{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "https://www.clarin.si/repository/xmlui/handle/11356/1048\n", "https://github.com/words/emoji-emotion" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import math\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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EmojiUnicode codepointOccurrencesPositionNegativeNeutralPositiveUnicode nameUnicode block
0😂0x1f602146220.805101361441636845FACE WITH TEARS OF JOYEmoticons
10x276480500.74694335513346361HEAVY BLACK HEARTDingbats
20x266571440.75380625219424950BLACK HEART SUITMiscellaneous Symbols
3😍0x1f60d63590.76529232913904640SMILING FACE WITH HEART-SHAPED EYESEmoticons
4😭0x1f62d55260.803352241212181896LOUDLY CRYING FACEEmoticons
5😘0x1f61836480.8544801937022753FACE THROWING A KISSEmoticons
6😊0x1f60a31860.8133021897542243SMILING FACE WITH SMILING EYESEmoticons
7👌0x1f44c29250.8052232747281923OK HAND SIGNMiscellaneous Symbols and Pictographs
8💕0x1f49524000.765726996831618TWO HEARTSMiscellaneous Symbols and Pictographs
9👏0x1f44f23360.7871302436341459CLAPPING HANDS SIGNMiscellaneous Symbols and Pictographs
10😁0x1f60121890.7961512786481263GRINNING FACE WITH SMILING EYESEmoticons
110x263a20620.7986341284491485WHITE SMILING FACEMiscellaneous Symbols
120x266119750.7636951024481425WHITE HEART SUITMiscellaneous Symbols
13👍0x1f44d18540.8121262134601181THUMBS UP SIGNMiscellaneous Symbols and Pictographs
14😩0x1f62918080.8262141069336403WEARY FACEEmoticons
15🙏0x1f64f15390.793848124648767PERSON WITH FOLDED HANDSEmoticons
160x270c15340.790480173476885VICTORY HANDDingbats
17😏0x1f60f15220.764977170676676SMIRKING FACEEmoticons
18😉0x1f60915210.844833151513857WINKING FACEEmoticons
19🙌0x1f64c15060.790600152358996PERSON RAISING BOTH HANDS IN CELEBRATIONEmoticons
20🙈0x1f64814560.738881238350868SEE-NO-EVIL MONKEYEmoticons
21💪0x1f4aa14090.806704101424884FLEXED BICEPSMiscellaneous Symbols and Pictographs
22😄0x1f60413980.794973191426781SMILING FACE WITH OPEN MOUTH AND SMILING EYESEmoticons
23😒0x1f61213850.857621819266300UNAMUSED FACEEmoticons
24💃0x1f48313440.852765592371048DANCERMiscellaneous Symbols and Pictographs
25💖0x1f49612630.76223954254955SPARKLING HEARTMiscellaneous Symbols and Pictographs
26😃0x1f60312060.73478286361759SMILING FACE WITH OPEN MOUTHEmoticons
27😔0x1f61412050.866146559263383PENSIVE FACEEmoticons
28😱0x1f63111300.773313298319513FACE SCREAMING IN FEAREmoticons
29🎉0x1f38911250.74363643207875PARTY POPPERMiscellaneous Symbols and Pictographs
..............................
939🕥0x1f56510.811966100CLOCK FACE TEN-THIRTYMiscellaneous Symbols and Pictographs
9400x265910.342857010WHITE CHESS PAWNMiscellaneous Symbols
9410x25bf10.432836010WHITE DOWN-POINTING SMALL TRIANGLEGeometric Shapes
9420x268310.918919010DIE FACE-4Miscellaneous Symbols
9430x273d10.992701001HEAVY TEARDROP-SPOKED ASTERISKDingbats
944📼0x1f4fc11.000000001VIDEOCASSETTEMiscellaneous Symbols and Pictographs
945🕐0x1f55011.000000100CLOCK FACE ONE OCLOCKMiscellaneous Symbols and Pictographs
946🀄0x1f00411.000000001MAHJONG TILE RED DRAGONMahjong Tiles
9470x273e10.023256010SIX PETALLED BLACK AND WHITE FLORETTEDingbats
9480x272c10.955224001BLACK CENTRE WHITE STARDingbats
949🆑0x1f19110.983607010SQUARED CLEnclosed Alphanumeric Supplement
9500x272b10.923729001OPEN CENTRE BLACK STARDingbats
951🕔0x1f55410.742424100CLOCK FACE FIVE OCLOCKMiscellaneous Symbols and Pictographs
9520x276310.471429001HEAVY HEART EXCLAMATION MARK ORNAMENTDingbats
9530x27b110.704348010NOTCHED UPPER RIGHT-SHADOWED WHITE RIGHTWARDS ...Dingbats
954🆕0x1f19510.669118010SQUARED NEWEnclosed Alphanumeric Supplement
9550x27a210.242647010THREE-D TOP-LIGHTED RIGHTWARDS ARROWHEADDingbats
9560x219510.735632010UP DOWN ARROWArrows
957📫0x1f4eb10.384615001CLOSED MAILBOX WITH RAISED FLAGMiscellaneous Symbols and Pictographs
958🉐0x1f25010.031250001CIRCLED IDEOGRAPH ADVANTAGEEnclosed Ideographic Supplement
9590x264a10.327586010GEMINIMiscellaneous Symbols
960🈂0x1f20210.466667100SQUARED KATAKANA SAEnclosed Ideographic Supplement
961🎰0x1f3b010.421687100SLOT MACHINEMiscellaneous Symbols and Pictographs
962҂0x48210.519231100CYRILLIC THOUSANDS SIGNCyrillic
9630x256410.634615100BOX DRAWINGS DOWN SINGLE AND HORIZONTAL DOUBLEBox Drawing
9640x279b10.011628010DRAFTING POINT RIGHTWARDS ARROWDingbats
9650x265d10.280000010BLACK CHESS BISHOPMiscellaneous Symbols
9660x274b10.888889010HEAVY EIGHT TEARDROP-SPOKED PROPELLER ASTERISKDingbats
9670x270610.557252010TELEPHONE LOCATION SIGNDingbats
968📔0x1f4d410.814815001NOTEBOOK WITH DECORATIVE COVERMiscellaneous Symbols and Pictographs
\n", "

969 rows × 9 columns

\n", "
" ], "text/plain": [ " Emoji Unicode codepoint Occurrences Position Negative Neutral \\\n", "0 😂 0x1f602 14622 0.805101 3614 4163 \n", "1 ❤ 0x2764 8050 0.746943 355 1334 \n", "2 ♥ 0x2665 7144 0.753806 252 1942 \n", "3 😍 0x1f60d 6359 0.765292 329 1390 \n", "4 😭 0x1f62d 5526 0.803352 2412 1218 \n", "5 😘 0x1f618 3648 0.854480 193 702 \n", "6 😊 0x1f60a 3186 0.813302 189 754 \n", "7 👌 0x1f44c 2925 0.805223 274 728 \n", "8 💕 0x1f495 2400 0.765726 99 683 \n", "9 👏 0x1f44f 2336 0.787130 243 634 \n", "10 😁 0x1f601 2189 0.796151 278 648 \n", "11 ☺ 0x263a 2062 0.798634 128 449 \n", "12 ♡ 0x2661 1975 0.763695 102 448 \n", "13 👍 0x1f44d 1854 0.812126 213 460 \n", "14 😩 0x1f629 1808 0.826214 1069 336 \n", "15 🙏 0x1f64f 1539 0.793848 124 648 \n", "16 ✌ 0x270c 1534 0.790480 173 476 \n", "17 😏 0x1f60f 1522 0.764977 170 676 \n", "18 😉 0x1f609 1521 0.844833 151 513 \n", "19 🙌 0x1f64c 1506 0.790600 152 358 \n", "20 🙈 0x1f648 1456 0.738881 238 350 \n", "21 💪 0x1f4aa 1409 0.806704 101 424 \n", "22 😄 0x1f604 1398 0.794973 191 426 \n", "23 😒 0x1f612 1385 0.857621 819 266 \n", "24 💃 0x1f483 1344 0.852765 59 237 \n", "25 💖 0x1f496 1263 0.762239 54 254 \n", "26 😃 0x1f603 1206 0.734782 86 361 \n", "27 😔 0x1f614 1205 0.866146 559 263 \n", "28 😱 0x1f631 1130 0.773313 298 319 \n", "29 🎉 0x1f389 1125 0.743636 43 207 \n", ".. ... ... ... ... ... ... \n", "939 🕥 0x1f565 1 0.811966 1 0 \n", "940 ♙ 0x2659 1 0.342857 0 1 \n", "941 ▿ 0x25bf 1 0.432836 0 1 \n", "942 ⚃ 0x2683 1 0.918919 0 1 \n", "943 ✽ 0x273d 1 0.992701 0 0 \n", "944 📼 0x1f4fc 1 1.000000 0 0 \n", "945 🕐 0x1f550 1 1.000000 1 0 \n", "946 🀄 0x1f004 1 1.000000 0 0 \n", "947 ✾ 0x273e 1 0.023256 0 1 \n", "948 ✬ 0x272c 1 0.955224 0 0 \n", "949 🆑 0x1f191 1 0.983607 0 1 \n", "950 ✫ 0x272b 1 0.923729 0 0 \n", "951 🕔 0x1f554 1 0.742424 1 0 \n", "952 ❣ 0x2763 1 0.471429 0 0 \n", "953 ➱ 0x27b1 1 0.704348 0 1 \n", "954 🆕 0x1f195 1 0.669118 0 1 \n", "955 ➢ 0x27a2 1 0.242647 0 1 \n", "956 ↕ 0x2195 1 0.735632 0 1 \n", "957 📫 0x1f4eb 1 0.384615 0 0 \n", "958 🉐 0x1f250 1 0.031250 0 0 \n", "959 ♊ 0x264a 1 0.327586 0 1 \n", "960 🈂 0x1f202 1 0.466667 1 0 \n", "961 🎰 0x1f3b0 1 0.421687 1 0 \n", "962 ҂ 0x482 1 0.519231 1 0 \n", "963 ╤ 0x2564 1 0.634615 1 0 \n", "964 ➛ 0x279b 1 0.011628 0 1 \n", "965 ♝ 0x265d 1 0.280000 0 1 \n", "966 ❋ 0x274b 1 0.888889 0 1 \n", "967 ✆ 0x2706 1 0.557252 0 1 \n", "968 📔 0x1f4d4 1 0.814815 0 0 \n", "\n", " Positive Unicode name \\\n", "0 6845 FACE WITH TEARS OF JOY \n", "1 6361 HEAVY BLACK HEART \n", "2 4950 BLACK HEART SUIT \n", "3 4640 SMILING FACE WITH HEART-SHAPED EYES \n", "4 1896 LOUDLY CRYING FACE \n", "5 2753 FACE THROWING A KISS \n", "6 2243 SMILING FACE WITH SMILING EYES \n", "7 1923 OK HAND SIGN \n", "8 1618 TWO HEARTS \n", "9 1459 CLAPPING HANDS SIGN \n", "10 1263 GRINNING FACE WITH SMILING EYES \n", "11 1485 WHITE SMILING FACE \n", "12 1425 WHITE HEART SUIT \n", "13 1181 THUMBS UP SIGN \n", "14 403 WEARY FACE \n", "15 767 PERSON WITH FOLDED HANDS \n", "16 885 VICTORY HAND \n", "17 676 SMIRKING FACE \n", "18 857 WINKING FACE \n", "19 996 PERSON RAISING BOTH HANDS IN CELEBRATION \n", "20 868 SEE-NO-EVIL MONKEY \n", "21 884 FLEXED BICEPS \n", "22 781 SMILING FACE WITH OPEN MOUTH AND SMILING EYES \n", "23 300 UNAMUSED FACE \n", "24 1048 DANCER \n", "25 955 SPARKLING HEART \n", "26 759 SMILING FACE WITH OPEN MOUTH \n", "27 383 PENSIVE FACE \n", "28 513 FACE SCREAMING IN FEAR \n", "29 875 PARTY POPPER \n", ".. ... ... \n", "939 0 CLOCK FACE TEN-THIRTY \n", "940 0 WHITE CHESS PAWN \n", "941 0 WHITE DOWN-POINTING SMALL TRIANGLE \n", "942 0 DIE FACE-4 \n", "943 1 HEAVY TEARDROP-SPOKED ASTERISK \n", "944 1 VIDEOCASSETTE \n", "945 0 CLOCK FACE ONE OCLOCK \n", "946 1 MAHJONG TILE RED DRAGON \n", "947 0 SIX PETALLED BLACK AND WHITE FLORETTE \n", "948 1 BLACK CENTRE WHITE STAR \n", "949 0 SQUARED CL \n", "950 1 OPEN CENTRE BLACK STAR \n", "951 0 CLOCK FACE FIVE OCLOCK \n", "952 1 HEAVY HEART EXCLAMATION MARK ORNAMENT \n", "953 0 NOTCHED UPPER RIGHT-SHADOWED WHITE RIGHTWARDS ... \n", "954 0 SQUARED NEW \n", "955 0 THREE-D TOP-LIGHTED RIGHTWARDS ARROWHEAD \n", "956 0 UP DOWN ARROW \n", "957 1 CLOSED MAILBOX WITH RAISED FLAG \n", "958 1 CIRCLED IDEOGRAPH ADVANTAGE \n", "959 0 GEMINI \n", "960 0 SQUARED KATAKANA SA \n", "961 0 SLOT MACHINE \n", "962 0 CYRILLIC THOUSANDS SIGN \n", "963 0 BOX DRAWINGS DOWN SINGLE AND HORIZONTAL DOUBLE \n", "964 0 DRAFTING POINT RIGHTWARDS ARROW \n", "965 0 BLACK CHESS BISHOP \n", "966 0 HEAVY EIGHT TEARDROP-SPOKED PROPELLER ASTERISK \n", "967 0 TELEPHONE LOCATION SIGN \n", "968 1 NOTEBOOK WITH DECORATIVE COVER \n", "\n", " Unicode block \n", "0 Emoticons \n", "1 Dingbats \n", "2 Miscellaneous Symbols \n", "3 Emoticons \n", "4 Emoticons \n", "5 Emoticons \n", "6 Emoticons \n", "7 Miscellaneous Symbols and Pictographs \n", "8 Miscellaneous Symbols and Pictographs \n", "9 Miscellaneous Symbols and Pictographs \n", "10 Emoticons \n", "11 Miscellaneous Symbols \n", "12 Miscellaneous Symbols \n", "13 Miscellaneous Symbols and Pictographs \n", "14 Emoticons \n", "15 Emoticons \n", "16 Dingbats \n", "17 Emoticons \n", "18 Emoticons \n", "19 Emoticons \n", "20 Emoticons \n", "21 Miscellaneous Symbols and Pictographs \n", "22 Emoticons \n", "23 Emoticons \n", "24 Miscellaneous Symbols and Pictographs \n", "25 Miscellaneous Symbols and Pictographs \n", "26 Emoticons \n", "27 Emoticons \n", "28 Emoticons \n", "29 Miscellaneous Symbols and Pictographs \n", ".. ... \n", "939 Miscellaneous Symbols and Pictographs \n", "940 Miscellaneous Symbols \n", "941 Geometric Shapes \n", "942 Miscellaneous Symbols \n", "943 Dingbats \n", "944 Miscellaneous Symbols and Pictographs \n", "945 Miscellaneous Symbols and Pictographs \n", "946 Mahjong Tiles \n", "947 Dingbats \n", "948 Dingbats \n", "949 Enclosed Alphanumeric Supplement \n", "950 Dingbats \n", "951 Miscellaneous Symbols and Pictographs \n", "952 Dingbats \n", "953 Dingbats \n", "954 Enclosed Alphanumeric Supplement \n", "955 Dingbats \n", "956 Arrows \n", "957 Miscellaneous Symbols and Pictographs \n", "958 Enclosed Ideographic Supplement \n", "959 Miscellaneous Symbols \n", "960 Enclosed Ideographic Supplement \n", "961 Miscellaneous Symbols and Pictographs \n", "962 Cyrillic \n", "963 Box Drawing \n", "964 Dingbats \n", "965 Miscellaneous Symbols \n", "966 Dingbats \n", "967 Dingbats \n", "968 Miscellaneous Symbols and Pictographs \n", "\n", "[969 rows x 9 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "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": {}, "outputs": [], "source": [ "df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['😂', '😍', '😭', '😘', '😊', '😁', '😩', '🙏', '😏', '😉', '🙌', '🙈', '😄',\n", " '😒', '😃', '😔', '😱', '😜', '😳', '😡', '😎', '😢', '😋', '🙊', '😴', '😌',\n", " '😞', '😆', '😝', '😪', '😫', '😅', '😀', '😚', '😻', '😥', '😕', '😤', '😈',\n", " '😰', '😑', '😹', '😠', '😓', '😣', '😐', '😨', '😖', '😷', '🙋', '😛', '😬',\n", " '😙', '🙆', '🙅', '🙉', '😇', '😿', '😲', '😶', '😵', '😸', '😧', '😮', '😽',\n", " '🙀', '🙇', '😟', '😯', '😦', '🙍', '😺', '😾', '😼', '🙎', '😗'], dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_filtered['Emoji'].values" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def sentiment_vector_dist(v1,v2):\n", " pos_v1 = v1[0]\n", " neg_v1 = v1[1]\n", " neu_v1 = v1[2]\n", " \n", " pos_v2 = v2[0]\n", " neg_v2 = v2[1]\n", " neu_v2 = v2[2]\n", " \n", " #tmp_dist = float(np.abs(pos_v1-pos_v2))+float(np.abs(neg_v1-neg_v2))+float(np.abs(neu_v1-neu_v2))\n", "\n", "\n", " \n", " tmp_dist = np.linalg.norm(np.array(v1)-np.array(v2))\n", " \n", " return tmp_dist\n", " \n", "#sentiment_vector_dist([0.2,.9,.01],[0.3,0.3,0.4])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.46813021],\n", " [ 0.24716181],\n", " [ 0.28470797]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def emoji_to_sentiment_vector(e):\n", " tmp = df[df[\"Emoji\"]==e]\n", " \n", " #display(\"tmp\", tmp[\"Positive\"])\n", " \n", " pos = tmp[\"Positive\"].values/tmp[\"Occurrences\"].values\n", " neg = tmp[\"Negative\"].values/tmp[\"Occurrences\"].values\n", " neu = tmp[\"Neutral\"].values/tmp[\"Occurrences\"].values\n", " \n", " return np.array([pos,neg,neu])\n", "\n", "emoji_to_sentiment_vector(\"😂\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def emoji_distance(e1,e2):\n", " sent_v1 = emoji_to_sentiment_vector(e1)\n", " sent_v2 = emoji_to_sentiment_vector(e2)\n", " #display(sent_v1, sent_v2)\n", " d = sentiment_vector_dist(sent_v1,sent_v2)\n", " return d" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "all_smilies = list(df_filtered[\"Emoji\"])\n", "#all_smilies = list(df[\"Emoji\"])\n", "\n", "\n", "d_m = np.zeros(shape=(len(all_smilies),len(all_smilies)))\n", "#c1,c2 = 0\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", " #print(e1,e2,d)\n", "\n", " \n" ] }, { "cell_type": "code", "execution_count": 10, "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": [ "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", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "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 }