1280 lines
48 KiB
Plaintext
1280 lines
48 KiB
Plaintext
{
|
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"cells": [
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{
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"cell_type": "markdown",
|
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"metadata": {},
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"source": [
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"https://www.clarin.si/repository/xmlui/handle/11356/1048\n",
|
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"https://github.com/words/emoji-emotion"
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]
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},
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||
{
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||
"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import math\n",
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"import numpy as np"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style>\n",
|
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" .dataframe thead tr:only-child th {\n",
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||
" text-align: right;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
|
||
" text-align: left;\n",
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||
" }\n",
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"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Emoji</th>\n",
|
||
" <th>Unicode codepoint</th>\n",
|
||
" <th>Occurrences</th>\n",
|
||
" <th>Position</th>\n",
|
||
" <th>Negative</th>\n",
|
||
" <th>Neutral</th>\n",
|
||
" <th>Positive</th>\n",
|
||
" <th>Unicode name</th>\n",
|
||
" <th>Unicode block</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>😂</td>\n",
|
||
" <td>0x1f602</td>\n",
|
||
" <td>14622</td>\n",
|
||
" <td>0.805101</td>\n",
|
||
" <td>3614</td>\n",
|
||
" <td>4163</td>\n",
|
||
" <td>6845</td>\n",
|
||
" <td>FACE WITH TEARS OF JOY</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>❤</td>\n",
|
||
" <td>0x2764</td>\n",
|
||
" <td>8050</td>\n",
|
||
" <td>0.746943</td>\n",
|
||
" <td>355</td>\n",
|
||
" <td>1334</td>\n",
|
||
" <td>6361</td>\n",
|
||
" <td>HEAVY BLACK HEART</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>♥</td>\n",
|
||
" <td>0x2665</td>\n",
|
||
" <td>7144</td>\n",
|
||
" <td>0.753806</td>\n",
|
||
" <td>252</td>\n",
|
||
" <td>1942</td>\n",
|
||
" <td>4950</td>\n",
|
||
" <td>BLACK HEART SUIT</td>\n",
|
||
" <td>Miscellaneous Symbols</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>😍</td>\n",
|
||
" <td>0x1f60d</td>\n",
|
||
" <td>6359</td>\n",
|
||
" <td>0.765292</td>\n",
|
||
" <td>329</td>\n",
|
||
" <td>1390</td>\n",
|
||
" <td>4640</td>\n",
|
||
" <td>SMILING FACE WITH HEART-SHAPED EYES</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>😭</td>\n",
|
||
" <td>0x1f62d</td>\n",
|
||
" <td>5526</td>\n",
|
||
" <td>0.803352</td>\n",
|
||
" <td>2412</td>\n",
|
||
" <td>1218</td>\n",
|
||
" <td>1896</td>\n",
|
||
" <td>LOUDLY CRYING FACE</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>😘</td>\n",
|
||
" <td>0x1f618</td>\n",
|
||
" <td>3648</td>\n",
|
||
" <td>0.854480</td>\n",
|
||
" <td>193</td>\n",
|
||
" <td>702</td>\n",
|
||
" <td>2753</td>\n",
|
||
" <td>FACE THROWING A KISS</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>😊</td>\n",
|
||
" <td>0x1f60a</td>\n",
|
||
" <td>3186</td>\n",
|
||
" <td>0.813302</td>\n",
|
||
" <td>189</td>\n",
|
||
" <td>754</td>\n",
|
||
" <td>2243</td>\n",
|
||
" <td>SMILING FACE WITH SMILING EYES</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>👌</td>\n",
|
||
" <td>0x1f44c</td>\n",
|
||
" <td>2925</td>\n",
|
||
" <td>0.805223</td>\n",
|
||
" <td>274</td>\n",
|
||
" <td>728</td>\n",
|
||
" <td>1923</td>\n",
|
||
" <td>OK HAND SIGN</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>💕</td>\n",
|
||
" <td>0x1f495</td>\n",
|
||
" <td>2400</td>\n",
|
||
" <td>0.765726</td>\n",
|
||
" <td>99</td>\n",
|
||
" <td>683</td>\n",
|
||
" <td>1618</td>\n",
|
||
" <td>TWO HEARTS</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>👏</td>\n",
|
||
" <td>0x1f44f</td>\n",
|
||
" <td>2336</td>\n",
|
||
" <td>0.787130</td>\n",
|
||
" <td>243</td>\n",
|
||
" <td>634</td>\n",
|
||
" <td>1459</td>\n",
|
||
" <td>CLAPPING HANDS SIGN</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>😁</td>\n",
|
||
" <td>0x1f601</td>\n",
|
||
" <td>2189</td>\n",
|
||
" <td>0.796151</td>\n",
|
||
" <td>278</td>\n",
|
||
" <td>648</td>\n",
|
||
" <td>1263</td>\n",
|
||
" <td>GRINNING FACE WITH SMILING EYES</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>☺</td>\n",
|
||
" <td>0x263a</td>\n",
|
||
" <td>2062</td>\n",
|
||
" <td>0.798634</td>\n",
|
||
" <td>128</td>\n",
|
||
" <td>449</td>\n",
|
||
" <td>1485</td>\n",
|
||
" <td>WHITE SMILING FACE</td>\n",
|
||
" <td>Miscellaneous Symbols</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>♡</td>\n",
|
||
" <td>0x2661</td>\n",
|
||
" <td>1975</td>\n",
|
||
" <td>0.763695</td>\n",
|
||
" <td>102</td>\n",
|
||
" <td>448</td>\n",
|
||
" <td>1425</td>\n",
|
||
" <td>WHITE HEART SUIT</td>\n",
|
||
" <td>Miscellaneous Symbols</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>👍</td>\n",
|
||
" <td>0x1f44d</td>\n",
|
||
" <td>1854</td>\n",
|
||
" <td>0.812126</td>\n",
|
||
" <td>213</td>\n",
|
||
" <td>460</td>\n",
|
||
" <td>1181</td>\n",
|
||
" <td>THUMBS UP SIGN</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>😩</td>\n",
|
||
" <td>0x1f629</td>\n",
|
||
" <td>1808</td>\n",
|
||
" <td>0.826214</td>\n",
|
||
" <td>1069</td>\n",
|
||
" <td>336</td>\n",
|
||
" <td>403</td>\n",
|
||
" <td>WEARY FACE</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>🙏</td>\n",
|
||
" <td>0x1f64f</td>\n",
|
||
" <td>1539</td>\n",
|
||
" <td>0.793848</td>\n",
|
||
" <td>124</td>\n",
|
||
" <td>648</td>\n",
|
||
" <td>767</td>\n",
|
||
" <td>PERSON WITH FOLDED HANDS</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>✌</td>\n",
|
||
" <td>0x270c</td>\n",
|
||
" <td>1534</td>\n",
|
||
" <td>0.790480</td>\n",
|
||
" <td>173</td>\n",
|
||
" <td>476</td>\n",
|
||
" <td>885</td>\n",
|
||
" <td>VICTORY HAND</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>😏</td>\n",
|
||
" <td>0x1f60f</td>\n",
|
||
" <td>1522</td>\n",
|
||
" <td>0.764977</td>\n",
|
||
" <td>170</td>\n",
|
||
" <td>676</td>\n",
|
||
" <td>676</td>\n",
|
||
" <td>SMIRKING FACE</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>😉</td>\n",
|
||
" <td>0x1f609</td>\n",
|
||
" <td>1521</td>\n",
|
||
" <td>0.844833</td>\n",
|
||
" <td>151</td>\n",
|
||
" <td>513</td>\n",
|
||
" <td>857</td>\n",
|
||
" <td>WINKING FACE</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>🙌</td>\n",
|
||
" <td>0x1f64c</td>\n",
|
||
" <td>1506</td>\n",
|
||
" <td>0.790600</td>\n",
|
||
" <td>152</td>\n",
|
||
" <td>358</td>\n",
|
||
" <td>996</td>\n",
|
||
" <td>PERSON RAISING BOTH HANDS IN CELEBRATION</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>🙈</td>\n",
|
||
" <td>0x1f648</td>\n",
|
||
" <td>1456</td>\n",
|
||
" <td>0.738881</td>\n",
|
||
" <td>238</td>\n",
|
||
" <td>350</td>\n",
|
||
" <td>868</td>\n",
|
||
" <td>SEE-NO-EVIL MONKEY</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>💪</td>\n",
|
||
" <td>0x1f4aa</td>\n",
|
||
" <td>1409</td>\n",
|
||
" <td>0.806704</td>\n",
|
||
" <td>101</td>\n",
|
||
" <td>424</td>\n",
|
||
" <td>884</td>\n",
|
||
" <td>FLEXED BICEPS</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>😄</td>\n",
|
||
" <td>0x1f604</td>\n",
|
||
" <td>1398</td>\n",
|
||
" <td>0.794973</td>\n",
|
||
" <td>191</td>\n",
|
||
" <td>426</td>\n",
|
||
" <td>781</td>\n",
|
||
" <td>SMILING FACE WITH OPEN MOUTH AND SMILING EYES</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>😒</td>\n",
|
||
" <td>0x1f612</td>\n",
|
||
" <td>1385</td>\n",
|
||
" <td>0.857621</td>\n",
|
||
" <td>819</td>\n",
|
||
" <td>266</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>UNAMUSED FACE</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>💃</td>\n",
|
||
" <td>0x1f483</td>\n",
|
||
" <td>1344</td>\n",
|
||
" <td>0.852765</td>\n",
|
||
" <td>59</td>\n",
|
||
" <td>237</td>\n",
|
||
" <td>1048</td>\n",
|
||
" <td>DANCER</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>💖</td>\n",
|
||
" <td>0x1f496</td>\n",
|
||
" <td>1263</td>\n",
|
||
" <td>0.762239</td>\n",
|
||
" <td>54</td>\n",
|
||
" <td>254</td>\n",
|
||
" <td>955</td>\n",
|
||
" <td>SPARKLING HEART</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>😃</td>\n",
|
||
" <td>0x1f603</td>\n",
|
||
" <td>1206</td>\n",
|
||
" <td>0.734782</td>\n",
|
||
" <td>86</td>\n",
|
||
" <td>361</td>\n",
|
||
" <td>759</td>\n",
|
||
" <td>SMILING FACE WITH OPEN MOUTH</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>😔</td>\n",
|
||
" <td>0x1f614</td>\n",
|
||
" <td>1205</td>\n",
|
||
" <td>0.866146</td>\n",
|
||
" <td>559</td>\n",
|
||
" <td>263</td>\n",
|
||
" <td>383</td>\n",
|
||
" <td>PENSIVE FACE</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>😱</td>\n",
|
||
" <td>0x1f631</td>\n",
|
||
" <td>1130</td>\n",
|
||
" <td>0.773313</td>\n",
|
||
" <td>298</td>\n",
|
||
" <td>319</td>\n",
|
||
" <td>513</td>\n",
|
||
" <td>FACE SCREAMING IN FEAR</td>\n",
|
||
" <td>Emoticons</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>🎉</td>\n",
|
||
" <td>0x1f389</td>\n",
|
||
" <td>1125</td>\n",
|
||
" <td>0.743636</td>\n",
|
||
" <td>43</td>\n",
|
||
" <td>207</td>\n",
|
||
" <td>875</td>\n",
|
||
" <td>PARTY POPPER</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>939</th>\n",
|
||
" <td>🕥</td>\n",
|
||
" <td>0x1f565</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.811966</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>CLOCK FACE TEN-THIRTY</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>940</th>\n",
|
||
" <td>♙</td>\n",
|
||
" <td>0x2659</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.342857</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>WHITE CHESS PAWN</td>\n",
|
||
" <td>Miscellaneous Symbols</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>941</th>\n",
|
||
" <td>▿</td>\n",
|
||
" <td>0x25bf</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.432836</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>WHITE DOWN-POINTING SMALL TRIANGLE</td>\n",
|
||
" <td>Geometric Shapes</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>942</th>\n",
|
||
" <td>⚃</td>\n",
|
||
" <td>0x2683</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.918919</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DIE FACE-4</td>\n",
|
||
" <td>Miscellaneous Symbols</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>943</th>\n",
|
||
" <td>✽</td>\n",
|
||
" <td>0x273d</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.992701</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>HEAVY TEARDROP-SPOKED ASTERISK</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>944</th>\n",
|
||
" <td>📼</td>\n",
|
||
" <td>0x1f4fc</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>VIDEOCASSETTE</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>945</th>\n",
|
||
" <td>🕐</td>\n",
|
||
" <td>0x1f550</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>CLOCK FACE ONE OCLOCK</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>946</th>\n",
|
||
" <td>🀄</td>\n",
|
||
" <td>0x1f004</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>MAHJONG TILE RED DRAGON</td>\n",
|
||
" <td>Mahjong Tiles</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>947</th>\n",
|
||
" <td>✾</td>\n",
|
||
" <td>0x273e</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.023256</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>SIX PETALLED BLACK AND WHITE FLORETTE</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>948</th>\n",
|
||
" <td>✬</td>\n",
|
||
" <td>0x272c</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.955224</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>BLACK CENTRE WHITE STAR</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>949</th>\n",
|
||
" <td>🆑</td>\n",
|
||
" <td>0x1f191</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.983607</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>SQUARED CL</td>\n",
|
||
" <td>Enclosed Alphanumeric Supplement</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>950</th>\n",
|
||
" <td>✫</td>\n",
|
||
" <td>0x272b</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.923729</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>OPEN CENTRE BLACK STAR</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>951</th>\n",
|
||
" <td>🕔</td>\n",
|
||
" <td>0x1f554</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.742424</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>CLOCK FACE FIVE OCLOCK</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>952</th>\n",
|
||
" <td>❣</td>\n",
|
||
" <td>0x2763</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.471429</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>HEAVY HEART EXCLAMATION MARK ORNAMENT</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>953</th>\n",
|
||
" <td>➱</td>\n",
|
||
" <td>0x27b1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.704348</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NOTCHED UPPER RIGHT-SHADOWED WHITE RIGHTWARDS ...</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>954</th>\n",
|
||
" <td>🆕</td>\n",
|
||
" <td>0x1f195</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.669118</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>SQUARED NEW</td>\n",
|
||
" <td>Enclosed Alphanumeric Supplement</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>955</th>\n",
|
||
" <td>➢</td>\n",
|
||
" <td>0x27a2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.242647</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>THREE-D TOP-LIGHTED RIGHTWARDS ARROWHEAD</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>956</th>\n",
|
||
" <td>↕</td>\n",
|
||
" <td>0x2195</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.735632</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>UP DOWN ARROW</td>\n",
|
||
" <td>Arrows</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>957</th>\n",
|
||
" <td>📫</td>\n",
|
||
" <td>0x1f4eb</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.384615</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>CLOSED MAILBOX WITH RAISED FLAG</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>958</th>\n",
|
||
" <td>🉐</td>\n",
|
||
" <td>0x1f250</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.031250</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>CIRCLED IDEOGRAPH ADVANTAGE</td>\n",
|
||
" <td>Enclosed Ideographic Supplement</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>959</th>\n",
|
||
" <td>♊</td>\n",
|
||
" <td>0x264a</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.327586</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>GEMINI</td>\n",
|
||
" <td>Miscellaneous Symbols</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>960</th>\n",
|
||
" <td>🈂</td>\n",
|
||
" <td>0x1f202</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.466667</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>SQUARED KATAKANA SA</td>\n",
|
||
" <td>Enclosed Ideographic Supplement</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>961</th>\n",
|
||
" <td>🎰</td>\n",
|
||
" <td>0x1f3b0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.421687</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>SLOT MACHINE</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>962</th>\n",
|
||
" <td>҂</td>\n",
|
||
" <td>0x482</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.519231</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>CYRILLIC THOUSANDS SIGN</td>\n",
|
||
" <td>Cyrillic</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>963</th>\n",
|
||
" <td>╤</td>\n",
|
||
" <td>0x2564</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.634615</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>BOX DRAWINGS DOWN SINGLE AND HORIZONTAL DOUBLE</td>\n",
|
||
" <td>Box Drawing</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>964</th>\n",
|
||
" <td>➛</td>\n",
|
||
" <td>0x279b</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.011628</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DRAFTING POINT RIGHTWARDS ARROW</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>965</th>\n",
|
||
" <td>♝</td>\n",
|
||
" <td>0x265d</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.280000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>BLACK CHESS BISHOP</td>\n",
|
||
" <td>Miscellaneous Symbols</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>966</th>\n",
|
||
" <td>❋</td>\n",
|
||
" <td>0x274b</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.888889</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>HEAVY EIGHT TEARDROP-SPOKED PROPELLER ASTERISK</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>967</th>\n",
|
||
" <td>✆</td>\n",
|
||
" <td>0x2706</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.557252</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>TELEPHONE LOCATION SIGN</td>\n",
|
||
" <td>Dingbats</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>968</th>\n",
|
||
" <td>📔</td>\n",
|
||
" <td>0x1f4d4</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.814815</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>NOTEBOOK WITH DECORATIVE COVER</td>\n",
|
||
" <td>Miscellaneous Symbols and Pictographs</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>969 rows × 9 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"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
|
||
}
|