diff --git a/rating_curves.ipynb b/rating_curves.ipynb new file mode 100644 index 0000000..6b7390c --- /dev/null +++ b/rating_curves.ipynb @@ -0,0 +1,511601 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "# import needed libraries\n", + "\n", + "import logging\n", + "logging.basicConfig(level=logging.DEBUG)\n", + "\n", + "# general\n", + "import os\n", + "BASE_DIR = os.path.dirname(os.path.realpath('__file__'))\n", + "\n", + "import pprint\n", + "pp = pprint.PrettyPrinter(indent=4)\n", + "\n", + "from pathlib import Path\n", + "import sys\n", + "import json\n", + "import csv\n", + "import datetime\n", + "from datetime import date\n", + "\n", + "# computation\n", + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.linear_model import LinearRegression\n", + "\n", + "# network and connections\n", + "import requests\n", + "\n", + "# plotting\n", + "import matplotlib.pyplot as plt\n", + "import plotly.express as px\n", + "import plotly.graph_objects as go\n", + "from plotly.subplots import make_subplots" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "date_tail = 'T00:00:00.000Z'\n", + "stations = [\n", + " {\n", + " 'name': 'Neak_Luong',\n", + " 'discharge_id': '661d84572a544af4b7f28d9dc685d4a8',\n", + " 'stage_id': '0c55bc1fb44e4caf881226bbf8a6e62a',\n", + " 'start_date': '1964-12-31',\n", + " 'end_date': '2002-12-30',\n", + " },\n", + " {\n", + " 'name': 'Stung_Treng',\n", + " 'discharge_id': '2066a06f57764afca57a6be0f3eff8a7',\n", + " 'stage_id': '000e84564d1b425ebcc2c2292ed14061',\n", + " 'start_date': '1909-12-31',\n", + " 'end_date': '2021-05-09',\n", + " },\n", + " {\n", + " 'name': 'Chaktomuk',\n", + " 'discharge_id': '983ed55df7e04410b23fc6d72eb8f235',\n", + " 'stage_id': '7f84c4d851a543d1a5eccc53947e0d3c',\n", + " 'start_date': '1964-12-31',\n", + " 'end_date': '2002-12-30',\n", + " },\n", + " {\n", + " 'name': 'Kompong_Kdei',\n", + " 'discharge_id': '2d363b26ee524761b5d2da2a0ef59613',\n", + " 'stage_id': '75ba98758e7c4eb3b105f733db150307',\n", + " 'start_date': '1962-05-20',\n", + " 'end_date': '2002-12-28',\n", + " },\n", + " {\n", + " 'name': 'Prek_Kdam',\n", + " 'discharge_id': ['5579eb91df394552bac8c939724ba6cc', '6615982ab17b4a38a5269e5ba4ef8a4f'],\n", + " 'stage_id': ['81e259eb15f64135834fe9e388ee7fbb', '5a7037f272c745d5bcafcc16a5c2f89c'],\n", + " 'start_date': '1962-03-31',\n", + " 'end_date': '2018-12-30',\n", + " },\n", + " {\n", + " 'name': 'Kg._Thmar',\n", + " 'discharge_id': '2575ba232eb1406a8ce460de9fd5849a',\n", + " 'stage_id': '549c7f63d6dc4392b233b2049bd23d11',\n", + " 'start_date': '1962-03-31',\n", + " 'end_date': '2002-12-30',\n", + " },\n", + " {\n", + " 'name': 'Koh_Khel',\n", + " 'discharge_id': 'e2b360019f3f4c438766ab8ed04286aa',\n", + " 'stage_id': '64758ae8f24a46759d962ab9a2dea27a',\n", + " 'start_date': '1990-12-31',\n", + " 'end_date': '2000-12-30',\n", + " },\n", + " {\n", + " 'name': 'Lumphat',\n", + " 'discharge_id': 'f17adb5f893a4f40924f698978906b87',\n", + " 'stage_id': '93337ffe7838467289bf5b55401ee6f8',\n", + " 'start_date': '1964-12-31',\n", + " 'end_date': '2021-05-09',\n", + " },\n", + " {\n", + " 'name': 'Kompong_Cham',\n", + " 'discharge_id': '30f15c16035f4bcfbac36fc545fb132a',\n", + " 'stage_id': 'b5da800e9c8e4346a3b8d9d6daa73e0a',\n", + " 'start_date': '1959-12-31',\n", + " 'end_date': '2002-12-30',\n", + " },\n", + " {\n", + " 'name': 'Phnom_Penh_Port',\n", + " 'discharge_id': 'e63fa05dafea4873bd44574125a97495',\n", + " 'stage_id': 'cd94408bcf944bc88033cf05675034fd',\n", + " 'start_date': '1989-12-31',\n", + " 'end_date': '1990-12-30',\n", + " },\n", + " {\n", + " 'name': 'Voeun_Sai',\n", + " 'discharge_id': 'eacd08c3a27e4fc5a3aa1af35792f6e3',\n", + " 'stage_id': 'd177b0f2dae547ceb9bc7c23ef2970ae',\n", + " 'start_date': '1964-12-31',\n", + " 'end_date': '2021-05-09',\n", + " },\n", + " {\n", + " 'name': 'Kratie',\n", + " 'discharge_id': '17c0ffe74e224b50a9e3142fc404262b',\n", + " 'stage_id': 'fca7bee14dcf43a59263158f18a88509',\n", + " 'start_date': '1933-01-07',\n", + " 'end_date': '2021-05-09',\n", + " },\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# some needed variables\n", + "base_url = 'https://api.mrcmekong.org/api/v1/ts/highcharts'\n", + "# request_param = dict(sd=sd, ed=ed)\n", + "headers = {\n", + " 'x-mrc-data-portal-chart-key': '56b6f095-2243-4d73-9bcf-57600ef1f38b',\n", + " 'Cache-Control': 'no-cache',\n", + " 'Pragma': 'no-cache',\n", + " 'User-Agent': 'PostmanRuntime/7.26.10',\n", + " 'Connection': 'keep-alive',\n", + " 'Accept': '*/*',\n", + " \n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "sess = requests.Session()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "def get_data(url, request_param, headers, column):\n", + " res = sess.get(url, params=request_param, headers=headers)\n", + " if res.status_code == 200:\n", + " response = json.loads(res.content)\n", + " observations = response['series'][0]['data']\n", + " df = pd.DataFrame(observations, columns=['datetime', column])\n", + " # df.datetime = pd.to_datetime(df.datetime, unit='ms', origin='unix')\n", + " df.datetime = df.datetime.apply(lambda d: datetime.datetime.utcfromtimestamp(d/1000.0).strftime('%Y-%m-%d %H:%M:%S'))\n", + " df[df[column] <= 0] = np.nan\n", + " return df\n", + "# !mkdir $BASE_DIR/rating_curves/$name\n", + "# df_discharge.to_csv(f'{BASE_DIR}/rating_curves/{name}/discharge_{station[\"discharge_id\"]}.csv', encoding='utf-8', index=False)\n", + " else:\n", + " print(f'server returned status code {res.status_code} for {column} id')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Neak_Luong\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:Resetting dropped connection: api.mrcmekong.org\n", + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/661d84572a544af4b7f28d9dc685d4a8?sd=1964-12-31T00%3A00%3A00.000Z&ed=2002-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Stung_Treng\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/2066a06f57764afca57a6be0f3eff8a7?sd=1909-12-31T00%3A00%3A00.000Z&ed=2021-05-09T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Chaktomuk\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/983ed55df7e04410b23fc6d72eb8f235?sd=1964-12-31T00%3A00%3A00.000Z&ed=2002-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Kompong_Kdei\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/2d363b26ee524761b5d2da2a0ef59613?sd=1962-05-20T00%3A00%3A00.000Z&ed=2002-12-28T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Prek_Kdam\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/5579eb91df394552bac8c939724ba6cc?sd=1962-03-31T00%3A00%3A00.000Z&ed=2018-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n", + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/6615982ab17b4a38a5269e5ba4ef8a4f?sd=1962-03-31T00%3A00%3A00.000Z&ed=2018-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Kg._Thmar\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/2575ba232eb1406a8ce460de9fd5849a?sd=1962-03-31T00%3A00%3A00.000Z&ed=2002-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Koh_Khel\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/e2b360019f3f4c438766ab8ed04286aa?sd=1990-12-31T00%3A00%3A00.000Z&ed=2000-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Lumphat\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/f17adb5f893a4f40924f698978906b87?sd=1964-12-31T00%3A00%3A00.000Z&ed=2021-05-09T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Kompong_Cham\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/30f15c16035f4bcfbac36fc545fb132a?sd=1959-12-31T00%3A00%3A00.000Z&ed=2002-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Phnom_Penh_Port\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/e63fa05dafea4873bd44574125a97495?sd=1989-12-31T00%3A00%3A00.000Z&ed=1990-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Voeun_Sai\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/eacd08c3a27e4fc5a3aa1af35792f6e3?sd=1964-12-31T00%3A00%3A00.000Z&ed=2021-05-09T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Kratie\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/17c0ffe74e224b50a9e3142fc404262b?sd=1933-01-07T00%3A00%3A00.000Z&ed=2021-05-09T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + } + ], + "source": [ + "# discharge stations\n", + "for station in stations:\n", + " discharge_id = station['discharge_id']\n", + " name = station['name']\n", + " print(f'station {name}')\n", + " request_param = dict(sd=f'{station[\"start_date\"]}{date_tail}', ed=f'{station[\"end_date\"]}{date_tail}')\n", + "\n", + " if isinstance(discharge_id, list):\n", + " for _id in discharge_id:\n", + " df = get_data(f'{base_url}/{_id}', request_param, headers, 'discharge')\n", + " Path(f'{BASE_DIR}/rating_curves/{name}').mkdir(parents=True, exist_ok=True)\n", + " df.to_csv(f'{BASE_DIR}/rating_curves/{name}/discharge_{_id}.csv', encoding='utf-8', index=False)\n", + " else:\n", + " df = get_data(f'{base_url}/{discharge_id}', request_param, headers, 'discharge')\n", + " Path(f'{BASE_DIR}/rating_curves/{name}').mkdir(parents=True, exist_ok=True)\n", + " df.to_csv(f'{BASE_DIR}/rating_curves/{name}/discharge_{discharge_id}.csv', encoding='utf-8', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:Resetting dropped connection: api.mrcmekong.org\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Neak_Luong\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/0c55bc1fb44e4caf881226bbf8a6e62a?sd=1964-12-31T00%3A00%3A00.000Z&ed=2002-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Stung_Treng\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/000e84564d1b425ebcc2c2292ed14061?sd=1909-12-31T00%3A00%3A00.000Z&ed=2021-05-09T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n", + "DEBUG:urllib3.connectionpool:Resetting dropped connection: api.mrcmekong.org\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Chaktomuk\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/7f84c4d851a543d1a5eccc53947e0d3c?sd=1964-12-31T00%3A00%3A00.000Z&ed=2002-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Kompong_Kdei\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/75ba98758e7c4eb3b105f733db150307?sd=1962-05-20T00%3A00%3A00.000Z&ed=2002-12-28T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Prek_Kdam\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/81e259eb15f64135834fe9e388ee7fbb?sd=1962-03-31T00%3A00%3A00.000Z&ed=2018-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n", + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/5a7037f272c745d5bcafcc16a5c2f89c?sd=1962-03-31T00%3A00%3A00.000Z&ed=2018-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n", + "DEBUG:urllib3.connectionpool:Resetting dropped connection: api.mrcmekong.org\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Kg._Thmar\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/549c7f63d6dc4392b233b2049bd23d11?sd=1962-03-31T00%3A00%3A00.000Z&ed=2002-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Koh_Khel\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/64758ae8f24a46759d962ab9a2dea27a?sd=1990-12-31T00%3A00%3A00.000Z&ed=2000-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Lumphat\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/93337ffe7838467289bf5b55401ee6f8?sd=1964-12-31T00%3A00%3A00.000Z&ed=2021-05-09T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Kompong_Cham\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/b5da800e9c8e4346a3b8d9d6daa73e0a?sd=1959-12-31T00%3A00%3A00.000Z&ed=2002-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Phnom_Penh_Port\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/cd94408bcf944bc88033cf05675034fd?sd=1989-12-31T00%3A00%3A00.000Z&ed=1990-12-30T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Voeun_Sai\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/d177b0f2dae547ceb9bc7c23ef2970ae?sd=1964-12-31T00%3A00%3A00.000Z&ed=2021-05-09T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station Kratie\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "DEBUG:urllib3.connectionpool:https://api.mrcmekong.org:443 \"GET /api/v1/ts/highcharts/fca7bee14dcf43a59263158f18a88509?sd=1933-01-07T00%3A00%3A00.000Z&ed=2021-05-09T00%3A00%3A00.000Z HTTP/1.1\" 200 None\n" + ] + } + ], + "source": [ + "# water level stations\n", + "for station in stations:\n", + " stage_id = station['stage_id']\n", + " name = station['name']\n", + " print(f'station {name}')\n", + " request_param = dict(sd=f'{station[\"start_date\"]}{date_tail}', ed=f'{station[\"end_date\"]}{date_tail}')\n", + "\n", + " if isinstance(stage_id, list):\n", + " for _id in stage_id:\n", + " df = get_data(f'{base_url}/{_id}', request_param, headers, 'stage')\n", + " Path(f'{BASE_DIR}/rating_curves/{name}').mkdir(parents=True, exist_ok=True)\n", + " df.to_csv(f'{BASE_DIR}/rating_curves/{name}/stage_{_id}.csv', encoding='utf-8', index=False)\n", + " else:\n", + " df = get_data(f'{base_url}/{stage_id}', request_param, headers, 'stage')\n", + " Path(f'{BASE_DIR}/rating_curves/{name}').mkdir(parents=True, exist_ok=True)\n", + " df.to_csv(f'{BASE_DIR}/rating_curves/{name}/stage_{stage_id}.csv', encoding='utf-8', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "station: Neak_Luong\n", + "station: Stung_Treng\n", + "station: Chaktomuk\n", + "station: Kompong_Kdei\n", + "station: Prek_Kdam\n", + "station: Kg._Thmar\n", + "station: Koh_Khel\n", + "station: Lumphat\n", + "station: Kompong_Cham\n", + "station: Phnom_Penh_Port\n", + "station: Voeun_Sai\n", + "station: Kratie\n" + ] + } + ], + "source": [ + "# combine both\n", + "combined_dfs = []\n", + "\n", + "for station in stations:\n", + " name = station['name']\n", + " stage_id = station['stage_id']\n", + " discharge_id = station['discharge_id']\n", + " print(f'station: {name}')\n", + " if isinstance(stage_id, list):\n", + " stages = []\n", + " discharges = []\n", + " for _id in stage_id:\n", + " df = pd.read_csv(f'{BASE_DIR}/rating_curves/{name}/stage_{_id}.csv')\n", + " stages.append(df)\n", + " for _id in discharge_id:\n", + " df = pd.read_csv(f'{BASE_DIR}/rating_curves/{name}/discharge_{_id}.csv')\n", + " discharges.append(df)\n", + " combined_dfs.append({'name': name, 'stage': pd.concat(stages), 'discharge': pd.concat(discharges)})\n", + " else:\n", + " df_stage = pd.read_csv(f'{BASE_DIR}/rating_curves/{name}/stage_{stage_id}.csv')\n", + " df_discharge = pd.read_csv(f'{BASE_DIR}/rating_curves/{name}/discharge_{discharge_id}.csv')\n", + " combined_dfs.append({'name': name, 'stage': df_stage, 'discharge': df_discharge})" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "dfs = []\n", + "for _df in combined_dfs:\n", + " name = _df['name']\n", + " df = pd.merge(_df['stage'], _df['discharge'], how='inner', on='datetime')\n", + " df['log_stage'] = np.log10(df.stage)\n", + " df['log_discharge'] = np.log10(df.discharge)\n", + " df.to_csv(f'{BASE_DIR}/rating_curves/{name}/merged_{name}.csv', encoding='utf-8', index=False)\n", + " dfs.append({'name': name, 'df': df})" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "mode": "markers", + "name": "Neak_Luong", + "type": "scattergl", + "x": [ + 0.5327543789924978, + 0.5237464668115644, + 0.5145477526602861, + 0.5092025223311029, + 0.5065050324048721, + 0.5037906830571811, + 0.5024271199844327, + 0.4899584794248346, + 0.4899584794248346, + 0.4899584794248346, + 0.48429983934678583, + 0.4756711883244297, + 0.4727564493172124, + 0.4727564493172124, + 0.46982201597816303, + 0.46834733041215726, + 0.44560420327359757, + 0.45331834004703764, + 0.4424797690644486, + 0.42160392686983106, + 0.45331834004703764, + 0.456366033129043, + 0.4329692908744057, + 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fig.update_yaxes(title_text='log discharge', row=idx+1, col=1)\n", + "# fig.update_layout(height=8000, width=1000)\n", + "# fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "# for station in stations[7:]:\n", + "# name = station['name']\n", + "# df = pd.read_csv(f'{BASE_DIR}/rating_curves/{name}/merged_{name}.csv')\n", + "# fig = px.scatter(df, x='log_stage', y='log_discharge', title=name)\n", + "# fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "def fit_regression(x, y):\n", + " x = x.to_numpy()\n", + " y = y.to_numpy()\n", + " # reshaping 1d to 2d\n", + " x_b = np.reshape(x, (-1, 1))\n", + " y_b = np.reshape(y, (-1, 1))\n", + " # fitting\n", + " b_fitted = LinearRegression(normalize=True).fit(x_b, y_b)\n", + " r_2 = b_fitted.score(x_b, y_b)\n", + " # slope\n", + " m = b_fitted.coef_[0][0]\n", + " # y-intercept\n", + " c = b_fitted.intercept_[0]\n", + " return { 'm': m, 'c': c, 'x': x_b, 'y': y_b , 'fitted': b_fitted, 'r_2': r_2}" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "mode": "markers+text", + "name": "Neak_Luong", + "text": [ + "y = 1.2141x + 3.3811;\nr^2 = 0.9338" + ], + "textfont": { + "color": "crimson", + "family": "sans serif", + "size": 18 + }, + "textposition": [ + "bottom right" + ], + "type": "scattergl", + "x": [ + 0.5327543789924978, + 0.5237464668115644, + 0.5145477526602861, + 0.5092025223311029, + 0.5065050324048721, + 0.5037906830571811, + 0.5024271199844327, + 0.4899584794248346, + 0.4899584794248346, + 0.4899584794248346, + 0.48429983934678583, + 0.4756711883244297, + 0.4727564493172124, + 0.4727564493172124, + 0.46982201597816303, + 0.46834733041215726, + 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