emoticon_similarity_search.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "75Ek16qAOU41"
   },
   "source": [
    "# TF-IDF Similarity for Emoticons\n",
    "Find similar emoticons using TF-IDF, where tokens are the individual characters in the emoticons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Db6zIBFZOVRq",
    "outputId": "6a70e838-7fc4-4a42-e69b-9601ade333c4"
   },
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "import numpy as np\n",
    "import random\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "daxYm7rdOXNY",
    "outputId": "637d821e-337f-4005-d8c9-cbec1d45d79b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['( ˘͈ ᵕ ˘͈♡)', '(╥﹏╥)', '（＾ω＾）', '(◍•ᴗ•◍)♡ ✧*。', '⸜( ˙˘˙)⸝'] ...\n",
      "CORPUS LENGTH: 62149\n"
     ]
    }
   ],
   "source": [
    "# load a corpus of emoticons as a list\n",
    "with open('emoticon_dict.json', 'r', encoding='utf-8') as f:\n",
    "  emoticon_dict = json.load(f)\n",
    "  corpus = list( emoticon_dict.keys() )\n",
    "print(corpus[:5], '...')\n",
    "print(\"CORPUS LENGTH:\", len(corpus))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"(◍'‿'◍)\", '꒰✩◍´´•‿•´´◍✩꒱', '(◍＾‿＾◍)', '(◍•‿•◍)', '(◍‿◍)', '(◍◕ω◕)人(◕‿◕◍)']"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# search by regex aand/or labels (specifically 'new_tags')\n",
    "import re\n",
    "def search(regex='', labels=[]):\n",
    "    \"\"\"returns emoticons that contain a given regex and have all the given labels. \n",
    "    ignores regex or labels if none are given.\"\"\"\n",
    "    condition_re = lambda em: re.search(regex, em) if regex else True\n",
    "    condition_labels = lambda em_labels: all( [l in em_labels for l in labels] ) if labels else True\n",
    "    return [em for em, tags in emoticon_dict.items() if condition_re(em) and condition_labels(tags['new_tags'])]\n",
    "\n",
    "search(regex='◍.*‿.*◍', labels=['smiling'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "tsd2k36uOYtv",
    "outputId": "209f65d3-05f9-48ab-a264-0bba93b41435"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ethan\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:593: FutureWarning: np.matrix usage is deprecated in 1.0 and will raise a TypeError in 1.2. Please convert to a numpy array with np.asarray. For more information see: https://numpy.org/doc/stable/reference/generated/numpy.matrix.html\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FEATURES: 3723 [' ' '!' '\"' '#' '$' '%' '&' \"'\" '(' ')'] ...\n"
     ]
    }
   ],
   "source": [
    "# Fit the TF-IDF NearestNeighbors model\n",
    "vectorizer = TfidfVectorizer(analyzer = 'char_wb', ngram_range=(1,1))  #1,3 would look at 1-grams, 2-grams, and 3-grams\n",
    "X = vectorizer.fit_transform(corpus).todense()\n",
    "nbrs = NearestNeighbors(n_neighbors=3, metric='cosine', algorithm='brute').fit(X)\n",
    "\n",
    "feature_names = vectorizer.get_feature_names_out()\n",
    "print(\"FEATURES:\", len(feature_names), feature_names[:10], \"...\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "ycD4bcscObD1"
   },
   "outputs": [],
   "source": [
    "# returns the n closest emoticons to the input emoticon\n",
    "def get_n_most_similar(input_emoticon, n):\n",
    "  input_vector = vectorizer.transform([input_emoticon]).todense()\n",
    "  distances_np, indices_np = nbrs.kneighbors(input_vector, n) # indices is like an array of document indices\n",
    "  distances = distances_np.tolist()[0] #convert from 1D numpy arrays to list (idx 0 because we're only doing one input emoticon at a time)\n",
    "  closest_indices = indices_np.tolist()[0]\n",
    "  return [(corpus[ci], distances[idx]) for idx, ci in enumerate(closest_indices)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Xzx_GT4DHfay",
    "outputId": "a1e6ab21-b4d8-4e54-f6e7-7a399315318c"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ethan\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:593: FutureWarning: np.matrix usage is deprecated in 1.0 and will raise a TypeError in 1.2. Please convert to a numpy array with np.asarray. For more information see: https://numpy.org/doc/stable/reference/generated/numpy.matrix.html\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(ﾉ◕ヮ◕)ﾉ*:・ﾟ✧                        0.051      smiling                                           \n",
      "✧(ﾉ◕ヮ◕)ﾉ *:・ﾟ                       0.057      smiling                                           \n",
      "(ﾉ◕ヮ◕)ﾉ*:･ﾟ                         0.075      sparkles, smiling                                 \n",
      "( ﾉ◕ヮ◕ )ﾉ*:･ﾟ                       0.101      sparkles, smiling                                 \n",
      "(❁ﾉ◕ヮ◕)ﾉ*:･ﾟ                        0.114      flower, sparkles, smiling                         \n",
      "(ﾉ◕ヮ◕)ﾉ*:･ﾟ✧                        0.123      surprised, sparkles, smiling                      \n",
      "(ﾉ◕ヮ◕)ﾉ* :･ﾟ✧                       0.127      sparkles, smiling                                 \n",
      "( ﾉ◕ヮ◕ )ﾉ*:･ﾟ✧                      0.143      sparkles, smiling                                 \n",
      "(ﾉ◕ヮ◕)ﾉ;*:･ﾟ✧                       0.164      sparkles, smiling                                 \n",
      "(ﾉ◕ヮ◕)ﾉ*:･ﾟ✧( ﾟヮﾟ)                  0.167      sparkles                                          \n",
      "(ﾉ◕_●◕)ﾉ*:・ﾟ✧                       0.172      clown                                             \n",
      "(ﾉ◕ヮ◕)ﾉ*✲ﾟ☆                         0.195      sparkles, smiling                                 \n",
      "(ﾉ◕ヮ◕)ﾉ*★                           0.196      smiling                                           \n",
      "(ﾉ◕ヮ◕)ﾉ*:･ﾟ✧ ✧ﾟ･: *ヽ(◕ヮ◕ヽ)          0.211      sparkles                                          \n",
      "(✿ﾉ◕ヮ◕)ﾉ⋆*✲ﾟ*(◕ヮ◕✿)                 0.211      flower, sparkles                                  \n",
      "(ﾉ◕U◕)ﾉ*:･ﾟ✧                        0.216      sparkles                                          \n",
      "(ﾉ◕.◕)ﾉ*:･ﾟ✧                        0.217      sparkles                                          \n",
      "(ﾉ◕ヮ◕)ﾉ*✲ﾟ*｡☆ﾟ                      0.227      sparkles, smiling                                 \n",
      "(✿ﾉ◕ヮ◕)ﾉ⋆*✲ﾟ*                       0.228      flower, sparkles, smiling                         \n",
      "( (ﾉ◕ヮ◕)ﾉ*✲ﾟ*｡⋆                     0.238      sparkles, smiling                                 \n"
     ]
    }
   ],
   "source": [
    "# Try it out with your own inputs!\n",
    "example_emoticons = ['(ﾉ◕ヮ◕)ﾉ*:・ﾟ', '¯\\_(ツ)_/¯', '/╲/( ͡͡° ͜ʖ ͡°)/\\\\╱\\\\', '(╯°□°)╯︵ ┻━┻', '┬┴┬┴┤ᵒᴥᵒᶅ├┬┴┬┴', '_(:3 」∠)_', '[̲̅$̲̅(̲̅ ͡° ͜ʖ ͡°̲̅)̲̅$̲̅ ]']\n",
    "input_emoticon = example_emoticons[0]\n",
    "num_similar = 20\n",
    "\n",
    "for item in get_n_most_similar(input_emoticon, num_similar):\n",
    "  print( \"{: <35} {: <10} {: <50}\".format(item[0], round(item[1], 3), \", \".join(emoticon_dict[item[0]]['new_tags']) ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZiWjg7RPTaGw"
   },
   "source": [
    "## Samples of each tag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "i8FG1BnfTdRD",
    "outputId": "72398123-96da-428f-e01a-d184949485a9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "____ angel (674) __________________\n",
      "O:-)\n",
      "(✿˶˘ ³˘)ʚ(╹ᵕ╹o)ɞ\n",
      "ଘ(人ﾟ∀ﾟ)(≧U≦❁)β♡\n",
      "ଘ(๑˃̵ᴗ˂̵)━☆ﾟ.*･｡ﾟ\n",
      "( つ•̀ω•́)つ ଘ(੭ˊ꒳ˋ)੭ \n",
      "\n",
      "____ anger (2993) __________________\n",
      "╰(⇀︿⇀)つ-]═───\n",
      "(๑ò_ó๑)\n",
      "(ง⩺ᴥ⩹)ง\n",
      "(╬ ‾᷅皿‾᷄ ╬)\n",
      "MIN ■■■■■■■■■■ MAX o(｀Θ´)○☆ \n",
      "\n",
      "____ annoyed (893) __________________\n",
      "(*≗*)\n",
      "(¬ω¬)╭∩╮\n",
      "(╬ಠิ益ಠิ)\n",
      "ʕ -㉨- ʔ\n",
      "(-ᴥ-ʋ)\\(•́ ∀ •̀✿) \n",
      "\n",
      "____ archery (231) __________________\n",
      "⤜(☼_☼)⤏\n",
      "⤜(⪩◡⪨)⤏\n",
      "⤜(ꔸヮꔸ)⤏\n",
      "⤜( ͡ಥ ͜つಥ)⤏\n",
      "⤜( ͡°~ ͡°)⤏ \n",
      "\n",
      "____ asleep (439) __________________\n",
      "（ˇ ⊖ˇ）💤(✿ᵕ◡ᵕ)\n",
      "(☆uεu ☆)ZZzz\n",
      "(✿˵ᵕ∀ᵕ˵)💤(｡-‿-｡)\n",
      "(u˘ﻌ˘).zZ\n",
      "(-ﻌ-∪).zZ \n",
      "\n",
      "____ basketball (63) __________________\n",
      "Ю ●　＼(^_＼)\n",
      "(✿˵•́ ω •̀˵) 🗑 🏀＼(oωo＼)\n",
      "-🏀     \\(°‿°\\)\n",
      "🗑️\n",
      "ヽ(ﾟ∀ﾟ)ﾉ ⚽ 　🏐＼(^_＼)　-🏀     \\(°‿°\\) \n",
      "\n",
      "____ bats_vampires (67) __________________\n",
      "⎛⎝(⌒ⱅ⌒ )⎠⎞\n",
      "o,..,o\n",
      "(ી(΄◞ิ౪◟ิ‵)ʃ) (ી(΄◞ิ౪◟ิ‵)ʃ)\n",
      "(㇏(♡ ᢍ ♡)ノ)𝔟𝔩𝔬𝔬𝔡…\n",
      "⎛⎝(•̀ ‿•)⎠⎞ \n",
      "\n",
      "____ beach (51) __________________\n",
      "人人人ヾ( ;×o×)〃 人人人\n",
      "(´ ͡༎ຶ ͜ʖ ͡༎ຶ `)︵‿︵\n",
      "人人人ヾ( ;×o×)ツ人人人\n",
      "(ꈍ⌓ꈍ✿)=\n",
      "︵‿︵‿︵‿︵‿︵‿︵‿︵‿︵‿︵‿ヽ(゜□゜ )ノ︵‿︵‿︵‿︵‿︵‿ \n",
      "\n",
      "____ bear (4179) __________________\n",
      "ʕु•̫͡•ʔुʔ•̫͡•ཻʕʕु•̫͡•ʔु\n",
      "(✿≧ᴗ≦)⊂ʕ•ᴥ•⊂ʔ\n",
      "⊂ʕ♥ᴥ♥ ʔ\n",
      "(ﾉ´ •з•) ﾉʕ´❛ᴥ❛`ʔ\n",
      "ʕ✿╹ᴥ╹ʔ \n",
      "\n",
      "____ bird (228) __________________\n",
      "Ӫ\n",
      "ଘ(o‘Θ’)(╹ꇴ╹🌸)\n",
      "(╹▿╹o)\n",
      "(з๏ε)\n",
      "( ＾◡＾)っ(•͈⌔•͈o) \n",
      "\n",
      "____ birthday (167) __________________\n",
      "유🎂유\n",
      "┌iiii┐(◍•ᴗ•◍)\n",
      "🎁🎂🍰\n",
      "ლ(◑␣ ◑)ჱ ➳♥--❤--♥➳╠╣ḁℙℙẙ ❤  Ḃ¡Ṙ†╠╣ḊḁẎ ❤ Ẇ¡†Ħ ❤  █▄◯╲╱☰ ➳ ❤ ❤ ❤ ➳\n",
      "ндрру(*⌒▽⌒*)b вiятнDду☆ﾟ \n",
      "\n",
      "____ blush (7679) __________________\n",
      "(ʃƪ˘//³/˘)(ˆᵕˆ๑)\n",
      "(˶◕◡◕)(╹ᴗ╹๑)\n",
      "( ˶˘ ³˘(⋆❛ ہ ❛)\n",
      "ʕ✿˵ᵔﻌᵔ˵ʔᐢꔸ㉨ꔸ✿ᐢ\n",
      "(✿ ˶>ω⋆) \n",
      "\n",
      "____ bomb (83) __________________\n",
      "( ･_･) ﾉ⌒●~*\n",
      "(ノ^-^)ノ ⌒ ●~*●~*●~*●~*\n",
      "(メ▼ー▼ )/●~*\n",
      "|Д`)ノ⌒●～*\n",
      "*~●＞＾） \n",
      "\n",
      "____ breasts (40) __________________\n",
      "（(◎)＿(◎) ）\n",
      "༶･･ᗰદ૨૨ʏ ᘓમ૨ıડτന੨ડ ･･༶\n",
      "( * ʖ *)╰⋃╯|╰⋃╯\n",
      "(ﾉ^-ﾟ)/|)‥‥…>>━→　 　>>-(◎)→\n",
      "(* )( *) \n",
      "\n",
      "____ butt (39) __________________\n",
      "(‿!‿) ԅ(´ڡ`ԅ)\n",
      "(   ㅅ   )\n",
      "(✿˶˘ ³˘)(‿ˠ‿)\n",
      "‎(_I_)\n",
      "( ＾◡＾)っ (‿|‿) \n",
      "\n",
      "____ butterfly (123) __________________\n",
      "Ƹ̵̡Ӝ̵̨̄Ʒ*✲☆⋆\n",
      "(✿°3°) Ƹ̵̡Ӝ̵̨̄Ʒ(ゝᗜ╹🌸)\n",
      "Ƹ̵̡Ӝ̵̨̄Ʒ (´•ᴥ•`U) Ƹ̵̡Ӝ̵̨̄Ʒ\n",
      "✿ ´♥✿   *•✿🐝   Ƹ̵̡Ӝ̵̨̄Ʒ   •✿ ƸӜƷ *•✿🐝\n",
      "✿•*¨`*•¨`*•✿\n",
      ".. ✿•*¨`*•.¸•´*¨`*•✿ ♥✿ ••´♥✿ Ƹ̵̡Ӝ̵̨̄Ʒ\n",
      "✿ ♥…♥ •.¸.•´♥✿ Ƹ̵̡Ӝ̵̨̄Ʒ\n",
      "(✿o ◡ o)Ƹ̵̡Ӝ̵̨̄Ʒ \n",
      "\n",
      "____ cat (2595) __________________\n",
      "(oᆽo๑)∫\n",
      "ฅ(=⇀ᆽ⇀=)\n",
      "✌-🐱\n",
      "♡(=✪ᆽ✪=)~(=♡゜ω゜)\n",
      "ʕ´⁰̈ᴥ⁰̈`ʔฅ(≅ᆽ≅)ฅ \n",
      "\n",
      "____ cheerleader (379) __________________\n",
      "✺◟(U●ᴥ●)◞✺\n",
      "✽-(≧∀≦˶)/✽\n",
      "✽-(ˆ˶∇˶ˆ)/✽\n",
      "✺◟(☉ω☉)◞✺\n",
      "✺◟(>ᗝ0)◞✺ \n",
      "\n",
      "____ chess (29) __________________\n",
      "♙(´･_･｀)♙\n",
      "(｡･ω･)┳┷❤️  ♛ ♚  ♞ ♜ ♟＿(´∀｀●)\n",
      "( ^ω^)(◕‿◕)♚ ♛ ♜ ♝ ♞ ♟ ♔ ♕ ♖ ♗\n",
      "͡( ͡°ʖ ͡°) ♚ ♜ ♝ ♞ ♔ ♕ ♖ ♘ ♙  (ˇ∀ˇ )\n",
      "♚ ♛ ♜ ♝ ♞ ♟ +♔ ♕ =♖ ♗ ♘ ♙ \n",
      "\n",
      "____ christmas (103) __________________\n",
      "～ ΜᎧrRγ сняᎥᎦτмᏜs*～\n",
      "ヾ(uωu* [++мёггу снгisтмдs++]*uωu)ﾉ\n",
      "Mom‥‥…━ *＊✿❀❀✿＊\n",
      "(⑅ᵒ̴̶̷᷄ωᵒ̴̶̷᷅⊞ོॢ)fෆr yෆu⋆*⋆✩*\n",
      "o<( ´∀｀)っ┌iii┐　Ｍｅｒｒｙ　Ｘ’ｍａｓ \n",
      "\n",
      "____ cigarette (40) __________________\n",
      "(▔▀ ‿ ▔▀ )ლ ▂▂⌇\n",
      "( *ω*)y─┛\n",
      "(̅_̅_̅_̅(̅_̅_̅_̅_̅_̅_̅_̅_̅̅_̅()ڪے~ ~\n",
      "(ﾒ■_■)y-～\n",
      "(̅_̅_̅_̅(̅_̅_̅_̅_̅_̅_̅_̅_̅̅_̅()ڪے \n",
      "\n",
      "____ clown (37) __________________\n",
      "(｡´･●･`｡)\n",
      "(ὃ⍜ὅ)\n",
      "(=⌒x⌒=)ʕ⁰̈●̫⁰̈ʔ\n",
      "☛🤡☚\n",
      "↓⫷ °⧭° ⫸↓ \n",
      "\n",
      "____ computers (85) __________________\n",
      "＼_(´ι _` 　) ┬─┬⃰  ♡  ♡💻♡ ♡ ﾍ(◕‿◕✰)\n",
      "＼_(･ω･｀)\n",
      "(╯°□°)╯︵ ʞooqǝɔɐℲ\n",
      "＼＿ﾍ(´ω｀)\n",
      "/___  /╰(⊡-⊡)و⌨  ⌨(ᵒ0ᵒ❁) ⌨(ᵒ0ᵒ) \n",
      "\n",
      "____ crab (32) __________________\n",
      "\\,,/(òÓ,)\\,,/\n",
      ">=<\n",
      "(\\/) (°„°) (\\/)(\\/) (°„°) (\\/)\n",
      "≧〔゜゜〕≦\n",
      "(V)o￥o(V) \n",
      "\n",
      "____ crying (1820) __________________\n",
      "(✿˵˘ ³(˃̣̣̥⌓˂̣̣̥ )\n",
      "˚‧º·(˃̣̣̥︿˂̣̣̥)‧º·˚\n",
      "(✿•́₋•̩̥̀)♡(╥.╥๑✿)\n",
      "(˃̣̣̥o˂̣̣̥ )\n",
      "(˚˃̣̣̥᷄⌓˂̣̣̥᷅ ) \n",
      "\n",
      "____ dancing (866) __________________\n",
      "♪♪♪ ヽ( ･ˇ∀ˇ･ゞ)\n",
      "♪( ノﾟ∀ﾟ)ノ\n",
      "ヽ|･◇･ |ゞ\n",
      "┗(｀o ´)┓\n",
      "(ノ ￣ω￣)ノ \n",
      "\n",
      "____ dead (265) __________________\n",
      "୧⨴.⨵୨\n",
      "((( ＼（✘෴✘）／ )))\n",
      "(x_x)\n",
      "(ノ#-◇-)ノ  ~~~~┻━┻☆(x _ x)ノ\n",
      "꒰ლ✘ㅿ✘ლ꒱ \n",
      "\n",
      "____ devil (286) __________________\n",
      "(×ψ(｀∇´)ψ\n",
      "（｀ー´）ψ(*｀ー´)ψ)\n",
      "“φʕ •ᴥ•o ʔ\n",
      "↜(╰ •ω• )╯ψ\n",
      "━━╋⊂（　´ー｀）彡 Ψ(ΦД| |Φ;)Ψ \n",
      "\n",
      "____ dog (2026) __________________\n",
      "(✿˶˘U˘)(●ᴥ●▼)♡☾*✲⋆.\n",
      "♥(U´•ᴥ•`U)\n",
      "🌭ԅ( ͒ ۝ ͒ )\n",
      "(.꘠ᴥ꘠)\n",
      "(U¯ﻌ¯)💤(◡ᴥ◡) \n",
      "\n",
      "____ donger (581) __________________\n",
      "ꐑ(ཀ ඊູ ఠీੂ )༼ू༈೧ູ࿃ूੂ༽(ଳծູɵੂ≢)ꐑ\n",
      "༼ᶿ᷇ཫᶿ᷆༽\n",
      "༼ꉺ౪ꉺ༽\n",
      "∩༼˵ಠ‿ಠ˵༽つ¤=[]::::>   (◕⌓◕ )\n",
      "༼´◓ɷ◔`༽ \n",
      "\n",
      "____ drink (432) __________________\n",
      "(๑•́  З(ꈍ⌣ꈍ🌸)且_(ﾟ◇ﾟ)ノ♨\n",
      "(🌸◕U◕)つ☕(✪ᴥ✪=)\n",
      "~( =^‥^ )_旦~\n",
      "(・・)_且      ✧♡ (   -‿-)/ ∠※☆🍕 🍺♡✧\n",
      "=＾●⋏●＾=⊃c[_]❀ \n",
      "\n",
      "____ excited (828) __________________\n",
      "(≧ ∀ ≦)/(๑•́ U •̀๑)\\(≧ ∀ ≦)\n",
      "(๑✧∀✧)\n",
      "(*≧∀≦*)\n",
      "(✿^o^)\n",
      "（≧▽≦）ゞ \n",
      "\n",
      "____ fight (667) __________________\n",
      "(ง⪩U⪨)งლ(⪨.⪩ლ)\n",
      "ᕙ( ︡ ’︡益’︠)ง\n",
      "(ง︡'-'︠)ง\n",
      "(ง`⍘´)ง\n",
      "ﾍ(;ﾟﾛﾟ)o-(▼▼ﾒ)○ \n",
      "\n",
      "____ fish (182) __________________\n",
      "°(;`ー´) ~>°)))彡🐟🐟🐠🐡\n",
      "ʕ￢ Ꮂ￢ ʔ🐟\n",
      "ˁ˙•͡ᴥ˙•ˀ🐟ฅʕᵔᴥᵔoʔ\n",
      "<*))>=<\n",
      "<コ:彡 Ｃ:.ミ \n",
      "\n",
      "____ flex (752) __________________\n",
      "ᕦ(óಎò)ᕥ\n",
      "ᕦ✧≖_≖ᕥ\n",
      "ᕦ(ꔸᴥꔸ)ᕥ\n",
      "ᕦ(ó⍘ò)ᕥᕙ(⇀ᴗ↼●)ᕗ\n",
      "ᕙ(๏ಎ๏)ᕗ \n",
      "\n",
      "____ flower (11453) __________________\n",
      "(✿˵•́ ω •̀˵) (≧U≦❁)\n",
      "ฅ^⇀ﻌ↼^∫/ᐠ⚈ﻌ⚈ᐟ🌸\\\n",
      "☁️    ☁️   ♡ (✿◕૩◕)爻(＾▿＾   ) ♡☁️☁️\n",
      "(π▽π✿)\n",
      "d(･ᴗ<🌸)b \n",
      "\n",
      "____ food (740) __________________\n",
      "🍐(•ᴥ•U)\n",
      "ʕ❀oﻌoʔ🍌\n",
      "유🎂유\n",
      "( o^ ^o)且 且(´ω`*)\n",
      "( ･ิ⌣･ิ) 🍌(‘∀’●)♡ \n",
      "\n",
      "____ football (11) __________________\n",
      "┏ヽ( ｀0´)ﾉ ┓　 ○⌒θ┐(｀ﾍ´；)\n",
      "🏈\\ʕ◕ᴥ◕ʋʔ\n",
      "( /  °_°)/    🏈\n",
      "🏈\\(-ᴥ-ʋ)\n",
      "🏈\\ʕ-ᴥ◕ʋʔ \n",
      "\n",
      "____ frog (9) __________________\n",
      ":(¦)\n",
      "( ≧ᴗ≦)    :(¦) (━✿✿✿✿✿✿🌷)♡♡♡\n",
      ":(¦)(\n",
      "♊⌥🐸⌥♊\n",
      "(✿ ≧ᴗ≦)    :(¦) 🐌(━✿✿✿✿✿✿🌷)🐜🐌 \n",
      "\n",
      "____ glasses (819) __________________\n",
      "(ﾒ▼皿▼)=○)Д)ﾟﾟ\n",
      "[̲̅$̲̅(̲̅■ヮ■)̲̅$̲̅]\n",
      "(▼皿▼ﾒ)ﾉ\n",
      "*✲ﾟ*( ⎚ω⎚)\n",
      "Σ( ▼□▼ﾒ  ) \n",
      "\n",
      "____ goodbye_message (104) __________________\n",
      "☆｡:*ﾟβуёβуё☆｡:*ﾟゞ(･ω･*ヽ)\n",
      "ε(*´・∀・)з゛βуё βуё ”ε(・∀・｀*)з\n",
      "(●´・∀・｀ )ﾉ”βｙё-βｙё☆\n",
      "★☆。.:*:･\"ﾟ★βyёヾ(⌒∇⌒)ﾉβyё★｡\n",
      "(人-ω-)｡o.ﾟ｡*･★βyё βyё★･*｡ﾟo｡(-ω-人) \n",
      "\n",
      "____ gun (539) __________________\n",
      "( ´-ω･)︻┻┳══━一一\n",
      "(҂ `з´ ).︻╦̵̵̿╤── ƪ(⁰o⁰;)ʃ \n",
      "--------  ╾━╤デ╦︻\n",
      "( •▽•)╦̵̵̿╤──\n",
      "(╭☞´ิ∀´ิ)╭☞ \n",
      "\n",
      "____ hamster (29) __________________\n",
      "|ꔸ⍊ꔸ|\n",
      "ᑴの⍊のᑷ\n",
      "(⌐■ഌ■)(⌐■人■)\n",
      "﴾◍人◎﴿\n",
      "( ﾟY ﾟ)━☆ﾟ.*･｡ﾟ \n",
      "\n",
      "____ heart (7565) __________________\n",
      "･:*♡◟༼ ᵒωᵕ ༽◞♡*:･\n",
      "(✿˘▽˘)♡\n",
      "( ๑ ♡3♡)(˘U˘)\n",
      "(♡3♡ʅ ʕ•ᴥ•ʔ ʃ\n",
      "♡(@ ᵔ︠ ͜ʖ ︡ᵔ@)♡ \n",
      "\n",
      "____ hello_message (32) __________________\n",
      "【o´∀｀】ﾉ┣┫Ё┗└О☆\n",
      "(○≧з)○oо｡ …【нёllо】…｡oо○(ω≦★)\n",
      "☻…☻…ⓗⓔⓛⓛⓞ…☻…☻\n",
      "(☆･U)-o☆･*:.｡ЙＩＣЁ тＯ МЁЁт ЧＯЦ..｡.:*･★o-(U･★)\n",
      "|ω・`)ﾉ Hi \n",
      "\n",
      "____ hug (1122) __________________\n",
      "(づ ͠°. °)づ\n",
      "(づoωo)づᕦ(ᵔoᵔᕦ)\n",
      "༼ つ ͠° ͟ ͟ʖ ͡° ༽つ\n",
      "(੭─ヮ─)੭ʕ ·͡ᴥ·ʔ\n",
      "(⊃≧o≦)⊃(^ﻌ^) \n",
      "\n",
      "____ kiss (4402) __________________\n",
      "(◦ꈍ ₃(ˆ∀ˆ❁)\n",
      "(🌸ꈍ З(◉⌣◉`)\n",
      "(o૩o)৴♡* ৹\n",
      "ʕ◕ ³◕ʔ\n",
      "(ɔ˘  ³ ˘(˘◡˘◍) \n",
      "\n",
      "____ koala (524) __________________\n",
      "(੭⪰Ꮂ⪯)੭❁\n",
      "ლ(ꖘᎲꖘლ)\n",
      "(╭☞$Ꮂ$)╭☞\n",
      "(ළ◡ළ)━☆ﾟ.*･｡ﾟᑫ ͡°Ꮂ ͡°ᑷ\n",
      "ᕦ(´oᎲo.) \n",
      "\n",
      "____ lenny (904) __________________\n",
      "( ͡º˵◞ل͟◟ ͡º˵)\n",
      "( ͡° ᴥ ͡°)\n",
      "（╯ ͡° ل͜ ͡°）╯︵ ┻━┻\n",
      "⫑ ͜ʖ⫒)⤏\n",
      "( ͡ᵔ ͜ʖ ͡ ᵔ ) \n",
      "\n",
      "____ lying_down (183) __________________\n",
      "(☞^o^) ☞_(:3 」∠)_\n",
      "ー=≡Σ[▓▓]ε¦)\n",
      "ꏂ[▓] ृ8)˚º꒰꒱\n",
      "_(꒪ཀ꒪」∠)_\n",
      "_( ཀ` 」 ∠)_ \n",
      "\n",
      "____ middle finger (742) __________________\n",
      "(⍜▾⍜)╭∩╮\n",
      "(◉ ³◉)╭∩╮\n",
      "(⍜U⍜)╭∩╮\n",
      "(⩺!⩹)╭∩╮\n",
      "（￣^￣）凸 \n",
      "\n",
      "____ money (300) __________________\n",
      "╭∩╮($﹏$)╭∩╮\n",
      "[̲̅$̲̅(̲̅oಎo)̲̅$̲̅]\n",
      "(∩$ಎ$)⊃━☆ﾟ.*\n",
      "(- 、-)\n",
      "|$◞ $|【ᚖ益ᚖ】 \n",
      "\n",
      "____ monkey (321) __________________\n",
      "ᕳ⩹‿⩺ᕲ\n",
      "@( o・ェ・)@ノ\n",
      "@(*^ｪ^)@\n",
      "@(。・o・)@\n",
      "@(´ ･ｪ･ `)@ \n",
      "\n",
      "____ monocle (67) __________________\n",
      "(╭ರ_•́ )\n",
      "ヽ( ͡°╭͜ʖ╮͡ರೃ )ﾉ\n",
      "[ﾉಠೃಠ]︻̷┻̿═━一\n",
      "/╲/╭⁞ ರ ͜ʖ ರೃ ⁞╮/╱﻿\n",
      "(╭ರ_•́) \n",
      "\n",
      "____ morning_night_evening_message (188) __________________\n",
      "ﾟo｡oﾟGооd Мояйiиgﾟ o｡oﾟヾ(★-дゞ★)\n",
      "ﾟ:*(* ω )ﾉ” Good morning ヾ( ω *)･ﾟ\n",
      "ヾ(●´∀｀●)GOOD　MORNING!!\n",
      "ᎶᎾᎾⅅ ℕᏐᎶℍᎢ⋆꒰ ꒡⌓꒡꒱\n",
      "Gооd Мояйiиg ┗┐(｀∀´○)oﾎﾞｺｯ　(ﾟдﾟ;;;)ｪ･･･ \n",
      "\n",
      "____ mouse (59) __________________\n",
      "…ᘛ⁐̤ᕐᐷ\n",
      "ᘛ=ᕐᐷ  🧀\n",
      "~(=^‥^)_旦~\n",
      "ʢ• ͡•ʢ• ͡•ʢ• ͡•ʡʢ• ͡•ʢ• ͡•ʢ• ͡•ʡ\n",
      "(🌸 ´  ․̫ `) \n",
      "\n",
      "____ music (1036) __________________\n",
      "♪ﾟ+.ｏ(‘v`★)Α ｈαρρψ ηεｗ ψεαγ (★’v`)♪ﾟ+.ｏ\n",
      "┏(‘▀_▀’)ノ♬♪\n",
      "(ᴖ////ᴖ)♪\n",
      "ᕕ (⌐ ■ _ ■) ᕗ ♪ ♬\n",
      "♪ε=ε=εﾍ(*≧∇)ﾉ~ \n",
      "\n",
      "____ mustache (277) __________________\n",
      "☞ᕙ(ȍꔢȍ)ᕗ\n",
      "( ￣┏＿┓￣ )\n",
      "(＾┌_̀┐ ＾)\n",
      "o(^  灬  ^)o\n",
      "(´┏･┓｀ ) \n",
      "\n",
      "____ penis (58) __________________\n",
      "( 0◡0)っ✂╰⋃╯\n",
      "ღ╰⋃╯ღ•̥̑ .̮ •̥̑)\n",
      "໒( 0◡0)っ✂╰⋃╯\n",
      "╰⋃╯(ԾДԾ)७\n",
      "╰⋃╯ლ(´ڡ`ლ) \n",
      "\n",
      "____ pig (371) __________________\n",
      "ᕕ(0ഌ0)ᕗ\n",
      "ε＝ε＝ε＝ε＝ε＝ ┌┤￣￣（●●）￣￣├┘\n",
      "(✿˶◡‿◡˶)(oഌo)\n",
      "（Ф（●●）Ф）/\n",
      "(ﾉ ﾟ ഌ ﾟ) ﾉ * ✧ \n",
      "\n",
      "____ ping_pong (29) __________________\n",
      "(｡･ω･)ρ┳┷┳ﾟσ(･ω･*)❤️  ＿(´∀｀●)\n",
      "( •_•)O °Q(•_• )\n",
      "(」ﾟヘﾟ)」━┳┻┳━　...ニ(　ーo)_ρ　。\n",
      "(」ﾟヘﾟ)」━┳┻┳━　…ニ(　ーo)_ρ　。\n",
      "!(ﾉ｀◎´)ﾉ ρ┳┷┳ﾟσ(￣○￣￣;;) \n",
      "\n",
      "____ pointing (911) __________________\n",
      "☁ ☝ˆ~ˆ☂\n",
      "ԅ(¯﹃ ¯ԅ)\n",
      "ԅ( ˘ω˘ ԅ)\n",
      "(☝◞‸◟)☞\n",
      "(ง •̀_•́)ง ԅ(´ ❥ `ԅ) \n",
      "\n",
      "____ pokemon (25) __________________\n",
      "Ϟ(๑⚈ ․̫ ⚈๑)~ ː̗̤̣̀̈̇ː̖́.• ξ(^ω^)ξ\n",
      "╭<<◕°ω°◕>>╮\n",
      "(o^-^o)\n",
      "ζ,,ﾟДﾟζ\n",
      "o(*^ ▽ ^*)o \n",
      "\n",
      "____ proposal (40) __________________\n",
      "💍ヽ(∀＜●)\n",
      "💍(˘‿˘❁)\n",
      "◎ ԅ(‹o›Д‹o›ԅ)\n",
      "( ° ა°)~ð  (≖‿≖ԅ)\n",
      "( ° ᴗ°)ﾉ💍(˘‿˘o) \n",
      "\n",
      "____ rabbit (552) __________________\n",
      "(U╹×╹)(˵•́ Y •̀˵U)\n",
      "u(╹×╹)u\n",
      "／(=´x`=)＼\n",
      "/( •ㅅ• )\\\n",
      "(❁˘∀˘)／(^ x ^)＼ \n",
      "\n",
      "____ radio (30) __________________\n",
      "♫♩♬|̲̅̅●̲̅̅|̲̅̅=̲̅̅|̲̅̅●̲̅̅|\n",
      "♫♪.ılılıll|̲̅̅●̲̅̅|̲̅̅=̲̅̅|̲̅̅●̲̅̅|llılılı.♫♪\n",
      "(♡ヮ♡)♫♩♬|̲̅̅●̲̅̅|̲̅̅=̲̅̅|̲̅̅●̲̅̅|\n",
      "ヽ(´▽｀)ノ♫♩♬◙▒◙\n",
      "~( ˘▾˘~)♫♩♬◙▒◙ \n",
      "\n",
      "____ rain (42) __________________\n",
      "ヽ༼ಢ_ಢ༽ﾉ☂\n",
      "⛅ヽ｀🌈ヽ｀💗(ﾟ∀ﾟ∩)💗(◕o◕✿)☂\n",
      "、ヽ｀(oдo*)、ヽ｀\n",
      "☁ ☁ ☝(ˆ~ˆ)☂☁ ☁\n",
      "꒰꒰3ಥᴗಥ3꒱꒱ \n",
      "\n",
      "____ robot (176) __________________\n",
      "┗┐(*´Д｀*)┌┛\n",
      "┗┃・ u ・┃\n",
      "└[ ͡°~ ͡°]┘\n",
      "└[⪧.⪦]┘\n",
      "♡(◍ε◍) \n",
      "\n",
      "____ rose (41) __________________\n",
      "ヾ (✿＞﹏ ⊙〃)ノ\n",
      "❤✿ڿڰۣ—❤\n",
      "(❀◦◡◦)🌹\n",
      "🌹ฅ(･ᆽ･ﾐ✿)∫\n",
      "✿ڿڰۣ— \n",
      "\n",
      "____ running (1263) __________________\n",
      "ᕕ(✿°◡° )ᕗ\n",
      "☼🌵🌵🌵🌵 -----=≡Σ((( つ•̀ω•́)つ  (ಠ_ಠ)\n",
      "(ʘ͡ . ʘ͡ ๑)⁼³₌₃\n",
      "ᕕ| ͡■ ﹏ ■͡ |و\n",
      "ε= ( 0o0) \n",
      "\n",
      "____ sad (2334) __________________\n",
      "(; ´Д`)\n",
      "（ノд｀＠）\n",
      "(; ´д｀)\n",
      "(✿♥╭╮♥\n",
      "乁(・╭╮・)ㄏ \n",
      "\n",
      "____ salute_wave (871) __________________\n",
      "ヾ( ☆▽☆)\n",
      "(*´ﾟωﾟﾉ\n",
      "(゜ ◇゜)ゞ\n",
      "| ω・｀ )ノ\n",
      "┗┃・ﻌ・┃ \n",
      "\n",
      "____ seal (25) __________________\n",
      "(ᵔᴥᵔ*)\n",
      "◕ᴥ◕\n",
      "ᕦʕo•`ᴥ•´ʔᕤᕦᶘ ᵒ㉨ᵒᶅᕤ\n",
      "ᶘ ᵒᴥᵒᶅ/\n",
      "ᶘ  ᵒᴥᵒ ᶅ \n",
      "\n",
      "____ sheep (93) __________________\n",
      "{ @’ꈊ’@ }\n",
      "{ @꒵ꈊ꒵@ }\n",
      "{ @｀ꈊ´ @ }\n",
      "{@⁼ꈊ⁼@}\n",
      "Ꮚˊ•⌔•ˋᏊ \n",
      "\n",
      "____ shrug (613) __________________\n",
      "ʅ(  ◔౪◔ ) ʃ\n",
      "◥(ºᵥᵥº)◤ ◥(ºᵥᵥº)◤ God please  ╮(╯ _╰ )╭\n",
      "ʅ(°⊱,°)ʃ\n",
      "¯\\_(☯෴☯)_/¯\n",
      "乁(◍Ĺ̯◎)ㄏ \n",
      "\n",
      "____ smiling (15788) __________________\n",
      "┌iii┐(≧‿≦ ✿)\n",
      "(๑✧³✧)(’ ⌣ ˉ♡ )\n",
      "(✿•▽•)/\n",
      "(＾ ▽ ＾)\n",
      "（●´∀｀）ノ♡ \n",
      "\n",
      "____ smirk (31) __________________\n",
      "¬‿¬ (‿&‿)\n",
      "¬‿¬\n",
      "( ¬ ‿¬)\n",
      "☝¬‿¬☝\n",
      "(o¬‿¬o )...☆ﾐ(*x_x) \n",
      "\n",
      "____ soccer (46) __________________\n",
      "⁽◝(⁰▿⁰)⁽🏈⚽◝(⁰0 ⁰)◟₎₎✧˖°\n",
      "[⚽＼(_¨´＼)     (°‿°\\)              🙏(́ ◡◝)\n",
      "-=≡Σ(⊃ﾟ∀ﾟ˖)つ°⚽ (’ω’ ⊃)⊃三二一 ( ⁰▿⁰)三\n",
      "(●∇●) /⚽\n",
      "( ´◓Д◔`)!／⚽＼(_¨´＼)     (°‿°\\) \n",
      "\n",
      "____ sparkles (2264) __________________\n",
      "(*oUo)━☆ﾟ.*･｡ﾟ\n",
      "♡*:･.⋆ヽ(◕ω◕🌸)/\n",
      "\\(⪰0⪯)/☆ﾟ.*･｡ﾟ\n",
      "(o0u0)━☆ﾟ.*･｡ﾟ\n",
      "★*:･ﾟ✧( ｡+･`ω･´)★*:･ﾟ✧ \n",
      "\n",
      "____ spider (117) __________________\n",
      "/╲/( ͡° ͡° ͜ʖ ͡° ͡°)/\\╱\\=3=3=3=3\n",
      "⋀⋁⋀(⊙).(⊙)⋀⋁⋀\n",
      "/╲/\\╭〳 . ˘ ۝ ˘ . 〵╮/\\╱\\\n",
      "╲/( ͡° ͡° ͟ʖ ͡° ͡°)/\\╱\\/\n",
      "/╲/\\╭⁞ ರರ ͜ʖ ರರ ⁞╮/\\╱\\ \n",
      "\n",
      "____ spinning (80) __________________\n",
      "(=ﾟωﾟ)ﾉ━ ( =ﾟω)━ ( 　=ﾟ)━(　　)━(ﾟ= ﾉ )━(ωﾟ=ﾉ)━(=ﾟωﾟ)ﾉ\n",
      "ｷﾀ━━━ヽ(ﾟ∀ﾟ)ﾉ━( ﾟ∀)ﾉ━(　　ﾟ)ﾉ━ヽ(　　)ﾉ━ヽ(ﾟ　　)━ヽ(∀ﾟ )ﾉ━ヽ(ﾟ∀ﾟ)ﾉ ━━━!!!!\n",
      "(´･ω･`)━ ( ´･ω･)━ ( 　´･ω)━( 　　)━( 　　)━(ω･´　)━(･ω･´)━(｀･ω･´)\n",
      "(　・ω)(　・) (　)(・　)(ω・　)(・ω・)\n",
      "(･∀･)( ･∀)( ･)( )(･ )(∀･ )(･∀･) \n",
      "\n",
      "____ surprised (912) __________________\n",
      "(x_x)\n",
      "(´･ω･` )\n",
      "(▼O▼ ﾒ)\n",
      "Σ(゜ロ゜; )\n",
      "(❁•́ o •̀) \n",
      "\n",
      "____ sweat (1160) __________________\n",
      "（（（・× ・；）））\n",
      "(~_~; )\n",
      "ლ (#｀ﾛ＾;)>\n",
      "ヾ(￣□￣;)ﾉ\n",
      "(°m°;) \n",
      "\n",
      "____ sword (102) __________________\n",
      "↑o () xxxx [{::::::::::::::::::>↑\n",
      "xxxx [{::::::::::::::::::>\n",
      "( 0◡0)っ▬▬ι═══════ﺤ   ＼( ˘ω ˘ )\n",
      "͜▭▭ι═══════ﺤ\n",
      "╰(⇀︿⇀)つ-]═─── \n",
      "\n",
      "____ syringe (14) __________________\n",
      "[ ]–[“””””|”””””|”””””|”””””|]>———-\n",
      "♦┣▇▇▇═─♦\n",
      "┣▇▇▇═──\n",
      "┣▇▇▇═─\n",
      "|==|iiii|>—– \n",
      "\n",
      "____ table_flip (632) __________________\n",
      "(╯°Д°）╯︵/(.□ . \\)\n",
      "(ﾉಠдಠ)ﾉ︵ ┻━┻\n",
      "(° -°） ︵ ┻━┻\n",
      "（ノ￣＾￣）ノ　┳┳　┣　┻┻　┫　┳┳\n",
      "┻━┻︵└(´▃｀└) \n",
      "\n",
      "____ table_upright (163) __________________\n",
      "┣ﾍ(^▽^ﾍ)Ξ(ﾟ▽ﾟ*)ﾉ┳━┳ ~♪\n",
      "┬──┬ ︵(╯。□。）╯\n",
      "＼（⌒∇⌒）ρ┳┻┳°σ（^o^）／\n",
      "┬─┬ノ( º _ ºノ)'>┬─┬ノ( º _ ºノ)\n",
      "┬──┬ ノ( ͡° ل͜ ͡°ノ) \n",
      "\n",
      "____ thanks_message (66) __________________\n",
      "(୨୧•͈ᴗ•͈)◞ᵗʱᵃᵑᵏઽ*♡\n",
      "+｡:.ﾟTHANKヽ(*´∀)ﾉﾟYOU.:｡+ﾟ\n",
      "(*ˊᗜˋ*)/ᵗᑋᵃᐢᵏ ᵞᵒᵘ\n",
      "тнайк　чоц♥\n",
      "♡*.·ा৸੨꒖ઝ ഴ०꒵ ･:*♡ \n",
      "\n",
      "____ thumbs_up (1041) __________________\n",
      "(●・ω・)b\n",
      "d(=‘ｘ‘=)b\n",
      "(*^-ﾟ)b\n",
      "d(￣ ▽￣o)\n",
      "°+( * ´∀｀)ｂ°+° \n",
      "\n",
      "____ wall (348) __________________\n",
      "| x･` )\n",
      "( ͡°╭ ͟ʖ╮*├┬┴┬┴\n",
      "┬┴┬┴┤´>ᴥ<`ʔ├┬┴┬\n",
      "ʕ•ᴥ├┬┴┬┴\n",
      "├┬┴┬|⁰⊖⁰) \n",
      "\n",
      "____ wand (1210) __________________\n",
      "(∩✧ ͟ʖ✧)⊃━☆ﾟ.*└\n",
      "(⚗ᴗ⚗)━*✲⋆💓\n",
      "(∩ꔸUꔸ)⊃━☆ﾟ.*\n",
      "( º o º )━☆ﾟ.*･｡ﾟ\n",
      "(oཀᗜཀ)━☆ﾟ.*･｡ﾟ \n",
      "\n",
      "____ wink (777) __________________\n",
      "ʕ❀´❛ᴥᵔʔ\n",
      "◕‿↼\n",
      "(・ 。-;\n",
      "(*≧∇◕)\n",
      "（＾ ＿－） \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "____ writing (271) __________________\n",
      "＿〆(。。)\n",
      "◛φ(♥U♥ )\n",
      "🖋️\n",
      "(♡ơ♡)✎\n",
      "＿〆( 。。) \n",
      "\n",
      "____ yummy (154) __________________\n",
      "٩(*ゝڡゝ๑)۶♥\n",
      "🍜ԅ(´ڡ`ԅ)\n",
      "ԅ(ˆڡˆԅ)\n",
      "(๑•ڡ•)\n",
      "🥞 ☕ԅ(´ڡ`ԅ)ლ(ಠ益ಠლ) \n",
      "\n",
      "____ zombie (123) __________________\n",
      "(づO◡O)づ\n",
      "(づ⪨▾⪩)づ\n",
      "(づx◡x)づ\n",
      "ᕦ(ಠ∀ಠ)【⪨_⪩】\n",
      "(๑oᵕo)╦╤─⌐(×▵×⌐҂) \n",
      "\n"
     ]
    }
   ],
   "source": [
    "all_tags = ['angel', 'anger', 'annoyed', 'archery', 'asleep', 'basketball', 'bats_vampires', 'beach', 'bear', 'bird', 'birthday', 'blush', 'bomb', 'breasts', 'butt', 'butterfly', 'cat', 'cheerleader', 'chess', 'christmas', 'cigarette', 'clown', 'computers', 'crab', 'crying', 'dancing', 'dead', 'devil', 'dog', 'donger', 'drink', 'excited', 'fight', 'fish', 'flex', 'flower', 'food', 'football', 'frog', 'glasses', 'goodbye_message', 'gun', 'hamster', 'heart', 'hello_message', 'hug', 'kiss', 'koala', 'lenny', 'lying_down', 'middle finger', 'money', 'monkey', 'monocle', 'morning_night_evening_message', 'mouse', 'music', 'mustache', 'penis', 'pig', 'ping_pong', 'pointing', 'pokemon', 'proposal', 'rabbit', 'radio', 'rain', 'robot', 'rose', 'running', 'sad', 'salute_wave', 'seal', 'sheep', 'shrug', 'smiling', 'smirk', 'soccer', 'sparkles', 'spider', 'spinning', 'surprised', 'sweat', 'sword', 'syringe', 'table_flip', 'table_upright', 'thanks_message', 'thumbs_up', 'wall', 'wand', 'wink', 'writing', 'yummy', 'zombie']\n",
    "for tag in all_tags:\n",
    "  tagged_emoticons = [em for em, v in emoticon_dict.items() if tag in v['new_tags']]\n",
    "  samples = random.sample(tagged_emoticons, 5)\n",
    "  print(f'____ {tag} ({len(tagged_emoticons)}) __________________')\n",
    "  print(\"\\n\".join(samples), '\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "LYNDID8PVt4R"
   },
   "outputs": [],
   "source": []
  }
 ],
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