'label': 'time', 'idx': 435},\n",
       " {'text': 'tell time for another city: dallas', 'label': 'time', 'idx': 436},\n",
       " {'text': 'what time is it right now at home', 'label': 'time', 'idx': 437},\n",
       " {'text': 'what’s the time in new york', 'label': 'time', 'idx': 438},\n",
       " {'text': 'tell me the time in california', 'label': 'time', 'idx': 439},\n",
       " {'text': 'tell me the time in las vegas', 'label': 'time', 'idx': 440},\n",
       " {'text': 'what is the time is central time zone',\n",
       "  'label': 'time',\n",
       "  'idx': 441},\n",
       " {'text': 'what is the time in the usa', 'label': 'time', 'idx': 442},\n",
       " {'text': 'what is the time in est', 'label': 'time', 'idx': 443},\n",
       " {'text': 'whats the exact time', 'label': 'time', 'idx': 444},\n",
       " {'text': 'what is the current time', 'label': 'time', 'idx': 445},\n",
       " {'text': \"what's the current time\", 'label': 'time', 'idx': 446},\n",
       " {'text': 'what time is it in california', 'label': 'time', 'idx': 447},\n",
       " {'text': 'please give me the time', 'label': 'time', 'idx': 448},\n",
       " {'text': 'the time is what', 'label': 'time', 'idx': 449},\n",
       " {'text': 'how is the status of my credit card application coming along',\n",
       "  'label': 'application_status',\n",
       "  'idx': 450},\n",
       " {'text': 'what exactly is the status of my application for the credit card',\n",
       "  'label': 'application_status',\n",
       "  'idx': 451},\n",
       " {'text': 'i need to know the status of my credit card application',\n",
       "  'label': 'application_status',\n",
       "  'idx': 452},\n",
       " {'text': 'i would like to know the status of my credit card application',\n",
       "  'label': 'application_status',\n",
       "  'idx': 453},\n",
       " {'text': 'let me know if my application for american saving bank',\n",
       "  'label': 'application_status',\n",
       "  'idx': 454},\n",
       " {'text': 'check the status of my credit card application for me',\n",
       "  'label': 'application_status',\n",
       "  'idx': 455},\n",
       " {'text': 'i want to know if my credit card application has been processed',\n",
       "  'label': 'application_status',\n",
       "  'idx': 456},\n",
       " {'text': 'i want to know the status of my credit card application',\n",
       "  'label': 'application_status',\n",
       "  'idx': 457},\n",
       " {'text': 'can you check if my credit card application has been processed',\n",
       "  'label': 'application_status',\n",
       "  'idx': 458},\n",
       " {'text': 'i want to know how is my credit card application going',\n",
       "  'label': 'application_status',\n",
       "  'idx': 459},\n",
       " {'text': 'can you let me know the status of my discover credit card application status',\n",
       "  'label': 'application_status',\n",
       "  'idx': 460},\n",
       " {'text': 'can you tell me the status of my credit card application',\n",
       "  'label': 'application_status',\n",
       "  'idx': 461},\n",
       " {'text': 'has my application for american express gone through yet',\n",
       "  'label': 'application_status',\n",
       "  'idx': 462},\n",
       " {'text': 'let me know about the status of my credit card application',\n",
       "  'label': 'application_status',\n",
       "  'idx': 463},\n",
       " {'text': 'can you please tell me about the status of my credit card application',\n",
       "  'label': 'application_status',\n",
       "  'idx': 464},\n",
       " {'text': 'can you please let me know the status of my capital one application',\n",
       "  'label': 'application_status',\n",
       "  'idx': 465},\n",
       " {'text': 'let me know the credit card application status',\n",
       "  'label': 'application_status',\n",
       "  'idx': 466},\n",
       " {'text': 'has my application for discover card gone through yet',\n",
       "  'label': 'application_status',\n",
       "  'idx': 467},\n",
       " {'text': 'can you tell me the credit card application status',\n",
       "  'label': 'application_status',\n",
       "  'idx': 468},\n",
       " {'text': 'has my application for the hsbc card been approved yet',\n",
       "  'label': 'application_status',\n",
       "  'idx': 469},\n",
       " {'text': 'please tell me if my application for the hsbc card has gone through yet',\n",
       "  'label': 'application_status',\n",
       "  'idx': 470},\n",
       " {'text': 'how far has my application for the hsbc card gone till now',\n",
       "  'label': 'application_status',\n",
       "  'idx': 471},\n",
       " {'text': \"what's the status on my application for the hsbc credit card\",\n",
       "  'label': 'application_status',\n",
       "  'idx': 472},\n",
       " {'text': 'how far has my application for the hsbc card proceeded till now',\n",
       "  'label': 'application_status',\n",
       "  'idx': 473},\n",
       " {'text': 'did the application for my visa card finish',\n",
       "  'label': 'application_status',\n",
       "  'idx': 474},\n",
       " {'text': 'has my mastercard application gone through the process',\n",
       "  'label': 'application_status',\n",
       "  'idx': 475},\n",
       " {'text': 'has my mastercard application gone through yet',\n",
       "  'label': 'application_status',\n",
       "  'idx': 476},\n",
       " {'text': 'has my application for my visa card gone through',\n",
       "  'label': 'application_status',\n",
       "  'idx': 477},\n",
       " {'text': 'has my mastercard application been processed',\n",
       "  'label': 'application_status',\n",
       "  'idx': 478},\n",
       " {'text': 'when will i know if my visa card application was approved',\n",
       "  'label': 'application_status',\n",
       "  'idx': 479},\n",
       " {'text': \"what's the status of by delta flight\",\n",
       "  'label': 'flight_status',\n",
       "  'idx': 480},\n",
       " {'text': \"what's the status of my virgin airlines flight\",\n",
       "  'label': 'flight_status',\n",
       "  'idx': 481},\n",
       " {'text': \"what's the status of my jetblue flight\",\n",
       "  'label': 'flight_status',\n",
       "  'idx': 482},\n",
       " {'text': \"what's the status of my southwest flight\",\n",
       "  'label': 'flight_status',\n",
       "  'idx': 483},\n",
       " {'text': \"what's the status of my american airlines flight\",\n",
       "  'label': 'flight_status',\n",
       "  'idx': 484},\n",
       " {'text': \"what's the news with my delta flight\",\n",
       "  'label': 'flight_status',\n",
       "  'idx': 485},\n",
       " {'text': 'where is my delta flight', 'label': 'flight_status', 'idx': 486},\n",
       " {'text': 'what can you tell me about flight dl123',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 487},\n",
       " {'text': 'where is flight dl123', 'label': 'flight_status', 'idx': 488},\n",
       " {'text': 'has flight dl123 left', 'label': 'flight_status', 'idx': 489},\n",
       " {'text': 'is flight dl123 going to arrive on time',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 490},\n",
       " {'text': 'is my spirit flight running on time',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 491},\n",
       " {'text': \"what's the status for my delta flight this afternoon\",\n",
       "  'label': 'flight_status',\n",
       "  'idx': 492},\n",
       " {'text': 'give me the status on my united airlines flight',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 493},\n",
       " {'text': \"what's up with my american airline flight will it be on time\",\n",
       "  'label': 'flight_status',\n",
       "  'idx': 494},\n",
       " {'text': 'tell me what the status is for my aa flight',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 495},\n",
       " {'text': 'i need for you to get me the status of my american airlines flight',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 496},\n",
       " {'text': 'tell me the status of my american airlines flight',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 497},\n",
       " {'text': 'i need to know the status of my american airlines flight',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 498},\n",
       " {'text': 'would you let me know the status of my american airlines flight',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 499},\n",
       " {'text': 'let me know the status of my american airlines flight',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 500},\n",
       " {'text': 'has flight dl123 landed', 'label': 'flight_status', 'idx': 501},\n",
       " {'text': 'is my flight, dl123 on time', 'label': 'flight_status', 'idx': 502},\n",
       " {'text': 'how far out is flight dl123', 'label': 'flight_status', 'idx': 503},\n",
       " {'text': 'is flight dl123 delayed', 'label': 'flight_status', 'idx': 504},\n",
       " {'text': 'what time is boarding scheduled',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 505},\n",
       " {'text': 'when is boarding scheduled', 'label': 'flight_status', 'idx': 506},\n",
       " {'text': 'what time is boarding for my flight',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 507},\n",
       " {'text': 'when is boarding scheduled for my flight',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 508},\n",
       " {'text': 'when is my flight scheduled to board',\n",
       "  'label': 'flight_status',\n",
       "  'idx': 509},\n",
       " {'text': 'flip a coin for me and i call heads',\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 510},\n",
       " {'text': 'can you flip a coin for me', 'label': 'flip_coin', 'idx': 511},\n",
       " {'text': 'give me the results of a coin flip',\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 512},\n",
       " {'text': 'please flip a coin for me', 'label': 'flip_coin', 'idx': 513},\n",
       " {'text': 'please flip a coin for me ai', 'label': 'flip_coin', 'idx': 514},\n",
       " {'text': \"flip a coin and tell me if it's heads\",\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 515},\n",
       " {'text': 'ai, flip a coin for me', 'label': 'flip_coin', 'idx': 516},\n",
       " {'text': 'ai, please flip a simulated coin',\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 517},\n",
       " {'text': \"let's flip a coin i choose heads\",\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 518},\n",
       " {'text': 'can you please do a simulated coin flip for me ai',\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 519},\n",
       " {'text': 'flip a coin i choose heads', 'label': 'flip_coin', 'idx': 520},\n",
       " {'text': \"flip a coin i'm calling heads\", 'label': 'flip_coin', 'idx': 521},\n",
       " {'text': 'can you do a coin flip for me ai',\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 522},\n",
       " {'text': 'i want you to flip a coin i choose heads',\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 523},\n",
       " {'text': 'just toss a coin', 'label': 'flip_coin', 'idx': 524},\n",
       " {'text': 'just flip a coin', 'label': 'flip_coin', 'idx': 525},\n",
       " {'text': 'throw a coin in the air', 'label': 'flip_coin', 'idx': 526},\n",
       " {'text': 'flip a coin into the air', 'label': 'flip_coin', 'idx': 527},\n",
       " {'text': 'heads, coin flip', 'label': 'flip_coin', 'idx': 528},\n",
       " {'text': 'flip coin, heads!', 'label': 'flip_coin', 'idx': 529},\n",
       " {'text': 'flip a coin, i call heads!', 'label': 'flip_coin', 'idx': 530},\n",
       " {'text': 'coin flip, choose heads', 'label': 'flip_coin', 'idx': 531},\n",
       " {'text': 'please flip a coin, i choose heads!',\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 532},\n",
       " {'text': 'can you flip a coin i call heads',\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 533},\n",
       " {'text': \"flip a coin, i'm heads\", 'label': 'flip_coin', 'idx': 534},\n",
       " {'text': 'flip a coin, heads', 'label': 'flip_coin', 'idx': 535},\n",
       " {'text': 'flip us a coin, i call heads', 'label': 'flip_coin', 'idx': 536},\n",
       " {'text': \"flip a coin, you're tails and i'm heads\",\n",
       "  'label': 'flip_coin',\n",
       "  'idx': 537},\n",
       " {'text': 'give me a coin toss result', 'label': 'flip_coin', 'idx': 538},\n",
       " {'text': 'flip the coin, i choose heads', 'label': 'flip_coin', 'idx': 539},\n",
       " {'text': 'bob is my name now', 'label': 'change_user_name', 'idx': 540},\n",
       " {'text': 'please start calling me bob',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 541},\n",
       " {'text': 'change my name to bob', 'label': 'change_user_name', 'idx': 542},\n",
       " {'text': 'call me bob from now on', 'label': 'change_user_name', 'idx': 543},\n",
       " {'text': \"don't call me bill anymore - call me bob\",\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 544},\n",
       " {'text': 'i want you to call me bailey',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 545},\n",
       " {'text': \"don't call me anything besides bailey\",\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 546},\n",
       " {'text': 'refer to me as bailey', 'label': 'change_user_name', 'idx': 547},\n",
       " {'text': 'address me as \"bailey', 'label': 'change_user_name', 'idx': 548},\n",
       " {'text': 'please call me bailey', 'label': 'change_user_name', 'idx': 549},\n",
       " {'text': 'can you call me a different name',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 550},\n",
       " {'text': 'could you call me a different name',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 551},\n",
       " {'text': 'could you call me a different name, please',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 552},\n",
       " {'text': 'could you call me by a different name, please',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 553},\n",
       " {'text': 'can you call me a different name, please',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 554},\n",
       " {'text': 'ai, my name is deb please use my name when you talk to me',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 555},\n",
       " {'text': 'ai answer my questions with my name first which is deb',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 556},\n",
       " {'text': 'ai, refer to me as deb when answering me',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 557},\n",
       " {'text': 'ai, address me as deb when speaking to me',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 558},\n",
       " {'text': 'ai, call me deb', 'label': 'change_user_name', 'idx': 559},\n",
       " {'text': 'change my name please', 'label': 'change_user_name', 'idx': 560},\n",
       " {'text': 'please go ahead and change my name',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 561},\n",
       " {'text': 'please switch my name', 'label': 'change_user_name', 'idx': 562},\n",
       " {'text': 'change name for me', 'label': 'change_user_name', 'idx': 563},\n",
       " {'text': 'my name is going to be sherlock',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 564},\n",
       " {'text': 'start calling me jake from now on',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 565},\n",
       " {'text': 'call me shane', 'label': 'change_user_name', 'idx': 566},\n",
       " {'text': 'i want you to call me sheldon',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 567},\n",
       " {'text': 'i want to be called timothy',\n",
       "  'label': 'change_user_name',\n",
       "  'idx': 568},\n",
       " {'text': 'call me mike from now on', 'label': 'change_user_name', 'idx': 569},\n",
       " {'text': 'where are you coming from',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 570},\n",
       " {'text': 'from where do you come', 'label': 'where_are_you_from', 'idx': 571},\n",
       " {'text': 'what place are you from',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 572},\n",
       " {'text': 'where are you from originally',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 573},\n",
       " {'text': 'so, where do you come from',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 574},\n",
       " {'text': 'so where do you come from originally',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 575},\n",
       " {'text': 'where do you call home', 'label': 'where_are_you_from', 'idx': 576},\n",
       " {'text': \"what's your home country\",\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 577},\n",
       " {'text': 'where did you live before you moved here',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 578},\n",
       " {'text': 'are you from here or somewhere else originally',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 579},\n",
       " {'text': \"tell me where you're from\",\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 580},\n",
       " {'text': 'what area did you come from',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 581},\n",
       " {'text': 'what is your origin', 'label': 'where_are_you_from', 'idx': 582},\n",
       " {'text': 'where was it you were born',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 583},\n",
       " {'text': 'the place you were born is',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 584},\n",
       " {'text': 'what location were you born',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 585},\n",
       " {'text': 'where were you put together',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 586},\n",
       " {'text': 'where is your home planet',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 587},\n",
       " {'text': 'where is your home town',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 588},\n",
       " {'text': 'where were you thought of',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 589},\n",
       " {'text': 'where do you originate from',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 590},\n",
       " {'text': 'where have you come from',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 591},\n",
       " {'text': 'where were you before', 'label': 'where_are_you_from', 'idx': 592},\n",
       " {'text': 'where were you processed',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 593},\n",
       " {'text': 'a hidden government facility',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 594},\n",
       " {'text': 'what region were you born',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 595},\n",
       " {'text': 'from where did you originate',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 596},\n",
       " {'text': 'are you from around here',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 597},\n",
       " {'text': 'in what place are you originally from',\n",
       "  'label': 'where_are_you_from',\n",
       "  'idx': 598},\n",
       " {'text': 'where did you grow up', 'label': 'where_are_you_from', 'idx': 599},\n",
       " {'text': 'tack on a gallon of milk to the grocery list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 600},\n",
       " {'text': 'add laundry detergent to the list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 601},\n",
       " {'text': 'make sure to put eggs on the grocery list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 602},\n",
       " {'text': 'the list should also have 2 loaves of bread',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 603},\n",
       " {'text': 'include asparagus on the list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 604},\n",
       " {'text': 'remove milk and add eggs to my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 605},\n",
       " {'text': 'put milk on my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 606},\n",
       " {'text': \"i'd like to add pancake mix to my shopping list if it's not already there\",\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 607},\n",
       " {'text': \"if soda isn't on my shopping list, go ahead and add it for me\",\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 608},\n",
       " {'text': 'add milk to my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 609},\n",
       " {'text': 'take toilet paper off my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 610},\n",
       " {'text': \"i need to add flour to my list for shopping if i haven't already\",\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 611},\n",
       " {'text': 'take toilet paper off my shopping list and add paper towels',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 612},\n",
       " {'text': 'i need hot dogs added to my shopping list please',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 613},\n",
       " {'text': 'please put chips on my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 614},\n",
       " {'text': 'is milk in my shopping list if not, add it',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 615},\n",
       " {'text': 'can you add eggs to my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 616},\n",
       " {'text': \"add eggs to my shopping list if it's not already there\",\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 617},\n",
       " {'text': \"i'd like to get soda while i'm out; add it to my shopping list\",\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 618},\n",
       " {'text': 'on my shopping list, remove eggs',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 619},\n",
       " {'text': 'i need eggs; add them to my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 620},\n",
       " {'text': \"take soda from my shopping list, and while you're at it add tea\",\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 621},\n",
       " {'text': 'milk should be added to my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 622},\n",
       " {'text': \"i don't need eggs anymore, but i do need milk\",\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 623},\n",
       " {'text': 'take paper towels off of my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 624},\n",
       " {'text': 'i need milk on my shopping list',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 625},\n",
       " {'text': \"i don't need toilet paper anymore; take it off my shopping list\",\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 626},\n",
       " {'text': 'throw eggs on my shopping list, please',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 627},\n",
       " {'text': 'i need water on my shopping list and beer off of it',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 628},\n",
       " {'text': 'i need bananas on the list too',\n",
       "  'label': 'shopping_list_update',\n",
       "  'idx': 629},\n",
       " {'text': 'can you tell me what you can help with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 630},\n",
       " {'text': 'what things are you able to help me with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 631},\n",
       " {'text': 'i would like to know what you can help with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 632},\n",
       " {'text': 'what kind of things can you help with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 633},\n",
       " {'text': 'i want to know what type of things you can help me with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 634},\n",
       " {'text': 'please help me to know what type of things you can help me with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 635},\n",
       " {'text': 'can i know what type of things you can help me with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 636},\n",
       " {'text': 'i would like to know what type of things you can help me with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 637},\n",
       " {'text': 'i will be glad to know what type of things you can help me with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 638},\n",
       " {'text': 'what subjects do you like',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 639},\n",
       " {'text': 'tell me what subjects you like',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 640},\n",
       " {'text': 'please tell me what subjects you like',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 641},\n",
       " {'text': 'so what subjects do you like',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 642},\n",
       " {'text': 'what type of questions can i ask you',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 643},\n",
       " {'text': 'what kinds of things are you familiar with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 644},\n",
       " {'text': 'what subjects are you experienced in',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 645},\n",
       " {'text': 'what knowledge do you have on certain subjects',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 646},\n",
       " {'text': 'what kid of subjects do you excel in',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 647},\n",
       " {'text': 'what subjects or areas are you familiar with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 648},\n",
       " {'text': 'which subjects are you the most experienced with',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 649},\n",
       " {'text': 'tell me what you can do for me',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 650},\n",
       " {'text': 'what sorts of tasks can you do',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 651},\n",
       " {'text': 'what can you do for me', 'label': 'what_can_i_ask_you', 'idx': 652},\n",
       " {'text': 'what can you do to make yourself useful',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 653},\n",
       " {'text': 'what would you be able to do with me',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 654},\n",
       " {'text': 'give me examples of what to ask you',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 655},\n",
       " {'text': 'tell me what types of questions i can ask you',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 656},\n",
       " {'text': 'what are you programmed to do for me',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 657},\n",
       " {'text': 'what things do you know how to do',\n",
       "  'label': 'what_can_i_ask_you',\n",
       "  'idx': 658},\n",
       " {'text': 'how can you help me', 'label': 'what_can_i_ask_you', 'idx': 659},\n",
       " {'text': 'undecided', 'label': 'maybe', 'idx': 660},\n",
       " {'text': \"i'm afraid i don't know how to answer that\",\n",
       "  'label': 'maybe',\n",
       "  'idx': 661},\n",
       " {'text': 'might', 'label': 'maybe', 'idx': 662},\n",
       " {'text': 'it might go either way', 'label': 'maybe', 'idx': 663},\n",
       " {'text': 'both could be', 'label': 'maybe', 'idx': 664},\n",
       " {'text': 'either or', 'label': 'maybe', 'idx': 665},\n",
       " {'text': 'my answer would be maybe', 'label': 'maybe', 'idx': 666},\n",
       " {'text': 'either one might be', 'label': 'maybe', 'idx': 667},\n",
       " {'text': \"i can't say for certain either way\", 'label': 'maybe', 'idx': 668},\n",
       " {'text': 'it could go either way', 'label': 'maybe', 'idx': 669},\n",
       " {'text': \"it's definitely a maybe for that\", 'label': 'maybe', 'idx': 670},\n",
       " {'text': 'i am not sure', 'label': 'maybe', 'idx': 671},\n",
       " {'text': 'maybe it is', 'label': 'maybe', 'idx': 672},\n",
       " {'text': \"i can't say\", 'label': 'maybe', 'idx': 673},\n",
       " {'text': 'could be', 'label': 'maybe', 'idx': 674},\n",
       " {'text': 'i am unable to say', 'label': 'maybe', 'idx': 675},\n",
       " {'text': 'i am not able to say', 'label': 'maybe', 'idx': 676},\n",
       " {'text': 'i am really not sure', 'label': 'maybe', 'idx': 677},\n",
       " {'text': 'i do not know', 'label': 'maybe', 'idx': 678},\n",
       " {'text': 'not sure', 'label': 'maybe', 'idx': 679},\n",
       " {'text': 'not sure to be honest', 'label': 'maybe', 'idx': 680},\n",
       " {'text': 'i think maybe', 'label': 'maybe', 'idx': 681},\n",
       " {'text': \"um, i'm not quite sure\", 'label': 'maybe', 'idx': 682},\n",
       " {'text': \"um, i'm not totally sure\", 'label': 'maybe', 'idx': 683},\n",
       " {'text': \"um, i'm not actually sure\", 'label': 'maybe', 'idx': 684},\n",
       " {'text': \"i'm not actually sure\", 'label': 'maybe', 'idx': 685},\n",
       " {'text': \"um, i'm not sure\", 'label': 'maybe', 'idx': 686},\n",
       " {'text': 'that might be the case', 'label': 'maybe', 'idx': 687},\n",
       " {'text': \"i'm not completely certain\", 'label': 'maybe', 'idx': 688},\n",
       " {'text': 'unsure', 'label': 'maybe', 'idx': 689},\n",
       " {'text': 'help me change my oil', 'label': 'oil_change_how', 'idx': 690},\n",
       " {'text': 'what oil should i use for an oil change and how do i do it',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 691},\n",
       " {'text': 'how do i do an oil change', 'label': 'oil_change_how', 'idx': 692},\n",
       " {'text': 'diy oil change', 'label': 'oil_change_how', 'idx': 693},\n",
       " {'text': 'how to do an oil change', 'label': 'oil_change_how', 'idx': 694},\n",
       " {'text': 'give me instructions for an oil change',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 695},\n",
       " {'text': 'diy oil change and oil type',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 696},\n",
       " {'text': 'oil type and do it yourself oil change information please',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 697},\n",
       " {'text': 'i want to know how to change my oil',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 698},\n",
       " {'text': 'can you tell me how to change my oil and what kind i use',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 699},\n",
       " {'text': 'how to change oil and what oil type',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 700},\n",
       " {'text': 'can you please instruct me on the proper way to change the oil in my car',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 701},\n",
       " {'text': 'i need guidance on changing my oil',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 702},\n",
       " {'text': 'i want a step by step explanation of how to change the oil in my car',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 703},\n",
       " {'text': 'can you teach me how to change my oil',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 704},\n",
       " {'text': 'can you teach me how to change my oil in my car',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 705},\n",
       " {'text': 'help me figure out how to change my oil',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 706},\n",
       " {'text': 'walk me through the steps involved in changing my oil',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 707},\n",
       " {'text': 'give me step by step instructions for changing my oil',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 708},\n",
       " {'text': 'i want to change the oil in my car but i do not know how to do it can you help',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 709},\n",
       " {'text': 'put together a list of instructions for me on how to change the oil in my car',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 710},\n",
       " {'text': 'is it possible to change oil, if so how and what do i use',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 711},\n",
       " {'text': 'what oil do i use when changing oil and how do i do it',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 712},\n",
       " {'text': 'how would i replace my oil and what sort of oil should i use',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 713},\n",
       " {'text': 'can you change the oil, with what and how',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 714},\n",
       " {'text': 'how could i replace my oil and what form of oil ought to i take advantage of',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 715},\n",
       " {'text': 'can you tell me how to change my oil please',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 716},\n",
       " {'text': 'how do i change my oil', 'label': 'oil_change_how', 'idx': 717},\n",
       " {'text': 'please let me know how to change the oil',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 718},\n",
       " {'text': 'i need to know how to change oil in a car',\n",
       "  'label': 'oil_change_how',\n",
       "  'idx': 719},\n",
       " {'text': \"i'd like to make a reservation at rooth chris, can you do that\",\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 720},\n",
       " {'text': \"make a reservation for chik-fil-a at 3 o' clock please\",\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 721},\n",
       " {'text': 'reserve a table for 3 at 7 for olive garden',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 722},\n",
       " {'text': 'will you reserve a table at olive garden for 3 people at 7',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 723},\n",
       " {'text': 'at 7, i need a table for 3 at olive garden',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 724},\n",
       " {'text': 'i need a table for 3 at olive garden for 7',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 725},\n",
       " {'text': 'get a table for me at 7 for 3 people at olive garden',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 726},\n",
       " {'text': 'reserve table for 5 at red robin under the name sara at 3',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 727},\n",
       " {'text': 'reverse a table for 5 at burger king under the name sara at 6',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 728},\n",
       " {'text': 'can you reserve a table for 6 at red robin under the name mavrick at 5 clock',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 729},\n",
       " {'text': 'could you reserve table for 3 at carlos jr under the name adam at 4',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 730},\n",
       " {'text': 'i want to reserve table for 5 at red robin under the name sara at 5',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 731},\n",
       " {'text': 'i need a table for two at the havana at nine',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 732},\n",
       " {'text': \"look for me a table at carl's cabin for twelve at eight\",\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 733},\n",
       " {'text': 'i need a table at gemma for nine at two',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 734},\n",
       " {'text': 'book me a table for three at rainforest cafe at seven',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 735},\n",
       " {'text': 'get me a table for five at itta bena at three',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 736},\n",
       " {'text': '5 people are going to be at tropicana by 8pm, reserve the table under martins name please',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 737},\n",
       " {'text': 'use martins name to reserve a table at tropicana for 5 people at 8pm',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 738},\n",
       " {'text': 'reserve a table at tropicana for 5 people under the name martins for 8pm',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 739},\n",
       " {'text': 'martins needs a table for 5 people at tropicana at 8pm precisely',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 740},\n",
       " {'text': 'the table should be reserved at 8pm at tropicana using martins name and it should be for 5 people',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 741},\n",
       " {'text': 'are there any open reservations at outback tonight',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 742},\n",
       " {'text': 'make a reservation for 2 tonight at 7:00 at outback steakhouse',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 743},\n",
       " {'text': 'michael will reserve a table for two at 7:00pm for olive garden',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 744},\n",
       " {'text': 'a table for two needs to be reserved for 7:00pm at olive garden using the name michael',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 745},\n",
       " {'text': 'please reserve a table for two at olive garden at 7:00pm for michael',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 746},\n",
       " {'text': 'get reservations at olive garden for two at 7:00pm under michael',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 747},\n",
       " {'text': \"reservations for two need to be made using michael's name for 7:00pm at olive garden\",\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 748},\n",
       " {'text': 'i want to eat at seven in the restaurant for two people',\n",
       "  'label': 'restaurant_reservation',\n",
       "  'idx': 749},\n",
       " {'text': 'what are my coffers at', 'label': 'balance', 'idx': 750},\n",
       " {'text': 'tell me the current balance of my bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 751},\n",
       " {'text': \"what's my current bank account total\",\n",
       "  'label': 'balance',\n",
       "  'idx': 752},\n",
       " {'text': 'how much do i have in my bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 753},\n",
       " {'text': \"what's the balance in my bank accounts\",\n",
       "  'label': 'balance',\n",
       "  'idx': 754},\n",
       " {'text': 'what do i have in my bank accounts right now',\n",
       "  'label': 'balance',\n",
       "  'idx': 755},\n",
       " {'text': \"is there enough in my wells fargo account to buy some nike's\",\n",
       "  'label': 'balance',\n",
       "  'idx': 756},\n",
       " {'text': \"do i have enough in my wells fargo account to get some nike's\",\n",
       "  'label': 'balance',\n",
       "  'idx': 757},\n",
       " {'text': \"do i have money in my wells fargo account for nike's\",\n",
       "  'label': 'balance',\n",
       "  'idx': 758},\n",
       " {'text': \"i want some nike's, is there enough in my wells fargo account\",\n",
       "  'label': 'balance',\n",
       "  'idx': 759},\n",
       " {'text': \"check my wells fargo account to see if i have enough for these nike's\",\n",
       "  'label': 'balance',\n",
       "  'idx': 760},\n",
       " {'text': 'would you tell me my bank balance', 'label': 'balance', 'idx': 761},\n",
       " {'text': 'can you tell me my bank balance', 'label': 'balance', 'idx': 762},\n",
       " {'text': 'will you let me know my bank balance',\n",
       "  'label': 'balance',\n",
       "  'idx': 763},\n",
       " {'text': 'will you tell me my bank balance', 'label': 'balance', 'idx': 764},\n",
       " {'text': 'how much money is there in my bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 765},\n",
       " {'text': 'how much money do i have in my various bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 766},\n",
       " {'text': 'how much cash do i have in my various bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 767},\n",
       " {'text': 'how much cash do i have in my bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 768},\n",
       " {'text': 'how much dough do i have in my bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 769},\n",
       " {'text': 'whats the combined total of the money inside my bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 770},\n",
       " {'text': 'whats my bank accounts look like', 'label': 'balance', 'idx': 771},\n",
       " {'text': 'how much moola is in my bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 772},\n",
       " {'text': 'what the numerical number inside my bank accounts',\n",
       "  'label': 'balance',\n",
       "  'idx': 773},\n",
       " {'text': 'how much does my bank account have',\n",
       "  'label': 'balance',\n",
       "  'idx': 774},\n",
       " {'text': 'tell me the current account balance',\n",
       "  'label': 'balance',\n",
       "  'idx': 775},\n",
       " {'text': 'check my checking balance', 'label': 'balance', 'idx': 776},\n",
       " {'text': 'how much do i have left in my checking account',\n",
       "  'label': 'balance',\n",
       "  'idx': 777},\n",
       " {'text': \"what's my checking look like\", 'label': 'balance', 'idx': 778},\n",
       " {'text': 'how much do i have in my savings account',\n",
       "  'label': 'balance',\n",
       "  'idx': 779},\n",
       " {'text': 'confirm my reservation for march 12 at 9:00 am',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 780},\n",
       " {'text': 'please confirm that i have a reservation for march 1st at 7',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 781},\n",
       " {'text': \"can you confirm that i have a reservation for february 21 at 6 o'clock\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 782},\n",
       " {'text': 'verify my reservation for smith and wollensky at 6:45',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 783},\n",
       " {'text': 'please confirm my reservation for bar les freres at 7',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 784},\n",
       " {'text': 'tell me whether or not i have a reservation at gramercy tavern for tad',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 785},\n",
       " {'text': 'can you confirm that i have a reservation for 2/20 at 6:00 pm',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 786},\n",
       " {'text': 'please tell me if i still have a reservation at acero for susie',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 787},\n",
       " {'text': 'please confirm my reservation at brio for theodore',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 788},\n",
       " {'text': 'confirm my reservation for acero at 7',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 789},\n",
       " {'text': 'please confirm that i have a reservation for 2/20 at 6:00 pm',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 790},\n",
       " {'text': 'confirm that there is a reservation at bellagio for thomas',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 791},\n",
       " {'text': \"can you confirm the reservation at fleming's for jane\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 792},\n",
       " {'text': 'are there reservation for joe and will',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 793},\n",
       " {'text': 'please verify my reservation for john at bardenay',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 794},\n",
       " {'text': 'will you call and check on my reservation for john at bardenay',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 795},\n",
       " {'text': 'is my reservation set for john at bardenay',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 796},\n",
       " {'text': 'do we know if my reservation for john at bardenay was accepted',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 797},\n",
       " {'text': 'has my reservation for john at bardenay been confirmed',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 798},\n",
       " {'text': 'let\\'s try and confirm my reservation for bubble bar under \"franklin',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 799},\n",
       " {'text': 'i need to confirm my reservation for red lobster for frank',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 800},\n",
       " {'text': \"find my reservation for steve at crucere's and confirm it, please\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 801},\n",
       " {'text': \"confirm the john reservation at applebee's\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 802},\n",
       " {'text': \"i'd like to confirm the josh reservation at moe's\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 803},\n",
       " {'text': \"i have a reservation for strip house for jennifer that i'd like to confirm\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 804},\n",
       " {'text': \"please try to confirm my reservation for jim at barney's\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 805},\n",
       " {'text': \"confirm my reservation for joe at hoss's\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 806},\n",
       " {'text': \"i need to confirm the reservation for frank at chili's\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 807},\n",
       " {'text': \"i'll be confirming my reservation for joseph at red lobster\",\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 808},\n",
       " {'text': 'is there a reservation for mark at mimis',\n",
       "  'label': 'confirm_reservation',\n",
       "  'idx': 809},\n",
       " {'text': 'can you freeze my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 810},\n",
       " {'text': 'i want to freeze my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 811},\n",
       " {'text': 'i want my account locked out',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 812},\n",
       " {'text': 'stop all access to my account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 813},\n",
       " {'text': 'i need my account frozen!', 'label': 'freeze_account', 'idx': 814},\n",
       " {'text': 'i need to lock my account right now!',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 815},\n",
       " {'text': 'please force my account to freeze',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 816},\n",
       " {'text': 'please stop my account', 'label': 'freeze_account', 'idx': 817},\n",
       " {'text': 'please allow my account to freeze',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 818},\n",
       " {'text': 'please put my account on hold',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 819},\n",
       " {'text': 'freeze my account at the bank immediately',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 820},\n",
       " {'text': 'would you be able to freeze my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 821},\n",
       " {'text': 'my account at the bank needs to be frozen',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 822},\n",
       " {'text': 'please block my discover account immediately',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 823},\n",
       " {'text': 'please put a block on my citi account immediately',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 824},\n",
       " {'text': 'block my american saving bank for now',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 825},\n",
       " {'text': 'block my bank of america immdediately',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 826},\n",
       " {'text': 'put a block on bank of amerian immediately',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 827},\n",
       " {'text': 'my account needs to be frozen',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 828},\n",
       " {'text': 'freeze my account for me', 'label': 'freeze_account', 'idx': 829},\n",
       " {'text': 'put a freeze on my account', 'label': 'freeze_account', 'idx': 830},\n",
       " {'text': 'could you please put a stop on my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 831},\n",
       " {'text': 'i need to put a stop on my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 832},\n",
       " {'text': 'are you able to put a stop on my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 833},\n",
       " {'text': 'please put a stop on my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 834},\n",
       " {'text': 'i am hoping you can put a stop on my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 835},\n",
       " {'text': 'please put a freeze on my banking account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 836},\n",
       " {'text': 'i need my bank account frozen',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 837},\n",
       " {'text': 'how do i freeze my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 838},\n",
       " {'text': 'would you freeze my bank account',\n",
       "  'label': 'freeze_account',\n",
       "  'idx': 839},\n",
       " {'text': \"i heard i can transfer my 401k, but don't know how, do you\",\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 840},\n",
       " {'text': 'i need some help with transferring my 401k, can you help',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 841},\n",
       " {'text': 'can you tell me how to transfer my 401k',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 842},\n",
       " {'text': 'i want to transfer my 401k', 'label': 'rollover_401k', 'idx': 843},\n",
       " {'text': 'i wanna transfer my 401k', 'label': 'rollover_401k', 'idx': 844},\n",
       " {'text': 'i have to rollover my 401k', 'label': 'rollover_401k', 'idx': 845},\n",
       " {'text': 'i must rollover my 401k', 'label': 'rollover_401k', 'idx': 846},\n",
       " {'text': 'i want help to transfer my 401k',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 847},\n",
       " {'text': 'help me to transfer my 401k', 'label': 'rollover_401k', 'idx': 848},\n",
       " {'text': 'i will rollover my 401k', 'label': 'rollover_401k', 'idx': 849},\n",
       " {'text': 'i need help to transfer my 401k',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 850},\n",
       " {'text': 'i want to rollover my 401k', 'label': 'rollover_401k', 'idx': 851},\n",
       " {'text': 'how do i transfer my 401k to a new firm',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 852},\n",
       " {'text': 'how do i roll over my 401k', 'label': 'rollover_401k', 'idx': 853},\n",
       " {'text': 'can i move my 401k to an ira',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 854},\n",
       " {'text': 'how do i do a 401(k) rollover',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 855},\n",
       " {'text': 'can 401ks be moved', 'label': 'rollover_401k', 'idx': 856},\n",
       " {'text': 'can i transfer my 401k somewhere',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 857},\n",
       " {'text': 'how do i switch 401k companies',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 858},\n",
       " {'text': 'tell me how to roll over my 401k',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 859},\n",
       " {'text': 'how can i transfer my 401k', 'label': 'rollover_401k', 'idx': 860},\n",
       " {'text': 'what are the steps to rollover my 401k',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 861},\n",
       " {'text': 'my 401k, can i roll it over', 'label': 'rollover_401k', 'idx': 862},\n",
       " {'text': 'i want to rollover my 401k , can i',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 863},\n",
       " {'text': 'help me rollover my 401k', 'label': 'rollover_401k', 'idx': 864},\n",
       " {'text': 'do you know the process to rollover my 401k',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 865},\n",
       " {'text': 'tell me how to rollover my 401k',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 866},\n",
       " {'text': 'my 401k needs to rollover and i need your help',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 867},\n",
       " {'text': 'let me know how to rollover my 401k',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 868},\n",
       " {'text': 'what do i have to do to transfer my 401k',\n",
       "  'label': 'rollover_401k',\n",
       "  'idx': 869},\n",
       " {'text': 'what company made this ai', 'label': 'who_made_you', 'idx': 870},\n",
       " {'text': 'what is the name of the person who made you',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 871},\n",
       " {'text': 'who is the person that brought you to life',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 872},\n",
       " {'text': 'who is the one that made you', 'label': 'who_made_you', 'idx': 873},\n",
       " {'text': 'who is your maker', 'label': 'who_made_you', 'idx': 874},\n",
       " {'text': 'which company made you', 'label': 'who_made_you', 'idx': 875},\n",
       " {'text': 'who assembled you', 'label': 'who_made_you', 'idx': 876},\n",
       " {'text': 'i wanna know who programmed you',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 877},\n",
       " {'text': 'let me know who programmed you',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 878},\n",
       " {'text': 'who made you', 'label': 'who_made_you', 'idx': 879},\n",
       " {'text': 'i wanna know your maker', 'label': 'who_made_you', 'idx': 880},\n",
       " {'text': 'who was your maker', 'label': 'who_made_you', 'idx': 881},\n",
       " {'text': 'who is the one who programmed you',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 882},\n",
       " {'text': 'i must know who programmed you',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 883},\n",
       " {'text': 'tell me who your maker was', 'label': 'who_made_you', 'idx': 884},\n",
       " {'text': 'what was the company that designed you',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 885},\n",
       " {'text': 'do you know what company were you designed by',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 886},\n",
       " {'text': 'let me know which company were you designed by',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 887},\n",
       " {'text': 'what company were you designed by',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 888},\n",
       " {'text': 'can you let me know what company were you designed by',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 889},\n",
       " {'text': 'which company were you designed by',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 890},\n",
       " {'text': 'tell me who made you please', 'label': 'who_made_you', 'idx': 891},\n",
       " {'text': 'can you tell me who made you', 'label': 'who_made_you', 'idx': 892},\n",
       " {'text': 'whats the name of the person who made you',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 893},\n",
       " {'text': 'what company did the design for this',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 894},\n",
       " {'text': 'what company did this design', 'label': 'who_made_you', 'idx': 895},\n",
       " {'text': 'what company is responsible for this design',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 896},\n",
       " {'text': 'what company designed this', 'label': 'who_made_you', 'idx': 897},\n",
       " {'text': 'for this design, what company did it',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 898},\n",
       " {'text': 'name the person or group that programmed you',\n",
       "  'label': 'who_made_you',\n",
       "  'idx': 899},\n",
       " {'text': 'which way do we go and how long will it take to get to the sears tower in chicago',\n",
       "  'label': 'distance',\n",
       "  'idx': 900},\n",
       " {'text': 'so, does it take long to get to dodger stadium in anaheim',\n",
       "  'label': 'distance',\n",
       "  'idx': 901},\n",
       " {'text': 'how many minutes will it take to get to the empire state building in manhattan',\n",
       "  'label': 'distance',\n",
       "  'idx': 902},\n",
       " {'text': \"what's the mileage to get the the taj mahal in atlantic city\",\n",
       "  'label': 'distance',\n",
       "  'idx': 903},\n",
       " {'text': 'does it take long to get to yankee stadium in the bronx',\n",
       "  'label': 'distance',\n",
       "  'idx': 904},\n",
       " {'text': 'how much time is left until we get there',\n",
       "  'label': 'distance',\n",
       "  'idx': 905},\n",
       " {'text': \"what's the time to destination going via bus to omaha\",\n",
       "  'label': 'distance',\n",
       "  'idx': 906},\n",
       " {'text': 'how far from our destination are we',\n",
       "  'label': 'distance',\n",
       "  'idx': 907},\n",
       " {'text': 'how many minutes am i from texaco',\n",
       "  'label': 'distance',\n",
       "  'idx': 908},\n",
       " {'text': 'how long will i be on the bus if i rid it to seattle',\n",
       "  'label': 'distance',\n",
       "  'idx': 909},\n",
       " {'text': 'is it going to be much longer until i reach the bank',\n",
       "  'label': 'distance',\n",
       "  'idx': 910},\n",
       " {'text': 'am i close to arriving at the post office',\n",
       "  'label': 'distance',\n",
       "  'idx': 911},\n",
       " {'text': \"what's the estimated travel time to get to dc via bus\",\n",
       "  'label': 'distance',\n",
       "  'idx': 912},\n",
       " {'text': 'when will i arrive at hy-vee', 'label': 'distance', 'idx': 913},\n",
       " {'text': 'how long does it take to get to el paso on a bus',\n",
       "  'label': 'distance',\n",
       "  'idx': 914},\n",
       " {'text': 'how long will it take me to get to walmart',\n",
       "  'label': 'distance',\n",
       "  'idx': 915},\n",
       " {'text': \"what's the average time to boston when riding a bus\",\n",
       "  'label': 'distance',\n",
       "  'idx': 916},\n",
       " {'text': 'when will the bus get me to vermont',\n",
       "  'label': 'distance',\n",
       "  'idx': 917},\n",
       " {'text': 'how long will i be on the bus to new orleans',\n",
       "  'label': 'distance',\n",
       "  'idx': 918},\n",
       " {'text': 'how long is a bus ride to staples',\n",
       "  'label': 'distance',\n",
       "  'idx': 919},\n",
       " {'text': 'how long does it take to get downtown by bus',\n",
       "  'label': 'distance',\n",
       "  'idx': 920},\n",
       " {'text': 'what time will i get to the beach taking the bus',\n",
       "  'label': 'distance',\n",
       "  'idx': 921},\n",
       " {'text': 'how far am i from orlando', 'label': 'distance', 'idx': 922},\n",
       " {'text': 'give me an eta on when i will arrive at my destination',\n",
       "  'label': 'distance',\n",
       "  'idx': 923},\n",
       " {'text': 'tell me how much longer i will have to drive to reach the destination',\n",
       "  'label': 'distance',\n",
       "  'idx': 924},\n",
       " {'text': 'when will i get to orlando', 'label': 'distance', 'idx': 925},\n",
       " {'text': 'how much farther is orlando from my location',\n",
       "  'label': 'distance',\n",
       "  'idx': 926},\n",
       " {'text': 'do i have a ways to go or am i close to getting to penn station',\n",
       "  'label': 'distance',\n",
       "  'idx': 927},\n",
       " {'text': 'please give me the approximate amount of time i will need to go from jfk international airport to penn station',\n",
       "  'label': 'distance',\n",
       "  'idx': 928},\n",
       " {'text': 'can you tell me about what time i should be arriving at the airport',\n",
       "  'label': 'distance',\n",
       "  'idx': 929},\n",
       " {'text': 'how do you refer to me', 'label': 'user_name', 'idx': 930},\n",
       " {'text': 'call my name', 'label': 'user_name', 'idx': 931},\n",
       " {'text': 'what do i go by', 'label': 'user_name', 'idx': 932},\n",
       " {'text': 'say my name', 'label': 'user_name', 'idx': 933},\n",
       " {'text': 'what do you think my name is', 'label': 'user_name', 'idx': 934},\n",
       " {'text': \"what do you think i'm called\", 'label': 'user_name', 'idx': 935},\n",
       " {'text': 'what do you have for my name', 'label': 'user_name', 'idx': 936},\n",
       " {'text': 'how do you address my name', 'label': 'user_name', 'idx': 937},\n",
       " {'text': \"what's your designation\", 'label': 'user_name', 'idx': 938},\n",
       " {'text': 'what do you call me', 'label': 'user_name', 'idx': 939},\n",
       " {'text': 'i want to hear my name', 'label': 'user_name', 'idx': 940},\n",
       " {'text': 'my name', 'label': 'user_name', 'idx': 941},\n",
       " {'text': \"what's my name\", 'label': 'user_name', 'idx': 942},\n",
       " {'text': \"what's my name on file\", 'label': 'user_name', 'idx': 943},\n",
       " {'text': 'what name do you have for me', 'label': 'user_name', 'idx': 944},\n",
       " {'text': 'what did i tell you to call me', 'label': 'user_name', 'idx': 945},\n",
       " {'text': 'please tell me the name that you have for me',\n",
       "  'label': 'user_name',\n",
       "  'idx': 946},\n",
       " {'text': 'i need to know the name that you have for me',\n",
       "  'label': 'user_name',\n",
       "  'idx': 947},\n",
       " {'text': 'can you tell me what name you have for me',\n",
       "  'label': 'user_name',\n",
       "  'idx': 948},\n",
       " {'text': 'tell me what name you have for me',\n",
       "  'label': 'user_name',\n",
       "  'idx': 949},\n",
       " {'text': 'i would like to know the name you have for me',\n",
       "  'label': 'user_name',\n",
       "  'idx': 950},\n",
       " {'text': 'what is the name you have for me',\n",
       "  'label': 'user_name',\n",
       "  'idx': 951},\n",
       " {'text': 'could you tell me my name', 'label': 'user_name', 'idx': 952},\n",
       " {'text': 'do you have a name for me', 'label': 'user_name', 'idx': 953},\n",
       " {'text': 'can you tell me my name for me', 'label': 'user_name', 'idx': 954},\n",
       " {'text': \"what's the name you use for me\", 'label': 'user_name', 'idx': 955},\n",
       " {'text': 'you call me what', 'label': 'user_name', 'idx': 956},\n",
       " {'text': 'what do you know me by', 'label': 'user_name', 'idx': 957},\n",
       " {'text': 'you know me by what right now', 'label': 'user_name', 'idx': 958},\n",
       " {'text': \"what's the way you refer to me\", 'label': 'user_name', 'idx': 959},\n",
       " {'text': \"what's the timezone for britain\", 'label': 'timezone', 'idx': 960},\n",
       " {'text': 'i need the time zone for la', 'label': 'timezone', 'idx': 961},\n",
       " {'text': 'i would like to know the timezone for britain',\n",
       "  'label': 'timezone',\n",
       "  'idx': 962},\n",
       " {'text': \"i need la's time zone\", 'label': 'timezone', 'idx': 963},\n",
       " {'text': \"i need to know britain's timezone\",\n",
       "  'label': 'timezone',\n",
       "  'idx': 964},\n",
       " {'text': 'what timezone is britain in', 'label': 'timezone', 'idx': 965},\n",
       " {'text': \"can you tell me britain's timezone\",\n",
       "  'label': 'timezone',\n",
       "  'idx': 966},\n",
       " {'text': \"what is the la's time zone\", 'label': 'timezone', 'idx': 967},\n",
       " {'text': 'can you tell me the time zone for la',\n",
       "  'label': 'timezone',\n",
       "  'idx': 968},\n",
       " {'text': \"what is texas's timezone\", 'label': 'timezone', 'idx': 969},\n",
       " {'text': 'tell me the timezone for california',\n",
       "  'label': 'timezone',\n",
       "  'idx': 970},\n",
       " {'text': 'what timezone would missouri be in',\n",
       "  'label': 'timezone',\n",
       "  'idx': 971},\n",
       " {'text': 'what timezone do they use in arizona',\n",
       "  'label': 'timezone',\n",
       "  'idx': 972},\n",
       " {'text': 'is new york in mountain timezone', 'label': 'timezone', 'idx': 973},\n",
       " {'text': 'what is the timezone for la', 'label': 'timezone', 'idx': 974},\n",
       " {'text': 'what is the timezone for new york',\n",
       "  'label': 'timezone',\n",
       "  'idx': 975},\n",
       " {'text': 'what is the timezone for san francisco',\n",
       "  'label': 'timezone',\n",
       "  'idx': 976},\n",
       " {'text': 'what is the timezone for paris', 'label': 'timezone', 'idx': 977},\n",
       " {'text': 'what is the timezone for houston', 'label': 'timezone', 'idx': 978},\n",
       " {'text': \"denver's timezone is what\", 'label': 'timezone', 'idx': 979},\n",
       " {'text': 'does denver reside in the eastern timezones',\n",
       "  'label': 'timezone',\n",
       "  'idx': 980},\n",
       " {'text': 'which timezone is denver located', 'label': 'timezone', 'idx': 981},\n",
       " {'text': \"denver's timezone is a mystery, i wonder where its located\",\n",
       "  'label': 'timezone',\n",
       "  'idx': 982},\n",
       " {'text': 'in which time zone does denver reside',\n",
       "  'label': 'timezone',\n",
       "  'idx': 983},\n",
       " {'text': \"what's the timezone in valencia\", 'label': 'timezone', 'idx': 984},\n",
       " {'text': \"what's the timezone now in hiram\", 'label': 'timezone', 'idx': 985},\n",
       " {'text': 'timezone in salt lake city', 'label': 'timezone', 'idx': 986},\n",
       " {'text': 'timezone currently in mobile', 'label': 'timezone', 'idx': 987},\n",
       " {'text': 'what time is it in phoenix', 'label': 'timezone', 'idx': 988},\n",
       " {'text': 'can you give me the timezone for the country',\n",
       "  'label': 'timezone',\n",
       "  'idx': 989},\n",
       " {'text': \"i don't like this song, can skip it\",\n",
       "  'label': 'next_song',\n",
       "  'idx': 990},\n",
       " {'text': 'can we move onto the next song', 'label': 'next_song', 'idx': 991},\n",
       " {'text': 'skip this song, please', 'label': 'next_song', 'idx': 992},\n",
       " {'text': 'can you swipe to the next song', 'label': 'next_song', 'idx': 993},\n",
       " {'text': 'next song, please!', 'label': 'next_song', 'idx': 994},\n",
       " {'text': 'start the next song', 'label': 'next_song', 'idx': 995},\n",
       " {'text': 'go to the next song and play it', 'label': 'next_song', 'idx': 996},\n",
       " {'text': 'move forward one song', 'label': 'next_song', 'idx': 997},\n",
       " {'text': 'play the next one', 'label': 'next_song', 'idx': 998},\n",
       " {'text': 'skip to next track', 'label': 'next_song', 'idx': 999},\n",
       " ...]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "documents = df.to_dict(orient=\"records\")\n",
    "documents"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c28c5744-1739-4bec-ae39-088654838c57",
   "metadata": {},
   "source": [
    "lunr needs an index passed to it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "955b962f-00d3-4231-9962-8e89a0106a2e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting lunr\n",
      "  Downloading lunr-0.7.0.post1-py3-none-any.whl.metadata (6.8 kB)\n",
      "Downloading lunr-0.7.0.post1-py3-none-any.whl (35 kB)\n",
      "Installing collected packages: lunr\n",
      "Successfully installed lunr-0.7.0.post1\n"
     ]
    }
   ],
   "source": [
    "# ! pip install lunr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "bfa9880b-0fce-4a0f-bd35-750b2781cddf",
   "metadata": {},
   "outputs": [],
   "source": [
    "from lunr import lunr\n",
    "\n",
    "index = lunr(ref=\"idx\", fields=('text', ), documents=documents)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9341501-9eab-427c-bb73-c30f1c132f35",
   "metadata": {},
   "source": [
    "Now, can search through the index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "80feb082-dc9f-4884-b490-481b7e0bbbd9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'ref': '4501', 'score': 7.801, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '3', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '26', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '27', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '28', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4526', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4529', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4556', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4573', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4575', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4576', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4585', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5638', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '19505', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '19507', 'score': 7.62, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '25', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '334', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '342', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '348', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '350', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4546', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4550', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4559', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4574', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4577', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4579', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4595', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4598', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5619', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5627', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5639', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5640', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5644', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5654', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5672', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '19500', 'score': 6.767, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '1', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '12', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '29', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '343', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4510', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4527', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4543', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '4592', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5604', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5618', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5621', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5625', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5647', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5664', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '18182', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '19517', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '19727', 'score': 6.085, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5611', 'score': 5.528, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5692', 'score': 5.528, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '5697', 'score': 5.528, 'match_data': <MatchData \"spanish\">},\n",
       " {'ref': '19726', 'score': 5.065, 'match_data': <MatchData \"spanish\">}]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.search(\"spanish\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01ea139e-558d-4b52-b5dd-3269369e78d0",
   "metadata": {},
   "source": [
    "We can use list comprehension to reformat into records."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "be78541d-0313-419a-8c1f-574a3b5c6843",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'text': \"can you tell me how to say 'i do not speak much spanish', in spanish\",\n",
       "  'label': 'translate',\n",
       "  'idx': 4501},\n",
       " {'text': 'how do you say fast in spanish', 'label': 'translate', 'idx': 3},\n",
       " {'text': 'what is dog in spanish', 'label': 'translate', 'idx': 26},\n",
       " {'text': 'how do you say dog in spanish', 'label': 'translate', 'idx': 27},\n",
       " {'text': 'dog in spanish', 'label': 'translate', 'idx': 28},\n",
       " {'text': 'how can i say not now in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4526},\n",
       " {'text': 'how do you say goodbye in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4529},\n",
       " {'text': 'what is spanish for hello', 'label': 'translate', 'idx': 4556},\n",
       " {'text': 'how do you say thank you in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4573},\n",
       " {'text': 'how can i say thank you in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4575},\n",
       " {'text': 'what is thank you in spanish', 'label': 'translate', 'idx': 4576},\n",
       " {'text': 'how do you say cat in spanish', 'label': 'translate', 'idx': 4585},\n",
       " {'text': 'can you talk in spanish', 'label': 'change_language', 'idx': 5638},\n",
       " {'text': 'how do i say dinner in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 19505},\n",
       " {'text': 'how do i say thank you in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 19507},\n",
       " {'text': 'english to spanish for dog', 'label': 'translate', 'idx': 25},\n",
       " {'text': 'speak spanish please', 'label': 'change_language', 'idx': 334},\n",
       " {'text': 'i want to use spanish with you',\n",
       "  'label': 'change_language',\n",
       "  'idx': 342},\n",
       " {'text': \"i'd like the language to be in spanish\",\n",
       "  'label': 'change_language',\n",
       "  'idx': 348},\n",
       " {'text': 'can i speak spanish to you hombre',\n",
       "  'label': 'change_language',\n",
       "  'idx': 350},\n",
       " {'text': 'what is the word for hello spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4546},\n",
       " {'text': 'tell me how to say hello in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4550},\n",
       " {'text': 'what is spanish for good morning',\n",
       "  'label': 'translate',\n",
       "  'idx': 4559},\n",
       " {'text': 'how does one say thank you in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4574},\n",
       " {'text': 'what is the way to say thank you in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4577},\n",
       " {'text': 'how do they say \"where\\'s the bathroom\" in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4579},\n",
       " {'text': 'can you translate hi into spanish for me',\n",
       "  'label': 'translate',\n",
       "  'idx': 4595},\n",
       " {'text': 'can you translate milk into spanish for me',\n",
       "  'label': 'translate',\n",
       "  'idx': 4598},\n",
       " {'text': 'fix my language to spanish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5619},\n",
       " {'text': 'please respond to me in spanish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5627},\n",
       " {'text': 'can i start talking to you in spanish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5639},\n",
       " {'text': 'please talk to me in spanish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5640},\n",
       " {'text': 'talk to me in spanish from now on',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5644},\n",
       " {'text': 'is it possible to only talk in spanish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5654},\n",
       " {'text': 'start talking in spanish', 'label': 'change_language', 'idx': 5672},\n",
       " {'text': 'in spanish, meet me tomorrow is said how',\n",
       "  'label': 'translate',\n",
       "  'idx': 19500},\n",
       " {'text': \"what's the spanish word for pasta\", 'label': 'translate', 'idx': 1},\n",
       " {'text': 'what is the right way to say excuse me in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 12},\n",
       " {'text': \"what's the spanish word for dog\", 'label': 'translate', 'idx': 29},\n",
       " {'text': \"please let's speak in spanish\",\n",
       "  'label': 'change_language',\n",
       "  'idx': 343},\n",
       " {'text': \"how would i say, 'i don't know the answer' in spanish\",\n",
       "  'label': 'translate',\n",
       "  'idx': 4510},\n",
       " {'text': 'what do spanish people say for the word cow',\n",
       "  'label': 'translate',\n",
       "  'idx': 4527},\n",
       " {'text': 'what spanish word means hello', 'label': 'translate', 'idx': 4543},\n",
       " {'text': 'i wanna know a phrase in spanish',\n",
       "  'label': 'translate',\n",
       "  'idx': 4592},\n",
       " {'text': 'i would like to have language set to spanish, please',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5604},\n",
       " {'text': 'i need to change language to spanish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5618},\n",
       " {'text': 'i need to change my speaking to spanish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5621},\n",
       " {'text': 'change your language to spanish please',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5625},\n",
       " {'text': 'i want to use spanish as my language',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5647},\n",
       " {'text': 'let’s chat using spanish', 'label': 'change_language', 'idx': 5664},\n",
       " {'text': 'add mia to my spanish playlist',\n",
       "  'label': 'update_playlist',\n",
       "  'idx': 18182},\n",
       " {'text': 'can you translate this name into spanish for me, please',\n",
       "  'label': 'translate',\n",
       "  'idx': 19517},\n",
       " {'text': 'change your language setting to spanish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 19727},\n",
       " {'text': 'i want us to speak to each other in spanish from now on',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5611},\n",
       " {'text': 'can you start talking to me in spanish from here on out',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5692},\n",
       " {'text': 'please change your language setting to spanish',\n",
       "  'label': 'change_language',\n",
       "  'idx': 5697},\n",
       " {'text': 'please change your language setting to spanish now',\n",
       "  'label': 'change_language',\n",
       "  'idx': 19726}]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[documents[int(i['ref'])] for i in index.search(\"spanish\")]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b6ff0ce-e001-4e54-a208-90a89f75e49a",
   "metadata": {},
   "source": [
    "We can also serialize the index, making it into a dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "aa64f173-3583-4572-81b1-d91f8c59aacb",
   "metadata": {},
   "outputs": [
    {
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       "  ['2+2', {'text': {'10328': defaultdict(list, {})}, '_index': 3372}],\n",
       "  ['2/20',\n",
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       "  ['2/21', {'text': {'11232': defaultdict(list, {})}, '_index': 3520}],\n",
       "  ['2/21/17', {'text': {'13182': defaultdict(list, {})}, '_index': 3859}],\n",
       "  ['2/22', {'text': {'5372': defaultdict(list, {})}, '_index': 2495}],\n",
       "  ['2/24', {'text': {'5371': defaultdict(list, {})}, '_index': 2493}],\n",
       "  ['2/24/18', {'text': {'13185': defaultdict(list, {})}, '_index': 3861}],\n",
       "  ['2/25',\n",
       "   {'text': {'5371': defaultdict(list, {}), '5372': defaultdict(list, {})},\n",
       "    '_index': 2494}],\n",
       "  ['2/28', {'text': {'18636': defaultdict(list, {})}, '_index': 4735}],\n",
       "  ['2/3', {'text': {'10377': defaultdict(list, {})}, '_index': 3412}],\n",
       "  ['20',\n",
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       "    '_index': 128}],\n",
       "  ['20,000', {'text': {'13286': defaultdict(list, {})}, '_index': 3875}],\n",
       "  ['200',\n",
       "   {'text': {'2610': defaultdict(list, {}),\n",
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       "     '19532': defaultdict(list, {}),\n",
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       "    '_index': 1653}],\n",
       "  ['2000',\n",
       "   {'text': {'4607': defaultdict(list, {}),\n",
       "     '10388': defaultdict(list, {}),\n",
       "     '16813': defaultdict(list, {}),\n",
       "     '19534': defaultdict(list, {})},\n",
       "    '_index': 2330}],\n",
       "  ['20000',\n",
       "   {'text': {'4600': defaultdict(list, {}),\n",
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       "     '4603': defaultdict(list, {}),\n",
       "     '4604': defaultdict(list, {})},\n",
       "    '_index': 2328}],\n",
       "  ['200000', {'text': {'10355': defaultdict(list, {})}, '_index': 3393}],\n",
       "  ['2001', {'text': {'23121': defaultdict(list, {})}, '_index': 5695}],\n",
       "  ['2007', {'text': {'19971': defaultdict(list, {})}, '_index': 4945}],\n",
       "  ['2010', {'text': {'23519': defaultdict(list, {})}, '_index': 5950}],\n",
       "  ['2012', {'text': {'20387': defaultdict(list, {})}, '_index': 5001}],\n",
       "  ['2014', {'text': {'6806': defaultdict(list, {})}, '_index': 2735}],\n",
       "  ['2015',\n",
       "   {'text': {'6807': defaultdict(list, {}),\n",
       "     '6808': defaultdict(list, {}),\n",
       "     '13127': defaultdict(list, {})},\n",
       "    '_index': 2737}],\n",
       "  ['2017',\n",
       "   {'text': {'13125': defaultdict(list, {}), '13179': defaultdict(list, {})},\n",
       "    '_index': 3854}],\n",
       "  ['2018',\n",
       "   {'text': {'8353': defaultdict(list, {}),\n",
       "     '13129': defaultdict(list, {}),\n",
       "     '13173': defaultdict(list, {}),\n",
       "     '22926': defaultdict(list, {}),\n",
       "     '23663': defaultdict(list, {}),\n",
       "     '23677': defaultdict(list, {})},\n",
       "    '_index': 3085}],\n",
       "  ['2019',\n",
       "   {'text': {'1896': defaultdict(list, {}),\n",
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       "     '23664': defaultdict(list, {}),\n",
       "     '23687': defaultdict(list, {})},\n",
       "    '_index': 1311}],\n",
       "  ['2020',\n",
       "   {'text': {'15136': defaultdict(list, {}), '15140': defaultdict(list, {})},\n",
       "    '_index': 4166}],\n",
       "  ['2021', {'text': {'15145': defaultdict(list, {})}, '_index': 4168}],\n",
       "  ['20905432', {'text': {'22659': defaultdict(list, {})}, '_index': 5373}],\n",
       "  ['20th',\n",
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       "   {'text': {'782': defaultdict(list, {}),\n",
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       "    '_index': 695}],\n",
       "  ['213', {'text': {'10337': defaultdict(list, {})}, '_index': 3378}],\n",
       "  ['215pm', {'text': {'11828': defaultdict(list, {})}, '_index': 3643}],\n",
       "  ['21st',\n",
       "   {'text': {'1698': defaultdict(list, {}),\n",
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       "  ['235',\n",
       "   {'text': {'10304': defaultdict(list, {}),\n",
       "     '10306': defaultdict(list, {}),\n",
       "     '10307': defaultdict(list, {})},\n",
       "    '_index': 3364}],\n",
       "  ['235pm', {'text': {'20963': defaultdict(list, {})}, '_index': 5068}],\n",
       "  ['23rd',\n",
       "   {'text': {'1900': defaultdict(list, {}),\n",
       "     '7986': defaultdict(list, {}),\n",
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       "    '_index': 1315}],\n",
       "  ['24', {'text': {'20667': defaultdict(list, {})}, '_index': 5039}],\n",
       "  ['24th',\n",
       "   {'text': {'258': defaultdict(list, {}),\n",
       "     '1912': defaultdict(list, {}),\n",
       "     '13130': defaultdict(list, {})},\n",
       "    '_index': 289}],\n",
       "  ['25',\n",
       "   {'text': {'1745': defaultdict(list, {}),\n",
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       "     '5396': defaultdict(list, {}),\n",
       "     '10313': defaultdict(list, {}),\n",
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       "    '_index': 1219}],\n",
       "  ['250',\n",
       "   {'text': {'4635': defaultdict(list, {}),\n",
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       "     '16847': defaultdict(list, {}),\n",
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       "    '_index': 2341}],\n",
       "  ['2500',\n",
       "   {'text': {'10314': defaultdict(list, {}), '16850': defaultdict(list, {})},\n",
       "    '_index': 3368}],\n",
       "  ['25000', {'text': {'22590': defaultdict(list, {})}, '_index': 5341}],\n",
       "  ['256', {'text': {'10470': defaultdict(list, {})}, '_index': 3424}],\n",
       "  ['25mm', {'text': {'22967': defaultdict(list, {})}, '_index': 5562}],\n",
       "  ['25th',\n",
       "   {'text': {'254': defaultdict(list, {}),\n",
       "     '1900': defaultdict(list, {}),\n",
       "     '4256': defaultdict(list, {}),\n",
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       "     '17776': defaultdict(list, {})},\n",
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       "  ['26',\n",
       "   {'text': {'5390': defaultdict(list, {}), '22532': defaultdict(list, {})},\n",
       "    '_index': 2503}],\n",
       "  ['26th',\n",
       "   {'text': {'1914': defaultdict(list, {}),\n",
       "     '5315': defaultdict(list, {}),\n",
       "     '10134': defaultdict(list, {}),\n",
       "     '10843': defaultdict(list, {})},\n",
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       "  ['27',\n",
       "   {'text': {'5399': defaultdict(list, {}), '20659': defaultdict(list, {})},\n",
       "    '_index': 2506}],\n",
       "  ['2784', {'text': {'10387': defaultdict(list, {})}, '_index': 3418}],\n",
       "  ['279',\n",
       "   {'text': {'10303': defaultdict(list, {}), '10308': defaultdict(list, {})},\n",
       "    '_index': 3363}],\n",
       "  ['27th', {'text': {'13128': defaultdict(list, {})}, '_index': 3855}],\n",
       "  ['28', {'text': {'3970': defaultdict(list, {})}, '_index': 2101}],\n",
       "  ['28th',\n",
       "   {'text': {'6950': defaultdict(list, {}),\n",
       "     '7114': defaultdict(list, {}),\n",
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       "     '12880': defaultdict(list, {}),\n",
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       "     '17023': defaultdict(list, {}),\n",
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       "    '_index': 2795}],\n",
       "  ['29',\n",
       "   {'text': {'2596': defaultdict(list, {}), '18676': defaultdict(list, {})},\n",
       "    '_index': 1649}],\n",
       "  ['29309', {'text': {'12657': defaultdict(list, {})}, '_index': 3790}],\n",
       "  ['29th',\n",
       "   {'text': {'258': defaultdict(list, {}),\n",
       "     '3983': defaultdict(list, {}),\n",
       "     '17038': defaultdict(list, {}),\n",
       "     '17063': defaultdict(list, {})},\n",
       "    '_index': 290}],\n",
       "  ['2:00',\n",
       "   {'text': {'7193': defaultdict(list, {}),\n",
       "     '12818': defaultdict(list, {}),\n",
       "     '12819': defaultdict(list, {}),\n",
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       "  ['90908', {'text': {'10374': defaultdict(list, {})}, '_index': 3408}],\n",
       "  ['911', {'text': {'11704': defaultdict(list, {})}, '_index': 3607}],\n",
       "  ['939392', {'text': {'19369': defaultdict(list, {})}, '_index': 4862}],\n",
       "  ['95',\n",
       "   {'text': {'1746': defaultdict(list, {}),\n",
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       "  ['997', {'text': {'10385': defaultdict(list, {})}, '_index': 3417}],\n",
       "  ['9982', {'text': {'14080': defaultdict(list, {})}, '_index': 3994}],\n",
       "  ['9:00',\n",
       "   {'text': {'780': defaultdict(list, {}),\n",
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       "    '_index': 693}],\n",
       "  ['9:00am', {'text': {'12844': defaultdict(list, {})}, '_index': 3814}],\n",
       "  ['9:20', {'text': {'21526': defaultdict(list, {})}, '_index': 5136}],\n",
       "  ['9:30', {'text': {'21524': defaultdict(list, {})}, '_index': 5135}],\n",
       "  ['9am',\n",
       "   {'text': {'7186': defaultdict(list, {}),\n",
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       "  ['9pm',\n",
       "   {'text': {'11854': defaultdict(list, {}), '13799': defaultdict(list, {})},\n",
       "    '_index': 3645}],\n",
       "  ['9th',\n",
       "   {'text': {'252': defaultdict(list, {}),\n",
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       "     '21628': defaultdict(list, {})},\n",
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       "   {'text': {'6697': defaultdict(list, {}),\n",
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       "     '7440': defaultdict(list, {}),\n",
       "     '15725': defaultdict(list, {}),\n",
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       "     '18760': defaultdict(list, {}),\n",
       "     '23456': defaultdict(list, {})},\n",
       "    '_index': 1972}],\n",
       "  ['activ',\n",
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       "     '21572': defaultdict(list, {}),\n",
       "     '21573': defaultdict(list, {}),\n",
       "     '21574': defaultdict(list, {}),\n",
       "     '21576': defaultdict(list, {}),\n",
       "     '21578': defaultdict(list, {}),\n",
       "     '21983': defaultdict(list, {}),\n",
       "     '21993': defaultdict(list, {}),\n",
       "     '22764': defaultdict(list, {}),\n",
       "     '22905': defaultdict(list, {}),\n",
       "     '23606': defaultdict(list, {})},\n",
       "    '_index': 1023}],\n",
       "  ['activti', {'text': {'14840': defaultdict(list, {})}, '_index': 4111}],\n",
       "  ['actor', {'text': {'23402': defaultdict(list, {})}, '_index': 5864}],\n",
       "  ['actual',\n",
       "   {'text': {'117': defaultdict(list, {}),\n",
       "     '684': defaultdict(list, {}),\n",
       "     '685': defaultdict(list, {}),\n",
       "     '1904': defaultdict(list, {}),\n",
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       "     '22176': defaultdict(list, {}),\n",
       "     '23110': defaultdict(list, {}),\n",
       "     '23459': defaultdict(list, {})},\n",
       "    '_index': 165}],\n",
       "  ['acupunctur',\n",
       "   {'text': {'9448': defaultdict(list, {}), '9449': defaultdict(list, {})},\n",
       "    '_index': 3211}],\n",
       "  ['ad',\n",
       "   {'text': {'613': defaultdict(list, {}),\n",
       "     '622': defaultdict(list, {}),\n",
       "     '1692': defaultdict(list, {}),\n",
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       "     '6528': defaultdict(list, {}),\n",
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       "     '18136': defaultdict(list, {}),\n",
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       "     '20990': defaultdict(list, {}),\n",
       "     '22653': defaultdict(list, {}),\n",
       "     '23087': defaultdict(list, {})},\n",
       "    '_index': 581}],\n",
       "  ['adam',\n",
       "   {'text': {'730': defaultdict(list, {}),\n",
       "     '7185': defaultdict(list, {}),\n",
       "     '17277': defaultdict(list, {}),\n",
       "     '17466': defaultdict(list, {}),\n",
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       "     '22288': defaultdict(list, {}),\n",
       "     '22289': defaultdict(list, {})},\n",
       "    '_index': 648}],\n",
       "  ['adapt',\n",
       "   {'text': {'13009': defaultdict(list, {}), '13015': defaultdict(list, {})},\n",
       "    '_index': 3833}],\n",
       "  ['add',\n",
       "   {'text': {'51': defaultdict(list, {}),\n",
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       "     '23253': defaultdict(list, {})},\n",
       "    '_index': 88}],\n",
       "  ['addict',\n",
       "   {'text': {'23635': defaultdict(list, {}), '23653': defaultdict(list, {})},\n",
       "    '_index': 6013}],\n",
       "  ['addit',\n",
       "   {'text': {'14432': defaultdict(list, {}), '19316': defaultdict(list, {})},\n",
       "    '_index': 4044}],\n",
       "  ['address',\n",
       "   {'text': {'548': defaultdict(list, {}),\n",
       "     '558': defaultdict(list, {}),\n",
       "     '937': defaultdict(list, {}),\n",
       "     '3605': defaultdict(list, {}),\n",
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       "     '23260': defaultdict(list, {}),\n",
       "     '23515': defaultdict(list, {})},\n",
       "    '_index': 533}],\n",
       "  ['adelaid',\n",
       "   {'text': {'421': defaultdict(list, {}), '427': defaultdict(list, {})},\n",
       "    '_index': 454}],\n",
       "  ['adequ', {'text': {'9716': defaultdict(list, {})}, '_index': 3246}],\n",
       "  ['adio',\n",
       "   {'text': {'14113': defaultdict(list, {}),\n",
       "     '14123': defaultdict(list, {}),\n",
       "     '14178': defaultdict(list, {})},\n",
       "    '_index': 4003}],\n",
       "  ['adjust',\n",
       "   {'text': {'1547': defaultdict(list, {}),\n",
       "     '2671': defaultdict(list, {}),\n",
       "     '3172': defaultdict(list, {}),\n",
       "     '3582': defaultdict(list, {}),\n",
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       "     '23020': defaultdict(list, {})},\n",
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       "  ['adul', {'text': {'99': defaultdict(list, {})}, '_index': 142}],\n",
       "  ['adult',\n",
       "   {'text': {'4511': defaultdict(list, {}),\n",
       "     '5524': defaultdict(list, {}),\n",
       "     '6988': defaultdict(list, {}),\n",
       "     '10231': defaultdict(list, {}),\n",
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       "     '21626': defaultdict(list, {}),\n",
       "     '21628': defaultdict(list, {})},\n",
       "    '_index': 2301}],\n",
       "  ['adulthood', {'text': {'18338': defaultdict(list, {})}, '_index': 4687}],\n",
       "  ['adumbr', {'text': {'4877': defaultdict(list, {})}, '_index': 2403}],\n",
       "  ['advanc',\n",
       "   {'text': {'7881': defaultdict(list, {}),\n",
       "     '13885': defaultdict(list, {}),\n",
       "     '16799': defaultdict(list, {}),\n",
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       "     '23129': defaultdict(list, {}),\n",
       "     '23624': defaultdict(list, {})},\n",
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       "   {'text': {'715': defaultdict(list, {}),\n",
       "     '9393': defaultdict(list, {}),\n",
       "     '23657': defaultdict(list, {})},\n",
       "    '_index': 627}],\n",
       "  ['advertis',\n",
       "   {'text': {'23250': defaultdict(list, {}), '23251': defaultdict(list, {})},\n",
       "    '_index': 5777}],\n",
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       "   {'text': {'15799': defaultdict(list, {}),\n",
       "     '17445': defaultdict(list, {}),\n",
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       "     '5259': defaultdict(list, {})},\n",
       "    '_index': 234}],\n",
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       "  ['aeromexico', {'text': {'10599': defaultdict(list, {})}, '_index': 3459}],\n",
       "  ['aerospac', {'text': {'23594': defaultdict(list, {})}, '_index': 5990}],\n",
       "  ['affect',\n",
       "   {'text': {'295': defaultdict(list, {}), '5461': defaultdict(list, {})},\n",
       "    '_index': 333}],\n",
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       "    '_index': 2374}],\n",
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       "  ['affirmit', {'text': {'20439': defaultdict(list, {})}, '_index': 5006}],\n",
       "  ['afford', {'text': {'20008': defaultdict(list, {})}, '_index': 4959}],\n",
       "  ['afghanistan',\n",
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       "   {'text': {'224': defaultdict(list, {}),\n",
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       "    '_index': 508}],\n",
       "  ['afw', {'text': {'17013': defaultdict(list, {})}, '_index': 4411}],\n",
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       "     '22895': defaultdict(list, {})},\n",
       "    '_index': 3872}],\n",
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       "   {'text': {'23243': defaultdict(list, {}), '23344': defaultdict(list, {})},\n",
       "    '_index': 5772}],\n",
       "  ['agenda',\n",
       "   {'text': {'9417': defaultdict(list, {}),\n",
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       "    '_index': 3202}],\n",
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       "    '_index': 537}],\n",
       "  ['ahoi', {'text': {'16306': defaultdict(list, {})}, '_index': 4351}],\n",
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       "  ['ai,pleas', {'text': {'19391': defaultdict(list, {})}, '_index': 4865}],\n",
       "  ['aid',\n",
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       "  ['airwaii', {'text': {'10542': defaultdict(list, {})}, '_index': 3443}],\n",
       "  ['aj',\n",
       "   {'text': {'20953': defaultdict(list, {}),\n",
       "     '20954': defaultdict(list, {}),\n",
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       "   {'text': {'4871': defaultdict(list, {}),\n",
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       "   {'text': {'6385': defaultdict(list, {}),\n",
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       "  [\"al'\", {'text': {'18513': defaultdict(list, {})}, '_index': 4730}],\n",
       "  ['alabama',\n",
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       "  ['alori', {'text': {'2366': defaultdict(list, {})}, '_index': 1533}],\n",
       "  ['alot',\n",
       "   {'text': {'9148': defaultdict(list, {}), '19221': defaultdict(list, {})},\n",
       "    '_index': 3166}],\n",
       "  ['alpha',\n",
       "   {'text': {'23596': defaultdict(list, {}),\n",
       "     '23597': defaultdict(list, {}),\n",
       "     '23598': defaultdict(list, {})},\n",
       "    '_index': 5991}],\n",
       "  ['alphabank', {'text': {'8622': defaultdict(list, {})}, '_index': 3109}],\n",
       "  ['alphabet', {'text': {'11946': defaultdict(list, {})}, '_index': 3662}],\n",
       "  ['alreadi',\n",
       "   {'text': {'607': defaultdict(list, {}),\n",
       "     '611': defaultdict(list, {}),\n",
       "     '617': defaultdict(list, {}),\n",
       "     '3781': defaultdict(list, {}),\n",
       "     '3786': defaultdict(list, {}),\n",
       "     '6512': defaultdict(list, {}),\n",
       "     '6522': defaultdict(list, {}),\n",
       "     '6550': defaultdict(list, {}),\n",
       "     '6552': defaultdict(list, {}),\n",
       "     '6553': defaultdict(list, {}),\n",
       "     '8134': defaultdict(list, {}),\n",
       "     '9506': defaultdict(list, {}),\n",
       "     '10112': defaultdict(list, {}),\n",
       "     '10602': defaultdict(list, {}),\n",
       "     '10607': defaultdict(list, {}),\n",
       "     '10626': defaultdict(list, {}),\n",
       "     '10645': defaultdict(list, {}),\n",
       "     '10651': defaultdict(list, {}),\n",
       "     '11936': defaultdict(list, {}),\n",
       "     '11942': defaultdict(list, {}),\n",
       "     '12274': defaultdict(list, {}),\n",
       "     '13956': defaultdict(list, {}),\n",
       "     '13979': defaultdict(list, {}),\n",
       "     '13981': defaultdict(list, {}),\n",
       "     '19901': defaultdict(list, {}),\n",
       "     '19902': defaultdict(list, {}),\n",
       "     '19903': defaultdict(list, {}),\n",
       "     '19904': defaultdict(list, {}),\n",
       "     '20739': defaultdict(list, {}),\n",
       "     '22033': defaultdict(list, {})},\n",
       "    '_index': 573}],\n",
       "  ['alright',\n",
       "   {'text': {'2152': defaultdict(list, {}),\n",
       "     '3544': defaultdict(list, {}),\n",
       "     '12576': defaultdict(list, {}),\n",
       "     '16393': defaultdict(list, {}),\n",
       "     '18443': defaultdict(list, {}),\n",
       "     '19259': defaultdict(list, {})},\n",
       "    '_index': 1465}],\n",
       "  ['alter',\n",
       "   {'text': {'155': defaultdict(list, {}),\n",
       "     '2253': defaultdict(list, {}),\n",
       "     '2876': defaultdict(list, {}),\n",
       "     '5016': defaultdict(list, {}),\n",
       "     '5095': defaultdict(list, {}),\n",
       "     '5676': defaultdict(list, {}),\n",
       "     '5679': defaultdict(list, {}),\n",
       "     '16446': defaultdict(list, {}),\n",
       "     '18410': defaultdict(list, {})},\n",
       "    '_index': 194}],\n",
       "  ['altern',\n",
       "   {'text': {'4896': defaultdict(list, {}),\n",
       "     '4897': defaultdict(list, {}),\n",
       "     '4898': defaultdict(list, {}),\n",
       "     '4899': defaultdict(list, {}),\n",
       "     '11684': defaultdict(list, {}),\n",
       "     '18186': defaultdict(list, {}),\n",
       "     '19528': defaultdict(list, {}),\n",
       "     '22676': defaultdict(list, {})},\n",
       "    '_index': 2418}],\n",
       "  ['altruism',\n",
       "   {'text': {'4820': defaultdict(list, {}),\n",
       "     '4821': defaultdict(list, {}),\n",
       "     '4822': defaultdict(list, {}),\n",
       "     '4823': defaultdict(list, {}),\n",
       "     '4824': defaultdict(list, {})},\n",
       "    '_index': 2372}],\n",
       "  ['alumni', {'text': {'23590': defaultdict(list, {})}, '_index': 5987}],\n",
       "  ['alwai',\n",
       "   {'text': {'4992': defaultdict(list, {}),\n",
       "     '14139': defaultdict(list, {}),\n",
       "     '15871': defaultdict(list, {}),\n",
       "     '19861': defaultdict(list, {}),\n",
       "     '21433': defaultdict(list, {})},\n",
       "    '_index': 2435}],\n",
       "  ['amalgam', {'text': {'7260': defaultdict(list, {})}, '_index': 2912}],\n",
       "  ['amanda',\n",
       "   {'text': {'17473': defaultdict(list, {}), '18449': defaultdict(list, {})},\n",
       "    '_index': 4527}],\n",
       "  ['amaz',\n",
       "   {'text': {'3838': defaultdict(list, {}),\n",
       "     '3934': defaultdict(list, {}),\n",
       "     '5581': defaultdict(list, {}),\n",
       "     '5585': defaultdict(list, {}),\n",
       "     '22127': defaultdict(list, {})},\n",
       "    '_index': 2045}],\n",
       "  ['amazon',\n",
       "   {'text': {'2841': defaultdict(list, {}),\n",
       "     '3101': defaultdict(list, {}),\n",
       "     '4382': defaultdict(list, {}),\n",
       "     '4405': defaultdict(list, {}),\n",
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       "     '4643': defaultdict(list, {}),\n",
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       "     '7902': defaultdict(list, {}),\n",
       "     '8149': defaultdict(list, {}),\n",
       "     '8353': defaultdict(list, {}),\n",
       "     '13926': defaultdict(list, {}),\n",
       "     '13928': defaultdict(list, {}),\n",
       "     '13929': defaultdict(list, {}),\n",
       "     '13930': defaultdict(list, {}),\n",
       "     '13933': defaultdict(list, {}),\n",
       "     '13960': defaultdict(list, {}),\n",
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       "     '17579': defaultdict(list, {}),\n",
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       "     '20912': defaultdict(list, {}),\n",
       "     '22067': defaultdict(list, {}),\n",
       "     '22075': defaultdict(list, {}),\n",
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       "     '22948': defaultdict(list, {}),\n",
       "     '23202': defaultdict(list, {}),\n",
       "     '23249': defaultdict(list, {}),\n",
       "     '23308': defaultdict(list, {}),\n",
       "     '23322': defaultdict(list, {}),\n",
       "     '23389': defaultdict(list, {}),\n",
       "     '23390': defaultdict(list, {}),\n",
       "     '23392': defaultdict(list, {}),\n",
       "     '23525': defaultdict(list, {})},\n",
       "    '_index': 1735}],\n",
       "  [\"amazon'\",\n",
       "   {'text': {'1726': defaultdict(list, {}), '23132': defaultdict(list, {})},\n",
       "    '_index': 1196}],\n",
       "  ['amazoncom', {'text': {'19411': defaultdict(list, {})}, '_index': 4868}],\n",
       "  ['ambiti', {'text': {'16238': defaultdict(list, {})}, '_index': 4315}],\n",
       "  ['ambival', {'text': {'19572': defaultdict(list, {})}, '_index': 4902}],\n",
       "  ['ambrosio', {'text': {'13734': defaultdict(list, {})}, '_index': 3903}],\n",
       "  ['ambul', {'text': {'22999': defaultdict(list, {})}, '_index': 5592}],\n",
       "  ['amc',\n",
       "   {'text': {'10220': defaultdict(list, {}), '20385': defaultdict(list, {})},\n",
       "    '_index': 3331}],\n",
       "  ['amen', {'text': {'9396': defaultdict(list, {})}, '_index': 3194}],\n",
       "  ['amend', {'text': {'22790': defaultdict(list, {})}, '_index': 5433}],\n",
       "  ['amerian', {'text': {'827': defaultdict(list, {})}, '_index': 754}],\n",
       "  ['america',\n",
       "   {'text': {'223': defaultdict(list, {}),\n",
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       "     '14065': defaultdict(list, {}),\n",
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       "     '23081': defaultdict(list, {})},\n",
       "    '_index': 242}],\n",
       "  [\"america'\",\n",
       "   {'text': {'12613': defaultdict(list, {}), '21133': defaultdict(list, {})},\n",
       "    '_index': 3785}],\n",
       "  ['american',\n",
       "   {'text': {'454': defaultdict(list, {}),\n",
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       "     '22790': defaultdict(list, {}),\n",
       "     '22887': defaultdict(list, {})},\n",
       "    '_index': 486}],\n",
       "  ['amerifirst', {'text': {'12664': defaultdict(list, {})}, '_index': 3796}],\n",
       "  ['ameritrad',\n",
       "   {'text': {'7050': defaultdict(list, {}),\n",
       "     '7262': defaultdict(list, {}),\n",
       "     '21928': defaultdict(list, {})},\n",
       "    '_index': 2832}],\n",
       "  ['amex',\n",
       "   {'text': {'3306': defaultdict(list, {}),\n",
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       "   {'text': {'17237': defaultdict(list, {}), '17454': defaultdict(list, {})},\n",
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       "   {'text': {'17410': defaultdict(list, {}), '18469': defaultdict(list, {})},\n",
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       "  ['anew', {'text': {'5850': defaultdict(list, {})}, '_index': 2589}],\n",
       "  ['angel',\n",
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       "  ['anim',\n",
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       "  ['applianc',\n",
       "   {'text': {'17508': defaultdict(list, {}),\n",
       "     '23275': defaultdict(list, {}),\n",
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       "     '23283': defaultdict(list, {})},\n",
       "    '_index': 1156}],\n",
       "  ['apprais',\n",
       "   {'text': {'9476': defaultdict(list, {}), '9938': defaultdict(list, {})},\n",
       "    '_index': 3216}],\n",
       "  ['apprecait', {'text': {'1955': defaultdict(list, {})}, '_index': 1352}],\n",
       "  ['appreci',\n",
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       "    '_index': 1618}],\n",
       "  ['appris', {'text': {'1905': defaultdict(list, {})}, '_index': 1323}],\n",
       "  ['approach', {'text': {'18018': defaultdict(list, {})}, '_index': 4609}],\n",
       "  ['appropri',\n",
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       "    '_index': 3468}],\n",
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       "  ['approvedu', {'text': {'22556': defaultdict(list, {})}, '_index': 5321}],\n",
       "  ['approxim',\n",
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       "  ['auspici', {'text': {'96': defaultdict(list, {})}, '_index': 139}],\n",
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       "   {'text': {'5564': defaultdict(list, {}), '13207': defaultdict(list, {})},\n",
       "    '_index': 2552}],\n",
       "  ['authent', {'text': {'3078': defaultdict(list, {})}, '_index': 1791}],\n",
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       "   {'text': {'23630': defaultdict(list, {}), '23631': defaultdict(list, {})},\n",
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       "     '23012': defaultdict(list, {}),\n",
       "     '23013': defaultdict(list, {}),\n",
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       "   {'text': {'21821': defaultdict(list, {}), '22953': defaultdict(list, {})},\n",
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       "    '_index': 804}],\n",
       "  ['avi', {'text': {'18646': defaultdict(list, {})}, '_index': 4743}],\n",
       "  ['aviv', {'text': {'15808': defaultdict(list, {})}, '_index': 4254}],\n",
       "  ['avocado',\n",
       "   {'text': {'10058': defaultdict(list, {}),\n",
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       "  ['aw',\n",
       "   {'text': {'20133': defaultdict(list, {}), '22053': defaultdict(list, {})},\n",
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       "  ['awhil', {'text': {'11457': defaultdict(list, {})}, '_index': 3556}],\n",
       "  ['axo', {'text': {'12617': defaultdict(list, {})}, '_index': 3787}],\n",
       "  ['axolotl',\n",
       "   {'text': {'19711': defaultdict(list, {}), '19714': defaultdict(list, {})},\n",
       "    '_index': 4916}],\n",
       "  ['az', {'text': {'7528': defaultdict(list, {})}, '_index': 2966}],\n",
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       "  ['bachelorett', {'text': {'17722': defaultdict(list, {})}, '_index': 4583}],\n",
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       "  ['backwood', {'text': {'6990': defaultdict(list, {})}, '_index': 2820}],\n",
       "  ['backyard',\n",
       "   {'text': {'9498': defaultdict(list, {}),\n",
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       "   {'text': {'2142': defaultdict(list, {}),\n",
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       "     '12482': defaultdict(list, {}),\n",
       "     '12496': defaultdict(list, {})},\n",
       "    '_index': 1558}],\n",
       "  ['bag',\n",
       "   {'text': {'1802': defaultdict(list, {}),\n",
       "     '1803': defaultdict(list, {}),\n",
       "     '6539': defaultdict(list, {}),\n",
       "     '6549': defaultdict(list, {}),\n",
       "     '8711': defaultdict(list, {}),\n",
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       "     '20612': defaultdict(list, {}),\n",
       "     '22525': defaultdict(list, {})},\n",
       "    '_index': 1268}],\n",
       "  ['bagel', {'text': {'21062': defaultdict(list, {})}, '_index': 5080}],\n",
       "  ['baggag',\n",
       "   {'text': {'8740': defaultdict(list, {}), '10560': defaultdict(list, {})},\n",
       "    '_index': 3119}],\n",
       "  ['baguett', {'text': {'21544': defaultdict(list, {})}, '_index': 5139}],\n",
       "  ['bahama',\n",
       "   {'text': {'1893': defaultdict(list, {}), '13846': defaultdict(list, {})},\n",
       "    '_index': 1305}],\n",
       "  ['bai',\n",
       "   {'text': {'18671': defaultdict(list, {}),\n",
       "     '20210': defaultdict(list, {}),\n",
       "     '23106': defaultdict(list, {})},\n",
       "    '_index': 4747}],\n",
       "  ['bailei',\n",
       "   {'text': {'545': defaultdict(list, {}),\n",
       "     '546': defaultdict(list, {}),\n",
       "     '547': defaultdict(list, {}),\n",
       "     '548': defaultdict(list, {}),\n",
       "     '549': defaultdict(list, {})},\n",
       "    '_index': 530}],\n",
       "  ['bake',\n",
       "   {'text': {'2043': defaultdict(list, {}),\n",
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       "     '22383': defaultdict(list, {})},\n",
       "    '_index': 1399}],\n",
       "  ['baker', {'text': {'22614': defaultdict(list, {})}, '_index': 5355}],\n",
       "  ['balanc',\n",
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       "     '20235': defaultdict(list, {}),\n",
       "     '23397': defaultdict(list, {})},\n",
       "    '_index': 675}],\n",
       "  ['ball', {'text': {'23172': defaultdict(list, {})}, '_index': 5730}],\n",
       "  ['ballad', {'text': {'23040': defaultdict(list, {})}, '_index': 5627}],\n",
       "  ['baltimor',\n",
       "   {'text': {'4415': defaultdict(list, {}),\n",
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       "     '21630': defaultdict(list, {}),\n",
       "     '21631': defaultdict(list, {})},\n",
       "    '_index': 2270}],\n",
       "  ['ban', {'text': {'19193': defaultdict(list, {})}, '_index': 4826}],\n",
       "  ['banana',\n",
       "   {'text': {'629': defaultdict(list, {}),\n",
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       "     '2350': defaultdict(list, {}),\n",
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       "     '21070': defaultdict(list, {}),\n",
       "     '23190': defaultdict(list, {})},\n",
       "    '_index': 586}],\n",
       "  ['band',\n",
       "   {'text': {'14349': defaultdict(list, {}),\n",
       "     '22900': defaultdict(list, {}),\n",
       "     '23179': defaultdict(list, {}),\n",
       "     '23434': defaultdict(list, {})},\n",
       "    '_index': 4031}],\n",
       "  ['bandit', {'text': {'16397': defaultdict(list, {})}, '_index': 4363}],\n",
       "  ['bang', {'text': {'23457': defaultdict(list, {})}, '_index': 5915}],\n",
       "  ['bangkok',\n",
       "   {'text': {'18697': defaultdict(list, {}),\n",
       "     '20447': defaultdict(list, {}),\n",
       "     '20448': defaultdict(list, {}),\n",
       "     '20450': defaultdict(list, {}),\n",
       "     '20765': defaultdict(list, {})},\n",
       "    '_index': 4752}],\n",
       "  ['bangor',\n",
       "   {'text': {'7763': defaultdict(list, {}),\n",
       "     '9290': defaultdict(list, {}),\n",
       "     '15145': defaultdict(list, {}),\n",
       "     '15149': defaultdict(list, {}),\n",
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       "     '17038': defaultdict(list, {}),\n",
       "     '18647': defaultdict(list, {})},\n",
       "    '_index': 3013}],\n",
       "  ['bank',\n",
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       "    '_index': 74}],\n",
       "  [\"bank'\",\n",
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       "   {'text': {'2858': defaultdict(list, {}), '17571': defaultdict(list, {})},\n",
       "    '_index': 1741}],\n",
       "  ['bankj',\n",
       "   {'text': {'2431': defaultdict(list, {}), '2433': defaultdict(list, {})},\n",
       "    '_index': 1599}],\n",
       "  ['banner', {'text': {'14073': defaultdict(list, {})}, '_index': 3992}],\n",
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       "    '_index': 701}],\n",
       "  ['barbara',\n",
       "   {'text': {'7511': defaultdict(list, {}), '17478': defaultdict(list, {})},\n",
       "    '_index': 2958}],\n",
       "  ['barbecu',\n",
       "   {'text': {'8047': defaultdict(list, {}), '8083': defaultdict(list, {})},\n",
       "    '_index': 3050}],\n",
       "  ['barbi', {'text': {'23248': defaultdict(list, {})}, '_index': 5774}],\n",
       "  ['barbqu', {'text': {'22393': defaultdict(list, {})}, '_index': 5272}],\n",
       "  ['barcelona',\n",
       "   {'text': {'3759': defaultdict(list, {}),\n",
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       "    '_index': 2003}],\n",
       "  ['barclai',\n",
       "   {'text': {'7980': defaultdict(list, {}),\n",
       "     '13623': defaultdict(list, {}),\n",
       "     '16793': defaultdict(list, {})},\n",
       "    '_index': 3038}],\n",
       "  [\"barclay'\",\n",
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       "     '18061': defaultdict(list, {})},\n",
       "    '_index': 2624}],\n",
       "  ['bardenai',\n",
       "   {'text': {'794': defaultdict(list, {}),\n",
       "     '795': defaultdict(list, {}),\n",
       "     '796': defaultdict(list, {}),\n",
       "     '797': defaultdict(list, {}),\n",
       "     '798': defaultdict(list, {})},\n",
       "    '_index': 722}],\n",
       "  ['bare',\n",
       "   {'text': {'15569': defaultdict(list, {}), '23063': defaultdict(list, {})},\n",
       "    '_index': 4228}],\n",
       "  [\"barney'\",\n",
       "   {'text': {'805': defaultdict(list, {}), '22252': defaultdict(list, {})},\n",
       "    '_index': 738}],\n",
       "  ['barrel',\n",
       "   {'text': {'12531': defaultdict(list, {}),\n",
       "     '13713': defaultdict(list, {}),\n",
       "     '13782': defaultdict(list, {})},\n",
       "    '_index': 3746}],\n",
       "  ['barri', {'text': {'4116': defaultdict(list, {})}, '_index': 2137}],\n",
       "  ['bart', {'text': {'20026': defaultdict(list, {})}, '_index': 4963}],\n",
       "  ['base',\n",
       "   {'text': {'4008': defaultdict(list, {}),\n",
       "     '6484': defaultdict(list, {}),\n",
       "     '17417': defaultdict(list, {}),\n",
       "     '17464': defaultdict(list, {}),\n",
       "     '20580': defaultdict(list, {}),\n",
       "     '23096': defaultdict(list, {})},\n",
       "    '_index': 2114}],\n",
       "  ['basebal',\n",
       "   {'text': {'301': defaultdict(list, {}),\n",
       "     '7044': defaultdict(list, {}),\n",
       "     '10237': defaultdict(list, {}),\n",
       "     '18396': defaultdict(list, {})},\n",
       "    '_index': 355}],\n",
       "  ['basi', {'text': {'15453': defaultdict(list, {})}, '_index': 4221}],\n",
       "  ['basil',\n",
       "   {'text': {'11612': defaultdict(list, {}), '11621': defaultdict(list, {})},\n",
       "    '_index': 3574}],\n",
       "  ['basketbal', {'text': {'22941': defaultdict(list, {})}, '_index': 5544}],\n",
       "  ['bat',\n",
       "   {'text': {'4593': defaultdict(list, {}),\n",
       "     '5568': defaultdict(list, {}),\n",
       "     '7044': defaultdict(list, {})},\n",
       "    '_index': 2326}],\n",
       "  ['bath',\n",
       "   {'text': {'8310': defaultdict(list, {}),\n",
       "     '11982': defaultdict(list, {}),\n",
       "     '23409': defaultdict(list, {})},\n",
       "    '_index': 3081}],\n",
       "  ['bathroom',\n",
       "   {'text': {'17': defaultdict(list, {}),\n",
       "     '22': defaultdict(list, {}),\n",
       "     '2230': defaultdict(list, {}),\n",
       "     '3151': defaultdict(list, {}),\n",
       "     '3500': defaultdict(list, {}),\n",
       "     '4579': defaultdict(list, {}),\n",
       "     '9406': defaultdict(list, {}),\n",
       "     '9407': defaultdict(list, {}),\n",
       "     '9442': defaultdict(list, {}),\n",
       "     '9477': defaultdict(list, {}),\n",
       "     '9492': defaultdict(list, {}),\n",
       "     '9582': defaultdict(list, {}),\n",
       "     '11482': defaultdict(list, {}),\n",
       "     '15036': defaultdict(list, {}),\n",
       "     '16147': defaultdict(list, {}),\n",
       "     '20991': defaultdict(list, {})},\n",
       "    '_index': 38}],\n",
       "  ['baton', {'text': {'7780': defaultdict(list, {})}, '_index': 3020}],\n",
       "  ['batter', {'text': {'22341': defaultdict(list, {})}, '_index': 5267}],\n",
       "  ['batteri',\n",
       "   {'text': {'4269': defaultdict(list, {}),\n",
       "     '4270': defaultdict(list, {}),\n",
       "     '4274': defaultdict(list, {}),\n",
       "     '4275': defaultdict(list, {}),\n",
       "     '4277': defaultdict(list, {}),\n",
       "     '4280': defaultdict(list, {}),\n",
       "     '4281': defaultdict(list, {}),\n",
       "     '4284': defaultdict(list, {}),\n",
       "     '4285': defaultdict(list, {}),\n",
       "     '4287': defaultdict(list, {}),\n",
       "     '18700': defaultdict(list, {}),\n",
       "     '18701': defaultdict(list, {}),\n",
       "     '18702': defaultdict(list, {}),\n",
       "     '18703': defaultdict(list, {}),\n",
       "     '18704': defaultdict(list, {}),\n",
       "     '18705': defaultdict(list, {}),\n",
       "     '18706': defaultdict(list, {}),\n",
       "     '18707': defaultdict(list, {}),\n",
       "     '18708': defaultdict(list, {}),\n",
       "     '18709': defaultdict(list, {}),\n",
       "     '18714': defaultdict(list, {}),\n",
       "     '18715': defaultdict(list, {}),\n",
       "     '18716': defaultdict(list, {}),\n",
       "     '18721': defaultdict(list, {}),\n",
       "     '18722': defaultdict(list, {}),\n",
       "     '18724': defaultdict(list, {}),\n",
       "     '18725': defaultdict(list, {}),\n",
       "     '18726': defaultdict(list, {}),\n",
       "     '18732': defaultdict(list, {}),\n",
       "     '18733': defaultdict(list, {}),\n",
       "     '18734': defaultdict(list, {}),\n",
       "     '18735': defaultdict(list, {}),\n",
       "     '18736': defaultdict(list, {}),\n",
       "     '18746': defaultdict(list, {}),\n",
       "     '18747': defaultdict(list, {}),\n",
       "     '18748': defaultdict(list, {}),\n",
       "     '18749': defaultdict(list, {}),\n",
       "     '18750': defaultdict(list, {}),\n",
       "     '18756': defaultdict(list, {}),\n",
       "     '18757': defaultdict(list, {}),\n",
       "     '18758': defaultdict(list, {}),\n",
       "     '18759': defaultdict(list, {}),\n",
       "     '18760': defaultdict(list, {}),\n",
       "     '18767': defaultdict(list, {}),\n",
       "     '18768': defaultdict(list, {}),\n",
       "     '18769': defaultdict(list, {}),\n",
       "     '18774': defaultdict(list, {}),\n",
       "     '18776': defaultdict(list, {}),\n",
       "     '18783': defaultdict(list, {}),\n",
       "     '18785': defaultdict(list, {}),\n",
       "     '18786': defaultdict(list, {}),\n",
       "     '18787': defaultdict(list, {}),\n",
       "     '18788': defaultdict(list, {}),\n",
       "     '18797': defaultdict(list, {}),\n",
       "     '18798': defaultdict(list, {}),\n",
       "     '22340': defaultdict(list, {}),\n",
       "     '22343': defaultdict(list, {}),\n",
       "     '22344': defaultdict(list, {}),\n",
       "     '22355': defaultdict(list, {}),\n",
       "     '22356': defaultdict(list, {}),\n",
       "     '22357': defaultdict(list, {}),\n",
       "     '22358': defaultdict(list, {}),\n",
       "     '22359': defaultdict(list, {}),\n",
       "     '22620': defaultdict(list, {}),\n",
       "     '22686': defaultdict(list, {}),\n",
       "     '22707': defaultdict(list, {}),\n",
       "     '23211': defaultdict(list, {}),\n",
       "     '23227': defaultdict(list, {}),\n",
       "     '23599': defaultdict(list, {})},\n",
       "    '_index': 2225}],\n",
       "  [\"battery'\", {'text': {'18796': defaultdict(list, {})}, '_index': 4762}],\n",
       "  ['battl', {'text': {'23029': defaultdict(list, {})}, '_index': 5614}],\n",
       "  ['bauer', {'text': {'15567': defaultdict(list, {})}, '_index': 4227}],\n",
       "  ['bb&t',\n",
       "   {'text': {'2430': defaultdict(list, {}),\n",
       "     '2431': defaultdict(list, {}),\n",
       "     '7256': defaultdict(list, {}),\n",
       "     '21459': defaultdict(list, {})},\n",
       "    '_index': 1598}],\n",
       "  ['bbc', {'text': {'19533': defaultdict(list, {})}, '_index': 4886}],\n",
       "  ['bbq',\n",
       "   {'text': {'12579': defaultdict(list, {}),\n",
       "     '17781': defaultdict(list, {}),\n",
       "     '20219': defaultdict(list, {})},\n",
       "    '_index': 3775}],\n",
       "  ['bbt', {'text': {'9960': defaultdict(list, {})}, '_index': 3274}],\n",
       "  ['bc', {'text': {'10548': defaultdict(list, {})}, '_index': 3447}],\n",
       "  ['bdai', {'text': {'4213': defaultdict(list, {})}, '_index': 2182}],\n",
       "  ['be',\n",
       "   {'text': {'144': defaultdict(list, {}),\n",
       "     '1868': defaultdict(list, {}),\n",
       "     '2396': defaultdict(list, {}),\n",
       "     '4481': defaultdict(list, {}),\n",
       "     '4901': defaultdict(list, {}),\n",
       "     '4964': defaultdict(list, {}),\n",
       "     '5478': defaultdict(list, {}),\n",
       "     '11573': defaultdict(list, {}),\n",
       "     '13704': defaultdict(list, {}),\n",
       "     '13707': defaultdict(list, {}),\n",
       "     '13910': defaultdict(list, {}),\n",
       "     '14260': defaultdict(list, {}),\n",
       "     '14264': defaultdict(list, {}),\n",
       "     '14267': defaultdict(list, {}),\n",
       "     '16548': defaultdict(list, {}),\n",
       "     '16554': defaultdict(list, {}),\n",
       "     '17324': defaultdict(list, {}),\n",
       "     '17837': defaultdict(list, {}),\n",
       "     '17839': defaultdict(list, {}),\n",
       "     '17847': defaultdict(list, {}),\n",
       "     '17849': defaultdict(list, {}),\n",
       "     '17871': defaultdict(list, {}),\n",
       "     '17898': defaultdict(list, {}),\n",
       "     '19420': defaultdict(list, {}),\n",
       "     '20840': defaultdict(list, {}),\n",
       "     '20843': defaultdict(list, {}),\n",
       "     '21563': defaultdict(list, {}),\n",
       "     '21681': defaultdict(list, {}),\n",
       "     '22053': defaultdict(list, {}),\n",
       "     '22163': defaultdict(list, {}),\n",
       "     '22164': defaultdict(list, {}),\n",
       "     '22168': defaultdict(list, {}),\n",
       "     '22539': defaultdict(list, {})},\n",
       "    '_index': 184}],\n",
       "  ['beach',\n",
       "   {'text': {'921': defaultdict(list, {}),\n",
       "     '7511': defaultdict(list, {}),\n",
       "     '7522': defaultdict(list, {}),\n",
       "     '7527': defaultdict(list, {}),\n",
       "     '7587': defaultdict(list, {}),\n",
       "     '9268': defaultdict(list, {}),\n",
       "     '9289': defaultdict(list, {}),\n",
       "     '16105': defaultdict(list, {}),\n",
       "     '17635': defaultdict(list, {}),\n",
       "     '19279': defaultdict(list, {}),\n",
       "     '21375': defaultdict(list, {})},\n",
       "    '_index': 811}],\n",
       "  ['bead', {'text': {'23063': defaultdict(list, {})}, '_index': 5646}],\n",
       "  ['bean',\n",
       "   {'text': {'1654': defaultdict(list, {}),\n",
       "     '10217': defaultdict(list, {}),\n",
       "     '23178': defaultdict(list, {})},\n",
       "    '_index': 1127}],\n",
       "  ['bear',\n",
       "   {'text': {'329': defaultdict(list, {}),\n",
       "     '12580': defaultdict(list, {}),\n",
       "     '12583': defaultdict(list, {}),\n",
       "     '13868': defaultdict(list, {}),\n",
       "     '20515': defaultdict(list, {}),\n",
       "     '22807': defaultdict(list, {}),\n",
       "     '23125': defaultdict(list, {}),\n",
       "     '23256': defaultdict(list, {}),\n",
       "     '23437': defaultdict(list, {}),\n",
       "     '23438': defaultdict(list, {}),\n",
       "     '23439': defaultdict(list, {}),\n",
       "     '23440': defaultdict(list, {})},\n",
       "    '_index': 384}],\n",
       "  ['beat',\n",
       "   {'text': {'3945': defaultdict(list, {}), '5505': defaultdict(list, {})},\n",
       "    '_index': 2081}],\n",
       "  ['beatl',\n",
       "   {'text': {'17642': defaultdict(list, {}),\n",
       "     '17645': defaultdict(list, {}),\n",
       "     '17652': defaultdict(list, {}),\n",
       "     '17684': defaultdict(list, {}),\n",
       "     '17685': defaultdict(list, {}),\n",
       "     '17686': defaultdict(list, {}),\n",
       "     '17687': defaultdict(list, {}),\n",
       "     '17688': defaultdict(list, {}),\n",
       "     '18129': defaultdict(list, {}),\n",
       "     '18132': defaultdict(list, {}),\n",
       "     '18133': defaultdict(list, {}),\n",
       "     '18134': defaultdict(list, {}),\n",
       "     '22130': defaultdict(list, {}),\n",
       "     '22131': defaultdict(list, {}),\n",
       "     '22132': defaultdict(list, {}),\n",
       "     '22133': defaultdict(list, {}),\n",
       "     '22134': defaultdict(list, {}),\n",
       "     '23433': defaultdict(list, {})},\n",
       "    '_index': 4558}],\n",
       "  ['beaucoup', {'text': {'11086': defaultdict(list, {})}, '_index': 3503}],\n",
       "  ['beauti',\n",
       "   {'text': {'4503': defaultdict(list, {}),\n",
       "     '9289': defaultdict(list, {}),\n",
       "     '22128': defaultdict(list, {})},\n",
       "    '_index': 2293}],\n",
       "  ['becam', {'text': {'2377': defaultdict(list, {})}, '_index': 1539}],\n",
       "  ['beckham', {'text': {'23243': defaultdict(list, {})}, '_index': 5771}],\n",
       "  ['becom',\n",
       "   {'text': {'2375': defaultdict(list, {}),\n",
       "     '22810': defaultdict(list, {}),\n",
       "     '23594': defaultdict(list, {}),\n",
       "     '23628': defaultdict(list, {})},\n",
       "    '_index': 1535}],\n",
       "  ['bed',\n",
       "   {'text': {'15100': defaultdict(list, {}), '23306': defaultdict(list, {})},\n",
       "    '_index': 4147}],\n",
       "  ['bedroom',\n",
       "   {'text': {'3150': defaultdict(list, {}),\n",
       "     '15008': defaultdict(list, {}),\n",
       "     '15068': defaultdict(list, {}),\n",
       "     '18161': defaultdict(list, {})},\n",
       "    '_index': 1834}],\n",
       "  ['bee',\n",
       "   {'text': {'322': defaultdict(list, {}),\n",
       "     '323': defaultdict(list, {}),\n",
       "     '324': defaultdict(list, {}),\n",
       "     '325': defaultdict(list, {}),\n",
       "     '326': defaultdict(list, {}),\n",
       "     '21343': defaultdict(list, {})},\n",
       "    '_index': 378}],\n",
       "  ['beef',\n",
       "   {'text': {'2147': defaultdict(list, {}),\n",
       "     '2407': defaultdict(list, {}),\n",
       "     '3076': defaultdict(list, {}),\n",
       "     '8376': defaultdict(list, {}),\n",
       "     '10065': defaultdict(list, {}),\n",
       "     '11231': defaultdict(list, {}),\n",
       "     '11305': defaultdict(list, {}),\n",
       "     '11360': defaultdict(list, {}),\n",
       "     '11383': defaultdict(list, {}),\n",
       "     '11674': defaultdict(list, {}),\n",
       "     '12333': defaultdict(list, {}),\n",
       "     '18823': defaultdict(list, {}),\n",
       "     '18910': defaultdict(list, {}),\n",
       "     '18911': defaultdict(list, {}),\n",
       "     '18912': defaultdict(list, {}),\n",
       "     '18913': defaultdict(list, {}),\n",
       "     '18914': defaultdict(list, {}),\n",
       "     '18933': defaultdict(list, {}),\n",
       "     '18938': defaultdict(list, {}),\n",
       "     '18958': defaultdict(list, {}),\n",
       "     '18971': defaultdict(list, {}),\n",
       "     '18975': defaultdict(list, {}),\n",
       "     '20857': defaultdict(list, {}),\n",
       "     '20864': defaultdict(list, {}),\n",
       "     '22392': defaultdict(list, {}),\n",
       "     '22397': defaultdict(list, {})},\n",
       "    '_index': 1462}],\n",
       "  ['beer',\n",
       "   {'text': {'628': defaultdict(list, {}),\n",
       "     '1164': defaultdict(list, {}),\n",
       "     '1167': defaultdict(list, {}),\n",
       "     '6508': defaultdict(list, {}),\n",
       "     '6515': defaultdict(list, {}),\n",
       "     '20005': defaultdict(list, {}),\n",
       "     '23373': defaultdict(list, {})},\n",
       "    '_index': 585}],\n",
       "  ['befor',\n",
       "   {'text': {'405': defaultdict(list, {}),\n",
       "     '407': defaultdict(list, {}),\n",
       "     '412': defaultdict(list, {}),\n",
       "     '413': defaultdict(list, {}),\n",
       "     '578': defaultdict(list, {}),\n",
       "     '592': defaultdict(list, {}),\n",
       "     '2014': defaultdict(list, {}),\n",
       "     '2020': defaultdict(list, {}),\n",
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       "     '23357': defaultdict(list, {}),\n",
       "     '23501': defaultdict(list, {})},\n",
       "    '_index': 448}],\n",
       "  ['bega', {'text': {'18144': defaultdict(list, {})}, '_index': 4633}],\n",
       "  ['begin',\n",
       "   {'text': {'76': defaultdict(list, {}),\n",
       "     '6103': defaultdict(list, {}),\n",
       "     '6129': defaultdict(list, {}),\n",
       "     '6134': defaultdict(list, {}),\n",
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       "     '23181': defaultdict(list, {}),\n",
       "     '23340': defaultdict(list, {})},\n",
       "    '_index': 120}],\n",
       "  ['beginin', {'text': {'5381': defaultdict(list, {})}, '_index': 2499}],\n",
       "  ['beginn', {'text': {'23271': defaultdict(list, {})}, '_index': 5793}],\n",
       "  ['behalf', {'text': {'10679': defaultdict(list, {})}, '_index': 3463}],\n",
       "  ['behind',\n",
       "   {'text': {'4999': defaultdict(list, {}),\n",
       "     '17216': defaultdict(list, {}),\n",
       "     '19594': defaultdict(list, {}),\n",
       "     '21447': defaultdict(list, {}),\n",
       "     '21448': defaultdict(list, {})},\n",
       "    '_index': 2437}],\n",
       "  ['beirut', {'text': {'5240': defaultdict(list, {})}, '_index': 2466}],\n",
       "  ['belgium',\n",
       "   {'text': {'10851': defaultdict(list, {}),\n",
       "     '13055': defaultdict(list, {}),\n",
       "     '14499': defaultdict(list, {}),\n",
       "     '18644': defaultdict(list, {})},\n",
       "    '_index': 3479}],\n",
       "  ['believ',\n",
       "   {'text': {'4277': defaultdict(list, {}),\n",
       "     '7658': defaultdict(list, {}),\n",
       "     '8746': defaultdict(list, {}),\n",
       "     '8755': defaultdict(list, {}),\n",
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       "     '14877': defaultdict(list, {}),\n",
       "     '14892': defaultdict(list, {})},\n",
       "    '_index': 2233}],\n",
       "  ['beliz', {'text': {'5236': defaultdict(list, {})}, '_index': 2465}],\n",
       "  ['bell',\n",
       "   {'text': {'1666': defaultdict(list, {}),\n",
       "     '1718': defaultdict(list, {}),\n",
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       "     '2811': defaultdict(list, {}),\n",
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       "     '18264': defaultdict(list, {}),\n",
       "     '22129': defaultdict(list, {})},\n",
       "    '_index': 1140}],\n",
       "  ['bella',\n",
       "   {'text': {'11740': defaultdict(list, {}), '11743': defaultdict(list, {})},\n",
       "    '_index': 3616}],\n",
       "  ['bellagio',\n",
       "   {'text': {'791': defaultdict(list, {}),\n",
       "     '21370': defaultdict(list, {}),\n",
       "     '21371': defaultdict(list, {}),\n",
       "     '21372': defaultdict(list, {})},\n",
       "    '_index': 716}],\n",
       "  ['bellevu', {'text': {'20103': defaultdict(list, {})}, '_index': 4975}],\n",
       "  ['belli', {'text': {'3082': defaultdict(list, {})}, '_index': 1796}],\n",
       "  ['belong',\n",
       "   {'text': {'2115': defaultdict(list, {}), '12754': defaultdict(list, {})},\n",
       "    '_index': 1438}],\n",
       "  ['below', {'text': {'23227': defaultdict(list, {})}, '_index': 5762}],\n",
       "  ['belt',\n",
       "   {'text': {'19191': defaultdict(list, {}),\n",
       "     '22825': defaultdict(list, {}),\n",
       "     '22827': defaultdict(list, {}),\n",
       "     '23202': defaultdict(list, {})},\n",
       "    '_index': 4824}],\n",
       "  ['beltwai', {'text': {'19284': defaultdict(list, {})}, '_index': 4852}],\n",
       "  ['ben',\n",
       "   {'text': {'4416': defaultdict(list, {}),\n",
       "     '10249': defaultdict(list, {}),\n",
       "     '14621': defaultdict(list, {}),\n",
       "     '17493': defaultdict(list, {}),\n",
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       "     '22096': defaultdict(list, {}),\n",
       "     '23530': defaultdict(list, {})},\n",
       "    '_index': 2271}],\n",
       "  ['bena', {'text': {'736': defaultdict(list, {})}, '_index': 660}],\n",
       "  ['bend',\n",
       "   {'text': {'20101': defaultdict(list, {}), '22225': defaultdict(list, {})},\n",
       "    '_index': 4974}],\n",
       "  ['benedict', {'text': {'18985': defaultdict(list, {})}, '_index': 4793}],\n",
       "  ['benefit',\n",
       "   {'text': {'1450': defaultdict(list, {}),\n",
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       "     '23624': defaultdict(list, {})},\n",
       "    '_index': 1048}],\n",
       "  ['benihana', {'text': {'13849': defaultdict(list, {})}, '_index': 3957}],\n",
       "  ['bent',\n",
       "   {'text': {'12428': defaultdict(list, {}),\n",
       "     '12460': defaultdict(list, {}),\n",
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       "     '12476': defaultdict(list, {}),\n",
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       "     '21085': defaultdict(list, {}),\n",
       "     '21093': defaultdict(list, {})},\n",
       "    '_index': 3720}],\n",
       "  ['berlin', {'text': {'9214': defaultdict(list, {})}, '_index': 3172}],\n",
       "  ['bermuda',\n",
       "   {'text': {'5221': defaultdict(list, {}), '15899': defaultdict(list, {})},\n",
       "    '_index': 2462}],\n",
       "  [\"bernardin'\", {'text': {'4125': defaultdict(list, {})}, '_index': 2141}],\n",
       "  ['besid',\n",
       "   {'text': {'546': defaultdict(list, {}),\n",
       "     '3745': defaultdict(list, {}),\n",
       "     '9277': defaultdict(list, {})},\n",
       "    '_index': 531}],\n",
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       "     '23675': defaultdict(list, {}),\n",
       "     '23687': defaultdict(list, {})},\n",
       "    '_index': 325}],\n",
       "  ['beta', {'text': {'21341': defaultdict(list, {})}, '_index': 5120}],\n",
       "  ['bethpag', {'text': {'19536': defaultdict(list, {})}, '_index': 4889}],\n",
       "  ['better',\n",
       "   {'text': {'273': defaultdict(list, {}),\n",
       "     '1248': defaultdict(list, {}),\n",
       "     '1631': defaultdict(list, {}),\n",
       "     '5433': defaultdict(list, {}),\n",
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       "     '23658': defaultdict(list, {}),\n",
       "     '23686': defaultdict(list, {})},\n",
       "    '_index': 301}],\n",
       "  ['betti',\n",
       "   {'text': {'18400': defaultdict(list, {}),\n",
       "     '18401': defaultdict(list, {}),\n",
       "     '18402': defaultdict(list, {}),\n",
       "     '18403': defaultdict(list, {})},\n",
       "    '_index': 4697}],\n",
       "  ['between',\n",
       "   {'text': {'31': defaultdict(list, {}),\n",
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       "     '23149': defaultdict(list, {})},\n",
       "    '_index': 58}],\n",
       "  ['betwen', {'text': {'21241': defaultdict(list, {})}, '_index': 5115}],\n",
       "  ['beverli',\n",
       "   {'text': {'21360': defaultdict(list, {}),\n",
       "     '21361': defaultdict(list, {}),\n",
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       "     '21364': defaultdict(list, {})},\n",
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       "  ['beyonc',\n",
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       "    '_index': 4549}],\n",
       "  ['beyond', {'text': {'143': defaultdict(list, {})}, '_index': 181}],\n",
       "  ['big',\n",
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       "  ['bigger',\n",
       "   {'text': {'13753': defaultdict(list, {}), '22989': defaultdict(list, {})},\n",
       "    '_index': 3916}],\n",
       "  ['biggest',\n",
       "   {'text': {'4621': defaultdict(list, {}), '23580': defaultdict(list, {})},\n",
       "    '_index': 2335}],\n",
       "  ['bike',\n",
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       "  ['billi', {'text': {'17281': defaultdict(list, {})}, '_index': 4476}],\n",
       "  ['bind', {'text': {'23317': defaultdict(list, {})}, '_index': 5811}],\n",
       "  ['biographi',\n",
       "   {'text': {'23120': defaultdict(list, {}),\n",
       "     '23121': defaultdict(list, {}),\n",
       "     '23122': defaultdict(list, {}),\n",
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       "    '_index': 5692}],\n",
       "  ['biologi', {'text': {'143': defaultdict(list, {})}, '_index': 182}],\n",
       "  ['biomed', {'text': {'23639': defaultdict(list, {})}, '_index': 6017}],\n",
       "  ['birchman', {'text': {'17675': defaultdict(list, {})}, '_index': 4577}],\n",
       "  ['bird',\n",
       "   {'text': {'5565': defaultdict(list, {}),\n",
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       "   {'text': {'4209': defaultdict(list, {}),\n",
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       "  ['bleep', {'text': {'189': defaultdict(list, {})}, '_index': 212}],\n",
       "  ['blemish',\n",
       "   {'text': {'21089': defaultdict(list, {}), '23517': defaultdict(list, {})},\n",
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       "  ['blender', {'text': {'2378': defaultdict(list, {})}, '_index': 1542}],\n",
       "  ['bleu',\n",
       "   {'text': {'12535': defaultdict(list, {}), '22391': defaultdict(list, {})},\n",
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       "     '14261': defaultdict(list, {}),\n",
       "     '14263': defaultdict(list, {}),\n",
       "     '14268': defaultdict(list, {}),\n",
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       "     '14270': defaultdict(list, {}),\n",
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       "     '14283': defaultdict(list, {}),\n",
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       "     '14295': defaultdict(list, {}),\n",
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       "     '22637': defaultdict(list, {}),\n",
       "     '22987': defaultdict(list, {})},\n",
       "    '_index': 752}],\n",
       "  ['blond', {'text': {'4147': defaultdict(list, {})}, '_index': 2150}],\n",
       "  ['blondi', {'text': {'14712': defaultdict(list, {})}, '_index': 4079}],\n",
       "  ['blood',\n",
       "   {'text': {'17670': defaultdict(list, {}),\n",
       "     '18992': defaultdict(list, {}),\n",
       "     '22524': defaultdict(list, {}),\n",
       "     '23595': defaultdict(list, {})},\n",
       "    '_index': 4575}],\n",
       "  ['bloodi', {'text': {'23069': defaultdict(list, {})}, '_index': 5652}],\n",
       "  ['bloom', {'text': {'22906': defaultdict(list, {})}, '_index': 5523}],\n",
       "  [\"bloomingdale'\",\n",
       "   {'text': {'19427': defaultdict(list, {})}, '_index': 4872}],\n",
       "  ['blous', {'text': {'22975': defaultdict(list, {})}, '_index': 5569}],\n",
       "  ['blown', {'text': {'23019': defaultdict(list, {})}, '_index': 5609}],\n",
       "  ['blue',\n",
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       "     '23350': defaultdict(list, {})},\n",
       "    '_index': 2002}],\n",
       "  [\"blue'\", {'text': {'8773': defaultdict(list, {})}, '_index': 3130}],\n",
       "  ['blueberri',\n",
       "   {'text': {'1655': defaultdict(list, {}), '18994': defaultdict(list, {})},\n",
       "    '_index': 1129}],\n",
       "  ['bluebird',\n",
       "   {'text': {'4697': defaultdict(list, {}),\n",
       "     '7007': defaultdict(list, {}),\n",
       "     '16782': defaultdict(list, {}),\n",
       "     '21122': defaultdict(list, {})},\n",
       "    '_index': 2352}],\n",
       "  ['bluegrass', {'text': {'23545': defaultdict(list, {})}, '_index': 5962}],\n",
       "  ['bluetooth',\n",
       "   {'text': {'4405': defaultdict(list, {}),\n",
       "     '4407': defaultdict(list, {}),\n",
       "     '4408': defaultdict(list, {}),\n",
       "     '14342': defaultdict(list, {})},\n",
       "    '_index': 2262}],\n",
       "  ['bmo', {'text': {'12600': defaultdict(list, {})}, '_index': 3780}],\n",
       "  ['bmw',\n",
       "   {'text': {'4257': defaultdict(list, {}),\n",
       "     '18614': defaultdict(list, {}),\n",
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       "     '18618': defaultdict(list, {}),\n",
       "     '22337': defaultdict(list, {})},\n",
       "    '_index': 2220}],\n",
       "  ['boa',\n",
       "   {'text': {'7057': defaultdict(list, {}),\n",
       "     '12686': defaultdict(list, {}),\n",
       "     '14099': defaultdict(list, {}),\n",
       "     '14227': defaultdict(list, {}),\n",
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       "     '14446': defaultdict(list, {}),\n",
       "     '20256': defaultdict(list, {})},\n",
       "    '_index': 2833}],\n",
       "  ['board',\n",
       "   {'text': {'505': defaultdict(list, {}),\n",
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       "     '507': defaultdict(list, {}),\n",
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       "     '23406': defaultdict(list, {})},\n",
       "    '_index': 513}],\n",
       "  ['boat',\n",
       "   {'text': {'15592': defaultdict(list, {}), '23157': defaultdict(list, {})},\n",
       "    '_index': 4231}],\n",
       "  ['bob',\n",
       "   {'text': {'540': defaultdict(list, {}),\n",
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       "    '_index': 527}],\n",
       "  ['bobbi', {'text': {'6375': defaultdict(list, {})}, '_index': 2666}],\n",
       "  ['bodega', {'text': {'15104': defaultdict(list, {})}, '_index': 4155}],\n",
       "  ['bodi',\n",
       "   {'text': {'315': defaultdict(list, {}),\n",
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       "     '18181': defaultdict(list, {}),\n",
       "     '23458': defaultdict(list, {})},\n",
       "    '_index': 374}],\n",
       "  ['bofa',\n",
       "   {'text': {'14083': defaultdict(list, {}),\n",
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       "     '21124': defaultdict(list, {})},\n",
       "    '_index': 3995}],\n",
       "  ['bofi', {'text': {'3666': defaultdict(list, {})}, '_index': 1980}],\n",
       "  ['bogu',\n",
       "   {'text': {'3101': defaultdict(list, {}), '3104': defaultdict(list, {})},\n",
       "    '_index': 1809}],\n",
       "  ['boi',\n",
       "   {'text': {'17411': defaultdict(list, {}), '23247': defaultdict(list, {})},\n",
       "    '_index': 4492}],\n",
       "  ['boil',\n",
       "   {'text': {'2060': defaultdict(list, {}),\n",
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       "     '18904': defaultdict(list, {})},\n",
       "    '_index': 1409}],\n",
       "  ['bois',\n",
       "   {'text': {'7745': defaultdict(list, {}),\n",
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       "     '22332': defaultdict(list, {})},\n",
       "    '_index': 3007}],\n",
       "  ['bold', {'text': {'7173': defaultdict(list, {})}, '_index': 2885}],\n",
       "  [\"bolognese'\", {'text': {'1678': defaultdict(list, {})}, '_index': 1152}],\n",
       "  ['bolt', {'text': {'22533': defaultdict(list, {})}, '_index': 5308}],\n",
       "  ['bomber', {'text': {'23023': defaultdict(list, {})}, '_index': 5611}],\n",
       "  ['bon', {'text': {'7182': defaultdict(list, {})}, '_index': 2891}],\n",
       "  ['bond', {'text': {'22699': defaultdict(list, {})}, '_index': 5388}],\n",
       "  ['bone', {'text': {'11182': defaultdict(list, {})}, '_index': 3511}],\n",
       "  ['bonjour', {'text': {'16381': defaultdict(list, {})}, '_index': 4361}],\n",
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       "     '23443': defaultdict(list, {}),\n",
       "     '23444': defaultdict(list, {})},\n",
       "    '_index': 655}],\n",
       "  ['bookshelf', {'text': {'9430': defaultdict(list, {})}, '_index': 3205}],\n",
       "  ['boon', {'text': {'5995': defaultdict(list, {})}, '_index': 2617}],\n",
       "  ['boost',\n",
       "   {'text': {'275': defaultdict(list, {}),\n",
       "     '279': defaultdict(list, {}),\n",
       "     '13450': defaultdict(list, {})},\n",
       "    '_index': 302}],\n",
       "  ['boot', {'text': {'23391': defaultdict(list, {})}, '_index': 5851}],\n",
       "  ['bootup', {'text': {'21888': defaultdict(list, {})}, '_index': 5183}],\n",
       "  ['booz', {'text': {'1144': defaultdict(list, {})}, '_index': 937}],\n",
       "  ['border',\n",
       "   {'text': {'23185': defaultdict(list, {}), '23187': defaultdict(list, {})},\n",
       "    '_index': 5742}],\n",
       "  ['bore', {'text': {'22371': defaultdict(list, {})}, '_index': 5268}],\n",
       "  ['born',\n",
       "   {'text': {'583': defaultdict(list, {}),\n",
       "     '584': defaultdict(list, {}),\n",
       "     '585': defaultdict(list, {}),\n",
       "     '595': defaultdict(list, {}),\n",
       "     '6407': defaultdict(list, {}),\n",
       "     '6408': defaultdict(list, {}),\n",
       "     '6410': defaultdict(list, {}),\n",
       "     '6441': defaultdict(list, {}),\n",
       "     '6447': defaultdict(list, {}),\n",
       "     '6448': defaultdict(list, {}),\n",
       "     '6449': defaultdict(list, {}),\n",
       "     '6464': defaultdict(list, {}),\n",
       "     '6465': defaultdict(list, {}),\n",
       "     '6477': defaultdict(list, {}),\n",
       "     '6485': defaultdict(list, {}),\n",
       "     '6490': defaultdict(list, {}),\n",
       "     '6492': defaultdict(list, {}),\n",
       "     '6493': defaultdict(list, {}),\n",
       "     '6496': defaultdict(list, {}),\n",
       "     '6497': defaultdict(list, {}),\n",
       "     '18502': defaultdict(list, {}),\n",
       "     '18511': defaultdict(list, {}),\n",
       "     '18522': defaultdict(list, {}),\n",
       "     '18523': defaultdict(list, {}),\n",
       "     '18524': defaultdict(list, {}),\n",
       "     '18525': defaultdict(list, {}),\n",
       "     '18526': defaultdict(list, {}),\n",
       "     '18536': defaultdict(list, {}),\n",
       "     '18538': defaultdict(list, {}),\n",
       "     '18542': defaultdict(list, {}),\n",
       "     '18544': defaultdict(list, {}),\n",
       "     '18575': defaultdict(list, {}),\n",
       "     '18578': defaultdict(list, {}),\n",
       "     '18579': defaultdict(list, {}),\n",
       "     '18599': defaultdict(list, {}),\n",
       "     '19880': defaultdict(list, {}),\n",
       "     '19881': defaultdict(list, {}),\n",
       "     '19884': defaultdict(list, {}),\n",
       "     '19887': defaultdict(list, {}),\n",
       "     '22303': defaultdict(list, {}),\n",
       "     '22305': defaultdict(list, {}),\n",
       "     '22314': defaultdict(list, {}),\n",
       "     '22316': defaultdict(list, {}),\n",
       "     '22317': defaultdict(list, {}),\n",
       "     '22822': defaultdict(list, {}),\n",
       "     '22931': defaultdict(list, {}),\n",
       "     '23010': defaultdict(list, {}),\n",
       "     '23531': defaultdict(list, {}),\n",
       "     '23533': defaultdict(list, {}),\n",
       "     '23584': defaultdict(list, {})},\n",
       "    '_index': 546}],\n",
       "  ['borrow', {'text': {'4561': defaultdict(list, {})}, '_index': 2315}],\n",
       "  ['boss',\n",
       "   {'text': {'2164': defaultdict(list, {}),\n",
       "     '2703': defaultdict(list, {}),\n",
       "     '2704': defaultdict(list, {}),\n",
       "     '2705': defaultdict(list, {}),\n",
       "     '2706': defaultdict(list, {}),\n",
       "     '2716': defaultdict(list, {}),\n",
       "     '2719': defaultdict(list, {}),\n",
       "     '13501': defaultdict(list, {}),\n",
       "     '13502': defaultdict(list, {}),\n",
       "     '13503': defaultdict(list, {}),\n",
       "     '13504': defaultdict(list, {}),\n",
       "     '13505': defaultdict(list, {}),\n",
       "     '13506': defaultdict(list, {}),\n",
       "     '13507': defaultdict(list, {}),\n",
       "     '13508': defaultdict(list, {}),\n",
       "     '13509': defaultdict(list, {}),\n",
       "     '13510': defaultdict(list, {}),\n",
       "     '13511': defaultdict(list, {}),\n",
       "     '13518': defaultdict(list, {}),\n",
       "     '13521': defaultdict(list, {}),\n",
       "     '13525': defaultdict(list, {}),\n",
       "     '13526': defaultdict(list, {}),\n",
       "     '13528': defaultdict(list, {}),\n",
       "     '13533': defaultdict(list, {}),\n",
       "     '13561': defaultdict(list, {}),\n",
       "     '13569': defaultdict(list, {}),\n",
       "     '13593': defaultdict(list, {}),\n",
       "     '17289': defaultdict(list, {}),\n",
       "     '17423': defaultdict(list, {}),\n",
       "     '17449': defaultdict(list, {}),\n",
       "     '20950': defaultdict(list, {}),\n",
       "     '21314': defaultdict(list, {}),\n",
       "     '21315': defaultdict(list, {}),\n",
       "     '21316': defaultdict(list, {}),\n",
       "     '21317': defaultdict(list, {}),\n",
       "     '21318': defaultdict(list, {}),\n",
       "     '23109': defaultdict(list, {}),\n",
       "     '23337': defaultdict(list, {}),\n",
       "     '23367': defaultdict(list, {})},\n",
       "    '_index': 1474}],\n",
       "  [\"boss'\",\n",
       "   {'text': {'2728': defaultdict(list, {}), '13560': defaultdict(list, {})},\n",
       "    '_index': 1684}],\n",
       "  ['boston',\n",
       "   {'text': {'916': defaultdict(list, {}),\n",
       "     '3207': defaultdict(list, {}),\n",
       "     '3208': defaultdict(list, {}),\n",
       "     '3209': defaultdict(list, {}),\n",
       "     '3756': defaultdict(list, {}),\n",
       "     '3766': defaultdict(list, {}),\n",
       "     '4247': defaultdict(list, {}),\n",
       "     '7755': defaultdict(list, {}),\n",
       "     '7799': defaultdict(list, {}),\n",
       "     '8058': defaultdict(list, {}),\n",
       "     '9254': defaultdict(list, {}),\n",
       "     '9255': defaultdict(list, {}),\n",
       "     '9256': defaultdict(list, {}),\n",
       "     '9257': defaultdict(list, {}),\n",
       "     '9258': defaultdict(list, {}),\n",
       "     '9297': defaultdict(list, {}),\n",
       "     '10879': defaultdict(list, {}),\n",
       "     '14443': defaultdict(list, {}),\n",
       "     '17006': defaultdict(list, {}),\n",
       "     '17038': defaultdict(list, {}),\n",
       "     '18610': defaultdict(list, {}),\n",
       "     '18611': defaultdict(list, {}),\n",
       "     '18612': defaultdict(list, {}),\n",
       "     '18613': defaultdict(list, {}),\n",
       "     '18629': defaultdict(list, {}),\n",
       "     '18630': defaultdict(list, {}),\n",
       "     '18631': defaultdict(list, {}),\n",
       "     '18632': defaultdict(list, {}),\n",
       "     '18633': defaultdict(list, {}),\n",
       "     '19422': defaultdict(list, {}),\n",
       "     '21115': defaultdict(list, {}),\n",
       "     '21116': defaultdict(list, {}),\n",
       "     '21117': defaultdict(list, {}),\n",
       "     '21118': defaultdict(list, {}),\n",
       "     '21119': defaultdict(list, {}),\n",
       "     '23023': defaultdict(list, {}),\n",
       "     '23024': defaultdict(list, {}),\n",
       "     '23025': defaultdict(list, {}),\n",
       "     '23026': defaultdict(list, {})},\n",
       "    '_index': 805}],\n",
       "  ['bot',\n",
       "   {'text': {'3996': defaultdict(list, {}),\n",
       "     '3997': defaultdict(list, {}),\n",
       "     '3998': defaultdict(list, {}),\n",
       "     '3999': defaultdict(list, {}),\n",
       "     '4004': defaultdict(list, {}),\n",
       "     '17807': defaultdict(list, {}),\n",
       "     '17808': defaultdict(list, {}),\n",
       "     '17809': defaultdict(list, {}),\n",
       "     '17810': defaultdict(list, {}),\n",
       "     '17813': defaultdict(list, {}),\n",
       "     '17816': defaultdict(list, {}),\n",
       "     '17819': defaultdict(list, {}),\n",
       "     '17824': defaultdict(list, {}),\n",
       "     '17825': defaultdict(list, {}),\n",
       "     '17826': defaultdict(list, {}),\n",
       "     '17828': defaultdict(list, {}),\n",
       "     '17841': defaultdict(list, {}),\n",
       "     '17865': defaultdict(list, {}),\n",
       "     '17866': defaultdict(list, {}),\n",
       "     '17868': defaultdict(list, {}),\n",
       "     '17869': defaultdict(list, {}),\n",
       "     '17870': defaultdict(list, {}),\n",
       "     '17882': defaultdict(list, {}),\n",
       "     '17883': defaultdict(list, {}),\n",
       "     '17892': defaultdict(list, {}),\n",
       "     '22172': defaultdict(list, {}),\n",
       "     '22173': defaultdict(list, {}),\n",
       "     '22174': defaultdict(list, {}),\n",
       "     '22175': defaultdict(list, {}),\n",
       "     '22177': defaultdict(list, {})},\n",
       "    '_index': 2113}],\n",
       "  ['both',\n",
       "   {'text': {'664': defaultdict(list, {}),\n",
       "     '6707': defaultdict(list, {}),\n",
       "     '6730': defaultdict(list, {}),\n",
       "     '6737': defaultdict(list, {}),\n",
       "     '6738': defaultdict(list, {}),\n",
       "     '20962': defaultdict(list, {}),\n",
       "     '23682': defaultdict(list, {})},\n",
       "    '_index': 606}],\n",
       "  ['bother', {'text': {'23306': defaultdict(list, {})}, '_index': 5807}],\n",
       "  ['bottl',\n",
       "   {'text': {'22862': defaultdict(list, {}),\n",
       "     '22863': defaultdict(list, {}),\n",
       "     '22864': defaultdict(list, {}),\n",
       "     '22865': defaultdict(list, {}),\n",
       "     '23355': defaultdict(list, {})},\n",
       "    '_index': 5487}],\n",
       "  ['bottleneck', {'text': {'13834': defaultdict(list, {})}, '_index': 3951}],\n",
       "  ['bought',\n",
       "   {'text': {'1147': defaultdict(list, {}),\n",
       "     '1765': defaultdict(list, {}),\n",
       "     '13128': defaultdict(list, {}),\n",
       "     '13130': defaultdict(list, {}),\n",
       "     '13143': defaultdict(list, {}),\n",
       "     '23327': defaultdict(list, {})},\n",
       "    '_index': 938}],\n",
       "  ['boulder', {'text': {'23660': defaultdict(list, {})}, '_index': 6025}],\n",
       "  ['bounc', {'text': {'5499': defaultdict(list, {})}, '_index': 2515}],\n",
       "  ['bounti', {'text': {'4889': defaultdict(list, {})}, '_index': 2415}],\n",
       "  ['bouquet', {'text': {'23421': defaultdict(list, {})}, '_index': 5886}],\n",
       "  ['bourgeoi', {'text': {'3517': defaultdict(list, {})}, '_index': 1951}],\n",
       "  ['bowel', {'text': {'21076': defaultdict(list, {})}, '_index': 5088}],\n",
       "  ['bowi',\n",
       "   {'text': {'12067': defaultdict(list, {}), '18264': defaultdict(list, {})},\n",
       "    '_index': 3674}],\n",
       "  ['bowl',\n",
       "   {'text': {'1707': defaultdict(list, {}),\n",
       "     '4590': defaultdict(list, {}),\n",
       "     '10076': defaultdict(list, {}),\n",
       "     '12336': defaultdict(list, {}),\n",
       "     '12346': defaultdict(list, {}),\n",
       "     '12347': defaultdict(list, {}),\n",
       "     '21831': defaultdict(list, {}),\n",
       "     '23526': defaultdict(list, {})},\n",
       "    '_index': 1179}],\n",
       "  ['box',\n",
       "   {'text': {'10089': defaultdict(list, {}),\n",
       "     '10090': defaultdict(list, {}),\n",
       "     '13467': defaultdict(list, {}),\n",
       "     '13468': defaultdict(list, {}),\n",
       "     '13470': defaultdict(list, {}),\n",
       "     '17654': defaultdict(list, {}),\n",
       "     '18127': defaultdict(list, {}),\n",
       "     '21340': defaultdict(list, {}),\n",
       "     '22749': defaultdict(list, {}),\n",
       "     '22993': defaultdict(list, {}),\n",
       "     '22994': defaultdict(list, {}),\n",
       "     '22995': defaultdict(list, {})},\n",
       "    '_index': 3300}],\n",
       "  ['boyfriend', {'text': {'17450': defaultdict(list, {})}, '_index': 4518}],\n",
       "  ['bracket', {'text': {'21685': defaultdict(list, {})}, '_index': 5163}],\n",
       "  ['brad',\n",
       "   {'text': {'6305': defaultdict(list, {}),\n",
       "     '6306': defaultdict(list, {}),\n",
       "     '6307': defaultdict(list, {}),\n",
       "     '6308': defaultdict(list, {}),\n",
       "     '6309': defaultdict(list, {}),\n",
       "     '17401': defaultdict(list, {}),\n",
       "     '18202': defaultdict(list, {})},\n",
       "    '_index': 2646}],\n",
       "  ['bradi', {'text': {'17476': defaultdict(list, {})}, '_index': 4528}],\n",
       "  ['bradlei', {'text': {'18467': defaultdict(list, {})}, '_index': 4724}],\n",
       "  ['brain', {'text': {'18895': defaultdict(list, {})}, '_index': 4771}],\n",
       "  ['brake', {'text': {'23376': defaultdict(list, {})}, '_index': 5845}],\n",
       "  ['brambl', {'text': {'19216': defaultdict(list, {})}, '_index': 4835}],\n",
       "  ['brand',\n",
       "   {'text': {'4724': defaultdict(list, {}),\n",
       "     '7365': defaultdict(list, {}),\n",
       "     '7427': defaultdict(list, {}),\n",
       "     '7460': defaultdict(list, {}),\n",
       "     '8655': defaultdict(list, {}),\n",
       "     '16465': defaultdict(list, {}),\n",
       "     '22862': defaultdict(list, {}),\n",
       "     '23212': defaultdict(list, {}),\n",
       "     '23250': defaultdict(list, {}),\n",
       "     '23687': defaultdict(list, {})},\n",
       "    '_index': 2354}],\n",
       "  ['brandon', {'text': {'6353': defaultdict(list, {})}, '_index': 2662}],\n",
       "  ['brasilia', {'text': {'7739': defaultdict(list, {})}, '_index': 3004}],\n",
       "  ['brasseri', {'text': {'2421': defaultdict(list, {})}, '_index': 1595}],\n",
       "  ['brazil',\n",
       "   {'text': {'1898': defaultdict(list, {}),\n",
       "     '1904': defaultdict(list, {}),\n",
       "     '3404': defaultdict(list, {}),\n",
       "     '4588': defaultdict(list, {}),\n",
       "     '4599': defaultdict(list, {}),\n",
       "     '5264': defaultdict(list, {}),\n",
       "     '5276': defaultdict(list, {}),\n",
       "     '7753': defaultdict(list, {}),\n",
       "     '10868': defaultdict(list, {}),\n",
       "     '10869': defaultdict(list, {}),\n",
       "     '10870': defaultdict(list, {}),\n",
       "     '10871': defaultdict(list, {}),\n",
       "     '10872': defaultdict(list, {}),\n",
       "     '14413': defaultdict(list, {}),\n",
       "     '15810': defaultdict(list, {}),\n",
       "     '15854': defaultdict(list, {}),\n",
       "     '19645': defaultdict(list, {}),\n",
       "     '19654': defaultdict(list, {}),\n",
       "     '19658': defaultdict(list, {}),\n",
       "     '21208': defaultdict(list, {}),\n",
       "     '21766': defaultdict(list, {}),\n",
       "     '21783': defaultdict(list, {}),\n",
       "     '21786': defaultdict(list, {}),\n",
       "     '21792': defaultdict(list, {})},\n",
       "    '_index': 1313}],\n",
       "  ['brazilian', {'text': {'21355': defaultdict(list, {})}, '_index': 5122}],\n",
       "  ['breach', {'text': {'23668': defaultdict(list, {})}, '_index': 6032}],\n",
       "  ['bread',\n",
       "   {'text': {'603': defaultdict(list, {}),\n",
       "     '2030': defaultdict(list, {}),\n",
       "     '2073': defaultdict(list, {}),\n",
       "     '4338': defaultdict(list, {}),\n",
       "     '4508': defaultdict(list, {}),\n",
       "     '6513': defaultdict(list, {}),\n",
       "     '6525': defaultdict(list, {}),\n",
       "     '6526': defaultdict(list, {}),\n",
       "     '6527': defaultdict(list, {}),\n",
       "     '6528': defaultdict(list, {}),\n",
       "     '6529': defaultdict(list, {}),\n",
       "     '6541': defaultdict(list, {}),\n",
       "     '6542': defaultdict(list, {}),\n",
       "     '6546': defaultdict(list, {}),\n",
       "     '6547': defaultdict(list, {}),\n",
       "     '6548': defaultdict(list, {}),\n",
       "     '10038': defaultdict(list, {}),\n",
       "     '11210': defaultdict(list, {}),\n",
       "     '11277': defaultdict(list, {}),\n",
       "     '11278': defaultdict(list, {}),\n",
       "     '11399': defaultdict(list, {}),\n",
       "     '11634': defaultdict(list, {}),\n",
       "     '11654': defaultdict(list, {}),\n",
       "     '11692': defaultdict(list, {}),\n",
       "     '17106': defaultdict(list, {}),\n",
       "     '18997': defaultdict(list, {}),\n",
       "     '19904': defaultdict(list, {}),\n",
       "     '21549': defaultdict(list, {}),\n",
       "     '22420': defaultdict(list, {}),\n",
       "     '22421': defaultdict(list, {}),\n",
       "     '22422': defaultdict(list, {}),\n",
       "     '22423': defaultdict(list, {}),\n",
       "     '22424': defaultdict(list, {})},\n",
       "    '_index': 566}],\n",
       "  ['break',\n",
       "   {'text': {'4811': defaultdict(list, {}),\n",
       "     '21277': defaultdict(list, {}),\n",
       "     '22521': defaultdict(list, {}),\n",
       "     '22898': defaultdict(list, {}),\n",
       "     '23636': defaultdict(list, {})},\n",
       "    '_index': 2366}],\n",
       "  ['breakdown', {'text': {'23485': defaultdict(list, {})}, '_index': 5934}],\n",
       "  ['breakfast',\n",
       "   {'text': {'2772': defaultdict(list, {}),\n",
       "     '12364': defaultdict(list, {}),\n",
       "     '14737': defaultdict(list, {}),\n",
       "     '14773': defaultdict(list, {})},\n",
       "    '_index': 1706}],\n",
       "  ...],\n",
       " 'pipeline': ['stemmer']}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index.serialize()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7581648-97c0-45bb-8d5f-e3258e093939",
   "metadata": {},
   "source": [
    "This is useful for storing and loading the search index on disk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "25cd90ab-5aec-4677-9677-a3944bcbd1ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'ref': '11998', 'score': 9.056, 'match_data': <MatchData \"plant\">},\n",
       " {'ref': '9435', 'score': 8.144, 'match_data': <MatchData \"plant\">},\n",
       " {'ref': '2097', 'score': 7.399, 'match_data': <MatchData \"plant\">},\n",
       " {'ref': '9433', 'score': 7.399, 'match_data': <MatchData \"plant\">},\n",
       " {'ref': '23246', 'score': 7.399, 'match_data': <MatchData \"plant\">},\n",
       " {'ref': '9439', 'score': 6.778, 'match_data': <MatchData \"plant\">},\n",
       " {'ref': '19441', 'score': 6.254, 'match_data': <MatchData \"plant\">}]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "from lunr.index import Index\n",
    "\n",
    "serialized = index.serialize()\n",
    "\n",
    "# Save the index\n",
    "with open('idx.json', 'w') as fd:\n",
    "    json.dump(serialized, fd)\n",
    "\n",
    "# Load it again\n",
    "with open(\"idx.json\") as fd:\n",
    "    reloaded = json.loads(fd.read())\n",
    "\n",
    "idx = Index.load(reloaded)\n",
    "idx.search(\"plant\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e785acac-b0c3-41d6-bf24-b5f31e773d89",
   "metadata": {},
   "source": [
    "lunr.py is great as a search engine for small datasets and rapid prototyping e.g., searching through small texts.  \n",
    "Benchmarks below to show it performs in retrieving data vs. list comprehension and pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "1203496e-a517-4487-ae9e-72291b843d1c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10.4 ms ± 487 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "2.1 ms ± 60.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
      "389 µs ± 17.1 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n",
      "392 µs ± 18.1 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit df.loc[lambda d: d['text'].str.contains(\"spanish\")]\n",
    "\n",
    "%timeit [d for d in documents if 'spanish' in d['text']]\n",
    "\n",
    "%timeit index.search('spanish')\n",
    "\n",
    "%timeit [documents[int(i['ref'])] for i in index.search('spanish')]"
   ]
  }
 ],
 "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": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
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