VectorBuilding_emo_word2vec.ipynb

{
 "cells": [
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\nCreated on Tue Nov 13 16:20:44 2020\\nthis file is made for changing sentences to word2vec vectors matrix\\n\\n@author: Shenghan ZHANG\\n'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Created on Tue Nov 13 16:20:44 2020\n",
    "this file is made for changing sentences to word2vec vectors matrix\n",
    "\n",
    "@author: Shenghan ZHANG\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.Import Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# change word to word2vec\n",
    "#import pretrained word2vec dataset from googlenews\n",
    "import numpy as np\n",
    "import pickle\n",
    "from tqdm import tqdm\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding=\"word2vec\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "emo_path=\"DataSet\\\\emo_collection_{b}.csv\".format(b=embedding)\n",
    "emo_df=pd.read_csv(emo_path,sep=\"|\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>emoji/emoticon</th>\n",
       "      <th>key words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>😀</td>\n",
       "      <td>face grin grinning face</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>😃</td>\n",
       "      <td>face grinning face big eyes mouth open smile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>😄</td>\n",
       "      <td>eye face grinning face smiling eyes mouth ope...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>😁</td>\n",
       "      <td>beaming face smiling eyes eye face grin smile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>😆</td>\n",
       "      <td>face grinning squinting face laugh mouth sati...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2279</th>\n",
       "      <td>(　´Д｀)ﾉ(´･ω･`)　ﾅﾃﾞﾅﾃﾞ</td>\n",
       "      <td>patting made made</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2280</th>\n",
       "      <td>(*ﾟﾉOﾟ)&lt;ｵｵｵｵｫｫｫｫｫｫｫｰｰｰｰｰｲ!</td>\n",
       "      <td>calling ooooh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2281</th>\n",
       "      <td>( ﾟ∀ﾟ)ｱﾊﾊ八八ﾉヽﾉヽﾉヽﾉ ＼ / ＼/ ＼</td>\n",
       "      <td>evil laugh literally ahahahaha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2282</th>\n",
       "      <td>（・∀・ ）ヾ(- -；)コラコラ</td>\n",
       "      <td>blaming</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2283</th>\n",
       "      <td>お(^o^)や(^O^)す(^｡^)みぃ(^-^)ﾉﾞ</td>\n",
       "      <td>kana reading ya su mi meaning good night night</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2284 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   emoji/emoticon  \\\n",
       "0                               😀   \n",
       "1                               😃   \n",
       "2                               😄   \n",
       "3                               😁   \n",
       "4                               😆   \n",
       "...                           ...   \n",
       "2279        (　´Д｀)ﾉ(´･ω･`)　ﾅﾃﾞﾅﾃﾞ   \n",
       "2280   (*ﾟﾉOﾟ)<ｵｵｵｵｫｫｫｫｫｫｫｰｰｰｰｰｲ!   \n",
       "2281  ( ﾟ∀ﾟ)ｱﾊﾊ八八ﾉヽﾉヽﾉヽﾉ ＼ / ＼/ ＼   \n",
       "2282            （・∀・ ）ヾ(- -；)コラコラ   \n",
       "2283  お(^o^)や(^O^)す(^｡^)みぃ(^-^)ﾉﾞ   \n",
       "\n",
       "                                              key words  \n",
       "0                              face grin grinning face   \n",
       "1         face grinning face big eyes mouth open smile   \n",
       "2      eye face grinning face smiling eyes mouth ope...  \n",
       "3        beaming face smiling eyes eye face grin smile   \n",
       "4      face grinning squinting face laugh mouth sati...  \n",
       "...                                                 ...  \n",
       "2279                                 patting made made   \n",
       "2280                                     calling ooooh   \n",
       "2281                    evil laugh literally ahahahaha   \n",
       "2282                                           blaming   \n",
       "2283    kana reading ya su mi meaning good night night   \n",
       "\n",
       "[2284 rows x 2 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emo_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.Compute Vectors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1. Get Dict Version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#function for turning dataframe into dict\n",
    "def get_dict(df,keyvalue,content):\n",
    "    list_key=list(df[keyvalue])\n",
    "    list_content=list(df[content])\n",
    "    dict_new = dict(zip(list_key,list_content))\n",
    "    return dict_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "dict_emo = get_dict(emo_df,\"emoji/emoticon\",\"key words\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'😀': ' face grin grinning face ',\n",
       " '😃': ' face grinning face big eyes mouth open smile ',\n",
       " '😄': ' eye face grinning face smiling eyes mouth open smile ',\n",
       " '😁': ' beaming face smiling eyes eye face grin smile ',\n",
       " '😆': ' face grinning squinting face laugh mouth satisfied smile ',\n",
       " '😅': ' cold face grinning face sweat open smile sweat ',\n",
       " '🤣': ' face floor laugh roll rolling rolling floor laughing total ',\n",
       " '😂': ' face face tears joy joy laugh tear ',\n",
       " '🙂': ' face slightly smiling face smile ',\n",
       " '🙃': ' upside face ',\n",
       " '😉': ' face wink winking face ',\n",
       " '😊': ' blush eye face smile smiling face smiling eyes ',\n",
       " '😇': ' angel face fantasy halo innocent smiling face halo ',\n",
       " '🥰': ' adore crush hearts love smiling face hearts ',\n",
       " '😍': ' eye face love smile smiling face heart eyes ',\n",
       " '🤩': ' eyes face grinning star star struck starry eyed ',\n",
       " '😘': ' face face blowing kiss kiss ',\n",
       " '😗': ' face kiss kissing face ',\n",
       " '☺': ' face outlined relaxed smile smiling face ',\n",
       " '😚': ' closed eye face kiss kissing face closed eyes ',\n",
       " '😙': ' eye face kiss kissing face smiling eyes smile ',\n",
       " '\\U0001f972': ' grateful proud relieved smiling smiling face tear tear touched ',\n",
       " '😋': ' delicious face face savor food savor smile yum ',\n",
       " '😛': ' face face tongue tongue ',\n",
       " '😜': ' eye face joke tongue wink winking face tongue ',\n",
       " '🤪': ' eye goofy large small zany face ',\n",
       " '😝': ' eye face horrible squinting face tongue taste tongue ',\n",
       " '🤑': ' face money money mouth face mouth ',\n",
       " '🤗': ' hugging face ',\n",
       " '🤭': ' face hand mouth whoops shock sudden realization surprise ',\n",
       " '🤫': ' quiet shush hushing face ',\n",
       " '🤔': ' thinking face ',\n",
       " '🤐': ' face mouth zipper zipper mouth face ',\n",
       " '🤨': ' distrust face raised eyebrow sceptic disapproval disbelief mild surprise scepticism ',\n",
       " '😐': ' neutral face ',\n",
       " '😑': ' expressionless face ',\n",
       " '😶': ' face face without mouth mouth quiet silent ',\n",
       " '😶\\u200d🌫️': ' face clouds ',\n",
       " '😏': ' face smirk smirking face ',\n",
       " '😒': ' unamused face ',\n",
       " '🙄': ' eyeball eyes face face rolling eyes rolling ',\n",
       " '😬': ' face grimace grimacing face ',\n",
       " '😮\\u200d💨': ' face exhaling ',\n",
       " '🤥': ' face lie lying face pinocchio ',\n",
       " '😌': ' relieved face ',\n",
       " '😔': ' pensive face ',\n",
       " '😪': ' face sleep sleepy face ',\n",
       " '🤤': ' drooling face ',\n",
       " '😴': ' face sleep sleeping face izz ',\n",
       " '😷': ' cold doctor face face medical mask mask sick ',\n",
       " '🤒': ' face face thermometer ill sick thermometer ',\n",
       " '🤕': ' bandage face face head bandage hurt injury ',\n",
       " '🤢': ' nauseated face ',\n",
       " '🤮': ' face vomiting sick vomit ',\n",
       " '🤧': ' face gesundheit sneeze sneezing face ',\n",
       " '🥵': ' feverish heat stroke hot hot face red faced sweating ',\n",
       " '🥶': ' blue faced cold cold face freezing frostbite icicles ',\n",
       " '🥴': ' dizzy intoxicated tipsy uneven eyes wavy mouth woozy face ',\n",
       " '😵': ' dead face knocked knocked face ',\n",
       " '😵\\u200d💫': ' face spiral eyes ',\n",
       " '🤯': ' exploding head mind blown shocked ',\n",
       " '🤠': ' cowboy hat face ',\n",
       " '🥳': ' celebration hat horn party partying face ',\n",
       " '\\U0001f978': ' disguise disguised face face glasses incognito nose ',\n",
       " '😎': ' bright cool face smiling face sunglasses sun sunglasses ',\n",
       " '🤓': ' nerd face ',\n",
       " '🧐': ' face monocle stuffy wealthy ',\n",
       " '😕': ' confused face ',\n",
       " '😟': ' worried face ',\n",
       " '🙁': ' face frown slightly frowning face ',\n",
       " '☹': ' face frown frowning face ',\n",
       " '😮': ' face face open mouth mouth open sympathy ',\n",
       " '😯': ' hushed face ',\n",
       " '😲': ' astonished face ',\n",
       " '😳': ' flushed face ',\n",
       " '🥺': ' begging mercy pleading face puppy eyes ',\n",
       " '😦': ' face frown frowning face open mouth mouth open ',\n",
       " '😧': ' anguished face ',\n",
       " '😨': ' fearful face ',\n",
       " '😰': ' anxious face sweat blue cold face rushed sweat ',\n",
       " '😥': ' disappointed face relieved sad relieved face whew ',\n",
       " '😢': ' cry crying face face sad tear ',\n",
       " '😭': ' cry face loudly crying face sad sob tear ',\n",
       " '😱': ' face face screaming fear fear munch scared scream ',\n",
       " '😖': ' confounded face ',\n",
       " '😣': ' face persevere persevering face ',\n",
       " '😞': ' disappointed face ',\n",
       " '😓': ' cold downcast face sweat face sweat ',\n",
       " '😩': ' weary face ',\n",
       " '😫': ' tired face ',\n",
       " '🥱': ' bored tired yawn yawning face ',\n",
       " '😤': ' face face steam nose triumph won ',\n",
       " '😡': ' pouting face ',\n",
       " '😠': ' angry face ',\n",
       " '🤬': ' face symbols mouth swearing cursing ',\n",
       " '😈': ' face fairy tale fantasy horns smile smiling face horns ',\n",
       " '👿': ' angry face horns demon devil face fantasy imp ',\n",
       " '💀': ' death face fairy tale monster skull ',\n",
       " '☠': ' crossbones death face monster skull skull crossbones ',\n",
       " '💩': ' dung face monster pile poo poo poop ',\n",
       " '🤡': ' clown face ',\n",
       " '👹': ' creature face fairy tale fantasy monster ogre troll ',\n",
       " '👺': ' creature face fairy tale fantasy goblin monster ',\n",
       " '👻': ' creature face fairy tale fantasy ghost monster ',\n",
       " '👽': ' alien creature extraterrestrial face fantasy ufo ',\n",
       " '👾': ' alien monster ',\n",
       " '🤖': ' face monster robot ',\n",
       " '😺': ' grinning cat ',\n",
       " '😸': ' cat eye face grin grinning cat smiling eyes smile ',\n",
       " '😹': ' cat cat tears joy face joy tear ',\n",
       " '😻': ' cat eye face heart love smile smiling cat heart eyes ',\n",
       " '😼': ' cat cat wry smile face ironic smile wry ',\n",
       " '😽': ' cat eye face kiss kissing cat ',\n",
       " '🙀': ' weary cat ',\n",
       " '😿': ' cat cry crying cat face sad tear ',\n",
       " '😾': ' pouting cat ',\n",
       " '🙈': ' evil face forbidden monkey see see no evil monkey ',\n",
       " '🙉': ' evil face forbidden hear hear no evil monkey monkey ',\n",
       " '🙊': ' evil face forbidden monkey speak speak no evil monkey ',\n",
       " '💋': ' kiss kiss mark lips ',\n",
       " '💌': ' love letter ',\n",
       " '💘': ' arrow cupid heart arrow ',\n",
       " '💝': ' heart ribbon ribbon valentine ',\n",
       " '💖': ' excited sparkle sparkling heart ',\n",
       " '💗': ' excited growing growing heart nervous pulse ',\n",
       " '💓': ' beating beating heart heartbeat pulsating ',\n",
       " '💞': ' revolving revolving hearts ',\n",
       " '💕': ' love two hearts ',\n",
       " '💟': ' heart heart decoration ',\n",
       " '❣': ' exclamation heart exclamation mark punctuation ',\n",
       " '💔': ' break broken broken heart ',\n",
       " '❤️\\u200d🔥': ' heart fire ',\n",
       " '❤️\\u200d🩹': ' mending heart ',\n",
       " '❤': ' heart red heart ',\n",
       " '🧡': ' orange orange heart ',\n",
       " '💛': ' yellow yellow heart ',\n",
       " '💚': ' green green heart ',\n",
       " '💙': ' blue blue heart ',\n",
       " '💜': ' purple purple heart ',\n",
       " '🤎': ' brown heart ',\n",
       " '🖤': ' black black heart evil wicked ',\n",
       " '🤍': ' white heart ',\n",
       " '💯': ' full hundred hundred points score ',\n",
       " '💢': ' anger symbol angry comic mad ',\n",
       " '💥': ' boom collision comic ',\n",
       " '💫': ' comic dizzy star ',\n",
       " '💦': ' comic splashing sweat sweat droplets ',\n",
       " '💨': ' comic dash dashing away running ',\n",
       " '🕳': ' hole ',\n",
       " '💣': ' bomb comic ',\n",
       " '💬': ' speech balloon ',\n",
       " '👁️\\u200d🗨️': ' eye eye speech bubble speech bubble witness ',\n",
       " '🗨': ' dialog left speech bubble speech ',\n",
       " '🗯': ' angry balloon bubble mad right anger bubble ',\n",
       " '💭': ' thought balloon ',\n",
       " '💤': ' comic sleep izz ',\n",
       " '👋': ' waving hand ',\n",
       " '🤚': ' backhand raised raised back hand ',\n",
       " '🖐': ' finger hand hand fingers splayed splayed ',\n",
       " '✋': ' hand high high five raised hand ',\n",
       " '🖖': ' finger hand spock vulcan vulcan salute ',\n",
       " '👌': ' ok hand ',\n",
       " '\\U0001f90c': ' pinched fingers ',\n",
       " '🤏': ' pinching hand small amount ',\n",
       " '✌': ' victory hand ',\n",
       " '🤞': ' cross crossed fingers finger hand luck ',\n",
       " '🤟': ' hand ill love gesture ',\n",
       " '🤘': ' finger hand horns rock sign horns ',\n",
       " '🤙': ' call call hand hand ',\n",
       " '👈': ' backhand backhand index pointing left finger hand index point ',\n",
       " '👉': ' backhand backhand index pointing right finger hand index point ',\n",
       " '👆': ' backhand backhand index pointing finger hand point ',\n",
       " '🖕': ' finger hand middle finger ',\n",
       " '👇': ' backhand backhand index pointing finger hand point ',\n",
       " '☝': ' finger hand index index pointing point ',\n",
       " '👍': ' hand thumb thumbs ',\n",
       " '👎': ' hand thumb thumbs ',\n",
       " '✊': ' clenched fist hand punch raised fist ',\n",
       " '👊': ' clenched fist hand oncoming fist punch ',\n",
       " '🤛': ' fist left facing fist leftwards ',\n",
       " '🤜': ' fist right facing fist rightwards ',\n",
       " '👏': ' clap clapping hands hand ',\n",
       " '🙌': ' celebration gesture hand hooray raised raising hands ',\n",
       " '👐': ' hand open open hands ',\n",
       " '🤲': ' palms together prayer cupped hands ',\n",
       " '🤝': ' agreement hand handshake meeting shake ',\n",
       " '🙏': ' ask folded hands hand high high five please pray thanks ',\n",
       " '✍': ' hand write writing hand ',\n",
       " '💅': ' nail polish ',\n",
       " '🤳': ' camera phone self ',\n",
       " '💪': ' biceps comic flex flexed biceps muscle ',\n",
       " '🦾': ' accessibility mechanical arm prosthetic ',\n",
       " '🦿': ' accessibility mechanical leg prosthetic ',\n",
       " '🦵': ' kick leg limb ',\n",
       " '🦶': ' foot kick stomp ',\n",
       " '👂': ' body ear ',\n",
       " '🦻': ' accessibility ear hearing aid hard hearing ',\n",
       " '👃': ' body nose ',\n",
       " '🧠': ' brain intelligent ',\n",
       " '\\U0001fac0': ' anatomical heart ',\n",
       " '\\U0001fac1': ' breath exhalation inhalation lungs organ respiration ',\n",
       " '🦷': ' dentist tooth ',\n",
       " '🦴': ' bone skeleton ',\n",
       " '👀': ' eye eyes face ',\n",
       " '👁': ' body eye ',\n",
       " '👅': ' body tongue ',\n",
       " '👄': ' lips mouth ',\n",
       " '👶': ' baby young ',\n",
       " '🧒': ' child gender neutral unspecified gender young ',\n",
       " '👦': ' boy young ',\n",
       " '👧': ' girl virgo young zodiac ',\n",
       " '🧑': ' adult gender neutral person unspecified gender ',\n",
       " '👱': ' blond blond haired person hair person blond hair ',\n",
       " '👨': ' adult man ',\n",
       " '🧔': ' beard person person beard bewhiskered ',\n",
       " '🧔\\u200d♂️': ' man beard ',\n",
       " '🧔\\u200d♀️': ' woman beard ',\n",
       " '👨\\u200d🦰': ' man red hair ',\n",
       " '👨\\u200d🦱': ' man curly hair ',\n",
       " '👨\\u200d🦳': ' man white hair ',\n",
       " '👨\\u200d🦲': ' man bald ',\n",
       " '👩': ' adult woman ',\n",
       " '👩\\u200d🦰': ' woman red hair ',\n",
       " '🧑\\u200d🦰': ' person red hair ',\n",
       " '👩\\u200d🦱': ' woman curly hair ',\n",
       " '🧑\\u200d🦱': ' person curly hair ',\n",
       " '👩\\u200d🦳': ' woman white hair ',\n",
       " '🧑\\u200d🦳': ' person white hair ',\n",
       " '👩\\u200d🦲': ' woman bald ',\n",
       " '🧑\\u200d🦲': ' person bald ',\n",
       " '👱\\u200d♀️': ' blond haired woman blonde hair woman woman blond hair ',\n",
       " '👱\\u200d♂️': ' blond blond haired man hair man man blond hair ',\n",
       " '🧓': ' adult gender neutral old older person unspecified gender ',\n",
       " '👴': ' old man ',\n",
       " '👵': ' old woman ',\n",
       " '🙍': ' frown gesture person frowning ',\n",
       " '🙍\\u200d♂️': ' man frowning ',\n",
       " '🙍\\u200d♀️': ' woman frowning ',\n",
       " '🙎': ' gesture person pouting pouting ',\n",
       " '🙎\\u200d♂️': ' man pouting ',\n",
       " '🙎\\u200d♀️': ' woman pouting ',\n",
       " '🙅': ' forbidden gesture hand person gesturing no prohibited ',\n",
       " '🙅\\u200d♂️': ' forbidden gesture hand man man gesturing no prohibited ',\n",
       " '🙅\\u200d♀️': ' forbidden gesture hand prohibited woman woman gesturing no ',\n",
       " '🙆': ' gesture hand ok person gesturing ok ',\n",
       " '🙆\\u200d♂️': ' gesture hand man man gesturing ok ok ',\n",
       " '🙆\\u200d♀️': ' gesture hand ok woman woman gesturing ok ',\n",
       " '💁': ' hand help information person tipping hand sassy tipping ',\n",
       " '💁\\u200d♂️': ' man man tipping hand sassy tipping hand ',\n",
       " '💁\\u200d♀️': ' sassy tipping hand woman woman tipping hand ',\n",
       " '🙋': ' gesture hand happy person raising hand raised ',\n",
       " '🙋\\u200d♂️': ' gesture man man raising hand raising hand ',\n",
       " '🙋\\u200d♀️': ' gesture raising hand woman woman raising hand ',\n",
       " '🧏': ' accessibility deaf deaf person ear hear ',\n",
       " '🧏\\u200d♂️': ' deaf man ',\n",
       " '🧏\\u200d♀️': ' deaf woman ',\n",
       " '🙇': ' apology bow gesture person bowing sorry ',\n",
       " '🙇\\u200d♂️': ' man bowing ',\n",
       " '🙇\\u200d♀️': ' woman bowing ',\n",
       " '🤦': ' disbelief exasperation face palm person facepalm ',\n",
       " '🤦\\u200d♂️': ' disbelief exasperation facepalm man man facepalm ',\n",
       " '🤦\\u200d♀️': ' disbelief exasperation facepalm woman woman facepalm ',\n",
       " '🤷': ' doubt ignorance indifference person shrugging shrug ',\n",
       " '🤷\\u200d♂️': ' doubt ignorance indifference man man shrugging shrug ',\n",
       " '🤷\\u200d♀️': ' doubt ignorance indifference shrug woman woman shrugging ',\n",
       " '🧑\\u200d⚕️': ' doctor health worker healthcare nurse therapist ',\n",
       " '👨\\u200d⚕️': ' doctor healthcare man man health worker nurse therapist ',\n",
       " '👩\\u200d⚕️': ' doctor healthcare nurse therapist woman woman health worker ',\n",
       " '🧑\\u200d🎓': ' graduate student ',\n",
       " '👨\\u200d🎓': ' man student ',\n",
       " '👩\\u200d🎓': ' woman student ',\n",
       " '🧑\\u200d🏫': ' instructor professor teacher ',\n",
       " '👨\\u200d🏫': ' man teacher ',\n",
       " '👩\\u200d🏫': ' woman teacher ',\n",
       " '🧑\\u200d⚖️': ' judge justice scales ',\n",
       " '👨\\u200d⚖️': ' man judge ',\n",
       " '👩\\u200d⚖️': ' woman judge ',\n",
       " '🧑\\u200d🌾': ' farmer gardener rancher ',\n",
       " '👨\\u200d🌾': ' man farmer ',\n",
       " '👩\\u200d🌾': ' woman farmer ',\n",
       " '🧑\\u200d🍳': ' chef cook ',\n",
       " '👨\\u200d🍳': ' man cook ',\n",
       " '👩\\u200d🍳': ' woman cook ',\n",
       " '🧑\\u200d🔧': ' electrician mechanic plumber tradesperson ',\n",
       " '👨\\u200d🔧': ' man mechanic ',\n",
       " '👩\\u200d🔧': ' woman mechanic ',\n",
       " '🧑\\u200d🏭': ' factory worker ',\n",
       " '👨\\u200d🏭': ' man factory worker ',\n",
       " '👩\\u200d🏭': ' woman factory worker ',\n",
       " '🧑\\u200d💼': ' architect business manager office worker white collar ',\n",
       " '👨\\u200d💼': ' architect business man man office worker manager white collar ',\n",
       " '👩\\u200d💼': ' architect business manager white collar woman woman office worker ',\n",
       " '🧑\\u200d🔬': ' biologist chemist engineer physicist scientist ',\n",
       " '👨\\u200d🔬': ' man scientist ',\n",
       " '👩\\u200d🔬': ' woman scientist ',\n",
       " '🧑\\u200d💻': ' coder developer inventor software technologist ',\n",
       " '👨\\u200d💻': ' man technologist ',\n",
       " '👩\\u200d💻': ' woman technologist ',\n",
       " '🧑\\u200d🎤': ' actor entertainer rock singer star ',\n",
       " '👨\\u200d🎤': ' man singer ',\n",
       " '👩\\u200d🎤': ' woman singer ',\n",
       " '🧑\\u200d🎨': ' artist palette ',\n",
       " '👨\\u200d🎨': ' man artist ',\n",
       " '👩\\u200d🎨': ' woman artist ',\n",
       " '🧑\\u200d✈️': ' pilot plane ',\n",
       " '👨\\u200d✈️': ' man pilot ',\n",
       " '👩\\u200d✈️': ' woman pilot ',\n",
       " '🧑\\u200d🚀': ' astronaut rocket ',\n",
       " '👨\\u200d🚀': ' man astronaut ',\n",
       " '👩\\u200d🚀': ' woman astronaut ',\n",
       " '🧑\\u200d🚒': ' firefighter firetruck ',\n",
       " '👨\\u200d🚒': ' man firefighter ',\n",
       " '👩\\u200d🚒': ' woman firefighter ',\n",
       " '👮': ' police officer ',\n",
       " '👮\\u200d♂️': ' man police officer ',\n",
       " '👮\\u200d♀️': ' woman police officer ',\n",
       " '🕵': ' detective sleuth spy ',\n",
       " '🕵️\\u200d♂️': ' man detective ',\n",
       " '🕵️\\u200d♀️': ' woman detective ',\n",
       " '💂': ' guard ',\n",
       " '💂\\u200d♂️': ' man guard ',\n",
       " '💂\\u200d♀️': ' woman guard ',\n",
       " '\\U0001f977': ' fighter hidden ninja stealth ',\n",
       " '👷': ' construction worker ',\n",
       " '👷\\u200d♂️': ' man construction worker ',\n",
       " '👷\\u200d♀️': ' woman construction worker ',\n",
       " '🤴': ' prince ',\n",
       " '👸': ' fairy tale fantasy princess ',\n",
       " '👳': ' person wearing turban turban ',\n",
       " '👳\\u200d♂️': ' man man wearing turban turban ',\n",
       " '👳\\u200d♀️': ' turban woman woman wearing turban ',\n",
       " '👲': ' cap guy pi mao hat person person skullcap skullcap ',\n",
       " '🧕': ' headscarf hijaz mantilla michel woman headscarf bandana head kerchief ',\n",
       " '🤵': ' groom person person tuxedo tuxedo ',\n",
       " '🤵\\u200d♂️': ' man man tuxedo tuxedo ',\n",
       " '🤵\\u200d♀️': ' tuxedo woman woman tuxedo ',\n",
       " '👰': ' bride person person veil veil wedding ',\n",
       " '👰\\u200d♂️': ' man man veil veil ',\n",
       " '👰\\u200d♀️': ' veil woman woman veil ',\n",
       " '🤰': ' pregnant woman ',\n",
       " '🤱': ' baby breast breast feeding nursing ',\n",
       " '👩\\u200d🍼': ' woman feeding baby ',\n",
       " '👨\\u200d🍼': ' man feeding baby ',\n",
       " '🧑\\u200d🍼': ' person feeding baby ',\n",
       " '👼': ' baby angel ',\n",
       " '🎅': ' celebration christmas claus father santa santa claus ',\n",
       " '🤶': ' celebration christmas claus mother mr mr claus ',\n",
       " '🧑\\u200d🎄': ' claus christmas mx claus ',\n",
       " '🦸': ' good hero heroine superhero superpower ',\n",
       " '🦸\\u200d♂️': ' good hero man man superhero superpower ',\n",
       " '🦸\\u200d♀️': ' good hero heroine superpower woman woman superhero ',\n",
       " '🦹': ' criminal evil superpower supervillain villain ',\n",
       " '🦹\\u200d♂️': ' criminal evil man man supervillain superpower villain ',\n",
       " '🦹\\u200d♀️': ' criminal evil superpower villain woman woman supervillain ',\n",
       " '🧙': ' mage sorcerer sorceress witch wizard ',\n",
       " '🧙\\u200d♂️': ' man mage sorcerer wizard ',\n",
       " '🧙\\u200d♀️': ' sorceress witch woman mage ',\n",
       " '🧚': ' fairy oberon puck titania ',\n",
       " '🧚\\u200d♂️': ' man fairy oberon puck ',\n",
       " '🧚\\u200d♀️': ' titania woman fairy ',\n",
       " '🧛': ' dracula undead vampire ',\n",
       " '🧛\\u200d♂️': ' dracula man vampire undead ',\n",
       " '🧛\\u200d♀️': ' undead woman vampire ',\n",
       " '🧜': ' mermaid german meyerson merriman ',\n",
       " '🧜\\u200d♂️': ' german triton ',\n",
       " '🧜\\u200d♀️': ' mermaid merriman ',\n",
       " '🧝': ' elf magical lot style ',\n",
       " '🧝\\u200d♂️': ' magical man elf ',\n",
       " '🧝\\u200d♀️': ' magical woman elf ',\n",
       " '🧞': ' djinn genie non human color ',\n",
       " '🧞\\u200d♂️': ' djinn man genie ',\n",
       " '🧞\\u200d♀️': ' djinn woman genie ',\n",
       " '🧟': ' undead walking dead zombie non human color ',\n",
       " '🧟\\u200d♂️': ' man zombie undead walking dead ',\n",
       " '🧟\\u200d♀️': ' undead walking dead woman zombie ',\n",
       " '💆': ' face massage person getting massage salon ',\n",
       " '💆\\u200d♂️': ' face man man getting massage massage ',\n",
       " '💆\\u200d♀️': ' face massage woman woman getting massage ',\n",
       " '💇': ' barber beauty haircut parlor person getting haircut ',\n",
       " '💇\\u200d♂️': ' haircut man man getting haircut ',\n",
       " '💇\\u200d♀️': ' haircut woman woman getting haircut ',\n",
       " '🚶': ' hike person walking walk walking ',\n",
       " '🚶\\u200d♂️': ' hike man man walking walk ',\n",
       " '🚶\\u200d♀️': ' hike walk woman woman walking ',\n",
       " '🧍': ' person standing stand standing ',\n",
       " '🧍\\u200d♂️': ' man standing ',\n",
       " '🧍\\u200d♀️': ' woman standing ',\n",
       " '🧎': ' kneel kneeling person kneeling ',\n",
       " '🧎\\u200d♂️': ' man kneeling ',\n",
       " '🧎\\u200d♀️': ' woman kneeling ',\n",
       " '🧑\\u200d🦯': ' accessibility blind person white cane ',\n",
       " '👨\\u200d🦯': ' accessibility blind man man white cane ',\n",
       " '👩\\u200d🦯': ' accessibility blind woman woman white cane ',\n",
       " '🧑\\u200d🦼': ' accessibility person motorized wheelchair wheelchair ',\n",
       " '👨\\u200d🦼': ' accessibility man man motorized wheelchair wheelchair ',\n",
       " '👩\\u200d🦼': ' accessibility wheelchair woman woman motorized wheelchair ',\n",
       " '🧑\\u200d🦽': ' accessibility person manual wheelchair wheelchair ',\n",
       " '👨\\u200d🦽': ' accessibility man man manual wheelchair wheelchair ',\n",
       " '👩\\u200d🦽': ' accessibility wheelchair woman woman manual wheelchair ',\n",
       " '🏃': ' marathon person running running ',\n",
       " '🏃\\u200d♂️': ' man running ',\n",
       " '🏃\\u200d♀️': ' woman running ',\n",
       " '💃': ' woman dancing ',\n",
       " '🕺': ' man dancing ',\n",
       " '🕴': ' business person person suit levitating suit ',\n",
       " '👯': ' bunny ear dancer partying people bunny ears ',\n",
       " '👯\\u200d♂️': ' bunny ear dancer men men bunny ears partying ',\n",
       " '👯\\u200d♀️': ' bunny ear dancer partying women women bunny ears ',\n",
       " '🧖': ' person steamy room sauna steam room hamas steamboat ',\n",
       " '🧖\\u200d♂️': ' man steamy room sauna steam room ',\n",
       " '🧖\\u200d♀️': ' sauna steam room woman steamy room ',\n",
       " '🧗': ' climber person climbing ',\n",
       " '🧗\\u200d♂️': ' climber man climbing ',\n",
       " '🧗\\u200d♀️': ' climber woman climbing ',\n",
       " '🤺': ' fencer fencing person fencing sword ',\n",
       " '🏇': ' horse racing ',\n",
       " '⛷': ' ski skier snow ',\n",
       " '🏂': ' ski snow snowbound snowboarder ',\n",
       " '🏌': ' ball golf person golfing ',\n",
       " '🏌️\\u200d♂️': ' golf man man golfing ',\n",
       " '🏌️\\u200d♀️': ' golf woman woman golfing ',\n",
       " '🏄': ' person surfing surfing ',\n",
       " '🏄\\u200d♂️': ' man surfing ',\n",
       " '🏄\\u200d♀️': ' woman surfing ',\n",
       " '🚣': ' boat person rowing boat robot ',\n",
       " '🚣\\u200d♂️': ' boat man man rowing boat robot ',\n",
       " '🚣\\u200d♀️': ' boat robot woman woman rowing boat ',\n",
       " '🏊': ' person swimming swim ',\n",
       " '🏊\\u200d♂️': ' man man swimming swim ',\n",
       " '🏊\\u200d♀️': ' swim woman woman swimming ',\n",
       " '⛹': ' ball person bouncing ball ',\n",
       " '⛹️\\u200d♂️': ' ball man man bouncing ball ',\n",
       " '⛹️\\u200d♀️': ' ball woman woman bouncing ball ',\n",
       " '🏋': ' lifter person lifting weights weight ',\n",
       " '🏋️\\u200d♂️': ' man man lifting weights weight lifter ',\n",
       " '🏋️\\u200d♀️': ' weight lifter woman woman lifting weights ',\n",
       " '🚴': ' bicycle biking cyclist person biking ',\n",
       " '🚴\\u200d♂️': ' man biking ',\n",
       " '🚴\\u200d♀️': ' woman biking ',\n",
       " '🚵': ' bicycle bicycles bike cyclist mountain person mountain biking ',\n",
       " '🚵\\u200d♂️': ' bicycle bike cyclist man man mountain biking mountain ',\n",
       " '🚵\\u200d♀️': ' woman mountain biking ',\n",
       " '🤸': ' cartwheel gymnastics person cartwheeling ',\n",
       " '🤸\\u200d♂️': ' cartwheel gymnastics man man cartwheeling ',\n",
       " '🤸\\u200d♀️': ' cartwheel gymnastics woman woman cartwheeling ',\n",
       " '🤼': ' people wrestling wrestle wrestler ',\n",
       " '🤼\\u200d♂️': ' men men wrestling wrestle ',\n",
       " '🤼\\u200d♀️': ' women women wrestling wrestle ',\n",
       " '🤽': ' person playing water polo polo water ',\n",
       " '🤽\\u200d♂️': ' man man playing water polo water polo ',\n",
       " '🤽\\u200d♀️': ' water polo woman woman playing water polo ',\n",
       " '🤾': ' ball handball person playing handball ',\n",
       " '🤾\\u200d♂️': ' handball man man playing handball ',\n",
       " '🤾\\u200d♀️': ' handball woman woman playing handball ',\n",
       " '🤹': ' balance juggle multitask person juggling skill ',\n",
       " '🤹\\u200d♂️': ' man juggling ',\n",
       " '🤹\\u200d♀️': ' woman juggling ',\n",
       " '🧘': ' meditation person lotus position yoga serenity ',\n",
       " '🧘\\u200d♂️': ' man lotus position meditation yoga ',\n",
       " '🧘\\u200d♀️': ' meditation woman lotus position yoga ',\n",
       " '🛀': ' bath bathtub person taking bath ',\n",
       " '🛌': ' hotel person bed sleep ',\n",
       " '🧑\\u200d🤝\\u200d🧑': ' couple hand hold holding hands people holding hands person ',\n",
       " '👭': ' couple hand holding hands women women holding hands ',\n",
       " '👫': ' couple hand hold holding hands man woman woman man holding hands ',\n",
       " '👬': ' couple gemini holding hands man men men holding hands twins zodiac ',\n",
       " '💏': ' couple kiss ',\n",
       " '👩\\u200d❤️\\u200d💋\\u200d👨': ' kiss woman man ',\n",
       " '👨\\u200d❤️\\u200d💋\\u200d👨': ' kiss man man ',\n",
       " '👩\\u200d❤️\\u200d💋\\u200d👩': ' kiss woman woman ',\n",
       " '💑': ' couple couple heart love ',\n",
       " '👩\\u200d❤️\\u200d👨': ' couple heart woman man ',\n",
       " '👨\\u200d❤️\\u200d👨': ' couple heart man man ',\n",
       " '👩\\u200d❤️\\u200d👩': ' couple heart woman woman ',\n",
       " '👪': ' family ',\n",
       " '👨\\u200d👩\\u200d👦': ' family man woman boy ',\n",
       " '👨\\u200d👩\\u200d👧': ' family man woman girl ',\n",
       " '👨\\u200d👩\\u200d👧\\u200d👦': ' family man woman girl boy ',\n",
       " '👨\\u200d👩\\u200d👦\\u200d👦': ' family man woman boy boy ',\n",
       " '👨\\u200d👩\\u200d👧\\u200d👧': ' family man woman girl girl ',\n",
       " '👨\\u200d👨\\u200d👦': ' family man man boy ',\n",
       " '👨\\u200d👨\\u200d👧': ' family man man girl ',\n",
       " '👨\\u200d👨\\u200d👧\\u200d👦': ' family man man girl boy ',\n",
       " '👨\\u200d👨\\u200d👦\\u200d👦': ' family man man boy boy ',\n",
       " '👨\\u200d👨\\u200d👧\\u200d👧': ' family man man girl girl ',\n",
       " '👩\\u200d👩\\u200d👦': ' family woman woman boy ',\n",
       " '👩\\u200d👩\\u200d👧': ' family woman woman girl ',\n",
       " '👩\\u200d👩\\u200d👧\\u200d👦': ' family woman woman girl boy ',\n",
       " '👩\\u200d👩\\u200d👦\\u200d👦': ' family woman woman boy boy ',\n",
       " '👩\\u200d👩\\u200d👧\\u200d👧': ' family woman woman girl girl ',\n",
       " '👨\\u200d👦': ' family man boy ',\n",
       " '👨\\u200d👦\\u200d👦': ' family man boy boy ',\n",
       " '👨\\u200d👧': ' family man girl ',\n",
       " '👨\\u200d👧\\u200d👦': ' family man girl boy ',\n",
       " '👨\\u200d👧\\u200d👧': ' family man girl girl ',\n",
       " '👩\\u200d👦': ' family woman boy ',\n",
       " '👩\\u200d👦\\u200d👦': ' family woman boy boy ',\n",
       " '👩\\u200d👧': ' family woman girl ',\n",
       " '👩\\u200d👧\\u200d👦': ' family woman girl boy ',\n",
       " '👩\\u200d👧\\u200d👧': ' family woman girl girl ',\n",
       " '🗣': ' speaking head ',\n",
       " '👤': ' bust bust silhouette silhouette ',\n",
       " '👥': ' bust busts silhouette silhouette ',\n",
       " '\\U0001fac2': ' goodbye hello hug people hugging thanks ',\n",
       " '👣': ' clothing footprint footprints print ',\n",
       " '🦰': ' ginger red hair redhead ',\n",
       " '🦱': ' afro curly curly hair ringlets ',\n",
       " '🦳': ' white hair ',\n",
       " '🦲': ' bald chemotherapy hairless no hair shaven ',\n",
       " '🐵': ' monkey face ',\n",
       " '🐒': ' monkey ',\n",
       " '🦍': ' gorilla ',\n",
       " '🦧': ' ape orangutan ',\n",
       " '🐶': ' dog face ',\n",
       " '🐕': ' dog pet ',\n",
       " '🦮': ' accessibility blind guide guide dog ',\n",
       " '🐕\\u200d🦺': ' service dog ',\n",
       " '🐩': ' dog poodle ',\n",
       " '🐺': ' face wolf ',\n",
       " '🦊': ' face fox ',\n",
       " '🦝': ' curious raccoon sly ',\n",
       " '🐱': ' cat face ',\n",
       " '🐈': ' cat pet ',\n",
       " '🐈\\u200d⬛': ' black cat ',\n",
       " '🦁': ' face leo lion zodiac ',\n",
       " '🐯': ' tiger face ',\n",
       " '🐅': ' tiger ',\n",
       " '🐆': ' leopard ',\n",
       " '🐴': ' horse face ',\n",
       " '🐎': ' equestrian horse racehorse racing ',\n",
       " '🦄': ' face unicorn ',\n",
       " '🦓': ' stripe zebra ',\n",
       " '🦌': ' deer ',\n",
       " '\\U0001f9ac': ' bison buffalo herd wisest ',\n",
       " '🐮': ' cow face ',\n",
       " '🐂': ' bull ox taurus zodiac ',\n",
       " '🐃': ' water buffalo ',\n",
       " '🐄': ' cow ',\n",
       " '🐷': ' pig face ',\n",
       " '🐖': ' pig sow ',\n",
       " '🐗': ' boar pig ',\n",
       " '🐽': ' pig nose ',\n",
       " '🐏': ' aries male ram sheep zodiac ',\n",
       " '🐑': ' ewe female sheep ',\n",
       " '🐐': ' capricorn goat zodiac ',\n",
       " '🐪': ' camel dromedary hump ',\n",
       " '🐫': ' bacteria camel hump two hump camel ',\n",
       " '🦙': ' alpaca unaco llama vice wool ',\n",
       " '🦒': ' giraffe spots ',\n",
       " '🐘': ' elephant ',\n",
       " '\\U0001f9a3': ' extinction large mammoth tusk woolly ',\n",
       " '🦏': ' rhinoceros ',\n",
       " '🦛': ' hippo hippopotamus ',\n",
       " '🐭': ' mouse face ',\n",
       " '🐁': ' mouse ',\n",
       " '🐀': ' rat ',\n",
       " '🐹': ' face hamster pet ',\n",
       " '🐰': ' rabbit face ',\n",
       " '🐇': ' bunny pet rabbit ',\n",
       " '🐿': ' chipmunk squirrel ',\n",
       " '\\U0001f9ab': ' beaver dam ',\n",
       " '🦔': ' hedgehog spiny ',\n",
       " '🦇': ' bat vampire ',\n",
       " '🐻': ' bear face ',\n",
       " '🐻\\u200d❄️': ' arctic bear polar bear white ',\n",
       " '🐨': ' bear koala ',\n",
       " '🐼': ' face panda ',\n",
       " '🦥': ' lazy sloth slow ',\n",
       " '🦦': ' fishing otter playful ',\n",
       " '🦨': ' skunk stink ',\n",
       " '🦘': ' australia joey jump kangaroo marsupial ',\n",
       " '🦡': ' badger honey badger pester ',\n",
       " '🐾': ' feet paw paw prints print ',\n",
       " '🦃': ' bird turkey ',\n",
       " '🐔': ' bird chicken ',\n",
       " '🐓': ' bird rooster ',\n",
       " '🐣': ' hatching chick ',\n",
       " '🐤': ' baby chick ',\n",
       " '🐥': ' baby bird chick front facing baby chick ',\n",
       " '🐦': ' bird ',\n",
       " '🐧': ' bird penguin ',\n",
       " '🕊': ' bird dove fly peace ',\n",
       " '🦅': ' bird eagle ',\n",
       " '🦆': ' bird duck ',\n",
       " '🦢': ' bird cygnet swan ugly duckling ',\n",
       " '🦉': ' bird owl wise ',\n",
       " '\\U0001f9a4': ' dodo extinction large mauritius ',\n",
       " '\\U0001fab6': ' bird feather flight light plumage ',\n",
       " '🦩': ' flamboyant flamingo tropical ',\n",
       " '🦚': ' bird ostentatious peacock peahens proud ',\n",
       " '🦜': ' bird parrot pirate talk ',\n",
       " '🐸': ' face frog ',\n",
       " '🐊': ' crocodile ',\n",
       " '🐢': ' terrapin tortoise turtle ',\n",
       " '🦎': ' lizard reptile ',\n",
       " '🐍': ' bearer ophiuchus serpent snake zodiac ',\n",
       " '🐲': ' dragon face ',\n",
       " '🐉': ' dragon fairy tale ',\n",
       " '🦕': ' brachiosaurus brontosaurus diplodocus sauropod ',\n",
       " '🦖': ' rex tyrannosaurus rex ',\n",
       " '🐳': ' spouting whale ',\n",
       " '🐋': ' whale ',\n",
       " '🐬': ' dolphin flipper ',\n",
       " '\\U0001f9ad': ' sea lion seal ',\n",
       " '🐟': ' fish pisces zodiac ',\n",
       " '🐠': ' tropical fish ',\n",
       " '🐡': ' brownish fish ',\n",
       " '🦈': ' fish shark ',\n",
       " '🐙': ' octopus ',\n",
       " '🐚': ' spiral shell ',\n",
       " '🐌': ' snail ',\n",
       " '🦋': ' butterfly insect pretty ',\n",
       " '🐛': ' bug insect ',\n",
       " '🐜': ' ant insect ',\n",
       " '🐝': ' bee honeybee insect ',\n",
       " '\\U0001fab2': ' beetle bug insect ',\n",
       " '🐞': ' beetle insect lady beetle ladybird ladybug ',\n",
       " '🦗': ' cricket grasshopper orthoptera ',\n",
       " '\\U0001fab3': ' cockroach insect pest roach ',\n",
       " '🕷': ' insect spider ',\n",
       " '🕸': ' spider web ',\n",
       " '🦂': ' scorpio scorpio scorpion zodiac ',\n",
       " '🦟': ' disease fever malaria mosquito pest virus ',\n",
       " '\\U0001fab0': ' disease fly maggot pest rotting ',\n",
       " '\\U0001fab1': ' annelids earthworm parasite worm ',\n",
       " '🦠': ' amoeba bacteria microbe virus ',\n",
       " '💐': ' bouquet flower ',\n",
       " '🌸': ' cherry blossom ',\n",
       " '💮': ' flower white flower ',\n",
       " '🏵': ' plant rosette ',\n",
       " '🌹': ' flower rose ',\n",
       " '🥀': ' wilted flower ',\n",
       " '🌺': ' flower hibiscus ',\n",
       " '🌻': ' flower sun sunflower ',\n",
       " '🌼': ' blossom flower ',\n",
       " '🌷': ' flower tulip ',\n",
       " '🌱': ' seedling young ',\n",
       " '\\U0001fab4': ' boring grow house nurturing plant potted plant useless ',\n",
       " '🌲': ' evergreen tree tree ',\n",
       " '🌳': ' deciduous tree ',\n",
       " '🌴': ' palm tree ',\n",
       " '🌵': ' cactus plant ',\n",
       " '🌾': ' ear grain rice sheaf rice ',\n",
       " '🌿': ' herb leaf ',\n",
       " '☘': ' plant shamrock ',\n",
       " '🍀': ' four leaf clover ',\n",
       " '🍁': ' maple leaf ',\n",
       " '🍂': ' fallen leaf falling leaf ',\n",
       " '🍃': ' blow flutter leaf leaf fluttering wind wind ',\n",
       " '🍇': ' fruit grape grapes ',\n",
       " '🍈': ' fruit melon ',\n",
       " '🍉': ' fruit watermelon ',\n",
       " '🍊': ' fruit orange tangerine ',\n",
       " '🍋': ' citrus fruit lemon ',\n",
       " '🍌': ' banana fruit ',\n",
       " '🍍': ' fruit pineapple ',\n",
       " '🥭': ' fruit mango tropical ',\n",
       " '🍎': ' red apple ',\n",
       " '🍏': ' green apple ',\n",
       " '🍐': ' fruit pear ',\n",
       " '🍑': ' fruit peach ',\n",
       " '🍒': ' berries cherries cherry fruit red ',\n",
       " '🍓': ' berry fruit strawberry ',\n",
       " '\\U0001fad0': ' berry bilberry blue blueberries blueberry ',\n",
       " '🥝': ' kiwi fruit ',\n",
       " '🍅': ' fruit tomato vegetable ',\n",
       " '\\U0001fad2': ' food olive ',\n",
       " '🥥': ' coconut palm pi cold ',\n",
       " '🥑': ' avocado food fruit ',\n",
       " '🍆': ' aubergine eggplant vegetable ',\n",
       " '🥔': ' food potato vegetable ',\n",
       " '🥕': ' carrot food vegetable ',\n",
       " '🌽': ' corn ear ear corn maize maze ',\n",
       " '🌶': ' hot pepper ',\n",
       " '\\U0001fad1': ' bell pepper caesium pepper vegetable ',\n",
       " '🥒': ' cucumber food pickle vegetable ',\n",
       " '🥬': ' bok chop cabbage kale leafy green lettuce ',\n",
       " '🥦': ' broccoli wild cabbage ',\n",
       " '🧄': ' flavouring garlic ',\n",
       " '🧅': ' flavouring onion ',\n",
       " '🍄': ' mushroom toadstool ',\n",
       " '🥜': ' food nut peanut peanuts vegetable ',\n",
       " '🌰': ' chestnut plant ',\n",
       " '🍞': ' bread loaf ',\n",
       " '🥐': ' bread breakfast croissant food french roll ',\n",
       " '🥖': ' baguette bread ',\n",
       " '\\U0001fad3': ' area flatbed lavish nana pity ',\n",
       " '🥨': ' pretzels twisted convoluted ',\n",
       " '🥯': ' babel bakery breakfast scholar ',\n",
       " '🥞': ' breakfast cr pe food hoylake pancake pancakes ',\n",
       " '🧇': ' breakfast indecisive iron waffle ',\n",
       " '🧀': ' cheese cheese wedge ',\n",
       " '🍖': ' bone meat meat bone ',\n",
       " '🍗': ' poultry leg ',\n",
       " '🥩': ' chop cut meat lambchop workshop steak ',\n",
       " '🥓': ' bacon breakfast food meat ',\n",
       " '🍔': ' burger hamburger ',\n",
       " '🍟': ' french fries ',\n",
       " '🍕': ' cheese pizza slice ',\n",
       " '🌭': ' frankfurter hot dog hot-dog sausage ',\n",
       " '🥪': ' bread sandwich ',\n",
       " '🌮': ' mexican taco ',\n",
       " '🌯': ' burrito mexican wrap ',\n",
       " '\\U0001fad4': ' mexican table wrapped ',\n",
       " '🥙': ' stuffed flatbed ',\n",
       " '🧆': ' chickpeas falae meatballs ',\n",
       " '🥚': ' breakfast egg food ',\n",
       " '🍳': ' breakfast cooking egg frying pan ',\n",
       " '🥘': ' casserole food paella pan shallow shallow pan food ',\n",
       " '🍲': ' pot pot food stew ',\n",
       " '\\U0001fad5': ' cheese chocolate fondue melted pot swiss ',\n",
       " '🥣': ' bowl spoon breakfast cereal conger oatmeal porridge ',\n",
       " '🥗': ' green salad ',\n",
       " '🍿': ' popcorn ',\n",
       " '🧈': ' butter dairy ',\n",
       " '🧂': ' condiment salt shaker ',\n",
       " '🥫': ' canned food ',\n",
       " '🍱': ' bent box ',\n",
       " '🍘': ' rice cracker ',\n",
       " '🍙': ' rice ball ',\n",
       " '🍚': ' cooked rice ',\n",
       " '🍛': ' curry rice ',\n",
       " '🍜': ' steaming bowl ',\n",
       " '🍝': ' pasta spaghetti ',\n",
       " '🍠': ' roasted sweet potato ',\n",
       " '🍢': ' kebab open seafood skewer stick ',\n",
       " '🍣': ' sushi ',\n",
       " '🍤': ' fried shrimp ',\n",
       " '🍥': ' cake fish fish cake swirl pastry swirl ',\n",
       " '🥮': ' autumn festival moon cake yu b ng ',\n",
       " '🍡': ' mango dessert japanese skewer stick sweet ',\n",
       " '🥟': ' dumpling empanada gy jiaozi piero potsticker ',\n",
       " '🥠': ' fortune cookie prophecy ',\n",
       " '🥡': ' oyster pail take-out box ',\n",
       " '🦀': ' cancer crab zodiac ',\n",
       " '🦞': ' bisque claws lobster seafood ',\n",
       " '🦐': ' food shellfish shrimp small ',\n",
       " '🦑': ' food mollusc squid ',\n",
       " '🦪': ' diving oyster pearl ',\n",
       " '🍦': ' soft ice cream ',\n",
       " '🍧': ' shaved ice ',\n",
       " '🍨': ' ice cream ',\n",
       " '🍩': ' breakfast dessert dont doughnut sweet ',\n",
       " '🍪': ' cookie dessert sweet ',\n",
       " '🎂': ' birthday cake ',\n",
       " '🍰': ' cake dessert pastry shortage slice sweet ',\n",
       " '🧁': ' bakery uptake sweet ',\n",
       " '🥧': ' filling pastry pie fruit meat ',\n",
       " '🍫': ' chocolate bar ',\n",
       " '🍬': ' candy dessert sweet ',\n",
       " '🍭': ' candy dessert lollipop sweet ',\n",
       " '🍮': ' custard dessert pudding sweet ',\n",
       " '🍯': ' honey pot ',\n",
       " '🍼': ' baby bottle ',\n",
       " '🥛': ' drink glass glass milk milk ',\n",
       " '☕': ' hot beverage ',\n",
       " '\\U0001fad6': ' drink pot tea teapot ',\n",
       " '🍵': ' beverage cup drink tea teacup teacup without handle ',\n",
       " '🍶': ' bar beverage bottle cup drink sake ',\n",
       " '🍾': ' bar bottle bottle popping cork cork drink popping ',\n",
       " '🍷': ' wine glass ',\n",
       " '🍸': ' cocktail glass ',\n",
       " '🍹': ' tropical drink ',\n",
       " '🍺': ' beer mug ',\n",
       " '🍻': ' bar beer clink clinking beer mugs drink mug ',\n",
       " '🥂': ' celebrate clink clinking glasses drink glass ',\n",
       " '🥃': ' tumbler glass ',\n",
       " '🥤': ' cup straw juice soda malt soft drink water ',\n",
       " '\\U0001f9cb': ' bubble tea ',\n",
       " '🧃': ' beverage box ',\n",
       " '🧉': ' drink mate ',\n",
       " '🧊': ' cold ice ice cube iceberg ',\n",
       " '🥢': ' chopsticks hash jeotgarak kuwaiti ',\n",
       " '🍽': ' cooking fork fork knife plate knife plate ',\n",
       " '🍴': ' cooking cutlery fork fork knife knife ',\n",
       " '🥄': ' spoon tableware ',\n",
       " '🔪': ' cooking hoch kitchen knife knife tool weapon ',\n",
       " '🏺': ' amphora aquarius cooking drink jug zodiac ',\n",
       " '🌍': ' africa earth europe globe globe showing europe africa world ',\n",
       " '🌎': ' americas earth globe globe showing americas world ',\n",
       " '🌏': ' asia australia earth globe globe showing asia australia world ',\n",
       " '🌐': ' earth globe globe meridians meridians world ',\n",
       " '🗺': ' world map ',\n",
       " '🗾': ' japan map map japan ',\n",
       " '🧭': ' compass magnetic navigation orienteering ',\n",
       " '🏔': ' cold mountain snow snow capped mountain ',\n",
       " '⛰': ' mountain ',\n",
       " '🌋': ' eruption mountain volcano ',\n",
       " '🗻': ' fuji mount fuji mountain ',\n",
       " '🏕': ' camping ',\n",
       " '🏖': ' beach beach umbrella umbrella ',\n",
       " '🏜': ' desert ',\n",
       " '🏝': ' desert island ',\n",
       " '🏞': ' national park park ',\n",
       " '🏟': ' stadium ',\n",
       " '🏛': ' classical classical building ',\n",
       " '🏗': ' building construction construction ',\n",
       " '🧱': ' brick bricks clay mortar wall ',\n",
       " '\\U0001faa8': ' boulder heavy rock solid stone ',\n",
       " '\\U0001fab5': ' log lumber timber wood ',\n",
       " '\\U0001f6d6': ' house hut roundhouse yurt ',\n",
       " '🏘': ' houses ',\n",
       " '🏚': ' derelict house ',\n",
       " '🏠': ' home house ',\n",
       " '🏡': ' garden home house house garden ',\n",
       " '🏢': ' building office building ',\n",
       " '🏣': ' japanese japanese post office post ',\n",
       " '🏤': ' european post post office ',\n",
       " '🏥': ' doctor hospital medicine ',\n",
       " '🏦': ' bank building ',\n",
       " '🏨': ' building hotel ',\n",
       " '🏩': ' love hotel ',\n",
       " '🏪': ' convenience store ',\n",
       " '🏫': ' building school ',\n",
       " '🏬': ' department store ',\n",
       " '🏭': ' building factory ',\n",
       " '🏯': ' japanese castle ',\n",
       " '🏰': ' castle european ',\n",
       " '💒': ' chapel romance wedding ',\n",
       " '🗼': ' tokyo tower ',\n",
       " '🗽': ' liberty statue statue liberty ',\n",
       " '⛪': ' christian church cross religion ',\n",
       " '🕌': ' islam mosque muslim religion ',\n",
       " '🛕': ' hindu temple ',\n",
       " '🕍': ' jew jewish religion synagogue temple ',\n",
       " '⛩': ' shinto shrine ',\n",
       " '🕋': ' islam ababa muslim religion ',\n",
       " '⛲': ' fountain ',\n",
       " '⛺': ' camping tent ',\n",
       " '🌁': ' fog foggy ',\n",
       " '🌃': ' night night stars star ',\n",
       " '🏙': ' city cityscape ',\n",
       " '🌄': ' morning mountain sun sunrise sunrise mountains ',\n",
       " '🌅': ' morning sun sunrise ',\n",
       " '🌆': ' city cityscape dusk dusk evening landscape sunset ',\n",
       " '🌇': ' dusk sun sunset ',\n",
       " '🌉': ' bridge bridge night night ',\n",
       " '♨': ' hot springs ',\n",
       " '🎠': ' carousel horse ',\n",
       " '🎡': ' ferris wheel ',\n",
       " '🎢': ' roller coaster ',\n",
       " '💈': ' barber pole ',\n",
       " '🎪': ' circus tent ',\n",
       " '🚂': ' engine locomotive railway steam train ',\n",
       " '🚃': ' railway car ',\n",
       " '🚄': ' high speed train railway shinkansen speed train ',\n",
       " '🚅': ' bullet train ',\n",
       " '🚆': ' railway train ',\n",
       " '🚇': ' metro subway ',\n",
       " '🚈': ' light rail railway ',\n",
       " '🚉': ' railway station train ',\n",
       " '🚊': ' tram trolleybus ',\n",
       " '🚝': ' monorail vehicle ',\n",
       " '🚞': ' mountain railway ',\n",
       " '🚋': ' tram car ',\n",
       " '🚌': ' bus vehicle ',\n",
       " '🚍': ' oncoming bus ',\n",
       " '🚎': ' bus tram trolley trolleybus ',\n",
       " '🚐': ' bus minibus ',\n",
       " '🚑': ' ambulance vehicle ',\n",
       " '🚒': ' fire engine ',\n",
       " '🚓': ' police car ',\n",
       " '🚔': ' oncoming police car ',\n",
       " '🚕': ' taxi vehicle ',\n",
       " '🚖': ' oncoming taxi ',\n",
       " '🚗': ' automobile car ',\n",
       " '🚘': ' oncoming automobile ',\n",
       " '🚙': ' recreational sport utility sport utility vehicle ',\n",
       " '\\U0001f6fb': ' pickup truck ',\n",
       " '🚚': ' delivery truck ',\n",
       " '🚛': ' articulated lorry lorry semi truck ',\n",
       " '🚜': ' tractor vehicle ',\n",
       " '🏎': ' racing car ',\n",
       " '🏍': ' motorcycle racing ',\n",
       " '🛵': ' motor scooter ',\n",
       " '🦽': ' accessibility manual wheelchair ',\n",
       " '🦼': ' accessibility motorized wheelchair ',\n",
       " '🛺': ' auto rickshaw uk uk ',\n",
       " '🚲': ' bicycle bike ',\n",
       " '🛴': ' kick scooter ',\n",
       " '🛹': ' board skateboard ',\n",
       " '\\U0001f6fc': ' roller skate ',\n",
       " '🚏': ' bus stop ',\n",
       " '🛣': ' highway motorway road ',\n",
       " '🛤': ' railway railway track train ',\n",
       " '🛢': ' oil drum ',\n",
       " '⛽': ' fuel pump ',\n",
       " '🚨': ' police car light ',\n",
       " '🚥': ' horizontal traffic light light signal traffic ',\n",
       " '🚦': ' light signal traffic vertical traffic light ',\n",
       " '🛑': ' stop sign ',\n",
       " '🚧': ' barrier construction ',\n",
       " '⚓': ' anchor ship tool ',\n",
       " '⛵': ' boat resort sailboat sea yacht ',\n",
       " '🛶': ' boat canoe ',\n",
       " '🚤': ' boat speedboat ',\n",
       " '🛳': ' passenger ship ',\n",
       " '⛴': ' boat ferry passenger ',\n",
       " '🛥': ' boat motor boat motorboat ',\n",
       " '🚢': ' boat passenger ship ',\n",
       " '✈': ' airplane airplane ',\n",
       " '🛩': ' airplane airplane small airplane ',\n",
       " '🛫': ' airplane departure ',\n",
       " '🛬': ' airplane airplane airplane arrival arrivals arriving landing ',\n",
       " '🪂': ' hang glide parachute parasol skydiver ',\n",
       " '💺': ' chair seat ',\n",
       " '🚁': ' helicopter vehicle ',\n",
       " '🚟': ' suspension railway ',\n",
       " '🚠': ' cable gondola mountain mountain causeway ',\n",
       " '🚡': ' aerial tramway ',\n",
       " '🛰': ' satellite space ',\n",
       " '🚀': ' rocket space ',\n",
       " '🛸': ' flying saucer ufo ',\n",
       " '🛎': ' bellow bell ',\n",
       " '🧳': ' luggage packing travel ',\n",
       " '⌛': ' hourglass done sand timer ',\n",
       " '⏳': ' hourglass hourglass not done sand timer ',\n",
       " '⌚': ' clock watch ',\n",
       " '⏰': ' alarm clock ',\n",
       " '⏱': ' clock stopwatch ',\n",
       " '⏲': ' timer clock ',\n",
       " '🕰': ' clock mantelpiece clock ',\n",
       " '🕛': ' twelve clock ',\n",
       " '🕧': ' clock thirty twelve twelve thirty ',\n",
       " '🕐': ' one clock ',\n",
       " '🕜': ' clock one one thirty thirty ',\n",
       " '🕑': ' two clock ',\n",
       " '🕝': ' clock thirty two two thirty ',\n",
       " '🕒': ' three clock ',\n",
       " '🕞': ' clock thirty three three thirty ',\n",
       " '🕓': ' four clock ',\n",
       " '🕟': ' clock four four thirty thirty ',\n",
       " '🕔': ' five clock ',\n",
       " '🕠': ' clock five five thirty thirty ',\n",
       " '🕕': ' six clock ',\n",
       " '🕡': ' clock six six thirty thirty ',\n",
       " '🕖': ' seven clock ',\n",
       " '🕢': ' clock seven seven thirty thirty ',\n",
       " '🕗': ' eight clock ',\n",
       " '🕣': ' clock eight eight thirty thirty ',\n",
       " '🕘': ' nine clock ',\n",
       " '🕤': ' clock nine nine thirty thirty ',\n",
       " '🕙': ' ten clock ',\n",
       " '🕥': ' clock ten ten thirty thirty ',\n",
       " '🕚': ' eleven clock ',\n",
       " '🕦': ' clock eleven eleven thirty thirty ',\n",
       " '🌑': ' dark moon new moon ',\n",
       " '🌒': ' waxing crescent moon ',\n",
       " '🌓': ' first quarter moon moon quarter ',\n",
       " '🌔': ' waxing gibbons moon ',\n",
       " '🌕': ' full moon ',\n",
       " '🌖': ' waning gibbons moon ',\n",
       " '🌗': ' last quarter moon moon quarter ',\n",
       " '🌘': ' waning crescent moon ',\n",
       " '🌙': ' crescent moon ',\n",
       " '🌚': ' face moon new moon face ',\n",
       " '🌛': ' face first quarter moon face moon quarter ',\n",
       " '🌜': ' face last quarter moon face moon quarter ',\n",
       " '🌡': ' thermometer weather ',\n",
       " '☀': ' bright rays sun sunny ',\n",
       " '🌝': ' full moon face ',\n",
       " '🌞': ' bright face sun sun face ',\n",
       " '🪐': ' ringed planet saturn saturnine ',\n",
       " '⭐': ' star ',\n",
       " '🌟': ' glittery glow glowing star shining sparkle star ',\n",
       " '🌠': ' shooting star ',\n",
       " '🌌': ' milky way space ',\n",
       " '☁': ' cloud weather ',\n",
       " '⛅': ' cloud sun sun behind cloud ',\n",
       " '⛈': ' cloud cloud lightning rain rain thunder ',\n",
       " '🌤': ' cloud sun sun behind small cloud ',\n",
       " '🌥': ' cloud sun sun behind large cloud ',\n",
       " '🌦': ' cloud rain sun sun behind rain cloud ',\n",
       " '🌧': ' cloud cloud rain rain ',\n",
       " '🌨': ' cloud cloud snow cold snow ',\n",
       " '🌩': ' cloud cloud lightning lightning ',\n",
       " '🌪': ' cloud tornado whirlwind ',\n",
       " '🌫': ' cloud fog ',\n",
       " '🌬': ' wind face ',\n",
       " '🌀': ' cyclone dizzy hurricane twister typhoon ',\n",
       " '🌈': ' rain rainbow ',\n",
       " '🌂': ' closed umbrella clothing rain umbrella ',\n",
       " '☂': ' clothing rain umbrella ',\n",
       " '☔': ' clothing drop rain umbrella umbrella rain drops ',\n",
       " '⛱': ' rain sun umbrella umbrella ground ',\n",
       " '⚡': ' danger electric high voltage lightning voltage zap ',\n",
       " '❄': ' cold snow snowflake ',\n",
       " '☃': ' cold snow snowman ',\n",
       " '⛄': ' cold snow snowman snowman without snow ',\n",
       " '☄': ' comet space ',\n",
       " '🔥': ' fire flame tool ',\n",
       " '💧': ' cold comic drop droplet sweat ',\n",
       " '🌊': ' water wave ',\n",
       " '🎃': ' celebration halloween jack jack lantern lantern ',\n",
       " '🎄': ' christmas tree ',\n",
       " '🎆': ' celebration fireworks ',\n",
       " '🎇': ' celebration fireworks sparkle sparkler ',\n",
       " '🧨': ' dynamite explosive firecrackers fireworks ',\n",
       " '✨': ' sparkle sparkles star ',\n",
       " '🎈': ' balloon celebration ',\n",
       " ...}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_emo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2. Import Word Embedding Resource and build Transformation Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pretrained word2vec index\n",
    "pretrained_word2vec_path = \"DataSet\\\\GoogleNews-vectors-negative300.bin\"\n",
    "word2vec_pre = gs.models.KeyedVectors.load_word2vec_format(pretrained_word2vec_path, binary= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getVec(sentence):\n",
    "    'function for getting vector of the sentence'\n",
    "    word_list=sentence.split()\n",
    "    sentence_matrix = list()\n",
    "    for word in word_list:\n",
    "        try:\n",
    "            vec = word2vec_pre.word_vec(word)\n",
    "            sentence_matrix.append(vec)\n",
    "        except:\n",
    "            pass\n",
    "    sentence_matrix = np.array(sentence_matrix)\n",
    "    return sentence_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.22558594 -0.01953125  0.09082031 ...  0.02819824 -0.17773438\n",
      "  -0.00604248]\n",
      " [ 0.10351562  0.13769531 -0.00297546 ...  0.04394531 -0.14550781\n",
      "   0.07128906]\n",
      " [ 0.11083984 -0.10644531 -0.09375    ... -0.02062988  0.07617188\n",
      "   0.125     ]\n",
      " [-0.02722168  0.38671875 -0.11181641 ... -0.44921875 -0.11230469\n",
      "   0.19726562]]\n"
     ]
    }
   ],
   "source": [
    "# test\n",
    "sen=\"i like musical res\"\n",
    "ma=getVec(sen)\n",
    "print(ma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fit_transform(input_dict):\n",
    "    'function for transform the dictionary within data into dictionary within vector matrix'\n",
    "    output_dict=dict()\n",
    "    for each_key in tqdm(input_dict.keys()):\n",
    "        vectors_perSentence=getVec(input_dict[each_key])\n",
    "        output_dict[each_key]=vectors_perSentence\n",
    "    return output_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████| 2/2 [00:00<00:00, 2009.25it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'first': array([[-2.25585938e-01, -1.95312500e-02,  9.08203125e-02,\n",
      "         2.37304688e-01, -2.92968750e-02,  9.32617188e-02,\n",
      "        -5.88378906e-02, -4.10156250e-02,  5.22460938e-02,\n",
      "         2.00195312e-02, -3.44238281e-02, -2.91015625e-01,\n",
      "        -2.61718750e-01, -1.90429688e-01,  3.85742188e-02,\n",
      "         8.30078125e-03,  3.14941406e-02,  7.47070312e-02,\n",
      "         1.14746094e-01,  1.24511719e-02, -2.11914062e-01,\n",
      "         1.28906250e-01,  2.55859375e-01,  1.08886719e-01,\n",
      "        -7.03125000e-02,  1.60156250e-01, -4.00390625e-01,\n",
      "        -1.16699219e-01, -3.22265625e-02, -6.73828125e-02,\n",
      "         1.55273438e-01,  1.25000000e-01, -6.22558594e-02,\n",
      "         3.56445312e-02, -1.79687500e-01,  1.58203125e-01,\n",
      "        -2.53906250e-01,  1.74804688e-01, -1.18164062e-01,\n",
      "        -2.19726562e-03,  1.49536133e-02, -5.71289062e-02,\n",
      "         2.39257812e-01,  1.36718750e-01,  1.47460938e-01,\n",
      "         7.08007812e-02,  1.72851562e-01, -2.38281250e-01,\n",
      "        -5.71289062e-02, -1.04492188e-01,  2.23388672e-02,\n",
      "         8.74023438e-02,  1.43554688e-01,  3.47656250e-01,\n",
      "        -9.22851562e-02,  2.51953125e-01, -9.86328125e-02,\n",
      "         1.21582031e-01, -1.56250000e-02, -1.08398438e-01,\n",
      "        -2.05078125e-02,  1.49536133e-02, -2.77343750e-01,\n",
      "         5.12695312e-03, -9.27734375e-02, -2.17773438e-01,\n",
      "        -1.07421875e-01,  4.93164062e-02, -1.48437500e-01,\n",
      "        -7.95898438e-02,  6.88476562e-02,  6.05468750e-02,\n",
      "        -2.72216797e-02,  7.03125000e-02, -2.11914062e-01,\n",
      "        -1.57226562e-01,  8.69140625e-02, -2.81982422e-02,\n",
      "         9.08203125e-02,  5.63964844e-02, -2.19726562e-01,\n",
      "        -1.31835938e-02, -3.63769531e-02, -1.52343750e-01,\n",
      "        -5.06591797e-03,  1.97265625e-01,  4.61425781e-02,\n",
      "         2.36328125e-01, -1.59179688e-01,  4.95605469e-02,\n",
      "         4.61425781e-02,  1.88476562e-01,  1.04370117e-02,\n",
      "        -1.47094727e-02,  1.63574219e-02,  2.31445312e-01,\n",
      "        -1.73828125e-01, -2.66113281e-02,  3.00781250e-01,\n",
      "         9.42382812e-02, -6.44531250e-02,  8.97216797e-03,\n",
      "         7.81250000e-02,  1.38671875e-01, -3.93066406e-02,\n",
      "         2.27539062e-01, -1.33789062e-01,  1.36718750e-01,\n",
      "         7.71484375e-02, -1.65039062e-01, -2.53906250e-01,\n",
      "        -2.77343750e-01,  6.95800781e-03, -5.55419922e-03,\n",
      "         2.51953125e-01,  2.57568359e-02, -9.81445312e-02,\n",
      "        -2.41210938e-01,  2.42919922e-02, -2.73437500e-01,\n",
      "         2.43164062e-01, -2.28271484e-02, -1.91406250e-01,\n",
      "        -6.44531250e-02,  8.20312500e-02, -1.97265625e-01,\n",
      "        -3.28125000e-01,  1.12304688e-01,  2.29492188e-01,\n",
      "         5.34667969e-02, -2.35351562e-01, -1.30859375e-01,\n",
      "        -1.92382812e-01, -1.13525391e-02, -2.42187500e-01,\n",
      "        -6.15234375e-02, -1.98242188e-01,  2.77099609e-02,\n",
      "         1.81640625e-01, -9.33837891e-03,  1.36718750e-01,\n",
      "        -1.82617188e-01,  1.03027344e-01,  5.27343750e-02,\n",
      "        -5.32226562e-02,  6.74438477e-03, -1.57226562e-01,\n",
      "         1.12304688e-02, -1.67236328e-02, -3.71093750e-02,\n",
      "         1.04003906e-01, -1.82617188e-01, -1.36718750e-01,\n",
      "         6.64062500e-02, -1.73828125e-01, -2.03125000e-01,\n",
      "         4.49218750e-02,  1.54296875e-01, -7.03125000e-02,\n",
      "         5.78613281e-02,  2.11914062e-01,  1.42578125e-01,\n",
      "        -1.71875000e-01,  1.69921875e-01, -1.31835938e-01,\n",
      "        -2.24609375e-01,  2.26562500e-01,  1.74804688e-01,\n",
      "        -2.61718750e-01,  1.00097656e-01, -3.00781250e-01,\n",
      "        -5.24902344e-02,  3.23486328e-03, -9.37500000e-02,\n",
      "         5.02929688e-02,  2.57812500e-01,  4.37500000e-01,\n",
      "        -2.75390625e-01,  2.43164062e-01, -3.16406250e-01,\n",
      "         1.20117188e-01,  8.39843750e-02,  7.28607178e-04,\n",
      "        -2.99072266e-02,  6.25000000e-02,  1.28906250e-01,\n",
      "        -1.70898438e-01,  1.98242188e-01, -6.59179688e-02,\n",
      "        -6.20117188e-02,  1.59912109e-02,  2.20947266e-02,\n",
      "        -2.81250000e-01, -1.38671875e-01,  2.55859375e-01,\n",
      "         2.20703125e-01, -1.24023438e-01,  9.37500000e-02,\n",
      "        -9.70458984e-03, -3.39843750e-01, -2.02148438e-01,\n",
      "         1.24023438e-01, -5.59082031e-02, -1.76757812e-01,\n",
      "        -7.03125000e-02, -1.92382812e-01, -7.12890625e-02,\n",
      "         3.12500000e-02, -1.38671875e-01,  2.40234375e-01,\n",
      "         9.08203125e-02,  2.01171875e-01, -2.81250000e-01,\n",
      "        -1.74804688e-01, -2.08007812e-01, -7.51953125e-02,\n",
      "         3.04687500e-01, -1.16210938e-01, -1.89453125e-01,\n",
      "        -6.29882812e-02, -3.18359375e-01,  1.70898438e-01,\n",
      "         1.61132812e-01,  1.34765625e-01,  2.46582031e-02,\n",
      "        -2.85156250e-01, -1.01928711e-02,  1.21582031e-01,\n",
      "        -1.66015625e-01, -1.36718750e-01,  1.52343750e-01,\n",
      "         9.27734375e-02,  3.49121094e-02, -3.49121094e-02,\n",
      "         2.05078125e-01,  7.22656250e-02,  3.95507812e-02,\n",
      "         2.06054688e-01,  1.51367188e-01,  1.04980469e-01,\n",
      "         1.68945312e-01,  6.29882812e-02,  1.28906250e-01,\n",
      "        -1.23046875e-01, -2.65625000e-01, -4.05273438e-02,\n",
      "        -2.16796875e-01,  1.78710938e-01,  2.30073929e-05,\n",
      "        -1.10351562e-01,  1.95312500e-01,  1.54296875e-01,\n",
      "        -9.27734375e-02,  1.82617188e-01,  8.64257812e-02,\n",
      "        -3.43322754e-03,  5.20019531e-02,  1.58691406e-02,\n",
      "         5.55419922e-03, -1.31835938e-01,  1.64062500e-01,\n",
      "        -1.24511719e-01,  6.49414062e-02, -9.08203125e-02,\n",
      "        -1.30859375e-01,  6.07910156e-02, -1.38671875e-01,\n",
      "        -7.66601562e-02, -2.99072266e-02, -1.97265625e-01,\n",
      "        -1.05957031e-01, -1.38671875e-01,  1.24023438e-01,\n",
      "         1.31835938e-01,  1.88476562e-01, -4.66308594e-02,\n",
      "        -1.47460938e-01, -2.07031250e-01, -2.25585938e-01,\n",
      "         1.12792969e-01,  1.39770508e-02,  1.32812500e-01,\n",
      "         1.69921875e-01,  1.17187500e-01, -2.31933594e-02,\n",
      "         1.09375000e-01,  1.62109375e-01, -2.20703125e-01,\n",
      "        -1.50390625e-01, -1.92871094e-02,  7.56835938e-02,\n",
      "         2.25585938e-01, -1.11328125e-01, -3.95507812e-02,\n",
      "         3.51562500e-02, -1.13281250e-01, -1.76757812e-01,\n",
      "         2.81982422e-02, -1.77734375e-01, -6.04248047e-03],\n",
      "       [ 1.03515625e-01,  1.37695312e-01, -2.97546387e-03,\n",
      "         1.81640625e-01, -2.43186951e-04,  1.06933594e-01,\n",
      "         1.97265625e-01,  7.50732422e-03, -8.44726562e-02,\n",
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      "        -2.24609375e-02, -4.17480469e-02, -1.59179688e-01,\n",
      "         8.20312500e-02,  7.95898438e-02,  2.50000000e-01,\n",
      "         4.97436523e-03, -6.00585938e-02, -1.22070312e-01,\n",
      "         9.81445312e-02, -9.09423828e-03,  1.26342773e-02,\n",
      "         1.54296875e-01,  3.75976562e-02, -2.18505859e-02,\n",
      "        -1.53808594e-02, -8.66699219e-03,  9.13085938e-02,\n",
      "        -8.54492188e-02, -1.84326172e-02,  4.07714844e-02,\n",
      "        -7.22656250e-02, -3.17382812e-02, -3.61328125e-02,\n",
      "         1.60156250e-01,  4.49218750e-02,  7.56835938e-03,\n",
      "         1.64062500e-01,  1.77734375e-01, -7.61718750e-02,\n",
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      "        -8.78906250e-02,  7.72094727e-03, -1.58691406e-02,\n",
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      "        -9.37500000e-02,  1.40625000e-01,  4.15039062e-02,\n",
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      "        -3.22265625e-02,  4.51660156e-02, -5.59082031e-02,\n",
      "        -1.17492676e-03, -1.22070312e-01, -5.29785156e-02,\n",
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      "        -2.14843750e-01,  2.66113281e-02,  2.16064453e-02,\n",
      "         3.15856934e-03,  7.03125000e-02,  3.17382812e-02,\n",
      "         3.90625000e-02,  1.02050781e-01, -8.20312500e-02,\n",
      "         9.70458984e-03, -1.10839844e-01, -2.80761719e-02,\n",
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      "        -8.10546875e-02, -1.54296875e-01,  9.03320312e-03,\n",
      "        -7.99560547e-03,  1.48437500e-01, -3.06396484e-02,\n",
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      "        -2.96630859e-02,  2.65502930e-03, -2.11181641e-02,\n",
      "        -3.06396484e-02,  4.80957031e-02, -4.07714844e-02,\n",
      "         2.90527344e-02, -1.17187500e-01, -5.31005859e-03,\n",
      "        -6.78710938e-02, -6.17675781e-02, -4.95605469e-02,\n",
      "        -9.46044922e-03, -1.70898438e-01,  1.45507812e-01,\n",
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      "        -1.58203125e-01, -1.22558594e-01,  3.51562500e-02,\n",
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      "         1.59179688e-01, -8.10546875e-02, -9.42382812e-02,\n",
      "        -8.64257812e-02, -6.39648438e-02,  1.20605469e-01,\n",
      "        -1.25000000e-01, -5.32226562e-02,  1.55273438e-01,\n",
      "        -1.26953125e-01,  6.39648438e-02,  1.00708008e-02,\n",
      "        -3.06396484e-02,  8.49609375e-02,  3.85742188e-02,\n",
      "         5.81054688e-02,  7.27539062e-02,  6.00585938e-02,\n",
      "         1.72851562e-01,  8.20312500e-02, -4.18090820e-03,\n",
      "        -2.62451172e-03,  1.82617188e-01,  5.32226562e-02,\n",
      "         1.23535156e-01,  7.66601562e-02,  1.19018555e-02,\n",
      "         4.88281250e-02, -3.54003906e-02,  1.67236328e-02,\n",
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      "         6.78710938e-02, -2.37304688e-01, -2.16796875e-01,\n",
      "         7.32421875e-02,  2.54821777e-03, -1.31988525e-03,\n",
      "         4.27246094e-02, -3.75976562e-02,  4.95605469e-02,\n",
      "        -5.17578125e-02, -4.34570312e-02,  1.19628906e-01,\n",
      "         4.39453125e-02, -1.45507812e-01,  7.12890625e-02]], dtype=float32), 'second': array([[ 0.13964844, -0.00616455,  0.21484375, ...,  0.05712891,\n",
      "         0.09960938, -0.234375  ],\n",
      "       [ 0.00704956, -0.07324219,  0.171875  , ...,  0.01123047,\n",
      "         0.1640625 ,  0.10693359],\n",
      "       [ 0.19433594,  0.09960938,  0.08251953, ..., -0.17382812,\n",
      "        -0.15917969,  0.1796875 ],\n",
      "       [ 0.1484375 ,  0.15234375,  0.06933594, ..., -0.15527344,\n",
      "        -0.29492188, -0.15234375]], dtype=float32)}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# test\n",
    "sen={\"first\":\"i like schoco\",\"second\":\"what is your name\"}\n",
    "ma=fit_transform(sen)\n",
    "print(ma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████| 2284/2284 [00:00<00:00, 65430.81it/s]\n"
     ]
    }
   ],
   "source": [
    "dict_vec_emo = fit_transform(dict_emo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3. Compute the Vector of each Emoji/Emoticon based on Average Algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cal_averageVec(input_dict):\n",
    "    output_dict=dict()\n",
    "    for each_emo in tqdm(input_dict.keys()):\n",
    "        vec_sentence = np.array(input_dict[each_emo])\n",
    "        length = len(vec_sentence)\n",
    "        sum_sen = vec_sentence.sum(axis=0)\n",
    "        aver_sen = sum_sen/length\n",
    "        output_dict[each_emo]=aver_sen\n",
    "    \n",
    "    return output_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'first': array([2.5, 3.5, 4.5]), 'second': array([10., 11., 12.])}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "#test\n",
    "sen={\"first\":[[1,2,3],[4,5,6]],\"second\":[[7,8,9],[10,11,12],[13,14,15]]}\n",
    "cal_sen = cal_averageVec(sen)\n",
    "print(cal_sen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|                                                                                         | 0/2284 [00:00<?, ?it/s]<ipython-input-35-2ef56a28c511>:7: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  aver_sen = sum_sen/length\n",
      "100%|███████████████████████████████████████████████████████████████████████████| 2284/2284 [00:00<00:00, 76335.42it/s]\n"
     ]
    }
   ],
   "source": [
    "dict_vec_emo_aver = cal_averageVec(dict_vec_emo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4.Function for getting vector of certain emoji/emoticon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# this function is for reference later in other coding file\n",
    "import numpy as np\n",
    "def getVec_emo(one_emo,dict_vec_emo_aver):\n",
    "    try:\n",
    "        vec_emo = dict_vec_emo_aver[one_emo]\n",
    "    except KeyError:\n",
    "        vec_emo = None\n",
    "    return vec_emo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.00716146  0.140625    0.22851562  0.07491048  0.01041667 -0.23551433\n",
      " -0.06665039 -0.09429423  0.24772136  0.13151042  0.00899251 -0.14583333\n",
      " -0.15917969  0.26757812 -0.03613281  0.04720052  0.16743977  0.06347656\n",
      "  0.00032552  0.09033203  0.10416666  0.1110026  -0.03092448  0.08705648\n",
      "  0.04536946 -0.1985677  -0.12288412  0.04703776 -0.13248698  0.07519531\n",
      "  0.03808594 -0.04101562  0.0218099   0.0394694  -0.03857422 -0.08433533\n",
      "  0.2063802   0.06184896  0.16634114  0.07088216  0.01822917 -0.01774088\n",
      "  0.07324219 -0.13411458  0.16421509 -0.05633545 -0.01847331  0.04296875\n",
      "  0.03466797 -0.09928385 -0.00846354 -0.06461588  0.01513672 -0.05708821\n",
      " -0.03873698  0.22688802 -0.03662109 -0.00537109 -0.00714111  0.00113932\n",
      " -0.2076823   0.26171875 -0.04231771 -0.18554688 -0.02539062  0.13769531\n",
      " -0.18033855  0.09179688 -0.08561198 -0.04085286  0.02779134  0.07161459\n",
      " -0.14811198 -0.01708984 -0.12369791 -0.11824545  0.20117188  0.11979166\n",
      "  0.04435221  0.07017008 -0.05289714 -0.23567708  0.12695312 -0.0925293\n",
      "  0.04036458 -0.14746094  0.23958333 -0.01871745  0.12076823  0.0086263\n",
      "  0.11594645  0.15738933  0.13574219  0.19563802 -0.01184082 -0.22424316\n",
      " -0.08723959  0.1110026   0.17594402  0.01009115 -0.07226562 -0.18705241\n",
      "  0.02311198  0.16194661 -0.03710938 -0.02400716  0.14746094  0.03190104\n",
      "  0.00520833 -0.11816406 -0.14908855  0.06013997  0.1295573   0.15722656\n",
      "  0.01334635 -0.04821777  0.0867513  -0.00815837 -0.00748698 -0.03873698\n",
      "  0.02905273  0.18619792 -0.04720052  0.12841797 -0.08463541 -0.12044271\n",
      "  0.01057943 -0.11124674  0.11338297 -0.09106445 -0.14876302 -0.11214193\n",
      " -0.13671875  0.15478516 -0.11271159  0.07242838 -0.03735352  0.12036133\n",
      " -0.13671875 -0.0094401   0.07763672 -0.03011068 -0.05954997 -0.13216145\n",
      " -0.06974284  0.2903646   0.01041667 -0.22135417  0.1508789  -0.02669271\n",
      "  0.037028    0.06770834  0.06791178 -0.02701823 -0.00374349  0.00210063\n",
      "  0.04972331 -0.03597005 -0.05337524 -0.02229818 -0.04032389 -0.01456706\n",
      "  0.09749349 -0.1031901   0.06393941 -0.26302084 -0.04597982  0.07988485\n",
      "  0.10758463 -0.01074219  0.01627604 -0.02628581  0.05883789 -0.06835938\n",
      " -0.07674154 -0.07145182  0.02734375 -0.07226562  0.01171875  0.10335287\n",
      "  0.0218099  -0.19335938  0.10465495  0.10921224 -0.12263998 -0.08506266\n",
      " -0.27864584 -0.15755208 -0.05802409 -0.08701324  0.25455728 -0.0719808\n",
      "  0.04199219 -0.01780955 -0.19506836  0.10921224 -0.02311198 -0.02994792\n",
      " -0.14485677 -0.0773112   0.02376302 -0.02473958 -0.10807291  0.1233724\n",
      "  0.06095378 -0.11832682  0.0231487   0.04107666  0.04296875  0.03116862\n",
      "  0.09244791  0.03059896  0.01171875 -0.02278646  0.00477091 -0.00146484\n",
      "  0.08561198  0.21875    -0.01139323 -0.00455729  0.03841146  0.18457031\n",
      " -0.13623047  0.04720052  0.01529948  0.03006999 -0.03938802 -0.04805501\n",
      "  0.05371094  0.01353391  0.1944987  -0.06604004 -0.03320312  0.02148438\n",
      "  0.03287761 -0.08919271  0.20345052 -0.20572917  0.02441406 -0.02872721\n",
      "  0.13387044  0.21402995 -0.06274414  0.03190104  0.21777344 -0.00374349\n",
      "  0.03564453 -0.05883789  0.08772787 -0.08658854  0.06144206  0.05582682\n",
      "  0.21044922  0.17317708  0.17854817  0.04736328 -0.01888021  0.15885417\n",
      " -0.11214193 -0.12516277 -0.08496094  0.16894531  0.05948893  0.00520833\n",
      "  0.16145833 -0.04036458  0.08170573 -0.21516927 -0.07336426 -0.17464192\n",
      "  0.04947917  0.21256511  0.05647786 -0.00974528  0.16878255 -0.03938802\n",
      " -0.16276042  0.07226562  0.00992839 -0.13639323 -0.03153483 -0.06827799\n",
      " -0.12109375  0.03971354 -0.10481771  0.08243815 -0.19108073 -0.06087239\n",
      "  0.11132812 -0.00708008 -0.24609375  0.00651042 -0.08752441 -0.0296224\n",
      " -0.12141927 -0.01961263  0.13313802  0.0078125   0.15006511 -0.07942709]\n"
     ]
    }
   ],
   "source": [
    "#test\n",
    "vec=getVec_emo(\"(　´Д｀)ﾉ(´･ω･`)　ﾅﾃﾞﾅﾃﾞ\",dict_vec_emo_aver)\n",
    "print(vec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.5. Vector of Emoji/Emoticon Storage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_data(name,data):\n",
    "    pickle_file = open('DataSet\\\\'+name,mode='wb')\n",
    "    pickle.dump(data,pickle_file)\n",
    "    pickle_file.close()\n",
    "    print(\"the vectors' lexicon of emoji/emoticon is successfully saved in file {a}\".format(a=name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the vectors' lexicon of emoji/emoticon is successfully saved in file vectorLexicon_emoji_emoticon_word2vec.pkl\n"
     ]
    }
   ],
   "source": [
    "save_path = \"vectorLexicon_emoji_emoticon_{a}.pkl\".format(a=embedding)\n",
    "save_data(save_path,dict_vec_emo_aver)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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