preprocessing finished and edited file
This commit is contained in:
Maren
parent
e133496ef4
commit
660305025f
@ -2,26 +2,47 @@
|
|||||||
"cells": [
|
"cells": [
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 1,
|
"execution_count": 36,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"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": [
|
"source": [
|
||||||
"import pandas as pd\n",
|
"import pandas as pd\n",
|
||||||
"from nltk.corpus import stopwords"
|
"import nltk\n",
|
||||||
|
"nltk.download('stopwords')"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 3,
|
"execution_count": 33,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"outputs": [],
|
||||||
"source": [
|
"source": [
|
||||||
"table = pd.read_csv(\"emoji_descriptions.csv\", names=(\"id\",\"char\", \"description\"))"
|
"table = pd.read_csv(\"emoji_descriptions.csv\")"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": 4,
|
"execution_count": 15,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
@ -45,56 +66,68 @@
|
|||||||
" <thead>\n",
|
" <thead>\n",
|
||||||
" <tr style=\"text-align: right;\">\n",
|
" <tr style=\"text-align: right;\">\n",
|
||||||
" <th></th>\n",
|
" <th></th>\n",
|
||||||
" <th>id</th>\n",
|
" <th>Unnamed: 0</th>\n",
|
||||||
" <th>char</th>\n",
|
" <th>code</th>\n",
|
||||||
|
" <th>character</th>\n",
|
||||||
" <th>description</th>\n",
|
" <th>description</th>\n",
|
||||||
|
" <th>Unnamed: 4</th>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" </thead>\n",
|
" </thead>\n",
|
||||||
" <tbody>\n",
|
" <tbody>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>NaN</th>\n",
|
" <th>0</th>\n",
|
||||||
" <td>code</td>\n",
|
" <td>0</td>\n",
|
||||||
" <td>character</td>\n",
|
|
||||||
" <td>descripion,</td>\n",
|
|
||||||
" </tr>\n",
|
|
||||||
" <tr>\n",
|
|
||||||
" <th>0.0</th>\n",
|
|
||||||
" <td>126980</td>\n",
|
" <td>126980</td>\n",
|
||||||
" <td>🀄</td>\n",
|
" <td>🀄</td>\n",
|
||||||
" <td>MAHJONG TILE RED DRAGON</td>\n",
|
" <td>MAHJONG TILE RED DRAGON</td>\n",
|
||||||
|
" <td>NaN</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>1.0</th>\n",
|
" <th>1</th>\n",
|
||||||
|
" <td>1</td>\n",
|
||||||
" <td>129525</td>\n",
|
" <td>129525</td>\n",
|
||||||
" <td>🧵</td>\n",
|
" <td>🧵</td>\n",
|
||||||
" <td>SPOOL OF THREAD</td>\n",
|
" <td>SPOOL OF THREAD</td>\n",
|
||||||
|
" <td>NaN</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>2.0</th>\n",
|
" <th>2</th>\n",
|
||||||
|
" <td>2</td>\n",
|
||||||
" <td>129526</td>\n",
|
" <td>129526</td>\n",
|
||||||
" <td>🧶</td>\n",
|
" <td>🧶</td>\n",
|
||||||
" <td>BALL OF YARN</td>\n",
|
" <td>BALL OF YARN</td>\n",
|
||||||
|
" <td>NaN</td>\n",
|
||||||
" </tr>\n",
|
" </tr>\n",
|
||||||
" <tr>\n",
|
" <tr>\n",
|
||||||
" <th>3.0</th>\n",
|
" <th>3</th>\n",
|
||||||
|
" <td>3</td>\n",
|
||||||
" <td>127183</td>\n",
|
" <td>127183</td>\n",
|
||||||
" <td>🃏</td>\n",
|
" <td>🃏</td>\n",
|
||||||
" <td>PLAYING CARD BLACK JOKER</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",
|
" </tr>\n",
|
||||||
" </tbody>\n",
|
" </tbody>\n",
|
||||||
"</table>\n",
|
"</table>\n",
|
||||||
"</div>"
|
"</div>"
|
||||||
],
|
],
|
||||||
"text/plain": [
|
"text/plain": [
|
||||||
" id char description\n",
|
" Unnamed: 0 code character description Unnamed: 4\n",
|
||||||
"NaN code character descripion,\n",
|
"0 0 126980 🀄 MAHJONG TILE RED DRAGON NaN\n",
|
||||||
" 0.0 126980 🀄 MAHJONG TILE RED DRAGON\n",
|
"1 1 129525 🧵 SPOOL OF THREAD NaN\n",
|
||||||
" 1.0 129525 🧵 SPOOL OF THREAD\n",
|
"2 2 129526 🧶 BALL OF YARN NaN\n",
|
||||||
" 2.0 129526 🧶 BALL OF YARN\n",
|
"3 3 127183 🃏 PLAYING CARD BLACK JOKER NaN\n",
|
||||||
" 3.0 127183 🃏 PLAYING CARD BLACK JOKER"
|
"4 4 129296 🤐 ZIPPER-MOUTH FACE NaN"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
"execution_count": 4,
|
"execution_count": 15,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"output_type": "execute_result"
|
"output_type": "execute_result"
|
||||||
}
|
}
|
||||||
@ -105,18 +138,125 @@
|
|||||||
},
|
},
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
"execution_count": null,
|
"execution_count": 46,
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [],
|
"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": [
|
"source": [
|
||||||
"prepStep1Table = table\n",
|
"prepStep1Table = table\n",
|
||||||
"print(table[3])\n",
|
"\n",
|
||||||
"# lowercasing\n",
|
"# lowercasing and stopword removal\n",
|
||||||
"#for entry in table[\"description\"][1:]:\n",
|
"for entry in range(len(table[\"description\"][1:])):\n",
|
||||||
" # prepStep1Table[\"description\"][entry] = table[\"description\"][entry].toLower()\n",
|
" table[\"description\"][entry] = table[\"description\"][entry].lower()\n",
|
||||||
"#print(prepStep1Table)\n",
|
" newEntry = []\n",
|
||||||
"#stopword removal\n",
|
" for word in table[\"description\"][entry].split(\" \"):\n",
|
||||||
"#for entry in prepStep1Table[\"description\"][1:]:"
|
" if word not in set(stopwords.words('english')):\n",
|
||||||
|
" newEntry.append(word)\n",
|
||||||
|
" table[\"description\"][entry] = (\" \").join(newEntry).lower()\n",
|
||||||
|
" \n",
|
||||||
|
"table.head()"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
|
|||||||
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