{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"# **Module Test**\n",
"작업에 필요한 모듈이 잘 설치되어 있는지 확인합니다"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"## **1 nltk, Konlpy**\n",
"언어모듈의 작동확인"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('파이썬', 'Noun'),\n",
" ('자연어', 'Noun'),\n",
" ('수업', 'Noun'),\n",
" ('입니', 'Adjective'),\n",
" ('다', 'Eomi')]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from konlpy.tag import Twitter\n",
"twitter = Twitter()\n",
"twitter.pos('파이썬 자연어 수업 입니다')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['i', 'me', 'my', 'myself', 'we', 'our', 'ours']"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from nltk.corpus import stopwords\n",
"stopwords.words('english')[:7]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"## **2 Word Cloud**\n",
"말구름 모듈 Text"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# ! pip install ./data/wordcloud-1.5.0-cp36-cp36m-win_amd64.whl"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-0.5, 399.5, 199.5, -0.5)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
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