{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Emoji Distance\n", "a notebook dealing witch emoji distance measures. Uses an external csv with labeled data to compare arbitriary emojis related to sentiment\n", "Autor = Carsten Draschner\n", "Version = 0.1\n", "## Used Ressources\n", "https://www.clarin.si/repository/xmlui/handle/11356/1048\n", "https://github.com/words/emoji-emotion" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import math\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "N=3" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#read in csv as panda file\n", "df = pd.read_csv(\"/Users/Carsten/GitRepos/NLP-LAB/Project/Tools/Emoji_Sentiment_Data_v1.0.csv\", delimiter=\";\")\n", "#df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def dataframe_to_dictionary():\n", " data = {}\n", " data_only_emoticons = {}\n", " list_sentiment_vectors = []\n", " list_emojis = []\n", " list_sentiment_emoticon_vectors = []\n", " list_emoticon_emojis = []\n", " for index, row in df.iterrows():\n", " emo = row[\"Emoji\"]\n", " occ = row[\"Occurrences\"]\n", " pos = row[\"Positive\"]\n", " neg = row[\"Negative\"]\n", " neu = row[\"Neutral\"]\n", " data.update({emo:[pos/occ,neg/occ,neu/occ]})\n", " \n", " list_sentiment_vectors.append(np.array([pos/occ,neg/occ,neu/occ]))\n", " list_emojis.append(emo)\n", " \n", " if(row[\"Unicode block\"]==\"Emoticons\"):\n", " data_only_emoticons.update({emo:[pos/occ,neg/occ,neu/occ]})\n", " \n", " list_sentiment_emoticon_vectors.append(np.array([pos/occ,neg/occ,neu/occ]))\n", " list_emoticon_emojis.append(emo)\n", "\n", "\n", " return data,data_only_emoticons,np.array(list_sentiment_vectors), np.array(list_emojis), np.array(list_sentiment_emoticon_vectors),np.array(list_emoticon_emojis)\n", "#d , doe = dataframe_to_dictionary()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data , data_only_emoticons, list_sentiment_vectors , list_emojis , list_sentiment_emoticon_vectors , list_emoticon_emojis = dataframe_to_dictionary()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#calculates vector distance between 2 3-dim sentiment representations of emojis\n", "def sentiment_vector_dist(v1,v2):\n", " #calculates vector distance between 2 3-dim sentiment representations of emojis consisting of positive neutral and negative probabilistic occuring\n", " tmp_dist = np.linalg.norm(np.array(v1)-np.array(v2)) \n", " return tmp_dist" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#calculates vector representation in a 3dim 0 to 1space of dimension: positive,negative,neutral\n", "def emoji_to_sentiment_vector(e, only_emoticons=True):\n", " \"\"\"tmp = df[df[\"Emoji\"]==e] \n", " #calculate by espacial labeled occurences devided by sum of overall occurences\n", " pos = tmp[\"Positive\"].values[0]/tmp[\"Occurrences\"].values[0]\n", " neg = tmp[\"Negative\"].values[0]/tmp[\"Occurrences\"].values[0]\n", " neu = tmp[\"Neutral\"].values[0]/tmp[\"Occurrences\"].values[0]\n", " #return as np array\n", " return np.array([pos,neg,neu])\"\"\"\n", " if e in (data_only_emoticons if only_emoticons else data):\n", " return np.array((data_only_emoticons if only_emoticons else data)[e])\n", " return np.array([float('NaN')]*N) " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#function to call for evaluating two emojis in its sentimental distance\n", "def emoji_distance(e1,e2):\n", " sent_v1 = emoji_to_sentiment_vector(e1)\n", " sent_v2 = emoji_to_sentiment_vector(e2)\n", " \n", " d = sentiment_vector_dist(sent_v1,sent_v2)\n", " return d" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def sentiment_vector_to_emoji(v1, only_emoticons=True):\n", " #more efficient approach for min distance\n", " distances = (list_sentiment_emoticon_vectors if only_emoticons else list_sentiment_vectors) - v1\n", " distances = np.linalg.norm(distances, axis=1)\n", " #find min entry\n", " min_entry = np.argmin(distances)\n", " \n", " return (list_emoticon_emojis if only_emoticons else list_emojis)[min_entry]\n", "\n", " #version for dics\n", "\n", " \"\"\"#set initial values to compare with\n", " best_emoji = \"😐\"\n", " min_distance = 10000\n", "\n", " #compare only with filtred emoticons not containing other elements like cars etc.\n", " #compare for each existing emoticons sentment vector to find the minimal distance equivalent to the best match\n", " for e,v2 in doe.items():\n", " #v2 = emoji_to_sentiment_vector(e)\n", " d = sentiment_vector_dist(v1,v2)\n", " if(d < min_distance):\n", " min_distance = d\n", " best_emoji = e\n", "\n", "\n", " #print(\"for sentiment vector: \"+str(v1)+\" the emoji is : \"+str(best_emoji)+\" with distance of \"+str(min_distance)+\"!\")\n", " return best_emoji\"\"\"\n", "\n", " #old version\n", "\n", " \"\"\"#set initial values to compare with\n", " best_emoji = \"😐\"\n", " min_distance = 10000\n", "\n", " #compare only with filtred emoticons not containing other elements like cars etc.\n", " df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n", " all_smilies = list(df_filtered[\"Emoji\"])\n", " #compare for each existing emoticons sentment vector to find the minimal distance equivalent to the best match\n", " for e in all_smilies:\n", " v2 = emoji_to_sentiment_vector(e)\n", " d = sentiment_vector_dist(v1,v2)\n", " if(d < min_distance):\n", " min_distance = d\n", " best_emoji = e\n", "\n", "\n", " #print(\"for sentiment vector: \"+str(v1)+\" the emoji is : \"+str(best_emoji)+\" with distance of \"+str(min_distance)+\"!\")\n", " return best_emoji\"\"\"\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def show_demo_min_distances(only_emoticons = True):\n", " #df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n", " all_smilies = list_emoticon_emojis if only_emoticons else list_emojis\n", "\n", " d_m = np.zeros(shape=(len(all_smilies),len(all_smilies)))\n", "\n", " for c1 in range(len(all_smilies)):\n", " for c2 in range(len(all_smilies)):\n", " e1 = all_smilies[c1]\n", " e2 = all_smilies[c2]\n", "\n", " d = emoji_distance(e1,e2)\n", " d_m[c1,c2] = d\n", " \n", " for c in range(len(d_m[0])):\n", " emoji = all_smilies[c]\n", " row = d_m[c]\n", " row_sorted = np.argsort(row)\n", " #closest 5\n", " r = row_sorted[0:10]\n", " #print()\n", " closest = \"\"\n", " for i in r:\n", " closest+=all_smilies[i]\n", " print(emoji+\": \"+closest)\n", " \n", " \"\"\"df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n", " all_smilies = list(df_filtered[\"Emoji\"])\n", "\n", " d_m = np.zeros(shape=(len(all_smilies),len(all_smilies)))\n", "\n", " for c1 in range(len(all_smilies)):\n", " for c2 in range(len(all_smilies)):\n", " e1 = all_smilies[c1]\n", " e2 = all_smilies[c2]\n", "\n", " d = emoji_distance(e1,e2)\n", " d_m[c1,c2] = d\n", " \n", " for c in range(len(d_m[0])):\n", " emoji = all_smilies[c]\n", " row = d_m[c]\n", " row_sorted = np.argsort(row)\n", " #closest 5\n", " r = row_sorted[0:10]\n", " #print()\n", " closest = \"\"\n", " for i in r:\n", " closest+=all_smilies[i]\n", " print(emoji+\": \"+closest)\"\"\"" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "😂: 😂😱😬🙇😈😹😅😥🙉😵\n", "😍: 😍😊😘😚😻😛😋😇🙌😀\n", "😭: 😭😪😓😴😔😷😖😫😢😨\n", "😘: 😘😚😍😙😊😗😛😻😽😋\n", "😊: 😊😻😛😍😇😋😀🙌😘😚\n", "😁: 😁😄😝😎🙊😜😆🙆😉🙋\n", "😩: 😩😒😕🙍😿😾😠😦😐😑\n", "🙏: 🙏😏😸😉🙀😮😜😝😄🙉\n", "😏: 😏🙏😮🙀😸😈🙉😉😜😝\n", "😉: 😉😜😸😝🙆😄😁😎😆🙊\n", "🙌: 🙌😀😛😻😇🙋😌😊😋😃\n", "🙈: 🙈😼😌🙊🙋😆😁😄😺😎\n", "😄: 😄😝😁😆😜🙊😉😎😸🙉\n", "😒: 😒😩😕😿🙍😾😠😦😐😑\n", "😃: 😃🙆😎😀😇😋🙋🙌😁🙊\n", "😔: 😔😷😭😖😪😓😴😫😤😨\n", "😱: 😱😬😂🙇😹😅😥😵😈😯\n", "😜: 😜😉😝😁😄🙆😎😸😆🙊\n", "😳: 😳😲😧😵😯🙇😹😶😢😥\n", "😡: 😡😣😞🙎😫😖😰😠😔😷\n", "😎: 😎🙆😁🙊😜😃😄😝🙋😉\n", "😢: 😢😟😪😓😴😭😵😥😧😰\n", "😋: 😋😇😻😀😊😃😛🙌😍🙆\n", "🙊: 🙊🙋😁😆😎🙈😌😄😼😝\n", "😴: 😴😭😪😓😔😧😨😢😷😲\n", "😌: 😌🙋🙈🙊🙌😼😀😎😆😁\n", "😞: 😞😫😖🙎😰😓😔😡😪😭\n", "😆: 😆😄😁🙊😝😼🙈😜😎🙉\n", "😝: 😝😄😜😁😆😉😸😎🙊🙆\n", "😪: 😪😓😭😴😔😢😷😖😫😞\n", "😫: 😫😖😞😔😷😭😓😪😣😡\n", "😅: 😅😹😥😬🙇😱😂😟😵😢\n", "😀: 😀😇🙌😻😛😋😃🙋😊😌\n", "😚: 😚😘😍😙😗😊😛😻😽😋\n", "😻: 😻😊😛😇😀😋🙌😍😘😃\n", "😥: 😥😹😟😅😵🙇😬😱😢😂\n", "😕: 😕😒😩😿🙍😾😠😦😐😑\n", "😤: 😤🙅😷😨😔😶😑😖😭😴\n", "😈: 😈😮🙉🙀😂😱😬😯🙇😄\n", "😰: 😰🙎😞😫😓😢😪😭😖😟\n", "😑: 😑😦😐🙅😤😿😶😒😨😕\n", "😹: 😹🙇😥😬😅😵😱😂😟😢\n", "😠: 😠🙍😾😩😒😕😿😣😖😫\n", "😓: 😓😪😭😴😔😢😷😖😫😞\n", "😣: 😣😡😫😞😠😖🙍😾🙎😷\n", "😐: 😐😦😑😿😕😒😩🙅😤🙍\n", "😨: 😨😶🙅😤😧😲😴😔😷😭\n", "😖: 😖😫😔😷😞😭😓😪😣😴\n", "😷: 😷😔😖😤😭😫😪😓😨😴\n", "🙋: 🙋😌🙊🙈😎🙌😀😁😆😼\n", "😛: 😛😻😊🙌😀😇😍😋😘😽\n", "😬: 😬😱😂🙇😹😅😥😵😈😟\n", "😙: 😙😚😘😗😍😊😛😻😽😋\n", "🙆: 🙆😎😜😃😉😁😝😄🙊😸\n", "🙅: 🙅😤😶😨😑😷😔😲😧😴\n", "🙉: 🙉🙀😈😄😝😆😸😮😁😜\n", "😇: 😇😀😋😻🙌😊😛😃🙋😍\n", "😿: 😿😒😕😩🙍😦😠😐😾😑\n", "😲: 😲😧😶😨😴😳😭😪😓🙅\n", "😶: 😶😨🙅😲😧😤😴😔😷😭\n", "😵: 😵🙇😹😥😟😱😬😅😢😳\n", "😸: 😸😉😜😝😄🙀😁🙉🙆😎\n", "😧: 😧😲😨😴😶😭😪😳😓😢\n", "😮: 😮😈🙀🙉😏😸😯😂🙏😱\n", "😽: 😽😛😘😍😚🙌😊😻😗😺\n", "🙀: 🙀🙉😮😈😸😝😄😜😉😆\n", "🙇: 🙇😹😱😬😵😥😂😅😟😯\n", "😟: 😟😥😢😵😹😅🙇😬😱😓\n", "😯: 😯😳🙇😱😈😵😮😂😬😹\n", "😦: 😦😐😑😿😕😒😩🙅😤🙍\n", "🙍: 🙍😾😩😠😒😕😿😣😖😡\n", "😺: 😺🙈😌😼🙋😽🙊🙌😆😛\n", "😾: 😾🙍😩😠😒😕😿😣😡😖\n", "😼: 😼🙈😆🙊😌😁🙋😄😝🙉\n", "🙎: 🙎😰😞😡😫😖😣😓😪😭\n", "😗: 😗😙😚😘😽😍😊😛😻🙌\n" ] } ], "source": [ "show_demo_min_distances()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#test bipolar matching entiment vector vs. emoji\n", "#def show_demo_matching_bipolar\n", "# df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n", "# all_smilies = list(df_filtered[\"Emoji\"])\n", "# for e in all_smilies:\n", "# v2 = emoji_to_sentiment_vector(e)\n", "# sentiment_vector_to_emoji(v2)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('😂', '😂'),\n", " ('❤', '😙'),\n", " ('♥', '😋'),\n", " ('😍', '😍'),\n", " ('😭', '😭'),\n", " ('😘', '😘'),\n", " ('😊', '😊'),\n", " ('👌', '🙌'),\n", " ('💕', '😋'),\n", " ('👏', '🙋'),\n", " ('😁', '😁'),\n", " ('☺', '😍'),\n", " ('♡', '😍'),\n", " ('👍', '🙋'),\n", " ('😩', '😩'),\n", " ('🙏', '🙏'),\n", " ('✌', '😜'),\n", " ('😏', '😏'),\n", " ('😉', '😉'),\n", " ('🙌', '🙌'),\n", " ('🙈', '🙈'),\n", " ('💪', '😃'),\n", " ('😄', '😄'),\n", " ('😒', '😒'),\n", " ('💃', '😚'),\n", " ('💖', '😚'),\n", " ('😃', '😃'),\n", " ('😔', '😔'),\n", " ('😱', '😱'),\n", " ('🎉', '😚'),\n", " ('😜', '😜'),\n", " ('☯', '😏'),\n", " ('🌸', '😋'),\n", " ('💜', '😊'),\n", " ('💙', '😚'),\n", " ('✨', '😏'),\n", " ('😳', '😳'),\n", " ('💗', '😊'),\n", " ('★', '😏'),\n", " ('█', '😏'),\n", " ('☀', '🙏'),\n", " ('😡', '😡'),\n", " ('😎', '😎'),\n", " ('😢', '😢'),\n", " ('💋', '😍'),\n", " ('😋', '😋'),\n", " ('🙊', '🙊'),\n", " ('😴', '😴'),\n", " ('🎶', '😀'),\n", " ('💞', '😚'),\n", " ('😌', '😌'),\n", " ('🔥', '😏'),\n", " ('💯', '😯'),\n", " ('🔫', '😷'),\n", " ('💛', '😚'),\n", " ('💁', '🙉'),\n", " ('💚', '😘'),\n", " ('♫', '😏'),\n", " ('😞', '😞'),\n", " ('😆', '😆'),\n", " ('😝', '😝'),\n", " ('😪', '😪'),\n", " ('�', '😏'),\n", " ('😫', '😫'),\n", " ('😅', '😅'),\n", " ('👊', '😅'),\n", " ('💀', '🙅'),\n", " ('😀', '😀'),\n", " ('😚', '😚'),\n", " ('😻', '😻'),\n", " ('©', '😏'),\n", " ('👀', '😯'),\n", " ('💘', '😍'),\n", " ('🐓', '😏'),\n", " ('☕', '😏'),\n", " ('👋', '😆'),\n", " ('✋', '😥'),\n", " ('🎊', '😗'),\n", " ('🍕', '🙏'),\n", " ('❄', '😎'),\n", " ('😥', '😥'),\n", " ('😕', '😕'),\n", " ('💥', '😏'),\n", " ('💔', '😶'),\n", " ('😤', '😤'),\n", " ('😈', '😈'),\n", " ('►', '😏'),\n", " ('✈', '😏'),\n", " ('🔝', '😉'),\n", " ('😰', '😰'),\n", " ('⚽', '😋'),\n", " ('😑', '😑'),\n", " ('👑', '😍'),\n", " ('😹', '😹'),\n", " ('👉', '😏'),\n", " ('🍃', '🙏'),\n", " ('🎁', '😙'),\n", " ('😠', '😠'),\n", " ('🐧', '🙏'),\n", " ('☆', '😏'),\n", " ('🍀', '😏'),\n", " ('🎈', '😍'),\n", " ('🎅', '😏'),\n", " ('😓', '😓'),\n", " ('😣', '😣'),\n", " ('😐', '😐'),\n", " ('✊', '😁'),\n", " ('😨', '😨'),\n", " ('😖', '😖'),\n", " ('💤', '🙀'),\n", " ('💓', '😍'),\n", " ('👎', '😖'),\n", " ('💦', '😌'),\n", " ('✔', '😏'),\n", " ('😷', '😷'),\n", " ('⚡', '😏'),\n", " ('🙋', '🙋'),\n", " ('🎄', '🙆'),\n", " ('💩', '😶'),\n", " ('🎵', '😎'),\n", " ('➡', '😏'),\n", " ('😛', '😛'),\n", " ('😬', '😬'),\n", " ('👯', '😜'),\n", " ('💎', '😃'),\n", " ('🌿', '😏'),\n", " ('🎂', '😛'),\n", " ('🌟', '😏'),\n", " ('🔮', '😏'),\n", " ('❗', '😏'),\n", " ('👫', '😈'),\n", " ('🏆', '😚'),\n", " ('✖', '😏'),\n", " ('☝', '😮'),\n", " ('😙', '😙'),\n", " ('⛄', '🙆'),\n", " ('👅', '😁'),\n", " ('♪', '😃'),\n", " ('🍂', '😉'),\n", " ('💏', '😼'),\n", " ('🔪', '😯'),\n", " ('🌴', '🙆'),\n", " ('👈', '🙏'),\n", " ('🌹', '😃'),\n", " ('🙆', '🙆'),\n", " ('➜', '😏'),\n", " ('👻', '😏'),\n", " ('💰', '😏'),\n", " ('🍻', '🙋'),\n", " ('🙅', '🙅'),\n", " ('🌞', '😉'),\n", " ('🍁', '🙏'),\n", " ('⭐', '😃'),\n", " ('▪', '😏'),\n", " ('🎀', '😋'),\n", " ('━', '😏'),\n", " ('☷', '😏'),\n", " ('🐷', '😏'),\n", " ('🙉', '🙉'),\n", " ('🌺', '🙏'),\n", " ('💅', '😼'),\n", " ('🐶', '😀'),\n", " ('🌚', '😌'),\n", " ('👽', '😏'),\n", " ('🎤', '🙊'),\n", " ('👭', '🙋'),\n", " ('🎧', '😝'),\n", " ('👆', '😏'),\n", " ('🍸', '😀'),\n", " ('🍷', '😏'),\n", " ('®', '😏'),\n", " ('🍉', '😻'),\n", " ('😇', '😇'),\n", " ('☑', '😏'),\n", " ('🏃', '🙏'),\n", " ('😿', '😿'),\n", " ('│', '😏'),\n", " ('💣', '😳'),\n", " ('🍺', '😉'),\n", " ('▶', '😏'),\n", " ('😲', '😲'),\n", " ('🎸', '🙏'),\n", " ('🍹', '😊'),\n", " ('💫', '🙏'),\n", " ('📚', '🙉'),\n", " ('😶', '😶'),\n", " ('🌷', '🙏'),\n", " ('💝', '😍'),\n", " ('💨', '🙏'),\n", " ('🏈', '🙆'),\n", " ('💍', '😌'),\n", " ('☔', '😈'),\n", " ('👸', '😋'),\n", " ('🇪', '😃'),\n", " ('░', '😯'),\n", " ('🍩', '😝'),\n", " ('👾', '😏'),\n", " ('☁', '😏'),\n", " ('🌻', '🙆'),\n", " ('😵', '😵'),\n", " ('📒', '😏'),\n", " ('↿', '😋'),\n", " ('🐯', '🙏'),\n", " ('👼', '🙉'),\n", " ('🍔', '😮'),\n", " ('😸', '😸'),\n", " ('👶', '🙊'),\n", " ('↾', '😋'),\n", " ('💐', '😙'),\n", " ('🌊', '🙆'),\n", " ('🍦', '🙋'),\n", " ('🍓', '😍'),\n", " ('👇', '😏'),\n", " ('💆', '😬'),\n", " ('🍴', '🙆'),\n", " ('😧', '😧'),\n", " ('🇸', '😃'),\n", " ('😮', '😮'),\n", " ('▓', '😏'),\n", " ('🚫', '😐'),\n", " ('😽', '😽'),\n", " ('🌈', '🙆'),\n", " ('🙀', '🙀'),\n", " ('⚠', '😏'),\n", " ('🎮', '😸'),\n", " ('╯', '😯'),\n", " ('🍆', '🙏'),\n", " ('🍰', '😌'),\n", " ('✓', '😏'),\n", " ('👐', '😢'),\n", " ('🙇', '🙇'),\n", " ('🍟', '🙀'),\n", " ('🍌', '😁'),\n", " ('💑', '😘'),\n", " ('👬', '😳'),\n", " ('🐣', '😌'),\n", " ('🎃', '😻'),\n", " ('▬', '🙏'),\n", " ('nan', '😂'),\n", " ('😟', '😟'),\n", " ('🐾', '😽'),\n", " ('🎓', '🙌'),\n", " ('🏊', '😃'),\n", " ('🍫', '😹'),\n", " ('📷', '😸'),\n", " ('👄', '😉'),\n", " ('🌼', '😙'),\n", " ('🚶', '😶'),\n", " ('🐱', '😽'),\n", " ('║', '😏'),\n", " ('🐸', '😳'),\n", " ('🇺', '🙌'),\n", " ('👿', '😕'),\n", " ('🚬', '🙌'),\n", " ('✿', '😏'),\n", " ('📖', '😱'),\n", " ('🐒', '🙏'),\n", " ('🌍', '😻'),\n", " ('┊', '😗'),\n", " ('🐥', '😇'),\n", " ('🌀', '😏'),\n", " ('🐼', '😏'),\n", " ('🎥', '😏'),\n", " ('💄', '😸'),\n", " ('💸', '😯'),\n", " ('⛔', '🙆'),\n", " ('●', '😏'),\n", " ('🏀', '😈'),\n", " ('💉', '😆'),\n", " ('💟', '😚'),\n", " ('🚗', '😏'),\n", " ('😯', '😯'),\n", " ('📝', '😏'),\n", " ('═', '😏'),\n", " ('♦', '😉'),\n", " ('💭', '😏'),\n", " ('🌙', '😋'),\n", " ('🐟', '😚'),\n", " ('👣', '😏'),\n", " ('☞', '😏'),\n", " ('✂', '😐'),\n", " ('🗿', '😉'),\n", " ('🍝', '😯'),\n", " ('👪', '😰'),\n", " ('🍭', '😮'),\n", " ('🌃', '😏'),\n", " ('❌', '😅'),\n", " ('🐰', '😻'),\n", " ('💊', '🙊'),\n", " ('🚨', '😗'),\n", " ('😦', '😦'),\n", " ('🍪', '🙉'),\n", " ('🍣', '🙅'),\n", " ('╭', '😏'),\n", " ('✧', '😏'),\n", " ('🎆', '😙'),\n", " ('╮', '😏'),\n", " ('🎎', '😗'),\n", " ('🇩', '😋'),\n", " ('✅', '🙏'),\n", " ('👹', '😯'),\n", " ('📱', '😏'),\n", " ('🙍', '🙍'),\n", " ('🍑', '😂'),\n", " ('🎼', '😏'),\n", " ('🔊', '🙏'),\n", " ('🌌', '🙌'),\n", " ('🍎', '😏'),\n", " ('🐻', '🙊'),\n", " ('─', '😏'),\n", " ('╰', '😏'),\n", " ('💇', '🙀'),\n", " ('♬', '😏'),\n", " ('♚', '😏'),\n", " ('🔴', '😏'),\n", " ('🍱', '😿'),\n", " ('🍊', '😁'),\n", " ('🍒', '😏'),\n", " ('🐭', '😍'),\n", " ('👟', '😉'),\n", " ('🌎', '😏'),\n", " ('🍍', '😺'),\n", " ('🐮', '😋'),\n", " ('📲', '😏'),\n", " ('☼', '😏'),\n", " ('🌅', '🙀'),\n", " ('🇷', '😍'),\n", " ('👠', '🙀'),\n", " ('🌽', '😎'),\n", " ('💧', '😖'),\n", " ('❓', '😏'),\n", " ('🍬', '😼'),\n", " ('😺', '😺'),\n", " ('🐴', '😏'),\n", " ('🚀', '😉'),\n", " ('¦', '😗'),\n", " ('💢', '😏'),\n", " ('🎬', '😏'),\n", " ('🍧', '😼'),\n", " ('🍜', '😺'),\n", " ('🐏', '😃'),\n", " ('🐘', '😯'),\n", " ('👧', '😯'),\n", " ('⠀', '😏'),\n", " ('🏄', '😃'),\n", " ('➤', '😏'),\n", " ('⬆', '😏'),\n", " ('🍋', '😏'),\n", " ('🆗', '😽'),\n", " ('⚪', '🙏'),\n", " ('📺', '🙏'),\n", " ('🍅', '😺'),\n", " ('⛅', '😎'),\n", " ('🐢', '😏'),\n", " ('👙', '😃'),\n", " ('🏡', '🙋'),\n", " ('🌾', '😽'),\n", " ('◉', '😏'),\n", " ('✏', '😏'),\n", " ('🐬', '🙏'),\n", " ('🍤', '😏'),\n", " ('🇹', '😃'),\n", " ('♣', '🙏'),\n", " ('🐝', '😏'),\n", " ('🌝', '😏'),\n", " ('🇮', '😃'),\n", " ('🔋', '😕'),\n", " ('🐍', '🙏'),\n", " ('♔', '🙏'),\n", " ('🍳', '😢'),\n", " ('🔵', '😏'),\n", " ('😾', '😾'),\n", " ('🌕', '😛'),\n", " ('🐨', '🙊'),\n", " ('🔐', '😼'),\n", " ('💿', '😋'),\n", " ('❁', '😏'),\n", " ('🌳', '🙆'),\n", " ('👰', '😃'),\n", " ('❀', '😏'),\n", " ('⚓', '😻'),\n", " ('🚴', '😋'),\n", " ('▀', '😳'),\n", " ('👗', '😏'),\n", " ('➕', '😽'),\n", " ('💬', '😸'),\n", " ('▒', '😏'),\n", " ('🔜', '😮'),\n", " ('🍨', '😅'),\n", " ('💲', '😏'),\n", " ('⛽', '😏'),\n", " ('🍙', '🙀'),\n", " ('🍗', '😳'),\n", " ('🍲', '😯'),\n", " ('🍥', '😕'),\n", " ('▸', '😏'),\n", " ('♛', '😏'),\n", " ('😼', '😼'),\n", " ('🐙', '🙏'),\n", " ('👨', '😃'),\n", " ('🍚', '😽'),\n", " ('🍖', '😯'),\n", " ('♨', '😗'),\n", " ('🎹', '😏'),\n", " ('♕', '😏'),\n", " ('▃', '😗'),\n", " ('🚘', '😳'),\n", " ('🍏', '😯'),\n", " ('👩', '😵'),\n", " ('👦', '😏'),\n", " ('🇬', '😏'),\n", " ('🇧', '😏'),\n", " ('☠', '😯'),\n", " ('🐠', '😌'),\n", " ('🚹', '😙'),\n", " ('💵', '😸'),\n", " ('✰', '😙'),\n", " ('╠', '😏'),\n", " ('👛', '😆'),\n", " ('🚙', '😏'),\n", " ('🌱', '😃'),\n", " ('💻', '😏'),\n", " ('🌏', '🙏'),\n", " ('▄', '😳'),\n", " ('👓', '😏'),\n", " ('◄', '😏'),\n", " ('⚾', '😧'),\n", " ('🌲', '🙏'),\n", " ('👴', '😈'),\n", " ('🏠', '🙆'),\n", " ('🍇', '😼'),\n", " ('🍘', '😺'),\n", " ('🍛', '😵'),\n", " ('🐇', '😮'),\n", " ('🔞', '😯'),\n", " ('👵', '😺'),\n", " ('◀', '😏'),\n", " ('🔙', '😏'),\n", " ('🌵', '😬'),\n", " ('🐽', '😯'),\n", " ('🍮', '😔'),\n", " ('🎇', '😗'),\n", " ('🐎', '😸'),\n", " ('➔', '😏'),\n", " ('💶', '😏'),\n", " ('🐤', '😃'),\n", " ('╩', '😏'),\n", " ('🛀', '🙇'),\n", " ('🌑', '😎'),\n", " ('🚲', '🙏'),\n", " ('🐑', '😳'),\n", " ('🏁', '🙏'),\n", " ('🍞', '😯'),\n", " ('🎾', '😽'),\n", " ('╚', '😏'),\n", " ('🈹', '😏'),\n", " ('🐳', '😯'),\n", " ('👮', '😐'),\n", " ('☹', '😕'),\n", " ('🐵', '🙆'),\n", " ('✪', '😏'),\n", " ('◕', '🙏'),\n", " ('🗼', '😃'),\n", " ('▐', '😏'),\n", " ('♠', '😏'),\n", " ('┳', '😐'),\n", " ('👺', '🙅'),\n", " ('🐚', '😏'),\n", " ('👂', '😶'),\n", " ('🗽', '😏'),\n", " ('🍵', '😆'),\n", " ('🆒', '😏'),\n", " ('🍯', '😟'),\n", " ('🐺', '😏'),\n", " ('⇨', '🙏'),\n", " ('➨', '😏'),\n", " ('🌓', '😋'),\n", " ('🔒', '😬'),\n", " ('╬', '😳'),\n", " ('👳', '😗'),\n", " ('🌂', '😏'),\n", " ('🚌', '😏'),\n", " ('♩', '🙆'),\n", " ('🍡', '😳'),\n", " ('❥', '😏'),\n", " ('🎡', '😏'),\n", " ('💌', '😽'),\n", " ('🐩', '😏'),\n", " ('🌜', '🙏'),\n", " ('⌚', '😏'),\n", " ('🚿', '😚'),\n", " ('🐖', '😏'),\n", " ('🔆', '😃'),\n", " ('🌛', '😃'),\n", " ('💂', '😷'),\n", " ('🐔', '😏'),\n", " ('🙎', '🙎'),\n", " ('🏩', '🙋'),\n", " ('🇫', '🙏'),\n", " ('🔨', '😶'),\n", " ('📢', '🙏'),\n", " ('🐦', '🙏'),\n", " ('🐲', '😏'),\n", " ('♻', '🙏'),\n", " ('🌘', '😋'),\n", " ('🍐', '😅'),\n", " ('🌔', '😋'),\n", " ('╥', '😰'),\n", " ('❊', '😏'),\n", " ('👖', '😏'),\n", " ('🚺', '😏'),\n", " ('😗', '😗'),\n", " ('🎭', '😳'),\n", " ('🐄', '😏'),\n", " ('◟', '😏'),\n", " ('🍢', '😳'),\n", " ('🎨', '😏'),\n", " ('⬇', '🙊'),\n", " ('🚼', '😋'),\n", " ('⛲', '😏'),\n", " ('▁', '😏'),\n", " ('🇴', '😏'),\n", " ('🌗', '😍'),\n", " ('🌖', '😍'),\n", " ('🔅', '😗'),\n", " ('👜', '😏'),\n", " ('🐌', '😙'),\n", " ('💼', '😍'),\n", " ('🚕', '😯'),\n", " ('🐹', '😼'),\n", " ('🌠', '😗'),\n", " ('🐈', '😏'),\n", " ('⇧', '😏'),\n", " ('☎', '😏'),\n", " ('🌁', '😏'),\n", " ('⚫', '😂'),\n", " ('♧', '🙏'),\n", " ('🏰', '😏'),\n", " ('🚵', '😏'),\n", " ('🎢', '😃'),\n", " ('🎷', '😙'),\n", " ('🎐', '😏'),\n", " ('┈', '😾'),\n", " ('╗', '😏'),\n", " ('╱', '😏'),\n", " ('🌇', '😃'),\n", " ('⏰', '😽'),\n", " ('⇩', '😏'),\n", " ('🚂', '😏'),\n", " ('◠', '🙏'),\n", " ('🎿', '😸'),\n", " ('✦', '😏'),\n", " ('🆔', '😗'),\n", " ('⛪', '😏'),\n", " ('🌒', '😋'),\n", " ('🐪', '😋'),\n", " ('╔', '😏'),\n", " ('╝', '🙏'),\n", " ('👔', '🙈'),\n", " ('🔱', '😯'),\n", " ('🆓', '😏'),\n", " ('🐋', '😮'),\n", " ('▽', '🙆'),\n", " ('▂', '😏'),\n", " ('🐛', '🙀'),\n", " ('👕', '🙆'),\n", " ('🚋', '😏'),\n", " ('💳', '🙆'),\n", " ('🌆', '😏'),\n", " ('🏧', '😗'),\n", " ('💡', '😍'),\n", " ('🔹', '😏'),\n", " ('⬅', '🙏'),\n", " ('🍠', '😰'),\n", " ('🐫', '😏'),\n", " ('🏪', '😏'),\n", " ('۩', '😏'),\n", " ('🇱', '🙏'),\n", " ('📹', '😀'),\n", " ('👞', '😀'),\n", " ('🚑', '😯'),\n", " ('🆘', '😟'),\n", " ('👚', '😋'),\n", " ('🚍', '😟'),\n", " ('□', '😡'),\n", " ('🐂', '😏'),\n", " ('🚣', '😋'),\n", " ('✳', '😏'),\n", " ('🏉', '😃'),\n", " ('🗻', '😋'),\n", " ('🐀', '😏'),\n", " ('╦', '😏'),\n", " ('⛺', '😛'),\n", " ('🐕', '😏'),\n", " ('🏂', '😎'),\n", " ('👡', '😎'),\n", " ('📻', '🙏'),\n", " ('✒', '😏'),\n", " ('🌰', '😋'),\n", " ('🏢', '😏'),\n", " ('🎒', '😛'),\n", " ('⌒', '😋'),\n", " ('🏫', '😣'),\n", " ('📴', '😗'),\n", " ('🚢', '😺'),\n", " ('🚚', '😏'),\n", " ('🐉', '😏'),\n", " ('❒', '😏'),\n", " ('🐊', '😏'),\n", " ('🔔', '😗'),\n", " ('◢', '😙'),\n", " ('🏥', '😏'),\n", " ('❔', '😳'),\n", " ('🚖', '😳'),\n", " ('🃏', '😟'),\n", " ('▼', '😯'),\n", " ('▌', '😑'),\n", " ('☛', '😏'),\n", " ('✩', '😏'),\n", " ('💒', '😋'),\n", " ('🚤', '😏'),\n", " ('🐐', '🙏'),\n", " ('■', '😿'),\n", " ('🔚', '😉'),\n", " ('🎻', '😏'),\n", " ('🔷', '😏'),\n", " ('🚦', '😯'),\n", " ('🔓', '😟'),\n", " ('🎽', '🙏'),\n", " ('📅', '😈'),\n", " ('🎺', '😗'),\n", " ('✯', '😏'),\n", " ('🍈', '😾'),\n", " ('✉', '😏'),\n", " ('╣', '😏'),\n", " ('◤', '😗'),\n", " ('○', '😃'),\n", " ('🍼', '😽'),\n", " ('📀', '😏'),\n", " ('🚛', '😳'),\n", " ('📓', '😏'),\n", " ('☉', '😏'),\n", " ('💴', '🙅'),\n", " ('┼', '😯'),\n", " ('🐃', '😏'),\n", " ('➰', '😡'),\n", " ('🔌', '😶'),\n", " ('🍄', '😯'),\n", " ('📕', '😏'),\n", " ('📣', '🙋'),\n", " ('🚓', '😏'),\n", " ('🐗', '😃'),\n", " ('↪', '😏'),\n", " ('⛳', '😙'),\n", " ('┻', '😾'),\n", " ('┛', '😍'),\n", " ('┃', '🙏'),\n", " ('👱', '😏'),\n", " ('⏳', '😰'),\n", " ('💺', '😏'),\n", " ('🏇', '😶'),\n", " ('☻', '😏'),\n", " ('📞', '🙏'),\n", " ('Ⓐ', '😳'),\n", " ('🌉', '😋'),\n", " ('🚩', '😑'),\n", " ('✎', '😋'),\n", " ('📃', '🙏'),\n", " ('🏨', '😏'),\n", " ('📌', '😕'),\n", " ('♎', '😳'),\n", " ('💷', '🙏'),\n", " ('🚄', '😋'),\n", " ('▲', '😋'),\n", " ('⛵', '😋'),\n", " ('🔸', '😏'),\n", " ('⌛', '🙇'),\n", " ('🚜', '😗'),\n", " ('🐆', '😏'),\n", " ('👒', '😏'),\n", " ('❕', '😏'),\n", " ('🔛', '😽'),\n", " ('♢', '😏'),\n", " ('🇲', '🙏'),\n", " ('❅', '😙'),\n", " ('👝', '😺'),\n", " ('✞', '🙏'),\n", " ('◡', '😏'),\n", " ('🎋', '😗'),\n", " ('👥', '🙀'),\n", " ('📵', '😏'),\n", " ('🐡', '😏'),\n", " ('◆', '😙'),\n", " ('🏯', '😏'),\n", " ('☂', '😏'),\n", " ('🔭', '🙏'),\n", " ('🎪', '😏'),\n", " ('🐜', '😋'),\n", " ('♌', '😙'),\n", " ('☐', '😕'),\n", " ('👷', '🙀'),\n", " ('↳', '😏'),\n", " ('🔈', '😏'),\n", " ('📄', '😗'),\n", " ('📍', '😏'),\n", " ('🚐', '😙'),\n", " ('🚔', '😏'),\n", " ('🌋', '😋'),\n", " ('📡', '🙀'),\n", " ('⏩', '😏'),\n", " ('🚳', '😗'),\n", " ('✘', '😙'),\n", " ('۞', '😏'),\n", " ('☾', '😏'),\n", " ('🅰', '🙀'),\n", " ('📥', '😏'),\n", " ('🇼', '🙏'),\n", " ('┓', '😋'),\n", " ('┣', '😋'),\n", " ('Ⓛ', '🙏'),\n", " ('Ⓔ', '🙏'),\n", " ('🔦', '😏'),\n", " ('👤', '😙'),\n", " ('🚁', '😏'),\n", " ('🎠', '🙆'),\n", " ('🐁', '😐'),\n", " ('📗', '😮'),\n", " ('┐', '😶'),\n", " ('☮', '😢'),\n", " ('♂', '😏'),\n", " ('◞', '😏'),\n", " ('📯', '😏'),\n", " ('🔩', '😮'),\n", " ('👢', '😙'),\n", " ('◂', '😏'),\n", " ('📰', '😺'),\n", " ('📶', '😏'),\n", " ('🚥', '😏'),\n", " ('🌄', '😏'),\n", " ('🗾', '😏'),\n", " ('🔶', '😏'),\n", " ('🏤', '😏'),\n", " ('🎩', '😏'),\n", " ('Ⓜ', '😺'),\n", " ('🔧', '😾'),\n", " ('🐅', '😏'),\n", " ('♮', '😏'),\n", " ('🅾', '😶'),\n", " ('🔄', '😏'),\n", " ('☄', '😏'),\n", " ('☨', '😏'),\n", " ('📦', '😏'),\n", " ('🚊', '😬'),\n", " ('🔲', '😍'),\n", " ('🔁', '😯'),\n", " ('△', '😏'),\n", " ('📆', '😗'),\n", " ('❛', '🙏'),\n", " ('📉', '🙏'),\n", " ('▵', '🙏'),\n", " ('🔎', '😍'),\n", " ('☜', '😏'),\n", " ('🇯', '🙏'),\n", " ('🇵', '🙏'),\n", " ('📘', '😬'),\n", " ('✡', '😏'),\n", " ('ⓔ', '😍'),\n", " ('🔑', '😬'),\n", " ('🔃', '😯'),\n", " ('👃', '🙎'),\n", " ('⭕', '🙏'),\n", " ('🔘', '😏'),\n", " ('ⓒ', '🙎'),\n", " ('🚭', '😗'),\n", " ('🚉', '😍'),\n", " ('🚪', '😍'),\n", " ('➳', '🙏'),\n", " ('🚃', '😍'),\n", " ('┯', '😐'),\n", " ('🏬', '😏'),\n", " ('☽', '😏'),\n", " ('🆙', '🙏'),\n", " ('🆖', '😬'),\n", " ('☪', '😏'),\n", " ('┗', '😗'),\n", " ('🚮', '🙎'),\n", " ('┫', '😏'),\n", " ('Ⓞ', '🙏'),\n", " ('❇', '😋'),\n", " ('✴', '😋'),\n", " ('┌', '😳'),\n", " ('☊', '😗'),\n", " ('🔕', '😡'),\n", " ('⬛', '😡'),\n", " ('❝', '😏'),\n", " ('❞', '😏'),\n", " ('🚞', '😋'),\n", " ('🍶', '😋'),\n", " ('🌐', '😋'),\n", " ('♀', '😏'),\n", " ('🚅', '😋'),\n", " ('🚒', '😑'),\n", " ('➣', '😏'),\n", " ('♋', '😏'),\n", " ('♍', '😋'),\n", " ('🕝', '😑'),\n", " ('ⓐ', '😗'),\n", " ('✗', '😳'),\n", " ('📙', '😺'),\n", " ('Ⓢ', '😏'),\n", " ('📋', '😋'),\n", " ('⇢', '😳'),\n", " ('🎱', '😺'),\n", " ('🐞', '😏'),\n", " ('🔺', '😏'),\n", " ('ⓡ', '😗'),\n", " ('🎍', '😏'),\n", " ('♤', '😋'),\n", " ('🎲', '😏'),\n", " ('🎯', '😋'),\n", " ('〠', '😏'),\n", " ('🔉', '😋'),\n", " ('↩', '😗'),\n", " ('🚾', '😏'),\n", " ('🎣', '😐'),\n", " ('🔣', '😏'),\n", " ('❎', '😕'),\n", " ('➥', '😏'),\n", " ('🅱', '😏'),\n", " ('🎌', '😗'),\n", " ('◣', '😏'),\n", " ('⏬', '😗'),\n", " ('♭', '😏'),\n", " ('💠', '😏'),\n", " ('ⓞ', '😗'),\n", " ('🔳', '🙏'),\n", " ('🏭', '🙏'),\n", " ('🔰', '😏'),\n", " ('🎳', '😐'),\n", " ('☚', '😗'),\n", " ('➽', '🙏'),\n", " ('➫', '🙏'),\n", " ('➖', '😕'),\n", " ('🏮', '😏'),\n", " ('📛', '😏'),\n", " ('꒰', '🙏'),\n", " ('꒱', '🙏'),\n", " ('◝', '😐'),\n", " ('📑', '😗'),\n", " ('🎦', '😏'),\n", " ('ⓧ', '😗'),\n", " ('🇨', '😏'),\n", " ('🇳', '😏'),\n", " ('🔟', '😗'),\n", " ('〓', '😗'),\n", " ('ⓜ', '🙏'),\n", " ('➠', '😗'),\n", " ('🚆', '🙏'),\n", " ('🚠', '😏'),\n", " ('℅', '😕'),\n", " ('☃', '🙏'),\n", " ('🚽', '😗'),\n", " ('📐', '😏'),\n", " ('ⓝ', '😗'),\n", " ('✮', '😏'),\n", " ('⇦', '😗'),\n", " ('👲', '🙏'),\n", " ('🚡', '😐'),\n", " ('🎑', '😏'),\n", " ('🔬', '😗'),\n", " ('➗', '😐'),\n", " ('📈', '🙏'),\n", " ('⌘', '😏'),\n", " ('⏪', '🙏'),\n", " ('╹', '😏'),\n", " ('◎', '😗'),\n", " ('🔼', '😏'),\n", " ('꒦', '😕'),\n", " ('📎', '😗'),\n", " ('⑅', '😗'),\n", " ('⍝', '😏'),\n", " ('📁', '😏'),\n", " ('✭', '😗'),\n", " ('➲', '😏'),\n", " ('♓', '🙏'),\n", " ('┏', '😗'),\n", " ('☇', '😗'),\n", " ('♺', '😏'),\n", " ('♞', '😏'),\n", " ('࿎', '😕'),\n", " ('📠', '😏'),\n", " ('👘', '😗'),\n", " ('↙', '😗'),\n", " ('Ⓕ', '🙏'),\n", " ('Ⓦ', '🙏'),\n", " ('Ⓟ', '🙏'),\n", " ('🕑', '🙏'),\n", " ('💽', '😏'),\n", " ('🕛', '😗'),\n", " ('🎫', '😏'),\n", " ('♈', '😕'),\n", " ('📟', '😏'),\n", " ('℃', '😏'),\n", " ('↬', '😗'),\n", " ('🕒', '😏'),\n", " ('🇰', '😏'),\n", " ('↱', '😏'),\n", " ('✍', '😗'),\n", " ('⇐', '😏'),\n", " ('🏦', '😗'),\n", " ('🔻', '😗'),\n", " ('ⓟ', '😗'),\n", " ('ⓕ', '😗'),\n", " ('ⓘ', '😗'),\n", " ('♿', '😗'),\n", " ('⇗', '😗'),\n", " ('⇘', '😗'),\n", " ('ⓨ', '😗'),\n", " ('ⓙ', '😗'),\n", " ('▫', '😗'),\n", " ('🔇', '😗'),\n", " ('⌃', '😕'),\n", " ('🔖', '😗'),\n", " ('📜', '😗'),\n", " ('♏', '😏'),\n", " ('🚝', '😗'),\n", " ('☢', '😏'),\n", " ('🎏', '😏'),\n", " ('┘', '😕'),\n", " ('✝', '😕'),\n", " ('❖', '😏'),\n", " ('⍣', '😕'),\n", " ('📮', '😕'),\n", " ('🕕', '😕'),\n", " ('🇭', '😏'),\n", " ('◜', '😏'),\n", " ('🔯', '😗'),\n", " ('➸', '😗'),\n", " ('꒵', '😗'),\n", " ('🕥', '😕'),\n", " ('♙', '😏'),\n", " ('▿', '😏'),\n", " ('⚃', '😏'),\n", " ('✽', '😗'),\n", " ('📼', '😗'),\n", " ('🕐', '😕'),\n", " ('🀄', '😗'),\n", " ('✾', '😏'),\n", " ('✬', '😗'),\n", " ('🆑', '😏'),\n", " ('✫', '😗'),\n", " ('🕔', '😕'),\n", " ('❣', '😗'),\n", " ('➱', '😏'),\n", " ('🆕', '😏'),\n", " ('➢', '😏'),\n", " ('↕', '😏'),\n", " ('📫', '😗'),\n", " ('🉐', '😗'),\n", " ('♊', '😏'),\n", " ('🈂', '😕'),\n", " ('🎰', '😕'),\n", " ('҂', '😕'),\n", " ('╤', '😕'),\n", " ('➛', '😏'),\n", " ('♝', '😏'),\n", " ('❋', '😏'),\n", " ('✆', '😏'),\n", " ('📔', '😗')]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[(e,sentiment_vector_to_emoji(emoji_to_sentiment_vector(e,only_emoticons=False))) for e in list_emojis]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 3.33118392e-01 5.70015866e-09 5.45405624e-01 3.61891787e-02\n", " 3.22864731e-02 1.87023274e-01 7.40931853e-01 3.08743564e-01\n", " 3.68777881e-01 2.09713028e-01 8.63326899e-02 1.75456769e-01\n", " 2.09456816e-01 7.45056142e-01 1.30260524e-01 5.82652509e-01\n", " 3.53554352e-01 2.01443985e-01 4.85493431e-01 6.17183397e-01\n", " 1.62094866e-01 4.74704900e-01 7.76465219e-02 1.66833329e-01\n", " 5.36955643e-01 1.38652203e-01 5.67698362e-01 2.03066094e-01\n", " 2.12404906e-01 5.36588512e-01 5.84954149e-01 3.52979027e-01\n", " 9.03901452e-02 4.25609843e-02 4.81493548e-02 3.93456821e-01\n", " 7.62805379e-01 6.29813840e-01 3.18599968e-01 5.01433361e-01\n", " 7.06272570e-01 3.82249520e-01 6.95514681e-01 5.36365201e-01\n", " 6.40151317e-01 7.60887637e-01 5.82859091e-01 5.91490468e-01\n", " 6.00100317e-01 1.38855769e-01 4.98298989e-02 3.46598352e-01\n", " 9.38806127e-02 1.68762005e-01 6.30326431e-01 2.65642057e-01\n", " 8.06500677e-02 7.48501150e-01 5.36834774e-01 5.88758832e-01\n", " 4.22651037e-01 2.42250408e-01 5.31306950e-01 3.36087236e-01\n", " 9.53768085e-02 2.81491690e-01 3.83891422e-01 4.26413016e-01\n", " 4.22486149e-01 7.57834870e-01 7.27857015e-01 1.86650364e-01\n", " 7.41070465e-01 2.05220100e-01 5.35435751e-01 1.11520771e-01]\n" ] }, { "data": { "text/plain": [ "'😍'" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sentiment_vector_to_emoji(np.array([ 0.72967448, 0.05173769, 0.21858783]))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }