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@computational-sediment-hyd
Created March 2, 2024 02:43
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "1a79c06f",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from bs4 import BeautifulSoup\n",
"import requests"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e246550c",
"metadata": {},
"outputs": [],
"source": [
"def getHarr(Area,Area2,year,month,day):\n",
" url = f'https://www1.kaiho.mlit.go.jp/TIDE/pred2/cgi-bin/TidePredCgi.cgi?area={Area}&back=../TidePred/tide_pred/{Area2}.htm&year={year}&month={month}&day={day}&btn=%E6%8E%A8%E3%80%80%E7%AE%97'\n",
" res = requests.get(url)\n",
" soup = BeautifulSoup(res.content, 'html.parser')\n",
" text = [t.get_text() for t in soup.findAll(\"td\")]\n",
" data = text[14:26] + text[40:52]\n",
" # マイナス値の処理\n",
" data = [d.replace(' ','') for d in data]\n",
" return np.array(data, dtype=float)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c8642886",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: total: 2min 16s\n",
"Wall time: 3min 49s\n"
]
}
],
"source": [
"%%time\n",
"Area = 1603\n",
"Area2 = 5\n",
"sdate = '2023/01/01'\n",
"edate = '2023/12/31'\n",
"\n",
"val = [getHarr(Area, Area2, d.year, d.month, d.day) for d in pd.date_range(sdate, edate, freq='D')]\n",
"val = np.array(val).flatten()\n",
"\n",
"df = pd.DataFrame(val\n",
" , columns=[Area]\n",
" , index=pd.date_range(sdate, periods=len(val), freq='H')\n",
" )"
]
},
{
"cell_type": "markdown",
"id": "5dc7ecb8",
"metadata": {},
"source": [
" - export"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "9e9fb4ea",
"metadata": {},
"outputs": [],
"source": [
"df.to_csv('tmp.csv', index_label='time')"
]
},
{
"cell_type": "markdown",
"id": "4f2be6f4",
"metadata": {},
"source": [
" - export"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c6774dfd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.12"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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