Merge branch 'master' of ssh://the-cake-is-a-lie.net:20022/jonas/NLP-LAB
This commit is contained in:
Jonas Weinz
commit
9bac276770
291
Project/Tools/Preprocessing.ipynb
Normal file
291
Project/Tools/Preprocessing.ipynb
Normal file
@ -0,0 +1,291 @@
|
||||
{
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 36,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"[nltk_data] Downloading package stopwords to\n",
|
||||
"[nltk_data] C:\\Users\\Maren\\AppData\\Roaming\\nltk_data...\n",
|
||||
"[nltk_data] Unzipping corpora\\stopwords.zip.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"True"
|
||||
]
|
||||
},
|
||||
"execution_count": 36,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"import pandas as pd\n",
|
||||
"import nltk\n",
|
||||
"nltk.download('stopwords')"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 33,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"table = pd.read_csv(\"emoji_descriptions.csv\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div>\n",
|
||||
"<style scoped>\n",
|
||||
" .dataframe tbody tr th:only-of-type {\n",
|
||||
" vertical-align: middle;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" .dataframe tbody tr th {\n",
|
||||
" vertical-align: top;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" .dataframe thead th {\n",
|
||||
" text-align: right;\n",
|
||||
" }\n",
|
||||
"</style>\n",
|
||||
"<table border=\"1\" class=\"dataframe\">\n",
|
||||
" <thead>\n",
|
||||
" <tr style=\"text-align: right;\">\n",
|
||||
" <th></th>\n",
|
||||
" <th>Unnamed: 0</th>\n",
|
||||
" <th>code</th>\n",
|
||||
" <th>character</th>\n",
|
||||
" <th>description</th>\n",
|
||||
" <th>Unnamed: 4</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>126980</td>\n",
|
||||
" <td>🀄</td>\n",
|
||||
" <td>MAHJONG TILE RED DRAGON</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>129525</td>\n",
|
||||
" <td>🧵</td>\n",
|
||||
" <td>SPOOL OF THREAD</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>129526</td>\n",
|
||||
" <td>🧶</td>\n",
|
||||
" <td>BALL OF YARN</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>127183</td>\n",
|
||||
" <td>🃏</td>\n",
|
||||
" <td>PLAYING CARD BLACK JOKER</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>129296</td>\n",
|
||||
" <td>🤐</td>\n",
|
||||
" <td>ZIPPER-MOUTH FACE</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" Unnamed: 0 code character description Unnamed: 4\n",
|
||||
"0 0 126980 🀄 MAHJONG TILE RED DRAGON NaN\n",
|
||||
"1 1 129525 🧵 SPOOL OF THREAD NaN\n",
|
||||
"2 2 129526 🧶 BALL OF YARN NaN\n",
|
||||
"3 3 127183 🃏 PLAYING CARD BLACK JOKER NaN\n",
|
||||
"4 4 129296 🤐 ZIPPER-MOUTH FACE NaN"
|
||||
]
|
||||
},
|
||||
"execution_count": 15,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"table.head()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 46,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
|
||||
"A value is trying to be set on a copy of a slice from a DataFrame\n",
|
||||
"\n",
|
||||
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
|
||||
" \"\"\"\n",
|
||||
"C:\\Users\\Maren\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
|
||||
"A value is trying to be set on a copy of a slice from a DataFrame\n",
|
||||
"\n",
|
||||
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
|
||||
" # Remove the CWD from sys.path while we load stuff.\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"<div>\n",
|
||||
"<style scoped>\n",
|
||||
" .dataframe tbody tr th:only-of-type {\n",
|
||||
" vertical-align: middle;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" .dataframe tbody tr th {\n",
|
||||
" vertical-align: top;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" .dataframe thead th {\n",
|
||||
" text-align: right;\n",
|
||||
" }\n",
|
||||
"</style>\n",
|
||||
"<table border=\"1\" class=\"dataframe\">\n",
|
||||
" <thead>\n",
|
||||
" <tr style=\"text-align: right;\">\n",
|
||||
" <th></th>\n",
|
||||
" <th>Unnamed: 0</th>\n",
|
||||
" <th>code</th>\n",
|
||||
" <th>character</th>\n",
|
||||
" <th>description</th>\n",
|
||||
" <th>Unnamed: 4</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>0</td>\n",
|
||||
" <td>126980</td>\n",
|
||||
" <td>🀄</td>\n",
|
||||
" <td>mahjong tile red dragon</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
|
||||
" <td>1</td>\n",
|
||||
" <td>129525</td>\n",
|
||||
" <td>🧵</td>\n",
|
||||
" <td>spool thread</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
|
||||
" <td>2</td>\n",
|
||||
" <td>129526</td>\n",
|
||||
" <td>🧶</td>\n",
|
||||
" <td>ball yarn</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>3</th>\n",
|
||||
" <td>3</td>\n",
|
||||
" <td>127183</td>\n",
|
||||
" <td>🃏</td>\n",
|
||||
" <td>playing card black joker</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>4</td>\n",
|
||||
" <td>129296</td>\n",
|
||||
" <td>🤐</td>\n",
|
||||
" <td>zipper-mouth face</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" Unnamed: 0 code character description Unnamed: 4\n",
|
||||
"0 0 126980 🀄 mahjong tile red dragon NaN\n",
|
||||
"1 1 129525 🧵 spool thread NaN\n",
|
||||
"2 2 129526 🧶 ball yarn NaN\n",
|
||||
"3 3 127183 🃏 playing card black joker NaN\n",
|
||||
"4 4 129296 🤐 zipper-mouth face NaN"
|
||||
]
|
||||
},
|
||||
"execution_count": 46,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"prepStep1Table = table\n",
|
||||
"\n",
|
||||
"# lowercasing and stopword removal\n",
|
||||
"for entry in range(len(table[\"description\"][1:])):\n",
|
||||
" table[\"description\"][entry] = table[\"description\"][entry].lower()\n",
|
||||
" newEntry = []\n",
|
||||
" for word in table[\"description\"][entry].split(\" \"):\n",
|
||||
" if word not in set(stopwords.words('english')):\n",
|
||||
" newEntry.append(word)\n",
|
||||
" table[\"description\"][entry] = (\" \").join(newEntry).lower()\n",
|
||||
" \n",
|
||||
"table.head()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"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": "3.6.4"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
1028
Project/Tools/emoji_descriptions_preprocessed.csv
Normal file
1028
Project/Tools/emoji_descriptions_preprocessed.csv
Normal file
File diff suppressed because it is too large
Load Diff
Loading…
Reference in New Issue
Block a user