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{
"cells": [
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [],
"source": [
"from urllib import request\n",
"from bs4 import BeautifulSoup\n",
"import re\n",
"import time\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from scipy import stats\n",
"plt.rcParams['font.family'] = 'IPAPGothic'\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"base_url = \"https://ryuho-okawa.org/quotes/\""
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"def extractBook(url):\n",
" try:\n",
" html = request.urlopen(url)\n",
" except:\n",
" return 'failed'\n",
" soup = BeautifulSoup(html, \"html.parser\")\n",
" book_tag = soup.find(\"p\", class_=\"book\").find('span')\n",
" book = re.sub(r'<[^>]*?>', '', str(book_tag))\n",
" time.sleep(1)\n",
" return book"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"##################elapsed_time:2717.8352932929993[sec]\n"
]
}
],
"source": [
"books = []\n",
"start = time.time()\n",
"for year in range(2014, 2019):\n",
" for month in range(1,13):\n",
" for day in range(1,32):\n",
" sub_url = str(year) + str(month).zfill(2) + str(day).zfill(2)\n",
" url = base_url + sub_url\n",
" book = extractBook(url)\n",
" books.append([year, month, day, book])\n",
" if(len(books) % 100 == 0):\n",
" print('#', end='')\n",
"elapsed_time = time.time() - start\n",
"print (\"elapsed_time:{0}\".format(elapsed_time) + \"[sec]\")"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"45.28333333333333"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"2717/60"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"books = pd.DataFrame(books, columns=['year', 'month', 'day', 'title'])"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [],
"source": [
"books = books[books.title != 'failed']"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"books.to_csv('./okawa_books.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 163,
"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>year</th>\n",
" <th>month</th>\n",
" <th>day</th>\n",
" <th>title</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>『忍耐の法』</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>『忍耐の法』</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>『生涯現役人生』</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>『新しき大学の理念』</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>『忍耐の法』</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" <td>『創造の法』</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>8</td>\n",
" <td>『Think Big!』</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>『幸福の法』</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>10</td>\n",
" <td>『勇気の法』</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" <td>11</td>\n",
" <td>『創造の法』</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year month day title\n",
"1 2014 1 2 『忍耐の法』\n",
"2 2014 1 3 『忍耐の法』\n",
"3 2014 1 4 『生涯現役人生』\n",
"4 2014 1 5 『新しき大学の理念』\n",
"5 2014 1 6 『忍耐の法』\n",
"6 2014 1 7 『創造の法』\n",
"7 2014 1 8 『Think Big!』\n",
"8 2014 1 9 『幸福の法』\n",
"9 2014 1 10 『勇気の法』\n",
"10 2014 1 11 『創造の法』"
]
},
"execution_count": 163,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"books.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1688"
]
},
"execution_count": 164,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(books)"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"# 全体を通してどの本が多いか"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"books_count = books.title.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"310"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(books_count)"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'count (books)')"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = books_count.hist(figsize=(8,6))\n",
"ax.set_xlabel('frequency (times)', fontsize=18)\n",
"ax.set_ylabel('count (books)', fontsize=18)"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"『忍耐の法』 65\n",
"『生涯現役人生』 53\n",
"『智慧の法』 49\n",
"『幸福の法』 33\n",
"『成功の法』 28\n",
"『勇気の法』 25\n",
"『光ある時を生きよ』 24\n",
"『未来の法』 21\n",
"『人生の王道を語る』 21\n",
"『繁栄思考』 21\n",
"Name: title, dtype: int64"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"books_count.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"# 最近のトレンドは?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def calcSlope(row):\n",
" slope, _, _, _,\n",
" return slope"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"52"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(books_count[books_count > 10])"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [],
"source": [
"books_popular = books[books.title.str.contains('|'.join(books_count[books_count > 10].index))]"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [],
"source": [
"books_ts = pd.crosstab(books_popular.title, books_popular.year)"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [],
"source": [
"books_ts[2018] = (books_ts[2018] * (365/228)).round()"
]
},
{
"cell_type": "code",
"execution_count": 136,
"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>year</th>\n",
" <th>2014</th>\n",
" <th>2015</th>\n",
" <th>2016</th>\n",
" <th>2017</th>\n",
" <th>2018</th>\n",
" </tr>\n",
" <tr>\n",
" <th>title</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>『Think Big!』</th>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>『「アイム・ファイン!」になるための7つのヒント』</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>4</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>『「幸福になれない」症候群』</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>『「経営成功学」とは何か』</th>\n",
" <td>13</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>『されど光はここにある』</th>\n",
" <td>8</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"year 2014 2015 2016 2017 2018\n",
"title \n",
"『Think Big!』 4 3 5 2 0.0\n",
"『「アイム・ファイン!」になるための7つのヒント』 0 0 8 4 5.0\n",
"『「幸福になれない」症候群』 3 0 5 6 0.0\n",
"『「経営成功学」とは何か』 13 2 0 0 0.0\n",
"『されど光はここにある』 8 4 0 0 0.0"
]
},
"execution_count": 136,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"books_ts.head()"
]
},
{
"cell_type": "code",
"execution_count": 150,
"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>year</th>\n",
" <th>2014</th>\n",
" <th>2015</th>\n",
" <th>2016</th>\n",
" <th>2017</th>\n",
" <th>2018</th>\n",
" </tr>\n",
" <tr>\n",
" <th>title</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>『忍耐の法』</th>\n",
" <td>57</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"year 2014 2015 2016 2017 2018\n",
"title \n",
"『忍耐の法』 57 8 0 0 0.0"
]
},
"execution_count": 150,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"books_ts[books_ts.index == '『忍耐の法』']"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"books_ts[books_ts[2018] > 5].T.plot(figsize=(12,6), fontsize=18, xticks=range(2014,2019))\n",
"plt.xlabel('year', fontsize=18)\n",
"plt.ylabel('frequency', fontsize=18)\n",
"plt.legend(loc='upper left', prop={'size':14}, bbox_to_anchor=(1,1))\n",
"plt.tight_layout(pad=7)"
]
},
{
"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": 1
}
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