preprocessing finished and edited file
This commit is contained in:
Maren
parent
e133496ef4
commit
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@ -2,26 +2,47 @@
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"execution_count": 36,
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"metadata": {},
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"outputs": [],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[nltk_data] Downloading package stopwords to\n",
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"[nltk_data] C:\\Users\\Maren\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Unzipping corpora\\stopwords.zip.\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"True"
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]
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},
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"execution_count": 36,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import pandas as pd\n",
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"from nltk.corpus import stopwords"
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"import nltk\n",
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"nltk.download('stopwords')"
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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": 3,
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"execution_count": 33,
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"metadata": {},
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"outputs": [],
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"source": [
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"table = pd.read_csv(\"emoji_descriptions.csv\", names=(\"id\",\"char\", \"description\"))"
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"table = pd.read_csv(\"emoji_descriptions.csv\")"
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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": 4,
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"execution_count": 15,
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"metadata": {},
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"outputs": [
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{
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@ -45,56 +66,68 @@
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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>id</th>\n",
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" <th>char</th>\n",
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" <th>Unnamed: 0</th>\n",
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" <th>code</th>\n",
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" <th>character</th>\n",
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" <th>description</th>\n",
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" <th>Unnamed: 4</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>NaN</th>\n",
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" <td>code</td>\n",
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" <td>character</td>\n",
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" <td>descripion,</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>0.0</th>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>126980</td>\n",
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" <td>🀄</td>\n",
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" <td>MAHJONG TILE RED DRAGON</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1.0</th>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>129525</td>\n",
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" <td>🧵</td>\n",
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" <td>SPOOL OF THREAD</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2.0</th>\n",
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" <th>2</th>\n",
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" <td>2</td>\n",
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" <td>129526</td>\n",
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" <td>🧶</td>\n",
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" <td>BALL OF YARN</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3.0</th>\n",
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" <th>3</th>\n",
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" <td>3</td>\n",
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" <td>127183</td>\n",
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" <td>🃏</td>\n",
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" <td>PLAYING CARD BLACK JOKER</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>4</td>\n",
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" <td>129296</td>\n",
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" <td>🤐</td>\n",
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" <td>ZIPPER-MOUTH FACE</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" id char description\n",
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"NaN code character descripion,\n",
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" 0.0 126980 🀄 MAHJONG TILE RED DRAGON\n",
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" 1.0 129525 🧵 SPOOL OF THREAD\n",
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" 2.0 129526 🧶 BALL OF YARN\n",
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" 3.0 127183 🃏 PLAYING CARD BLACK JOKER"
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" Unnamed: 0 code character description Unnamed: 4\n",
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"0 0 126980 🀄 MAHJONG TILE RED DRAGON NaN\n",
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"1 1 129525 🧵 SPOOL OF THREAD NaN\n",
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"2 2 129526 🧶 BALL OF YARN NaN\n",
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"3 3 127183 🃏 PLAYING CARD BLACK JOKER NaN\n",
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"4 4 129296 🤐 ZIPPER-MOUTH FACE NaN"
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]
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},
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"execution_count": 4,
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"execution_count": 15,
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"metadata": {},
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"output_type": "execute_result"
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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": null,
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"execution_count": 46,
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"metadata": {},
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"outputs": [],
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame\n",
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"\n",
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"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
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" \"\"\"\n",
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"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame\n",
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"\n",
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"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
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" # Remove the CWD from sys.path while we load stuff.\n"
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]
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},
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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 scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<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>Unnamed: 0</th>\n",
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" <th>code</th>\n",
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" <th>character</th>\n",
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" <th>description</th>\n",
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" <th>Unnamed: 4</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0</td>\n",
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" <td>126980</td>\n",
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" <td>🀄</td>\n",
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" <td>mahjong tile red dragon</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1</td>\n",
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" <td>129525</td>\n",
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" <td>🧵</td>\n",
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" <td>spool thread</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>2</td>\n",
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" <td>129526</td>\n",
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" <td>🧶</td>\n",
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" <td>ball yarn</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>3</td>\n",
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" <td>127183</td>\n",
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" <td>🃏</td>\n",
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" <td>playing card black joker</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>4</td>\n",
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" <td>129296</td>\n",
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" <td>🤐</td>\n",
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" <td>zipper-mouth face</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Unnamed: 0 code character description Unnamed: 4\n",
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"0 0 126980 🀄 mahjong tile red dragon NaN\n",
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"1 1 129525 🧵 spool thread NaN\n",
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"2 2 129526 🧶 ball yarn NaN\n",
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"3 3 127183 🃏 playing card black joker NaN\n",
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"4 4 129296 🤐 zipper-mouth face NaN"
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]
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},
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"execution_count": 46,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"prepStep1Table = table\n",
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"print(table[3])\n",
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"# lowercasing\n",
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"#for entry in table[\"description\"][1:]:\n",
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" # prepStep1Table[\"description\"][entry] = table[\"description\"][entry].toLower()\n",
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"#print(prepStep1Table)\n",
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"#stopword removal\n",
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"#for entry in prepStep1Table[\"description\"][1:]:"
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"\n",
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"# lowercasing and stopword removal\n",
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"for entry in range(len(table[\"description\"][1:])):\n",
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" table[\"description\"][entry] = table[\"description\"][entry].lower()\n",
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" newEntry = []\n",
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" for word in table[\"description\"][entry].split(\" \"):\n",
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" if word not in set(stopwords.words('english')):\n",
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" newEntry.append(word)\n",
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" table[\"description\"][entry] = (\" \").join(newEntry).lower()\n",
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" \n",
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"table.head()"
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]
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},
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{
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1028
Project/Tools/emoji_descriptions_preprocessed.csv
Normal file
1028
Project/Tools/emoji_descriptions_preprocessed.csv
Normal file
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