diff --git a/mrc_data_download.ipynb b/mrc_data_download.ipynb index 5651873..9051d8a 100644 --- a/mrc_data_download.ipynb +++ b/mrc_data_download.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 95, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,22 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "start_date = '2012-01-01'\n", + "end_date = '2019-12-31'\n", + "date_tail = 'T00:00:00.000Z'\n", + "request_param = dict(sd=f'{start_date}{date_tail}', ed=f'{end_date}{date_tail}')\n", + "full_dates = pd.date_range(datetime.strptime(start_date, '%Y-%m-%d'),\n", + " datetime.strptime(end_date, '%Y-%m-%d'), freq='d')\\\n", + " .strftime('%Y-%m-%d').tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -83,12 +98,37 @@ " 'name': 'Kratie',\n", " 'discharge_id': ['17c0ffe74e224b50a9e3142fc404262b', 'ecc50c5540564a27bb9f7f147027bd9f'],\n", " },\n", + " {\n", + " 'name': 'Kompong_Chen',\n", + " 'stage_id': '53359074bfcf4961866daac9fbee8292',\n", + " },\n", + " {\n", + " 'name': 'Kompong_Cham',\n", + " 'stage_id': 'b5da800e9c8e4346a3b8d9d6daa73e0a',\n", + " },\n", + " {\n", + " 'name': 'Kompong_Thom',\n", + " 'stage_id': ['dae00e365f134b4bbfa6bf4162eb815c', 'aaebd95890ca49b9b5b5a82699159d6d'],\n", + " },\n", + " {\n", + " 'name': 'Siempang',\n", + " 'discharge_id': '3f588063c8bd4f06a477251701ec6ab0',\n", + " 'stage_id': ['6a49fa1f6cb247d39b9e6c405205bfa3', '5794c0c5c5c045639e0efa1540466828'],\n", + " },\n", + " {\n", + " 'name': 'Battambang',\n", + " 'stage_id': ['cba718574b1f4244a4ae2ef58806732d', '8456239a6baf4221a744886c8cb6efd3'],\n", + " },\n", + " {\n", + " 'name': 'Sisophon',\n", + " 'stage_id': 'f08efea6bd684203ab33c5a316e2459a',\n", + " },\n", "]" ] }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -97,7 +137,7 @@ "2922" ] }, - "execution_count": 143, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -109,22 +149,7 @@ }, { "cell_type": "code", - "execution_count": 144, - "metadata": {}, - "outputs": [], - "source": [ - "start_date = '2013-01-01'\n", - "end_date = '2020-12-31'\n", - "date_tail = 'T00:00:00.000Z'\n", - "request_param = dict(sd=f'{start_date}{date_tail}', ed=f'{end_date}{date_tail}')\n", - "full_dates = pd.date_range(datetime.strptime(start_date, '%Y-%m-%d'),\n", - " datetime.strptime(end_date, '%Y-%m-%d'), freq='d')\\\n", - " .strftime('%Y-%m-%d').tolist()" - ] - }, - { - "cell_type": "code", - "execution_count": 145, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -143,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -152,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -173,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -186,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -209,18 +234,18 @@ "-------------------------------------------\n", "station: Kompong_Kdei\n", "discharge: len(dates): 0\n", - "before len(df_stage): 2765\n", - "after len(df_stage): 2765\n", + "before len(df_stage): 2762\n", + "after len(df_stage): 2762\n", "-------------------------------------------\n", "station: Prek_Kdam\n", - "discharge: len(dates): 64\n", + "discharge: len(dates): 85\n", "before len(df_stage): 2922\n", - "after len(df_stage): 2858\n", + "after len(df_stage): 2837\n", "-------------------------------------------\n", "station: Kg._Thmar\n", "discharge: len(dates): 0\n", - "before len(df_stage): 2756\n", - "after len(df_stage): 2756\n", + "before len(df_stage): 2755\n", + "after len(df_stage): 2755\n", "-------------------------------------------\n", "station: Koh_Khel\n", "discharge: len(dates): 0\n", @@ -243,12 +268,30 @@ "after len(df_stage): 2922\n", "-------------------------------------------\n", "station: Voeun_Sai\n", - "discharge: len(dates): 2769\n", - "before len(df_stage): 2769\n", + "discharge: len(dates): 2768\n", + "before len(df_stage): 2768\n", "after len(df_stage): 0\n", "-------------------------------------------\n", "station: Kratie\n", - "discharge: len(dates): 2922\n" + "discharge: len(dates): 2922\n", + "-------------------------------------------\n", + "station: Kompong_Chen\n", + "discharge: len(dates): 0\n", + "before len(df_stage): 2620\n", + "after len(df_stage): 2620\n", + "-------------------------------------------\n", + "station: Kompong_Cham\n", + "discharge: len(dates): 0\n", + "before len(df_stage): 2922\n", + "after len(df_stage): 2922\n", + "-------------------------------------------\n", + "station: Kompong_Thom\n", + "discharge: len(dates): 0\n", + "before len(df_stage): 366\n", + "after len(df_stage): 366\n", + "-------------------------------------------\n", + "station: Siempang\n", + "discharge: len(dates): 364\n" ] } ], @@ -268,13 +311,14 @@ " if isinstance(discharge_id, list):\n", " for _id in discharge_id:\n", " _df = get_data(f'{base_url}/{_id}', request_param, headers, cols[1])\n", - " _df = _df.groupby(_df.datetime.dt.date).mean()\n", - " _df['datetime'] = _df.index\n", - " if not df_discharge.empty and not _df.empty:\n", - " # replace measured with calculated\n", - " df_discharge.loc[df_discharge.datetime.isin(_df.datetime), cols] = _df[cols]\n", - " else:\n", - " df_discharge = _df\n", + " if not _df.empty:\n", + " _df = _df.groupby(_df.datetime.dt.date).mean()\n", + " _df['datetime'] = _df.index\n", + " if not df_discharge.empty:\n", + " # replace measured with calculated\n", + " df_discharge.loc[df_discharge.datetime.isin(_df.datetime), cols] = _df[cols]\n", + " else:\n", + " df_discharge = _df\n", " else:\n", " df_discharge = get_data(f'{base_url}/{discharge_id}', request_param, headers, cols[1])\n", " df_discharge = df_discharge.groupby(df_discharge.datetime.dt.date).mean()\n", @@ -300,12 +344,13 @@ " if isinstance(stage_id, list):\n", " for _id in stage_id:\n", " _df = get_data(f'{base_url}/{_id}', request_param, headers, cols[1])\n", - " _df = _df.groupby(_df.datetime.dt.date).mean()\n", - " _df['datetime'] = _df.index\n", - " if not df_stage.empty and not _df.empty:\n", - " df_stage.loc[df_stage.datetime.isin(_df.datetime), cols] = _df[cols]\n", - " else:\n", - " df_stage = _df\n", + " if not _df.empty:\n", + " _df = _df.groupby(_df.datetime.dt.date).mean()\n", + " _df['datetime'] = _df.index\n", + " if not df_stage.empty:\n", + " df_stage.loc[df_stage.datetime.isin(_df.datetime), cols] = _df[cols]\n", + " else:\n", + " df_stage = _df\n", " else:\n", " df_stage = get_data(f'{base_url}/{stage_id}', request_param, headers, cols[1])\n", " df_stage = df_stage.groupby(df_stage.datetime.dt.date).mean()\n", diff --git a/mrc_observations/Battambang.csv b/mrc_observations/Battambang.csv new file mode 100644 index 0000000..dd35c97 --- /dev/null +++ b/mrc_observations/Battambang.csv @@ -0,0 +1,359 @@ +datetime,discharge +2012-01-01,27.423063845820707 +2012-01-02,27.10741236196673 +2012-01-04,26.52678545538333 +2012-01-05,26.175905563606847 +2012-01-06,25.82882372305453 +2012-01-07,25.46145001605268 +2012-01-08,25.08450507964926 +2012-01-09,24.716383401065304 +2012-01-10,24.35101680711682 +2012-01-11,23.962710531862747 +2012-01-12,23.65093979102931 +2012-01-13,23.300751724581843 +2012-01-14,22.99813523627431 +2012-01-15,22.752369023218307 +2012-01-16,22.525632983718296 +2012-01-17,22.323121184565508 +2012-01-18,22.134910671300716 +2012-01-19,22.016803504078627 +2012-01-20,22.15734357558528 +2012-01-21,22.04464039831306 +2012-01-22,21.85097767483638 +2012-01-23,21.94255973573527 +2012-01-24,21.98258251857858 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-304,12 +304,13 @@ " if isinstance(discharge_id, list):\n", " for _id in discharge_id:\n", " _df = get_data(f'{base_url}/{_id}', request_param, headers, cols[1])\n", - " _df = _df.groupby(_df.datetime.dt.date).mean()\n", - " _df['datetime'] = _df.index\n", - " if not df.empty and not _df.empty:\n", - " df.loc[df.datetime.isin(_df.datetime), cols] = _df[cols]\n", - " else:\n", - " df = _df\n", + " if not _df.empty:\n", + " _df = _df.groupby(_df.datetime.dt.date).mean()\n", + " _df['datetime'] = _df.index\n", + " if not df.empty:\n", + " df.loc[df.datetime.isin(_df.datetime), cols] = _df[cols]\n", + " else:\n", + " df = _df\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.csv', encoding='utf-8', index=False)\n", " else:\n",