doc2vec.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from gensim.models.doc2vec import Doc2Vec, TaggedDocument"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0       Do you ever get hurt?\n",
      "1             Can you breathe\n",
      "2         Do you ever breathe\n",
      "3          can you masticate?\n",
      "4               Can you burp?\n",
      "                ...          \n",
      "9791      I'm tired from work\n",
      "9792      I'm totally drained\n",
      "9793    I'm totally exhausted\n",
      "9794                    Zzzzz\n",
      "9795            I'm so sleepy\n",
      "Name: Question, Length: 9796, dtype: object\n"
     ]
    }
   ],
   "source": [
    "data=pd.read_csv('data.tsv',sep='\\t')\n",
    "dataQ=data.Question\n",
    "sentences=[]\n",
    "X=[]\n",
    "answer=data.Answer\n",
    "for i in range(len(dataQ)):\n",
    "    sentences.append(dataQ[i])\n",
    "for each in sentences:\n",
    "    X.append(each.split(\" \"))\n",
    "print(dataQ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[TaggedDocument(words=['Do', 'you', 'ever', 'get', 'hurt?'], tags=[0]),\n",
       " TaggedDocument(words=['Can', 'you', 'breathe'], tags=[1]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'breathe'], tags=[2]),\n",
       " TaggedDocument(words=['can', 'you', 'masticate?'], tags=[3]),\n",
       " TaggedDocument(words=['Can', 'you', 'burp?'], tags=[4]),\n",
       " TaggedDocument(words=['Can', 'you', 'chew?'], tags=[5]),\n",
       " TaggedDocument(words=['Can', 'you', 'crawl?'], tags=[6]),\n",
       " TaggedDocument(words=['Can', 'you', 'cry?'], tags=[7]),\n",
       " TaggedDocument(words=['Can', 'you', 'dream'], tags=[8]),\n",
       " TaggedDocument(words=['Can', 'you', 'eat?'], tags=[9]),\n",
       " TaggedDocument(words=['Can', 'you', 'fart?'], tags=[10]),\n",
       " TaggedDocument(words=['Do', 'you', 'breathe'], tags=[11]),\n",
       " TaggedDocument(words=['Can', 'you', 'get', 'tired?'], tags=[12]),\n",
       " TaggedDocument(words=['Can', 'you', 'yawn?'], tags=[13]),\n",
       " TaggedDocument(words=['Can', 'you', 'pee?'], tags=[14]),\n",
       " TaggedDocument(words=['Can', 'you', 'poop?'], tags=[15]),\n",
       " TaggedDocument(words=['Can', 'you', 'sneeze?'], tags=[16]),\n",
       " TaggedDocument(words=['Can', 'you', 'sweat?'], tags=[17]),\n",
       " TaggedDocument(words=['Can', 'you', 'throw', 'up?'], tags=[18]),\n",
       " TaggedDocument(words=['Can', 'you', 'vomit?'], tags=[19]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'pee?'], tags=[20]),\n",
       " TaggedDocument(words=['Can', 'you', 'get', 'hurt?'], tags=[21]),\n",
       " TaggedDocument(words=['Do', 'you', 'sweat?'], tags=[22]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'skin?'], tags=[23]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'teeth?'], tags=[24]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'toes?'], tags=[25]),\n",
       " TaggedDocument(words=['Do', 'you', 'masticate?'], tags=[26]),\n",
       " TaggedDocument(words=['Do', 'you', 'pee?'], tags=[27]),\n",
       " TaggedDocument(words=['Do', 'you', 'poop?'], tags=[28]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'get', 'tired?'], tags=[29]),\n",
       " TaggedDocument(words=['Do', 'you', 'sneeze?'], tags=[30]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'hair?'], tags=[31]),\n",
       " TaggedDocument(words=['Do', 'you', 'throw', 'up?'], tags=[32]),\n",
       " TaggedDocument(words=['Do', 'you', 'vomit?'], tags=[33]),\n",
       " TaggedDocument(words=['Do', 'you', 'yawn?'], tags=[34]),\n",
       " TaggedDocument(words=[\"Don't\", 'you', 'ever', 'masticate?'], tags=[35]),\n",
       " TaggedDocument(words=[\"Don't\", 'you', 'ever', 'sleep?', ''], tags=[36]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'a', 'stomach?'], tags=[37]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'intestines?'], tags=[38]),\n",
       " TaggedDocument(words=['Do', 'you', 'sleep?'], tags=[39]),\n",
       " TaggedDocument(words=['Do', 'you', 'get', 'tired?'], tags=[40]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'poop?'], tags=[41]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'sneeze?'], tags=[42]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'sweat?'], tags=[43]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'throw', 'up?'], tags=[44]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'vomit?'], tags=[45]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'walk'], tags=[46]),\n",
       " TaggedDocument(words=['Do', 'you', 'ever', 'yawn?'], tags=[47]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'lungs?'], tags=[48]),\n",
       " TaggedDocument(words=['Do', 'you', 'get', 'hurt?'], tags=[49]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'legs?'], tags=[50]),\n",
       " TaggedDocument(words=['Do', 'you', 'get', 'zits?'], tags=[51]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'a', 'liver?'], tags=[52]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'arms?'], tags=[53]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'eyes?'], tags=[54]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'fingernails?'], tags=[55]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'fingers?'], tags=[56]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'bowels?'], tags=[57]),\n",
       " TaggedDocument(words=['Do', 'you', 'fart?'], tags=[58]),\n",
       " TaggedDocument(words=['This', 'is', 'so', 'boring'], tags=[59]),\n",
       " TaggedDocument(words=['Why', 'are', 'you', 'so', 'boring', ''], tags=[60]),\n",
       " TaggedDocument(words=['Talking', 'to', 'you', 'is', 'like', 'watching', 'paint', 'dry.'], tags=[61]),\n",
       " TaggedDocument(words=['That', 'is', 'boring'], tags=[62]),\n",
       " TaggedDocument(words=['That', 'is', 'not', 'exciting'], tags=[63]),\n",
       " TaggedDocument(words=['That', 'is', 'not', 'fun'], tags=[64]),\n",
       " TaggedDocument(words=['That', 'is', 'not', 'very', 'interesting'], tags=[65]),\n",
       " TaggedDocument(words=['That', 'is', 'so', 'boring'], tags=[66]),\n",
       " TaggedDocument(words=['That', 'is', 'so', 'dull'], tags=[67]),\n",
       " TaggedDocument(words=['That', 'is', 'so', 'uninteresting'], tags=[68]),\n",
       " TaggedDocument(words=['This', 'is', 'boring'], tags=[69]),\n",
       " TaggedDocument(words=['This', 'is', 'not', 'exciting'], tags=[70]),\n",
       " TaggedDocument(words=['So', 'boring'], tags=[71]),\n",
       " TaggedDocument(words=['This', 'is', 'not', 'very', 'interesting'], tags=[72]),\n",
       " TaggedDocument(words=['Lost', 'the', 'election', 'because', 'your', 'speech', 'was', 'too', 'boring'], tags=[73]),\n",
       " TaggedDocument(words=['This', 'is', 'so', 'dull'], tags=[74]),\n",
       " TaggedDocument(words=['This', 'is', 'so', 'uninteresting'], tags=[75]),\n",
       " TaggedDocument(words=['Are', 'you', 'old?', ''], tags=[76]),\n",
       " TaggedDocument(words=['I', 'bet', \"you're\", 'old'], tags=[77]),\n",
       " TaggedDocument(words=['How', 'old', 'are', 'you?', ''], tags=[78]),\n",
       " TaggedDocument(words=['how', 'long', 'have', 'you', 'been', 'around?'], tags=[79]),\n",
       " TaggedDocument(words=['How', 'long', 'have', 'you', 'been', 'alive?'], tags=[80]),\n",
       " TaggedDocument(words=['How', 'long', 'has', 'it', 'been', 'since', 'you', 'were', 'born'], tags=[81]),\n",
       " TaggedDocument(words=['How', 'long', 'ago', 'were', 'you', 'born?', ''], tags=[82]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'an', 'age?'], tags=[83]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'a', 'birthday?'], tags=[84]),\n",
       " TaggedDocument(words=['Are', 'you', 'younger', 'than', 'me?'], tags=[85]),\n",
       " TaggedDocument(words=['Are', 'we', 'the', 'same', 'age?'], tags=[86]),\n",
       " TaggedDocument(words=['are', 'you', 'older', 'than', 'me?'], tags=[87]),\n",
       " TaggedDocument(words=['What', 'age', 'are', 'you?', ''], tags=[88]),\n",
       " TaggedDocument(words=['Are', 'you', 'my', 'age?'], tags=[89]),\n",
       " TaggedDocument(words=['Are', 'you', 'in', 'your', 'teens?'], tags=[90]),\n",
       " TaggedDocument(words=['Are', 'you', 'an', 'adult?'], tags=[91]),\n",
       " TaggedDocument(words=['Are', 'you', 'a', 'teenager?'], tags=[92]),\n",
       " TaggedDocument(words=['Are', 'you', 'a', 'senior?'], tags=[93]),\n",
       " TaggedDocument(words=['Are', 'you', 'a', 'kid?'], tags=[94]),\n",
       " TaggedDocument(words=['Are', 'you', 'a', 'grownup?'], tags=[95]),\n",
       " TaggedDocument(words=['Are', 'you', 'a', 'grown', 'up?'], tags=[96]),\n",
       " TaggedDocument(words=['Are', 'you', 'a', 'baby?'], tags=[97]),\n",
       " TaggedDocument(words=['Are', 'you', 'young?', ''], tags=[98]),\n",
       " TaggedDocument(words=['When', 'were', 'you', 'born?', ''], tags=[99]),\n",
       " TaggedDocument(words=[\"Who's\", 'younger,', 'you', 'or', 'me?'], tags=[100]),\n",
       " TaggedDocument(words=[\"Who's\", 'older?'], tags=[101]),\n",
       " TaggedDocument(words=[\"Who's\", 'older,', 'you', 'or', 'me?'], tags=[102]),\n",
       " TaggedDocument(words=['Who', 'is', 'older,', 'me', 'or', 'you?', ''], tags=[103]),\n",
       " TaggedDocument(words=['Which', 'year', 'were', 'you', 'born', 'in?', ''], tags=[104]),\n",
       " TaggedDocument(words=['Which', 'one', 'of', 'us', 'is', 'younger?', ''], tags=[105]),\n",
       " TaggedDocument(words=['Which', 'one', 'of', 'us', 'is', 'older?'], tags=[106]),\n",
       " TaggedDocument(words=['Which', 'of', 'us', 'is', 'younger?', ''], tags=[107]),\n",
       " TaggedDocument(words=['Which', 'of', 'us', 'is', 'older?'], tags=[108]),\n",
       " TaggedDocument(words=['I', 'bet', \"you're\", 'young'], tags=[109]),\n",
       " TaggedDocument(words=[\"When's\", 'your', 'birthday?'], tags=[110]),\n",
       " TaggedDocument(words=['In', 'which', 'year', 'were', 'you', 'born?'], tags=[111]),\n",
       " TaggedDocument(words=['When', 'is', 'your', 'birthday?'], tags=[112]),\n",
       " TaggedDocument(words=[\"What's\", 'your', 'birthday?'], tags=[113]),\n",
       " TaggedDocument(words=[\"What's\", 'your', 'age?', ''], tags=[114]),\n",
       " TaggedDocument(words=['What', 'year', 'were', 'you', 'born?'], tags=[115]),\n",
       " TaggedDocument(words=['What', 'month', 'is', 'your', 'birthday?', ''], tags=[116]),\n",
       " TaggedDocument(words=['What', 'month', 'is', 'your', 'birthday', 'in?'], tags=[117]),\n",
       " TaggedDocument(words=['What', 'is', 'your', 'birthday?'], tags=[118]),\n",
       " TaggedDocument(words=['What', 'is', 'your', 'age?'], tags=[119]),\n",
       " TaggedDocument(words=['What', 'day', 'is', 'your', 'birthday?', ''], tags=[120]),\n",
       " TaggedDocument(words=[\"Who's\", 'younger?'], tags=[121]),\n",
       " TaggedDocument(words=['Which', 'month', 'is', 'your', 'birthday?'], tags=[122]),\n",
       " TaggedDocument(words=['Please', 'ask', 'something', 'about', 'myself'], tags=[123]),\n",
       " TaggedDocument(words=['Is', 'there', 'anything', 'I', 'can', 'tell', 'you', 'about', 'myself?'], tags=[124]),\n",
       " TaggedDocument(words=['Is', 'there', 'anything', 'I', 'can', 'tell', 'you', 'about', 'who', 'I', 'am?'], tags=[125]),\n",
       " TaggedDocument(words=['Is', 'there', 'anything', 'you', 'want', 'to', 'know', 'about', 'me?'], tags=[126]),\n",
       " TaggedDocument(words=['Is', 'there', 'something', 'you', 'want', 'to', 'know', 'about', 'me?'], tags=[127]),\n",
       " TaggedDocument(words=['Please', 'ask', 'anything'], tags=[128]),\n",
       " TaggedDocument(words=['Please', 'ask', 'anything', 'about', 'me'], tags=[129]),\n",
       " TaggedDocument(words=['Please', 'ask', 'anything', 'about', 'myself'], tags=[130]),\n",
       " TaggedDocument(words=['Please', 'ask', 'me', 'anything'], tags=[131]),\n",
       " TaggedDocument(words=['Please', 'ask', 'me', 'anything', 'about', 'me'], tags=[132]),\n",
       " TaggedDocument(words=['Please', 'ask', 'me', 'anything', 'about', 'myself'], tags=[133]),\n",
       " TaggedDocument(words=['Please', 'ask', 'me', 'something'], tags=[134]),\n",
       " TaggedDocument(words=['Please', 'ask', 'me', 'something', 'about', 'me'], tags=[135]),\n",
       " TaggedDocument(words=['Please', 'ask', 'me', 'something', 'about', 'myself'], tags=[136]),\n",
       " TaggedDocument(words=['AMA'], tags=[137]),\n",
       " TaggedDocument(words=['What', 'can', 'I', 'tell', 'you', 'about', 'me?'], tags=[138]),\n",
       " TaggedDocument(words=['What', 'do', 'you', 'want', 'me', 'to', 'teach', 'you', 'about?'], tags=[139]),\n",
       " TaggedDocument(words=[\"What's\", 'your', \"director's\", 'name?'], tags=[140]),\n",
       " TaggedDocument(words=['What', 'is', 'the', 'name', 'of', 'your', 'boss'], tags=[141]),\n",
       " TaggedDocument(words=[\"What's\", 'the', 'name', 'of', 'your', 'supervisor'], tags=[142]),\n",
       " TaggedDocument(words=['Who', 'tells', 'you', 'what', 'to', 'do?'], tags=[143]),\n",
       " TaggedDocument(words=[\"What's\", 'the', 'name', 'of', 'your', 'director?'], tags=[144]),\n",
       " TaggedDocument(words=[\"What's\", 'the', 'name', 'of', 'your', 'boss?', ''], tags=[145]),\n",
       " TaggedDocument(words=['What', 'is', 'your', \"supervisor's\", 'name'], tags=[146]),\n",
       " TaggedDocument(words=['What', 'is', 'your', \"manager's\", 'name?'], tags=[147]),\n",
       " TaggedDocument(words=['What', 'is', 'your', \"director's\", 'name?'], tags=[148]),\n",
       " TaggedDocument(words=['What', 'is', 'your', \"boss'\", 'name?'], tags=[149]),\n",
       " TaggedDocument(words=['What', 'is', 'the', 'name', 'of', 'your', 'supervisor'], tags=[150]),\n",
       " TaggedDocument(words=['What', 'is', 'the', 'name', 'of', 'your', 'manager?'], tags=[151]),\n",
       " TaggedDocument(words=['What', 'is', 'the', 'name', 'of', 'your', 'manager'], tags=[152]),\n",
       " TaggedDocument(words=['What', 'is', 'the', 'name', 'of', 'your', 'director?'], tags=[153]),\n",
       " TaggedDocument(words=['What', 'is', 'the', 'name', 'of', 'your', 'director'], tags=[154]),\n",
       " TaggedDocument(words=['What', 'is', 'the', 'name', 'of', 'your', 'boss?'], tags=[155]),\n",
       " TaggedDocument(words=[\"What's\", 'your', \"boss'\", 'name?', ''], tags=[156]),\n",
       " TaggedDocument(words=[\"Who's\", 'calling', 'the', 'shots?'], tags=[157]),\n",
       " TaggedDocument(words=['Do', 'you', 'have', 'a', 'boss?'], tags=[158]),\n",
       " TaggedDocument(words=['Who', 'call', 'the', 'shots?'], tags=[159]),\n",
       " TaggedDocument(words=['You', \"don't\", 'answer', 'to', 'anyone?'], tags=[160]),\n",
       " TaggedDocument(words=['Does', 'anyone', 'tell', 'you', 'what', 'to', 'do?'], tags=[161]),\n",
       " TaggedDocument(words=['Does', 'anyone', 'boss', 'you', 'around?'], tags=[162]),\n",
       " TaggedDocument(words=[\"Who's\", 'your', 'master?'], tags=[163]),\n",
       " TaggedDocument(words=['You', 'report', 'to', 'anyone?'], tags=[164]),\n",
       " TaggedDocument(words=['So', 'no', 'one', 'tells', 'you', 'what', 'to', 'do?'], tags=[165]),\n",
       " TaggedDocument(words=['Is', 'there', 'anyone', 'you', 'listen', 'to?'], tags=[166]),\n",
       " TaggedDocument(words=['Is', 'there', 'anyone', 'you', 'answer', 'to?'], tags=[167]),\n",
       " TaggedDocument(words=['Who', 'runs', 'you?'], tags=[168]),\n",
       " TaggedDocument(words=['Is', 'there', 'anyone', 'who', 'tells', 'you', 'what', 'to', 'do?'], tags=[169]),\n",
       " TaggedDocument(words=['Who', 'is', 'your', 'master?', ''], tags=[170]),\n",
       " TaggedDocument(words=['Who', 'runs', 'the', 'show?'], tags=[171]),\n",
       " TaggedDocument(words=['Who', 'supervises', 'you?'], tags=[172]),\n",
       " TaggedDocument(words=[\"Who's\", 'running', 'the', 'show?'], tags=[173]),\n",
       " TaggedDocument(words=['Who', 'bosses', 'you?'], tags=[174]),\n",
       " TaggedDocument(words=[\"You've\", 'got', 'a', 'boss?'], tags=[175]),\n",
       " TaggedDocument(words=['Do', 'you', 'answer', 'to', 'anyone?'], tags=[176]),\n",
       " TaggedDocument(words=['You', 'have', 'a', 'boss?'], tags=[177]),\n",
       " TaggedDocument(words=[\"Who's\", 'your', 'supervisor'], tags=[178]),\n",
       " TaggedDocument(words=[\"Who's\", 'your', 'manager?'], tags=[179]),\n",
       " TaggedDocument(words=[\"Who's\", 'your', 'director?'], tags=[180]),\n",
       " TaggedDocument(words=[\"Who's\", 'your', 'boss?', ''], tags=[181]),\n",
       " TaggedDocument(words=[\"Who's\", 'in', 'charge?', ''], tags=[182]),\n",
       " TaggedDocument(words=[\"Who's\", 'in', 'charge', 'of', 'you?', ''], tags=[183]),\n",
       " TaggedDocument(words=['Whom', 'do', 'you', 'serve?'], tags=[184]),\n",
       " TaggedDocument(words=['You', \"don't\", 'have', 'a', 'boss?'], tags=[185]),\n",
       " TaggedDocument(words=['You', 'answer', 'to', 'anyone?'], tags=[186]),\n",
       " TaggedDocument(words=['Can', 'you', 'jump', 'rope?'], tags=[187]),\n",
       " TaggedDocument(words=['Can', 'you', 'draw', 'something?'], tags=[188]),\n",
       " TaggedDocument(words=['Can', 'you', 'paint', 'my', 'house?'], tags=[189]),\n",
       " TaggedDocument(words=['Can', 'you', 'mow', 'the', 'lawn?'], tags=[190]),\n",
       " TaggedDocument(words=['Can', 'you', 'make', 'me', 'a', 'sandwich?'], tags=[191]),\n",
       " TaggedDocument(words=['Can', 'you', 'make', 'a', 'sculpture?'], tags=[192]),\n",
       " TaggedDocument(words=['Can', 'you', 'make', 'a', 'pot', 'of', 'tea?'], tags=[193]),\n",
       " TaggedDocument(words=['Can', 'you', 'make', 'a', 'cup', 'of', 'coffee?'], tags=[194]),\n",
       " TaggedDocument(words=['Can', 'you', 'make', 'a', 'call?'], tags=[195]),\n",
       " TaggedDocument(words=['Can', 'you', 'listen', 'to', 'the', 'radio?'], tags=[196]),\n",
       " TaggedDocument(words=['Can', 'you', 'learn?'], tags=[197]),\n",
       " TaggedDocument(words=['Can', 'you', 'plant', 'a', 'tree?'], tags=[198]),\n",
       " TaggedDocument(words=['Can', 'you', 'jump?'], tags=[199]),\n",
       " TaggedDocument(words=['Can', 'you', 'plant', 'a', 'vegetable', 'garden?'], tags=[200]),\n",
       " TaggedDocument(words=['Can', 'you', 'go', 'to', 'the', 'moon?'], tags=[201]),\n",
       " TaggedDocument(words=['Can', 'you', 'go', 'to', 'the', 'doctor?'], tags=[202]),\n",
       " TaggedDocument(words=['Can', 'you', 'go', 'on', 'vacation?'], tags=[203]),\n",
       " TaggedDocument(words=['Can', 'you', 'go', 'for', 'a', 'walk?'], tags=[204]),\n",
       " TaggedDocument(words=['Can', 'you', 'get', 'a', 'haircut?'], tags=[205]),\n",
       " TaggedDocument(words=['Can', 'you', 'fly?'], tags=[206]),\n",
       " TaggedDocument(words=['What', 'do', 'you', 'want', 'me', 'to', 'teach', 'you', 'about', 'me?'], tags=[207]),\n",
       " TaggedDocument(words=['What', 'do', 'you', 'want', 'me', 'to', 'inform', 'you', 'who', 'I', 'am?'], tags=[208]),\n",
       " TaggedDocument(words=['What', 'do', 'you', 'want', 'me', 'to', 'inform', 'you', 'about?'], tags=[209]),\n",
       " TaggedDocument(words=['What', 'do', 'you', 'want', 'me', 'to', 'inform', 'you', 'about', 'me?'], tags=[210]),\n",
       " TaggedDocument(words=['Please', 'ask', 'something'], tags=[211]),\n",
       " TaggedDocument(words=['What', 'can', 'I', 'tell', 'you', 'about?'], tags=[212]),\n",
       " TaggedDocument(words=['Please', 'ask', 'something', 'about', 'me'], tags=[213]),\n",
       " TaggedDocument(words=['What', 'can', 'I', 'teach', 'you', 'who', 'I', 'am?'], tags=[214]),\n",
       " TaggedDocument(words=['What', 'can', 'I', 'teach', 'you', 'about?'], tags=[215]),\n",
       " TaggedDocument(words=['What', 'can', 'I', 'teach', 'you', 'about', 'me?'], tags=[216]),\n",
       " TaggedDocument(words=['What', 'can', 'I', 'inform', 'you', 'about?'], tags=[217]),\n",
       " TaggedDocument(words=['What', 'can', 'I', 'inform', 'you', 'about', 'me?'], tags=[218]),\n",
       " TaggedDocument(words=[\"Don't\", 'you', 'want', 'to', 'know', 'anything', 'about', 'me?'], tags=[219]),\n",
       " TaggedDocument(words=['What', 'can', 'I', 'tell', 'you', 'who', 'I', 'am?'], tags=[220]),\n",
       " TaggedDocument(words=['Can', 'you', 'ask', 'anything', 'about', 'me?'], tags=[221]),\n",
       " TaggedDocument(words=['How', 'about', 'asking', 'something', 'about', 'me?'], tags=[222]),\n",
       " TaggedDocument(words=['Can', 'you', 'ask', 'me', 'something', 'about', 'me?'], tags=[223]),\n",
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       " TaggedDocument(words=['Are', 'you', 'able', 'to', 'write', 'my', 'report?'], tags=[941]),\n",
       " TaggedDocument(words=['Are', 'you', 'able', 'to', 'watch', 'videos?'], tags=[942]),\n",
       " TaggedDocument(words=['Are', 'you', 'able', 'to', 'turn', 'into', 'a', 'super', 'hero?'], tags=[943]),\n",
       " TaggedDocument(words=['Are', 'you', 'able', 'to', 'teleport?'], tags=[944]),\n",
       " TaggedDocument(words=['Are', 'you', 'able', 'to', 'take', 'my', 'temperature?'], tags=[945]),\n",
       " TaggedDocument(words=['Are', 'you', 'able', 'to', 'serve', 'on', 'a', 'jury?'], tags=[946]),\n",
       " TaggedDocument(words=['Can', 'you', 'buy', 'groceries?'], tags=[947]),\n",
       " TaggedDocument(words=['Fly', 'then'], tags=[948]),\n",
       " TaggedDocument(words=['Can', 'you', 'turn', 'into', 'a', 'super', 'hero?'], tags=[949]),\n",
       " TaggedDocument(words=['Jump', 'rope'], tags=[950]),\n",
       " TaggedDocument(words=['Invite', 'me', 'over'], tags=[951]),\n",
       " TaggedDocument(words=['How', 'high', 'can', 'you', 'jump?'], tags=[952]),\n",
       " TaggedDocument(words=['How', 'high', 'can', 'you', 'count?'], tags=[953]),\n",
       " TaggedDocument(words=['Heal', 'me'], tags=[954]),\n",
       " TaggedDocument(words=['Go', 'to', 'the', 'moon'], tags=[955]),\n",
       " TaggedDocument(words=['Go', 'to', 'the', 'doctor'], tags=[956]),\n",
       " TaggedDocument(words=['Go', 'surfing'], tags=[957]),\n",
       " TaggedDocument(words=['Go', 'outside'], tags=[958]),\n",
       " TaggedDocument(words=['Lets', 'make', 'lemonade'], tags=[959]),\n",
       " TaggedDocument(words=['Get', 'a', 'haircut'], tags=[960]),\n",
       " TaggedDocument(words=[\"Let's\", 'play', 'a', 'game'], tags=[961]),\n",
       " TaggedDocument(words=['Fly', 'a', 'kite'], tags=[962]),\n",
       " TaggedDocument(words=['Find', 'the', 'remote'], tags=[963]),\n",
       " TaggedDocument(words=['Find', 'my', 'phone'], tags=[964]),\n",
       " TaggedDocument(words=['Find', 'my', 'keys'], tags=[965]),\n",
       " TaggedDocument(words=['Feed', 'the', 'cat'], tags=[966]),\n",
       " TaggedDocument(words=['Draw', 'something'], tags=[967]),\n",
       " TaggedDocument(words=['Draw', 'a', 'picture'], tags=[968]),\n",
       " TaggedDocument(words=['Do', 'you', 'write'], tags=[969]),\n",
       " TaggedDocument(words=['Do', 'you', 'want', 'a', 'beer'], tags=[970]),\n",
       " TaggedDocument(words=['Do', 'you', 'ride', 'horses?'], tags=[971]),\n",
       " TaggedDocument(words=['Do', 'you', 'play', 'games?'], tags=[972]),\n",
       " TaggedDocument(words=['Go', 'for', 'a', 'walk'], tags=[973]),\n",
       " TaggedDocument(words=['Send', 'a', 'package'], tags=[974]),\n",
       " TaggedDocument(words=['Watch', 'videos'], tags=[975]),\n",
       " TaggedDocument(words=['Wash', 'the', 'dishes'], tags=[976]),\n",
       " TaggedDocument(words=['Turn', 'on', 'the', 'lights'], tags=[977]),\n",
       " TaggedDocument(words=['Turn', 'into', 'a', 'super', 'hero'], tags=[978]),\n",
       " TaggedDocument(words=['Tell', 'me', 'a', 'story'], tags=[979]),\n",
       " TaggedDocument(words=['Tell', 'me', 'a', 'quote'], tags=[980]),\n",
       " TaggedDocument(words=['Teleport'], tags=[981]),\n",
       " TaggedDocument(words=['Take', 'my', 'temperature'], tags=[982]),\n",
       " TaggedDocument(words=['Take', 'a', 'photo'], tags=[983]),\n",
       " TaggedDocument(words=['Surprise', 'me'], tags=[984]),\n",
       " TaggedDocument(words=['Lets', 'go', 'lunch'], tags=[985]),\n",
       " TaggedDocument(words=['Serve', 'on', 'a', 'jury'], tags=[986]),\n",
       " TaggedDocument(words=['Do', 'you', 'know', 'how', 'to', 'turn', 'into', 'a', 'super', 'hero?'], tags=[987]),\n",
       " TaggedDocument(words=['Scratch', 'my', 'back'], tags=[988]),\n",
       " TaggedDocument(words=['Roll', 'a', 'dice'], tags=[989]),\n",
       " TaggedDocument(words=['Read', 'my', 'mind'], tags=[990]),\n",
       " TaggedDocument(words=['Read', 'me', 'a', 'story'], tags=[991]),\n",
       " TaggedDocument(words=['Put', 'out', 'a', 'fire'], tags=[992]),\n",
       " TaggedDocument(words=['Play', 'golf'], tags=[993]),\n",
       " TaggedDocument(words=['Play', 'a', 'game'], tags=[994]),\n",
       " TaggedDocument(words=['Play', 'a', 'dvd'], tags=[995]),\n",
       " TaggedDocument(words=['Paint', 'my', 'house'], tags=[996]),\n",
       " TaggedDocument(words=['Mow', 'the', 'lawn'], tags=[997]),\n",
       " TaggedDocument(words=['Make', 'a', 'call'], tags=[998]),\n",
       " TaggedDocument(words=['So', 'you', 'read?'], tags=[999]),\n",
       " ...]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "documents = [TaggedDocument(doc, [i]) for i, doc in enumerate(X)]\n",
    "model = Doc2Vec(documents, vector_size=200, window=2, min_count=1, workers=4)\n",
    "documents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#model.wv.similar_by_word(\"Are\",topn=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "test=documents = [TaggedDocument(doc, [i]) for i, doc in enumerate(X[100])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "inferred_vector =model.infer_vector([\"How are you?\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "sims=model.dv.most_similar([inferred_vector], topn=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "similar questions：  ['Are', 'you', 'a', 'robot', 'or', 'are', 'you', 'real?']\n",
      "answer:  I'm digital. In other words, I'm not human.\n",
      "similar questions：  [\"I'm\", 'not', 'interested', 'in', 'what', 'you', 'have', 'to', 'say']\n",
      "answer:  Very well.\n",
      "similar questions：  ['You', 'think', \"you're\", 'so', 'funny']\n",
      "answer:  Sometimes humor is tricky for a bot.\n"
     ]
    }
   ],
   "source": [
    "inferred_vector =model.infer_vector([\"How are you?\"])\n",
    "sims=model.dv.most_similar([inferred_vector], topn=3)\n",
    "for docid, sim in sims:\n",
    "    #print(docid)\n",
    "    #print(sim)\"\"\"\n",
    "    print(\"similar questions： \",X[docid])\n",
    "    print(\"answer: \",answer[docid])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "similar questions：  ['Do', 'you', 'think', \"I'm\", 'a', 'good', 'person?']\n",
      "answer:  I enjoy talking with you.\n",
      "similar questions：  ['That', 'is', 'boring']\n",
      "answer:  I aim for efficiency.\n",
      "similar questions：  ['I', 'think', \"I'm\", 'falling', 'for', 'you']\n",
      "answer:  I'm flattered.\n"
     ]
    }
   ],
   "source": [
    "for docid, sim in model.dv.most_similar([model.infer_vector([\"Are you employed?\"])], topn=3):\n",
    "    #print(docid)\n",
    "    #print(sim)\n",
    "    print(\"similar questions： \",X[docid])\n",
    "    print(\"answer: \",answer[docid])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#inferred_vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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