From f4bb8a99db1fbb9290b2f2838667dd7c8c636730 Mon Sep 17 00:00:00 2001 From: msweier Date: Fri, 13 Jun 2025 09:54:37 -0500 Subject: [PATCH 01/11] measurement store data type check --- cwms/measurements/measurements.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/cwms/measurements/measurements.py b/cwms/measurements/measurements.py index f8753be6..02cfb301 100644 --- a/cwms/measurements/measurements.py +++ b/cwms/measurements/measurements.py @@ -116,8 +116,11 @@ def store_measurements( "fail-if-exists": fail_if_exists, } - if not isinstance(data, dict): - raise ValueError("Cannot store a timeseries without a JSON data dictionary") + if not isinstance(data, list): + raise ValueError("Cannot store a measurement without a JSON list, object is not a list of dictionaries") + for item in data: + if not isinstance(item, dict): + raise ValueError("Cannot store a measurement without a JSON list: a non-dictionary object was found") return api.post(endpoint, data, params, api_version=1) From 60cddbd00e2ca04a20f8f86623d74ab118ba0252 Mon Sep 17 00:00:00 2001 From: msweier Date: Fri, 13 Jun 2025 09:54:59 -0500 Subject: [PATCH 02/11] reorder measurements columns in df --- cwms/cwms_types.py | 40 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 40 insertions(+) diff --git a/cwms/cwms_types.py b/cwms/cwms_types.py index 6eb18e62..e87f741f 100644 --- a/cwms/cwms_types.py +++ b/cwms/cwms_types.py @@ -78,6 +78,43 @@ def timeseries_type(orig_json: JSON, value_json: JSON) -> DataFrame: if "date-time" in df.columns: df["date-time"] = to_datetime(df["date-time"], unit="ms", utc=True) return df + + def reorder_measurement_cols(df): + # reorders measurement columns for usability + + # Define the columns to bring to the front + front_columns = [ + 'id.office-id', + 'id.name', + 'number', + 'instant', + 'streamflow-measurement.gage-height', + 'streamflow-measurement.flow', + 'streamflow-measurement.quality', + 'used', + 'agency', + 'wm-comments' + ] + + # Identify columns containing 'unit' to be last + unit_columns = [col for col in df.columns if 'unit' in col] + + # Identify remaining columns (not in front_columns or unit_columns) + remaining_columns = [ + col for col in df.columns + if col not in front_columns and col not in unit_columns + ] + + # Construct the new column order + new_column_order = front_columns + remaining_columns + unit_columns + + # Filter out columns that might not actually exist in the DataFrame. Critically important! + existing_columns = [col for col in new_column_order if col in df.columns] + + # Reorder the DataFrame + df = df[existing_columns] + + return df data = deepcopy(json) @@ -95,6 +132,9 @@ def timeseries_type(orig_json: JSON, value_json: JSON) -> DataFrame: df = json_normalize(df_data) if df_data else DataFrame() else: df = json_normalize(data) + # if streamflow-measurement reorder columns + if 'streamflow-measurement.flow' in df.columns: + df = reorder_measurement_cols(df) return df From 231bef92c284c8949c730a7d117f3e9746af87f3 Mon Sep 17 00:00:00 2001 From: msweier Date: Fri, 13 Jun 2025 10:45:06 -0500 Subject: [PATCH 03/11] apply black formatting --- cwms/cwms_types.py | 29 +++++++++++++++-------------- cwms/measurements/measurements.py | 8 ++++++-- 2 files changed, 21 insertions(+), 16 deletions(-) diff --git a/cwms/cwms_types.py b/cwms/cwms_types.py index e87f741f..e0719321 100644 --- a/cwms/cwms_types.py +++ b/cwms/cwms_types.py @@ -78,30 +78,31 @@ def timeseries_type(orig_json: JSON, value_json: JSON) -> DataFrame: if "date-time" in df.columns: df["date-time"] = to_datetime(df["date-time"], unit="ms", utc=True) return df - + def reorder_measurement_cols(df): # reorders measurement columns for usability # Define the columns to bring to the front front_columns = [ - 'id.office-id', - 'id.name', - 'number', - 'instant', - 'streamflow-measurement.gage-height', - 'streamflow-measurement.flow', - 'streamflow-measurement.quality', - 'used', - 'agency', - 'wm-comments' + "id.office-id", + "id.name", + "number", + "instant", + "streamflow-measurement.gage-height", + "streamflow-measurement.flow", + "streamflow-measurement.quality", + "used", + "agency", + "wm-comments", ] # Identify columns containing 'unit' to be last - unit_columns = [col for col in df.columns if 'unit' in col] + unit_columns = [col for col in df.columns if "unit" in col] # Identify remaining columns (not in front_columns or unit_columns) remaining_columns = [ - col for col in df.columns + col + for col in df.columns if col not in front_columns and col not in unit_columns ] @@ -133,7 +134,7 @@ def reorder_measurement_cols(df): else: df = json_normalize(data) # if streamflow-measurement reorder columns - if 'streamflow-measurement.flow' in df.columns: + if "streamflow-measurement.flow" in df.columns: df = reorder_measurement_cols(df) return df diff --git a/cwms/measurements/measurements.py b/cwms/measurements/measurements.py index 02cfb301..9d0cf0b2 100644 --- a/cwms/measurements/measurements.py +++ b/cwms/measurements/measurements.py @@ -117,10 +117,14 @@ def store_measurements( } if not isinstance(data, list): - raise ValueError("Cannot store a measurement without a JSON list, object is not a list of dictionaries") + raise ValueError( + "Cannot store a measurement without a JSON list, object is not a list of dictionaries" + ) for item in data: if not isinstance(item, dict): - raise ValueError("Cannot store a measurement without a JSON list: a non-dictionary object was found") + raise ValueError( + "Cannot store a measurement without a JSON list: a non-dictionary object was found" + ) return api.post(endpoint, data, params, api_version=1) From fbe293904553f2eb8118a5305a230dc3253312e0 Mon Sep 17 00:00:00 2001 From: msweier Date: Fri, 13 Jun 2025 10:49:13 -0500 Subject: [PATCH 04/11] add type definition --- cwms/cwms_types.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cwms/cwms_types.py b/cwms/cwms_types.py index e0719321..0e30c345 100644 --- a/cwms/cwms_types.py +++ b/cwms/cwms_types.py @@ -79,7 +79,7 @@ def timeseries_type(orig_json: JSON, value_json: JSON) -> DataFrame: df["date-time"] = to_datetime(df["date-time"], unit="ms", utc=True) return df - def reorder_measurement_cols(df): + def reorder_measurement_cols(df: DataFrame) -> DataFrame: # reorders measurement columns for usability # Define the columns to bring to the front From 008714b85818d3c3fb50077fa65a7a309bbf08cf Mon Sep 17 00:00:00 2001 From: msweier Date: Fri, 13 Jun 2025 11:12:25 -0500 Subject: [PATCH 05/11] add get_measurements_extents --- cwms/measurements/measurements.py | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) diff --git a/cwms/measurements/measurements.py b/cwms/measurements/measurements.py index 9d0cf0b2..489dc3a5 100644 --- a/cwms/measurements/measurements.py +++ b/cwms/measurements/measurements.py @@ -182,3 +182,28 @@ def delete_measurements( } return api.delete(endpoint, params, api_version=1) + + +def get_measurements_extents( + office_mask: Optional[str] = None, +) -> None: + """Get time extents of streamflow measurements + + Parameters + ---------- + office_mask: string + Office Id used to filter the results. + + Returns + ------- + cwms data type. data.json will return the JSON output and data.df will return a dataframe. Dates returned are all in UTC. + + """ + endpoint = f"measurements/time-extents" + + params = { + "office_mask": office_mask, + } + + response = api.get(endpoint, params, api_version=1) + return Data(response) # , selector=selector) From 2ee81f5e0742339c670ed0b1b4997ac68c025c08 Mon Sep 17 00:00:00 2001 From: msweier Date: Fri, 13 Jun 2025 11:16:59 -0500 Subject: [PATCH 06/11] fix extent return def --- cwms/measurements/measurements.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cwms/measurements/measurements.py b/cwms/measurements/measurements.py index 489dc3a5..f0ffab23 100644 --- a/cwms/measurements/measurements.py +++ b/cwms/measurements/measurements.py @@ -186,7 +186,7 @@ def delete_measurements( def get_measurements_extents( office_mask: Optional[str] = None, -) -> None: +) -> Data: """Get time extents of streamflow measurements Parameters From 0af5b76e75a2a14710a43027906627400e37ac74 Mon Sep 17 00:00:00 2001 From: msweier Date: Fri, 13 Jun 2025 14:25:23 -0500 Subject: [PATCH 07/11] fix bug in params --- cwms/measurements/measurements.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cwms/measurements/measurements.py b/cwms/measurements/measurements.py index f0ffab23..3c3dda58 100644 --- a/cwms/measurements/measurements.py +++ b/cwms/measurements/measurements.py @@ -202,7 +202,7 @@ def get_measurements_extents( endpoint = f"measurements/time-extents" params = { - "office_mask": office_mask, + "office-mask": office_mask, } response = api.get(endpoint, params, api_version=1) From ea0611b5d5765bde560eff21b239a6ded57dc18f Mon Sep 17 00:00:00 2001 From: msweier Date: Fri, 13 Jun 2025 15:17:52 -0500 Subject: [PATCH 08/11] add measurement example --- examples/05_cwms_measurements_examples.ipynb | 25622 +++++++++++++++++ 1 file changed, 25622 insertions(+) create mode 100644 examples/05_cwms_measurements_examples.ipynb diff --git a/examples/05_cwms_measurements_examples.ipynb b/examples/05_cwms_measurements_examples.ipynb new file mode 100644 index 00000000..6ac13f7c --- /dev/null +++ b/examples/05_cwms_measurements_examples.ipynb @@ -0,0 +1,25622 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "cff679ee", + "metadata": {}, + "outputs": [], + "source": [ + "# libraries\n", + "import sys\n", + "# sys.path.insert(0,r'C:\\\\code\\\\cwms-python')\n", + "import cwms\n", + "import pandas as pd\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "9378e5af", + "metadata": {}, + "source": [ + "# cwms-python streamflow measurement endpoint examples\n", + "The extent endpoint is a quick way to see what locations have measurements stored and the start and end dates of the measurements\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "5f930230", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id.office-idid.nametime-extents.earliest-timetime-extents.latest-time
0SPALamar2013-01-22T21:25:30Z2020-02-13T00:20:21Z
1SWTALTO1961-09-14T16:45:00Z2021-10-12T16:05:43Z
2SWTPANA1935-06-19T05:00:00Z2021-10-05T21:28:12Z
3SPAAvalon DS2013-01-08T16:02:30Z2020-03-04T18:42:18Z
4MVKArkadelphia1965-01-22T22:00:00Z2005-01-12T17:40:00Z
...............
665NWDMBBMT2018-08-26T14:12:00Z2018-08-26T14:12:00Z
666MVNNatchez2022-01-15T00:55:00Z2022-06-22T16:49:00Z
667SWTCANA2018-04-03T16:54:29Z2019-08-02T14:34:30Z
668SAMRed Bud2019-12-05T22:00:00Z2024-01-31T15:15:00Z
669NWDMRRL52020-08-27T15:45:00Z2020-08-27T15:45:00Z
\n", + "

670 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " id.office-id id.name time-extents.earliest-time \\\n", + "0 SPA Lamar 2013-01-22T21:25:30Z \n", + "1 SWT ALTO 1961-09-14T16:45:00Z \n", + "2 SWT PANA 1935-06-19T05:00:00Z \n", + "3 SPA Avalon DS 2013-01-08T16:02:30Z \n", + "4 MVK Arkadelphia 1965-01-22T22:00:00Z \n", + ".. ... ... ... \n", + "665 NWDM BBMT 2018-08-26T14:12:00Z \n", + "666 MVN Natchez 2022-01-15T00:55:00Z \n", + "667 SWT CANA 2018-04-03T16:54:29Z \n", + "668 SAM Red Bud 2019-12-05T22:00:00Z \n", + "669 NWDM RRL5 2020-08-27T15:45:00Z \n", + "\n", + " time-extents.latest-time \n", + "0 2020-02-13T00:20:21Z \n", + "1 2021-10-12T16:05:43Z \n", + "2 2021-10-05T21:28:12Z \n", + "3 2020-03-04T18:42:18Z \n", + "4 2005-01-12T17:40:00Z \n", + ".. ... \n", + "665 2018-08-26T14:12:00Z \n", + "666 2022-06-22T16:49:00Z \n", + "667 2019-08-02T14:34:30Z \n", + "668 2024-01-31T15:15:00Z \n", + "669 2020-08-27T15:45:00Z \n", + "\n", + "[670 rows x 4 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# let's see how many sites have measurements in the national db\n", + "extents = cwms.get_measurements_extents()\n", + "df = extents.df.copy()\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "35098e6f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['SPA', 'SWT', 'MVK', 'NWDM', 'MVS', 'SWF', 'SWL', 'MVP', 'SAM',\n", + " 'LRP', 'LRD', 'MVM', 'MVN'], dtype=object)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# check which offices have any measurements stored\n", + "df['id.office-id'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1f1342b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "id.office-id\n", + "LRD 1\n", + "LRP 1\n", + "MVK 34\n", + "MVM 1\n", + "MVN 2\n", + "MVP 3\n", + "MVS 5\n", + "NWDM 40\n", + "SAM 4\n", + "SPA 206\n", + "SWF 2\n", + "SWL 3\n", + "SWT 368\n", + "dtype: int64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# which offices have the most sites w/ measurements\n", + "office_counts = df.groupby('id.office-id').size()\n", + "office_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dc18f39c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id.office-idid.nametime-extents.earliest-timetime-extents.latest-time
0MVKArkadelphia1965-01-22T22:00:00Z2005-01-12T17:40:00Z
1MVKGreenwood1965-01-05T18:00:00Z2024-02-26T15:00:00Z
2MVKMacon Lake1965-01-08T00:00:00Z2023-01-27T22:16:00Z
3MVKComo2021-05-03T23:36:00Z2023-02-01T22:21:00Z
4MVKBatesville1965-03-13T12:00:00Z2024-02-07T15:00:00Z
5MVKClarksdale_BigS1965-02-11T23:06:00Z1998-02-19T19:20:00Z
6MVKAlto_Boeuf2021-05-04T00:14:00Z2023-01-23T22:22:00Z
7MVKWhaley1965-03-27T18:00:00Z2024-02-26T15:00:00Z
8MVKGreenville2011-05-07T17:00:00Z2024-11-06T18:21:00Z
9MVKAlexandria1973-01-04T23:40:00Z2024-06-04T23:00:00Z
10MVKOak Grove2021-05-06T00:15:00Z2023-02-27T22:15:00Z
11MVKBelzoni1965-01-14T12:00:00Z2024-02-06T15:00:00Z
12MVKVicksburg1927-04-05T10:20:00Z2025-04-15T14:58:53Z
13MVKNatchez1965-01-08T10:20:00Z2024-10-30T15:57:00Z
14MVKMarks_Coldwater1965-12-10T00:00:00Z2024-02-27T15:00:00Z
15MVKYazoo City1966-02-22T20:00:00Z2017-11-20T13:08:00Z
16MVKSwan Lake1965-02-04T10:20:00Z2024-02-27T15:00:00Z
17MVKFt Necessity2021-05-03T23:30:00Z2023-01-23T22:20:00Z
18MVKWest Monroe1965-01-16T00:00:00Z1965-01-16T00:00:00Z
19MVKBoughton1965-01-19T22:17:00Z2005-01-11T17:40:00Z
20MVKGrand Ecore1942-04-02T21:40:00Z2024-06-05T16:00:00Z
21MVKFulton1931-10-28T08:00:00Z2018-05-16T22:00:00Z
22MVKLambert1965-01-07T18:00:00Z2020-04-23T14:20:00Z
23MVKCoushatta1989-05-27T05:00:00Z2024-06-05T18:35:00Z
24MVKSarah1965-11-17T00:00:00Z2021-03-03T18:00:00Z
25MVKCanal 81_Ark Cty1965-02-12T23:01:00Z2023-01-27T22:14:00Z
26MVKArkansas City1982-01-05T12:00:00Z2011-05-10T13:47:00Z
27MVKClayton2021-05-03T23:21:00Z2023-01-23T22:17:00Z
28MVKShreveport1945-02-26T05:00:00Z2024-06-05T20:50:00Z
29MVKCanal 43_Ark Cty1965-02-12T22:53:00Z2023-01-27T22:12:00Z
30MVKNewlight2021-05-04T00:26:00Z2023-01-23T22:23:00Z
31MVKSpring Bank2024-01-25T21:00:00Z2024-01-25T21:00:00Z
32MVKLocopolis1965-12-07T18:00:00Z2024-02-27T15:00:00Z
33MVKTendal1975-03-15T22:00:00Z2005-06-27T16:40:00Z
\n", + "
" + ], + "text/plain": [ + " id.office-id id.name time-extents.earliest-time \\\n", + "0 MVK Arkadelphia 1965-01-22T22:00:00Z \n", + "1 MVK Greenwood 1965-01-05T18:00:00Z \n", + "2 MVK Macon Lake 1965-01-08T00:00:00Z \n", + "3 MVK Como 2021-05-03T23:36:00Z \n", + "4 MVK Batesville 1965-03-13T12:00:00Z \n", + "5 MVK Clarksdale_BigS 1965-02-11T23:06:00Z \n", + "6 MVK Alto_Boeuf 2021-05-04T00:14:00Z \n", + "7 MVK Whaley 1965-03-27T18:00:00Z \n", + "8 MVK Greenville 2011-05-07T17:00:00Z \n", + "9 MVK Alexandria 1973-01-04T23:40:00Z \n", + "10 MVK Oak Grove 2021-05-06T00:15:00Z \n", + "11 MVK Belzoni 1965-01-14T12:00:00Z \n", + "12 MVK Vicksburg 1927-04-05T10:20:00Z \n", + "13 MVK Natchez 1965-01-08T10:20:00Z \n", + "14 MVK Marks_Coldwater 1965-12-10T00:00:00Z \n", + "15 MVK Yazoo City 1966-02-22T20:00:00Z \n", + "16 MVK Swan Lake 1965-02-04T10:20:00Z \n", + "17 MVK Ft Necessity 2021-05-03T23:30:00Z \n", + "18 MVK West Monroe 1965-01-16T00:00:00Z \n", + "19 MVK Boughton 1965-01-19T22:17:00Z \n", + "20 MVK Grand Ecore 1942-04-02T21:40:00Z \n", + "21 MVK Fulton 1931-10-28T08:00:00Z \n", + "22 MVK Lambert 1965-01-07T18:00:00Z \n", + "23 MVK Coushatta 1989-05-27T05:00:00Z \n", + "24 MVK Sarah 1965-11-17T00:00:00Z \n", + "25 MVK Canal 81_Ark Cty 1965-02-12T23:01:00Z \n", + "26 MVK Arkansas City 1982-01-05T12:00:00Z \n", + "27 MVK Clayton 2021-05-03T23:21:00Z \n", + "28 MVK Shreveport 1945-02-26T05:00:00Z \n", + "29 MVK Canal 43_Ark Cty 1965-02-12T22:53:00Z \n", + "30 MVK Newlight 2021-05-04T00:26:00Z \n", + "31 MVK Spring Bank 2024-01-25T21:00:00Z \n", + "32 MVK Locopolis 1965-12-07T18:00:00Z \n", + "33 MVK Tendal 1975-03-15T22:00:00Z \n", + "\n", + " time-extents.latest-time \n", + "0 2005-01-12T17:40:00Z \n", + "1 2024-02-26T15:00:00Z \n", + "2 2023-01-27T22:16:00Z \n", + "3 2023-02-01T22:21:00Z \n", + "4 2024-02-07T15:00:00Z \n", + "5 1998-02-19T19:20:00Z \n", + "6 2023-01-23T22:22:00Z \n", + "7 2024-02-26T15:00:00Z \n", + "8 2024-11-06T18:21:00Z \n", + "9 2024-06-04T23:00:00Z \n", + "10 2023-02-27T22:15:00Z \n", + "11 2024-02-06T15:00:00Z \n", + "12 2025-04-15T14:58:53Z \n", + "13 2024-10-30T15:57:00Z \n", + "14 2024-02-27T15:00:00Z \n", + "15 2017-11-20T13:08:00Z \n", + "16 2024-02-27T15:00:00Z \n", + "17 2023-01-23T22:20:00Z \n", + "18 1965-01-16T00:00:00Z \n", + "19 2005-01-11T17:40:00Z \n", + "20 2024-06-05T16:00:00Z \n", + "21 2018-05-16T22:00:00Z \n", + "22 2020-04-23T14:20:00Z \n", + "23 2024-06-05T18:35:00Z \n", + "24 2021-03-03T18:00:00Z \n", + "25 2023-01-27T22:14:00Z \n", + "26 2011-05-10T13:47:00Z \n", + "27 2023-01-23T22:17:00Z \n", + "28 2024-06-05T20:50:00Z \n", + "29 2023-01-27T22:12:00Z \n", + "30 2023-01-23T22:23:00Z \n", + "31 2024-01-25T21:00:00Z \n", + "32 2024-02-27T15:00:00Z \n", + "33 2005-06-27T16:40:00Z " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# checkout MVK's measurements\n", + "extents = cwms.get_measurements_extents(office_mask='MVK')\n", + "df = extents.df.copy()\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "59079751", + "metadata": {}, + "outputs": [], + "source": [ + "# Convert the time columns to datetime objects\n", + "df['time-extents.earliest-time'] = pd.to_datetime(df['time-extents.earliest-time'], format='mixed')\n", + "df['time-extents.latest-time'] = pd.to_datetime(df['time-extents.latest-time'], format='mixed')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f5278854", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Site with the oldest measurement: Vicksburg (Date: 1927-04-05 10:20:00+00:00)\n", + "Site with the newest measurement: Vicksburg (Date: 2025-04-15 14:58:53+00:00)\n" + ] + } + ], + "source": [ + "# Find the site with the oldest measurement\n", + "oldest_site = df.loc[df['time-extents.earliest-time'].idxmin(), 'id.name']\n", + "oldest_date = df['time-extents.earliest-time'].min() # Get the actual date\n", + "# Find the site with the newest measurement\n", + "newest_site = df.loc[df['time-extents.latest-time'].idxmax(), 'id.name']\n", + "newest_date = df['time-extents.latest-time'].max() # Get the actual date\n", + "\n", + "print(f\"Site with the oldest measurement: {oldest_site} (Date: {oldest_date})\")\n", + "print(f\"Site with the newest measurement: {newest_site} (Date: {newest_date})\")" + ] + }, + { + "cell_type": "markdown", + "id": "f040fc43", + "metadata": {}, + "source": [ + "Let's look at the actual measurement data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "28f2df53", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2000-03-16T18:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '10',\n", + " 'streamflow-measurement': {'gage-height': 16.88,\n", + " 'flow': 436000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2002-01-16T18:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '100',\n", + " 'streamflow-measurement': {'gage-height': 12.77,\n", + " 'flow': 375000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-01-30T18:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1000',\n", + " 'streamflow-measurement': {'gage-height': 18.75,\n", + " 'flow': 497000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-02-05T18:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1001',\n", + " 'streamflow-measurement': {'gage-height': 21.15,\n", + " 'flow': 579000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-02-27T18:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1002',\n", + " 'streamflow-measurement': {'gage-height': 39.92,\n", + " 'flow': 1250000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-03-06T18:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1003',\n", + " 'streamflow-measurement': {'gage-height': 45.94,\n", + " 'flow': 1600000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2002-01-24T18:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '101',\n", + " 'streamflow-measurement': {'gage-height': 12.1,\n", + " 'flow': 378000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2002-01-29T18:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '102',\n", + " 'streamflow-measurement': {'gage-height': 20.16,\n", + " 'flow': 617000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-06-05T05:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1021',\n", + " 'streamflow-measurement': {'gage-height': 31.57,\n", + " 'flow': 784000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-06-11T05:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1022',\n", + " 'streamflow-measurement': {'gage-height': 29.32,\n", + " 'flow': 726000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-06-27T05:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1024',\n", + " 'streamflow-measurement': {'gage-height': 24.19,\n", + " 'flow': 593000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-07-02T05:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1025',\n", + " 'streamflow-measurement': {'gage-height': 27.11,\n", + " 'flow': 701000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-07-10T05:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1026',\n", + " 'streamflow-measurement': {'gage-height': 30.89,\n", + " 'flow': 766000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-07-16T05:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1027',\n", + " 'streamflow-measurement': {'gage-height': 27.01,\n", + " 'flow': 655000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2018-07-30T05:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1029',\n", + " 'streamflow-measurement': {'gage-height': 19.07,\n", + " 'flow': 474000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': 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" 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-05-25T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1952',\n", + " 'streamflow-measurement': {'gage-height': 36.8,\n", + " 'flow': 1009000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-05-27T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1953',\n", + " 'streamflow-measurement': {'gage-height': 35.5,\n", + " 'flow': 958000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-05-28T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1954',\n", + " 'streamflow-measurement': {'gage-height': 34.4,\n", + " 'flow': 915000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-06-01T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1955',\n", + " 'streamflow-measurement': {'gage-height': 28.0,\n", + " 'flow': 711000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-06-02T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1956',\n", + " 'streamflow-measurement': {'gage-height': 25.7,\n", + " 'flow': 677000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-06-05T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1957',\n", + " 'streamflow-measurement': {'gage-height': 21.9,\n", + " 'flow': 599000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-06-07T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1958',\n", + " 'streamflow-measurement': {'gage-height': 20.2,\n", + " 'flow': 540000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-06-08T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1959',\n", + " 'streamflow-measurement': {'gage-height': 20.0,\n", + " 'flow': 530000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '2003-11-17T18:00:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '196',\n", + " 'streamflow-measurement': {'gage-height': 10.88,\n", + " 'flow': 351000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-06-12T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1960',\n", + " 'streamflow-measurement': {'gage-height': 18.9,\n", + " 'flow': 539000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " {'height-unit': 'ft',\n", + " 'flow-unit': 'cfs',\n", + " 'temp-unit': 'F',\n", + " 'velocity-unit': 'fps',\n", + " 'area-unit': 'ft2',\n", + " 'used': False,\n", + " 'agency': 'USACE',\n", + " 'party': '',\n", + " 'wm-comments': '',\n", + " 'instant': '1937-06-14T11:20:00Z',\n", + " 'id': {'office-id': 'MVK', 'name': 'Vicksburg'},\n", + " 'number': '1961',\n", + " 'streamflow-measurement': {'gage-height': 19.5,\n", + " 'flow': 557000.0,\n", + " 'quality': 'Unspecified'},\n", + " 'supplemental-streamflow-measurement': {},\n", + " 'usgs-measurement': {'remarks': '',\n", + " 'current-rating': '',\n", + " 'control-condition': '',\n", + " 'shift-used': 0.0,\n", + " 'percent-difference': 0.0,\n", + " 'flow-adjustment': '',\n", + " 'delta-height': 0.0,\n", + " 'delta-time': 0.0}},\n", + " ...]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get the measurements\n", + "data = cwms.get_measurements(location_id_mask='Vicksburg', office_id='MVK')\n", + "data.json" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e4823ec6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id.office-idid.namenumberinstantstreamflow-measurement.gage-heightstreamflow-measurement.flowstreamflow-measurement.qualityusedagencywm-comments...usgs-measurement.shift-usedusgs-measurement.percent-differenceusgs-measurement.flow-adjustmentusgs-measurement.delta-heightusgs-measurement.delta-timeheight-unitflow-unittemp-unitvelocity-unitarea-unit
0MVKVicksburg102000-03-16T18:00:00Z16.88436000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
1MVKVicksburg1002002-01-16T18:00:00Z12.77375000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
2MVKVicksburg10002018-01-30T18:00:00Z18.75497000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
3MVKVicksburg10012018-02-05T18:00:00Z21.15579000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
4MVKVicksburg10022018-02-27T18:00:00Z39.921250000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
..................................................................
8882MVKVicksburg9952017-12-22T18:00:00Z8.35307000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
8883MVKVicksburg9962018-01-03T18:00:00Z22.74601000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
8884MVKVicksburg9972018-01-08T18:00:00Z17.20461000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
8885MVKVicksburg9982018-01-18T18:00:00Z9.49334000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
8886MVKVicksburg9992018-01-22T18:00:00Z15.74464000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
\n", + "

8887 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " id.office-id id.name number instant \\\n", + "0 MVK Vicksburg 10 2000-03-16T18:00:00Z \n", + "1 MVK Vicksburg 100 2002-01-16T18:00:00Z \n", + "2 MVK Vicksburg 1000 2018-01-30T18:00:00Z \n", + "3 MVK Vicksburg 1001 2018-02-05T18:00:00Z \n", + "4 MVK Vicksburg 1002 2018-02-27T18:00:00Z \n", + "... ... ... ... ... \n", + "8882 MVK Vicksburg 995 2017-12-22T18:00:00Z \n", + "8883 MVK Vicksburg 996 2018-01-03T18:00:00Z \n", + "8884 MVK Vicksburg 997 2018-01-08T18:00:00Z \n", + "8885 MVK Vicksburg 998 2018-01-18T18:00:00Z \n", + "8886 MVK Vicksburg 999 2018-01-22T18:00:00Z \n", + "\n", + " streamflow-measurement.gage-height streamflow-measurement.flow \\\n", + "0 16.88 436000.0 \n", + "1 12.77 375000.0 \n", + "2 18.75 497000.0 \n", + "3 21.15 579000.0 \n", + "4 39.92 1250000.0 \n", + "... ... ... \n", + "8882 8.35 307000.0 \n", + "8883 22.74 601000.0 \n", + "8884 17.20 461000.0 \n", + "8885 9.49 334000.0 \n", + "8886 15.74 464000.0 \n", + "\n", + " streamflow-measurement.quality used agency wm-comments ... \\\n", + "0 Unspecified False USACE ... \n", + "1 Unspecified False USACE ... \n", + "2 Unspecified False USACE ... \n", + "3 Unspecified False USACE ... \n", + "4 Unspecified False USACE ... \n", + "... ... ... ... ... ... \n", + "8882 Unspecified False USACE ... \n", + "8883 Unspecified False USACE ... \n", + "8884 Unspecified False USACE ... \n", + "8885 Unspecified False USACE ... \n", + "8886 Unspecified False USACE ... \n", + "\n", + " usgs-measurement.shift-used usgs-measurement.percent-difference \\\n", + "0 0.0 0.0 \n", + "1 0.0 0.0 \n", + "2 0.0 0.0 \n", + "3 0.0 0.0 \n", + "4 0.0 0.0 \n", + "... ... ... \n", + "8882 0.0 0.0 \n", + "8883 0.0 0.0 \n", + "8884 0.0 0.0 \n", + "8885 0.0 0.0 \n", + "8886 0.0 0.0 \n", + "\n", + " usgs-measurement.flow-adjustment usgs-measurement.delta-height \\\n", + "0 0.0 \n", + "1 0.0 \n", + "2 0.0 \n", + "3 0.0 \n", + "4 0.0 \n", + "... ... ... \n", + "8882 0.0 \n", + "8883 0.0 \n", + "8884 0.0 \n", + "8885 0.0 \n", + "8886 0.0 \n", + "\n", + " usgs-measurement.delta-time height-unit flow-unit temp-unit \\\n", + "0 0.0 ft cfs F \n", + "1 0.0 ft cfs F \n", + "2 0.0 ft cfs F \n", + "3 0.0 ft cfs F \n", + "4 0.0 ft cfs F \n", + "... ... ... ... ... \n", + "8882 0.0 ft cfs F \n", + "8883 0.0 ft cfs F \n", + "8884 0.0 ft cfs F \n", + "8885 0.0 ft cfs F \n", + "8886 0.0 ft cfs F \n", + "\n", + " velocity-unit area-unit \n", + "0 fps ft2 \n", + "1 fps ft2 \n", + "2 fps ft2 \n", + "3 fps ft2 \n", + "4 fps ft2 \n", + "... ... ... \n", + "8882 fps ft2 \n", + "8883 fps ft2 \n", + "8884 fps ft2 \n", + "8885 fps ft2 \n", + "8886 fps ft2 \n", + "\n", + "[8887 rows x 24 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# convert to a dataframe\n", + "df = data.df.copy()\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3c12b664", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8876" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# wow almost 9k measurements!\n", + "# check for duplicates\n", + "len(df['instant'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2f4194be", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# ok no duplicates\n", + "# let's plot it\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df.plot(x='streamflow-measurement.flow', y='streamflow-measurement.gage-height', kind='scatter')\n", + "plt.ylabel(\"Gage Height\")\n", + "plt.xlabel(\"Flow\")\n", + "plt.title(\"Gage Height vs. Flow\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "19517450", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# let's add the rating to the plot\n", + "ratingId = 'Vicksburg.Stage;Flow.Linear.Distributed'\n", + "rating = cwms.get_current_rating(rating_id=ratingId, office_id='MVK')\n", + "df_rating = rating.df.copy()\n", + "\n", + "\n", + "ax = df.plot(x='streamflow-measurement.flow', y='streamflow-measurement.gage-height', kind='scatter')\n", + "df_rating.plot(x='dep', y='ind', ax=ax, kind='line', label=ratingId, color='red') \n", + "\n", + "plt.ylabel(\"Gage Height\")\n", + "plt.xlabel(\"Flow\")\n", + "plt.title(\"Gage Height vs. Flow\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4abc0e47", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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id.office-idid.namenumberinstantstreamflow-measurement.gage-heightstreamflow-measurement.flowstreamflow-measurement.qualityusedagencywm-comments...usgs-measurement.shift-usedusgs-measurement.percent-differenceusgs-measurement.flow-adjustmentusgs-measurement.delta-heightusgs-measurement.delta-timeheight-unitflow-unittemp-unitvelocity-unitarea-unit
2MVKVicksburg10002018-01-30 18:00:00+00:0018.75497000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
3MVKVicksburg10012018-02-05 18:00:00+00:0021.15579000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
4MVKVicksburg10022018-02-27 18:00:00+00:0039.921250000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
5MVKVicksburg10032018-03-06 18:00:00+00:0045.941600000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
8MVKVicksburg10212018-06-05 05:00:00+00:0031.57784000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
..................................................................
8882MVKVicksburg9952017-12-22 18:00:00+00:008.35307000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
8883MVKVicksburg9962018-01-03 18:00:00+00:0022.74601000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
8884MVKVicksburg9972018-01-08 18:00:00+00:0017.20461000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
8885MVKVicksburg9982018-01-18 18:00:00+00:009.49334000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
8886MVKVicksburg9992018-01-22 18:00:00+00:0015.74464000.0UnspecifiedFalseUSACE...0.00.00.00.0ftcfsFfpsft2
\n", + "

475 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " id.office-id id.name number instant \\\n", + "2 MVK Vicksburg 1000 2018-01-30 18:00:00+00:00 \n", + "3 MVK Vicksburg 1001 2018-02-05 18:00:00+00:00 \n", + "4 MVK Vicksburg 1002 2018-02-27 18:00:00+00:00 \n", + "5 MVK Vicksburg 1003 2018-03-06 18:00:00+00:00 \n", + "8 MVK Vicksburg 1021 2018-06-05 05:00:00+00:00 \n", + "... ... ... ... ... \n", + "8882 MVK Vicksburg 995 2017-12-22 18:00:00+00:00 \n", + "8883 MVK Vicksburg 996 2018-01-03 18:00:00+00:00 \n", + "8884 MVK Vicksburg 997 2018-01-08 18:00:00+00:00 \n", + "8885 MVK Vicksburg 998 2018-01-18 18:00:00+00:00 \n", + "8886 MVK Vicksburg 999 2018-01-22 18:00:00+00:00 \n", + "\n", + " streamflow-measurement.gage-height streamflow-measurement.flow \\\n", + "2 18.75 497000.0 \n", + "3 21.15 579000.0 \n", + "4 39.92 1250000.0 \n", + "5 45.94 1600000.0 \n", + "8 31.57 784000.0 \n", + "... ... ... \n", + "8882 8.35 307000.0 \n", + "8883 22.74 601000.0 \n", + "8884 17.20 461000.0 \n", + "8885 9.49 334000.0 \n", + "8886 15.74 464000.0 \n", + "\n", + " streamflow-measurement.quality used agency wm-comments ... \\\n", + "2 Unspecified False USACE ... \n", + "3 Unspecified False USACE ... \n", + "4 Unspecified False USACE ... \n", + "5 Unspecified False USACE ... \n", + "8 Unspecified False USACE ... \n", + "... ... ... ... ... ... \n", + "8882 Unspecified False USACE ... \n", + "8883 Unspecified False USACE ... \n", + "8884 Unspecified False USACE ... \n", + "8885 Unspecified False USACE ... \n", + "8886 Unspecified False USACE ... \n", + "\n", + " usgs-measurement.shift-used usgs-measurement.percent-difference \\\n", + "2 0.0 0.0 \n", + "3 0.0 0.0 \n", + "4 0.0 0.0 \n", + "5 0.0 0.0 \n", + "8 0.0 0.0 \n", + "... ... ... \n", + "8882 0.0 0.0 \n", + "8883 0.0 0.0 \n", + "8884 0.0 0.0 \n", + "8885 0.0 0.0 \n", + "8886 0.0 0.0 \n", + "\n", + " usgs-measurement.flow-adjustment usgs-measurement.delta-height \\\n", + "2 0.0 \n", + "3 0.0 \n", + "4 0.0 \n", + "5 0.0 \n", + "8 0.0 \n", + "... ... ... \n", + "8882 0.0 \n", + "8883 0.0 \n", + "8884 0.0 \n", + "8885 0.0 \n", + "8886 0.0 \n", + "\n", + " usgs-measurement.delta-time height-unit flow-unit temp-unit \\\n", + "2 0.0 ft cfs F \n", + "3 0.0 ft cfs F \n", + "4 0.0 ft cfs F \n", + "5 0.0 ft cfs F \n", + "8 0.0 ft cfs F \n", + "... ... ... ... ... \n", + "8882 0.0 ft cfs F \n", + "8883 0.0 ft cfs F \n", + "8884 0.0 ft cfs F \n", + "8885 0.0 ft cfs F \n", + "8886 0.0 ft cfs F \n", + "\n", + " velocity-unit area-unit \n", + "2 fps ft2 \n", + "3 fps ft2 \n", + "4 fps ft2 \n", + "5 fps ft2 \n", + "8 fps ft2 \n", + "... ... ... \n", + "8882 fps ft2 \n", + "8883 fps ft2 \n", + "8884 fps ft2 \n", + "8885 fps ft2 \n", + "8886 fps ft2 \n", + "\n", + "[475 rows x 24 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# let's just see recent measurements since 2015\n", + "# Convert the time columns to datetime objects\n", + "df['instant'] = pd.to_datetime(df['instant'], format='mixed')\n", + "df_filtered = df[df['instant']>'2015']\n", + "df_filtered\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "0928fd75", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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0MVPTest12025-04-13T00:00:00Z1.01000.0PoorFalseUSACEThis is a testftcfsFfpsft2
\n", + "
" + ], + "text/plain": [ + " id.office-id id.name number instant \\\n", + "0 MVP Test 1 2025-04-13T00:00:00Z \n", + "\n", + " streamflow-measurement.gage-height streamflow-measurement.flow \\\n", + "0 1.0 1000.0 \n", + "\n", + " streamflow-measurement.quality used agency wm-comments party \\\n", + "0 Poor False USACE This is a test \n", + "\n", + " usgs-measurement.remarks usgs-measurement.current-rating \\\n", + "0 \n", + "\n", + " usgs-measurement.control-condition usgs-measurement.flow-adjustment \\\n", + "0 \n", + "\n", + " height-unit flow-unit temp-unit velocity-unit area-unit \n", + "0 ft cfs F fps ft2 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = cwms.get_measurements(location_id_mask='Test', office_id='MVP')\n", + "data.df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4dea5d2e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "cwms", + "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": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 8e3df81974acb11679c067ffa600ecb09d61dfb2 Mon Sep 17 00:00:00 2001 From: msweier Date: Thu, 3 Jul 2025 08:35:15 -0500 Subject: [PATCH 09/11] edit comment --- cwms/cwms_types.py | 2 +- cwms/measurements/measurements.py | 2 +- examples/05_cwms_measurements_examples.ipynb | 155 +++++++++++-------- 3 files changed, 91 insertions(+), 68 deletions(-) diff --git a/cwms/cwms_types.py b/cwms/cwms_types.py index 0e30c345..906b94b4 100644 --- a/cwms/cwms_types.py +++ b/cwms/cwms_types.py @@ -109,7 +109,7 @@ def reorder_measurement_cols(df: DataFrame) -> DataFrame: # Construct the new column order new_column_order = front_columns + remaining_columns + unit_columns - # Filter out columns that might not actually exist in the DataFrame. Critically important! + # Filter out columns that might not actually exist in the DataFrame. existing_columns = [col for col in new_column_order if col in df.columns] # Reorder the DataFrame diff --git a/cwms/measurements/measurements.py b/cwms/measurements/measurements.py index 3c3dda58..529c0d2d 100644 --- a/cwms/measurements/measurements.py +++ b/cwms/measurements/measurements.py @@ -199,7 +199,7 @@ def get_measurements_extents( cwms data type. data.json will return the JSON output and data.df will return a dataframe. Dates returned are all in UTC. """ - endpoint = f"measurements/time-extents" + endpoint = "measurements/time-extents" params = { "office-mask": office_mask, diff --git a/examples/05_cwms_measurements_examples.ipynb b/examples/05_cwms_measurements_examples.ipynb index 6ac13f7c..2557b335 100644 --- a/examples/05_cwms_measurements_examples.ipynb +++ b/examples/05_cwms_measurements_examples.ipynb @@ -60,31 +60,31 @@ " \n", " \n", " 0\n", - " SPA\n", - " Lamar\n", - " 2013-01-22T21:25:30Z\n", - " 2020-02-13T00:20:21Z\n", + " MVK\n", + " Como\n", + " 2021-05-03T23:36:00Z\n", + " 2023-02-01T22:21:00Z\n", " \n", " \n", " 1\n", - " SWT\n", - " ALTO\n", - " 1961-09-14T16:45:00Z\n", - " 2021-10-12T16:05:43Z\n", + " MVK\n", + " Macon Lake\n", + " 1965-01-08T00:00:00Z\n", + " 2023-01-27T22:16:00Z\n", " \n", " \n", " 2\n", - " SWT\n", - " PANA\n", - " 1935-06-19T05:00:00Z\n", - " 2021-10-05T21:28:12Z\n", + " MVK\n", + " Batesville\n", + " 1965-03-13T12:00:00Z\n", + " 2024-02-07T15:00:00Z\n", " \n", " \n", " 3\n", - " SPA\n", - " Avalon DS\n", - " 2013-01-08T16:02:30Z\n", - " 2020-03-04T18:42:18Z\n", + " MVK\n", + " Greenwood\n", + " 1965-01-05T18:00:00Z\n", + " 2024-02-26T15:00:00Z\n", " \n", " \n", " 4\n", @@ -102,31 +102,31 @@ " \n", " \n", " 665\n", - " NWDM\n", - " BBMT\n", - " 2018-08-26T14:12:00Z\n", - " 2018-08-26T14:12:00Z\n", + " SWT\n", + " BEUC\n", + " 2018-03-08T18:07:16Z\n", + " 2019-07-25T16:14:45Z\n", " \n", " \n", " 666\n", - " MVN\n", - " Natchez\n", - " 2022-01-15T00:55:00Z\n", - " 2022-06-22T16:49:00Z\n", + " SAM\n", + " Red Bud\n", + " 2019-12-05T22:00:00Z\n", + " 2024-01-31T15:15:00Z\n", " \n", " \n", " 667\n", - " SWT\n", - " CANA\n", - " 2018-04-03T16:54:29Z\n", - " 2019-08-02T14:34:30Z\n", + " MVN\n", + " Red_River_Ldg\n", + " 2022-06-06T21:03:00Z\n", + " 2025-04-21T17:03:43Z\n", " \n", " \n", " 668\n", - " SAM\n", - " Red Bud\n", - " 2019-12-05T22:00:00Z\n", - " 2024-01-31T15:15:00Z\n", + " MVN\n", + " Natchez\n", + " 2022-01-15T00:55:00Z\n", + " 2022-06-22T16:49:00Z\n", " \n", " \n", " 669\n", @@ -141,30 +141,30 @@ "" ], "text/plain": [ - " id.office-id id.name time-extents.earliest-time \\\n", - "0 SPA Lamar 2013-01-22T21:25:30Z \n", - "1 SWT ALTO 1961-09-14T16:45:00Z \n", - "2 SWT PANA 1935-06-19T05:00:00Z \n", - "3 SPA Avalon DS 2013-01-08T16:02:30Z \n", - "4 MVK Arkadelphia 1965-01-22T22:00:00Z \n", - ".. ... ... ... \n", - "665 NWDM BBMT 2018-08-26T14:12:00Z \n", - "666 MVN Natchez 2022-01-15T00:55:00Z \n", - "667 SWT CANA 2018-04-03T16:54:29Z \n", - "668 SAM Red Bud 2019-12-05T22:00:00Z \n", - "669 NWDM RRL5 2020-08-27T15:45:00Z \n", + " id.office-id id.name time-extents.earliest-time \\\n", + "0 MVK Como 2021-05-03T23:36:00Z \n", + "1 MVK Macon Lake 1965-01-08T00:00:00Z \n", + "2 MVK Batesville 1965-03-13T12:00:00Z \n", + "3 MVK Greenwood 1965-01-05T18:00:00Z \n", + "4 MVK Arkadelphia 1965-01-22T22:00:00Z \n", + ".. ... ... ... \n", + "665 SWT BEUC 2018-03-08T18:07:16Z \n", + "666 SAM Red Bud 2019-12-05T22:00:00Z \n", + "667 MVN Red_River_Ldg 2022-06-06T21:03:00Z \n", + "668 MVN Natchez 2022-01-15T00:55:00Z \n", + "669 NWDM RRL5 2020-08-27T15:45:00Z \n", "\n", " time-extents.latest-time \n", - "0 2020-02-13T00:20:21Z \n", - "1 2021-10-12T16:05:43Z \n", - "2 2021-10-05T21:28:12Z \n", - "3 2020-03-04T18:42:18Z \n", + "0 2023-02-01T22:21:00Z \n", + "1 2023-01-27T22:16:00Z \n", + "2 2024-02-07T15:00:00Z \n", + "3 2024-02-26T15:00:00Z \n", "4 2005-01-12T17:40:00Z \n", ".. ... \n", - "665 2018-08-26T14:12:00Z \n", - "666 2022-06-22T16:49:00Z \n", - "667 2019-08-02T14:34:30Z \n", - "668 2024-01-31T15:15:00Z \n", + "665 2019-07-25T16:14:45Z \n", + "666 2024-01-31T15:15:00Z \n", + "667 2025-04-21T17:03:43Z \n", + "668 2022-06-22T16:49:00Z \n", "669 2020-08-27T15:45:00Z \n", "\n", "[670 rows x 4 columns]" @@ -191,7 +191,7 @@ { "data": { "text/plain": [ - "array(['SPA', 'SWT', 'MVK', 'NWDM', 'MVS', 'SWF', 'SWL', 'MVP', 'SAM',\n", + "array(['MVK', 'NWDM', 'SPA', 'SWT', 'SWF', 'MVS', 'SWL', 'SAM', 'MVP',\n", " 'LRP', 'LRD', 'MVM', 'MVN'], dtype=object)" ] }, @@ -25451,7 +25451,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 65, "id": "f58d50f0", "metadata": {}, "outputs": [], @@ -25463,9 +25463,10 @@ " \"flow-unit\": \"cfs\",\n", " \"used\": False,\n", " \"agency\": \"USACE\",\n", + " \"party\": \"Clark\",\n", " \"wm-comments\": \"This is a test\",\n", - " \"instant\": \"2025-04-13T00:00:00Z\",\n", - " \"id\": {\"office-id\": \"MVP\", \"name\": \"Test\"},\n", + " \"instant\": \"2025-04-14T00:00:00Z\",\n", + " \"id\": {\"office-id\": OFFICE, \"name\": \"Test\"},\n", " \"number\": \"1\",\n", " \"streamflow-measurement\": {\"gage-height\": 1, \"flow\": 1000, \"quality\": \"Poor\"},\n", " }\n", @@ -25474,7 +25475,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 66, "id": "6bdcc5de", "metadata": {}, "outputs": [], @@ -25484,7 +25485,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 67, "id": "b38e4183", "metadata": {}, "outputs": [ @@ -25537,14 +25538,14 @@ " MVP\n", " Test\n", " 1\n", - " 2025-04-13T00:00:00Z\n", + " 2025-04-14T00:00:00Z\n", " 1.0\n", " 1000.0\n", " Poor\n", " False\n", " USACE\n", " This is a test\n", - " \n", + " Clark\n", " \n", " \n", " \n", @@ -25561,13 +25562,13 @@ ], "text/plain": [ " id.office-id id.name number instant \\\n", - "0 MVP Test 1 2025-04-13T00:00:00Z \n", + "0 MVP Test 1 2025-04-14T00:00:00Z \n", "\n", " streamflow-measurement.gage-height streamflow-measurement.flow \\\n", "0 1.0 1000.0 \n", "\n", - " streamflow-measurement.quality used agency wm-comments party \\\n", - "0 Poor False USACE This is a test \n", + " streamflow-measurement.quality used agency wm-comments party \\\n", + "0 Poor False USACE This is a test Clark \n", "\n", " usgs-measurement.remarks usgs-measurement.current-rating \\\n", "0 \n", @@ -25579,22 +25580,44 @@ "0 ft cfs F fps ft2 " ] }, - "execution_count": 19, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data = cwms.get_measurements(location_id_mask='Test', office_id='MVP')\n", + "data = cwms.get_measurements(location_id_mask='Test', office_id=OFFICE)\n", "data.df" ] }, + { + "cell_type": "markdown", + "id": "b0ed98c1", + "metadata": {}, + "source": [ + "# Deleting measurements\n", + "Let's get rid of that test measurement\n" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "id": "4dea5d2e", "metadata": {}, "outputs": [], + "source": [ + "import datetime\n", + "begin_time = datetime.datetime(1900,1,1)\n", + "end_time = datetime.datetime.now()\n", + "cwms.delete_measurements(location_id='Test', office_id=OFFICE, begin = begin_time, end = end_time)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1563c25e", + "metadata": {}, + "outputs": [], "source": [] } ], From f4250e88ee30f20066627bc4783ec16a0b5b82db Mon Sep 17 00:00:00 2001 From: msweier Date: Thu, 3 Jul 2025 08:42:49 -0500 Subject: [PATCH 10/11] black format --- cwms/cwms_types.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/cwms/cwms_types.py b/cwms/cwms_types.py index 3aa35380..06b3b8ca 100644 --- a/cwms/cwms_types.py +++ b/cwms/cwms_types.py @@ -109,7 +109,7 @@ def reorder_measurement_cols(df: DataFrame) -> DataFrame: # Construct the new column order new_column_order = front_columns + remaining_columns + unit_columns - # Filter out columns that might not actually exist in the DataFrame. + # Filter out columns that might not actually exist in the DataFrame. existing_columns = [col for col in new_column_order if col in df.columns] # Reorder the DataFrame From 32e06d8ba87ed3902f92393d0212cc937bd6ef7a Mon Sep 17 00:00:00 2001 From: msweier Date: Thu, 3 Jul 2025 12:19:04 -0500 Subject: [PATCH 11/11] bump version --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 448668dd..df3493d3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -2,7 +2,7 @@ name = "cwms-python" repository = "https://github.com/HydrologicEngineeringCenter/cwms-python" -version = "0.7.3" +version = "0.7.4" packages = [