{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 실습하기" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# \"\\t \\n\"를 기준으로 작업을 진행하기" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "with open('data/war_of_flower.txt', 'r') as f:\n", " text = f.readlines()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import re\n", "result, tokenizer = [], re.compile(r\"^\\d+\")\n", "for t in text:\n", " if t.replace(\" \",\"\").find('곽철용') != -1:\n", " if \"\".join(tokenizer.findall(t)):\n", " pass\n", " elif t.replace(\" \",\"\").find(':') != -1:\n", " result.append(\" \".join(t.split(\":\")[1:]))\n", " else:\n", " result.append(t.replace('\\t', ''))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "40" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from konlpy.tag import Mecab\n", "result = \" \".join(result)\n", "token_kcw = [_ for _ in Mecab().nouns(result) if len(_) >2]\n", "token_kcw_unique = list(set(token_kcw))\n", "len(token_kcw_unique)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'케이드// 용팔이// 배신자// 젓가락질// 뒷자리// 스피커폰// 뒷머리// 사이즈// 신경질// 마요네즈// 조수석// 모니터// 넥타이// 골프채// 판대기// 손가락// 대통령// 워키토키// 사무실// 기집애// 똘마니// 화투판// 그걸로// 피투성이// 오야지// 한마디// 자본주의// 비닐하우스// 깡다구// 아버지// 변사체// 운전자// 이걸로// 허리춤// 패거리// 청요리// 선순데// 이야기// 손모가지// 대한민국'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\"// \".join(token_kcw_unique)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 399.5, 199.5, -0.5)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from wordcloud import WordCloud\n", "font_file = \"data/D2Coding.ttf\"\n", "wcloud = WordCloud(font_file, relative_scaling=0, collocations=False).generate(\" \".join(token_kcw))\n", "plt.figure(figsize=(12,12))\n", "plt.imshow(wcloud)\n", "plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "895" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from konlpy.tag import Mecab\n", "result = \" \".join(text)\n", "tokens = [_ for _ in Mecab().nouns(result) if len(_) >2]\n", "len(tokens)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 399.5, 199.5, -0.5)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from wordcloud import WordCloud\n", "font_file = \"data/D2Coding.ttf\"\n", "wcloud = WordCloud(font_file, relative_scaling=0, collocations=False).generate(\" \".join(tokens))\n", "plt.figure(figsize=(12,12))\n", "plt.imshow(wcloud)\n", "plt.axis(\"off\")" ] }, { "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 4 }