From 94b67e8cc862a27a603539ef349189104706fde8 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Wed, 21 Dec 2022 10:10:15 -0700 Subject: [PATCH 01/17] added Python embedding script to read ARGO observations into MET --- .../read_argo_metplus.py | 185 ++++++++++++++++++ 1 file changed, 185 insertions(+) create mode 100644 parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py new file mode 100644 index 0000000000..a17b523231 --- /dev/null +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py @@ -0,0 +1,185 @@ +#! /usr/bin/env python3 + +import sys +import os +import datetime + +import netCDF4 +import numpy +from numpy.ma import is_masked +#import pandas as pd + +from met_point_obs import convert_point_data + +# constant values that will be used for every observation +MESSAGE_TYPE = 'ARGO' +ELEVATION = 'NA' +LEVEL = 'NA' +QC_STRING = '1' + +# skip data if PRES_ADJUSTED_ERROR value is greater than this value +MAX_PRESSURE_ERROR = 20 + +"""Read and format the input 11-column observations: +(1) string: Message_Type +(2) string: Station_ID +(3) string: Valid_Time(YYYYMMDD_HHMMSS) +(4) numeric: Lat(Deg North) +(5) numeric: Lon(Deg East) +(6) numeric: Elevation(msl) +(7) string: Var_Name(or GRIB_Code) +(8) numeric: Level +(9) numeric: Height(msl or agl) +(10) string: QC_String +(11) numeric: Observation_Value +""" + + +def get_string_value(var): + """!Get string value from NetCDF variable. The string variables are stored + as bytes, so decode them and strip off any whitespace before or after. + + @param var NetCDF variable to read + @returns string value from variable + """ + return var[:].tobytes().decode('utf-8').strip() + + +def get_val_check_qc(nc_obj, field_name, idx_p, idx_l=None, error_max=None, + debug=False): + """!Get field value unless quality control checks do not pass. + The conditions to skip data are as follows: + 1) If {field_name}_QC is masked. + 2) If {field_name} is masked. + 3) If {field_name}_QC value is not equal to 1 (recommended from ARGO docs). + 4) If error_max is set, skip if {field_name}_ERROR is not masked and less + than the error_max value. + + @param nc_obj NetCDF object + @param field_name name of field to read + @param idx_p index of profile (1st dimension of data) + @param idx_l (optional) index of level (2nd dimension of data). Defaults to + None which assumes field is not 2D + @param error_max (optional) value to compare to {field_name}_ERROR. Skip if + error value is less than this value + @param debug (optional) If True, print message if data is skipped. Defaults + to False + @returns numpy.float64 field value if all QC checks pass or None + """ + if idx_l is None: + qc = nc_obj.variables[f'{field_name}_QC'][idx_p] + field = nc_obj.variables[field_name][idx_p] + data_str = f'{field_name}[{idx_p}]' + else: + qc = nc_obj.variables[f'{field_name}_QC'][idx_p][idx_l] + field = nc_obj.variables[field_name][idx_p][idx_l] + data_str = f'{field_name}[{idx_p}][{idx_l}]' + + qc_mask = is_masked(qc) + field_mask = is_masked(field) + + if qc_mask: + if debug: + print(f"Skip {data_str} {field_name}_QC is masked") + return None + + if field_mask: + if debug: + print(f"Skip {data_str} {field_name} is masked") + return None + + if int(qc) != 1: + if debug: + print(f"Skip {data_str} {field_name}_QC value ({int(qc)}) != 1") + return None + + if error_max: + err = nc_obj.variables.get(f'{field_name}_ERROR') + if err: + err = err[idx_p] if idx_l is None else err[idx_p][idx_l] + if not is_masked(err) and err > error_max: + print(f"Skip {data_str} {field_name}_ERROR > {error_max}") + return None + + return numpy.float64(field) + + +def get_valid_time(ref_dt, nc_obj, idx): + """!Get valid time by adding julian days to the reference date time. + + @param ref_dt Datetime object of reference date time + @param nc_obj NetCDF object + @param idx index of profile to read + @returns string of valid time in YYYYMMDD_HHMMSS format + """ + julian_days = nc_obj.variables['JULD'][idx] + day_offset = datetime.timedelta(days=float(julian_days)) + valid_dt = ref_dt + day_offset + return valid_dt.strftime('%Y%m%d_%H%M%S') + + +def get_lat_lon(nc_obj, idx): + """!Read latitude and longitude values from NetCDF file at profile index. + + @param nc_obj NetCDF object + @param idx index of profile to read + @returns tuple of lat and lon values as floats + """ + return (numpy.float64(nc_obj.variables['LATITUDE'][idx]), + numpy.float64(nc_obj.variables['LONGITUDE'][idx])) + + +if len(sys.argv) != 2: + print(f"ERROR: {__file__} - Must provide argument for input file") + sys.exit(1) + +input_file = os.path.expandvars(sys.argv[1]) +print(f"Input File: {input_file}") +print('Reading file...') + +nc_in = netCDF4.Dataset(input_file, 'r') + +# get reference date time +time_str = get_string_value(nc_in.variables['REFERENCE_DATE_TIME']) +reference_date_time = datetime.datetime.strptime(time_str, '%Y%m%d%H%M%S') + +# get number of profiles and levels +num_profiles = nc_in.dimensions['N_PROF'].size +num_levels = nc_in.dimensions['N_LEVELS'].size + +point_data = [] +for index_p in range(0, num_profiles): + # check QC and mask of JULD to skip profiles with bad time info + if get_val_check_qc(nc_in, 'JULD', index_p) is None: + continue + + valid_time = get_valid_time(reference_date_time, nc_in, index_p) + station_id = get_string_value(nc_in.variables['PLATFORM_NUMBER'][index_p]) + lat, lon = get_lat_lon(nc_in, index_p) + + # loop through levels + for index_l in range(0, num_levels): + # read pressure data to get height in meters of sea water (msw) + height = get_val_check_qc(nc_in, 'PRES_ADJUSTED', index_p, index_l, + error_max=MAX_PRESSURE_ERROR) + if height is None: + continue + + # get temperature and ocean salinity values + for var_name in ('TEMP', 'PSAL'): + observation_value = get_val_check_qc(nc_in, f'{var_name}_ADJUSTED', + index_p, index_l) + if observation_value is None: + continue + + point = [ + MESSAGE_TYPE, station_id, valid_time, lat, lon, ELEVATION, + var_name, LEVEL, height, QC_STRING, observation_value, + ] + point_data.append(point) + #print(', '.join([str(val) for val in point])) + +print(" point_data: Data Length:\t" + repr(len(point_data))) +print(" point_data: Data Type:\t" + repr(type(point_data))) +met_point_data = convert_point_data(point_data) +print(" met_point_data: Data Type:\t" + repr(type(met_point_data))) From 12bbd031b170e89b1b4b37c6ba72af6c4175050b Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Wed, 21 Dec 2022 10:31:55 -0700 Subject: [PATCH 02/17] remove unused import and added debug option to see more info output to the screen --- .../read_argo_metplus.py | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py index a17b523231..0ab5cd9c07 100644 --- a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py @@ -7,10 +7,12 @@ import netCDF4 import numpy from numpy.ma import is_masked -#import pandas as pd from met_point_obs import convert_point_data +# set to true to output more info +DEBUG = False + # constant values that will be used for every observation MESSAGE_TYPE = 'ARGO' ELEVATION = 'NA' @@ -45,8 +47,7 @@ def get_string_value(var): return var[:].tobytes().decode('utf-8').strip() -def get_val_check_qc(nc_obj, field_name, idx_p, idx_l=None, error_max=None, - debug=False): +def get_val_check_qc(nc_obj, field_name, idx_p, idx_l=None, error_max=None): """!Get field value unless quality control checks do not pass. The conditions to skip data are as follows: 1) If {field_name}_QC is masked. @@ -62,8 +63,6 @@ def get_val_check_qc(nc_obj, field_name, idx_p, idx_l=None, error_max=None, None which assumes field is not 2D @param error_max (optional) value to compare to {field_name}_ERROR. Skip if error value is less than this value - @param debug (optional) If True, print message if data is skipped. Defaults - to False @returns numpy.float64 field value if all QC checks pass or None """ if idx_l is None: @@ -79,17 +78,17 @@ def get_val_check_qc(nc_obj, field_name, idx_p, idx_l=None, error_max=None, field_mask = is_masked(field) if qc_mask: - if debug: + if DEBUG: print(f"Skip {data_str} {field_name}_QC is masked") return None if field_mask: - if debug: + if DEBUG: print(f"Skip {data_str} {field_name} is masked") return None if int(qc) != 1: - if debug: + if DEBUG: print(f"Skip {data_str} {field_name}_QC value ({int(qc)}) != 1") return None @@ -177,7 +176,8 @@ def get_lat_lon(nc_obj, idx): var_name, LEVEL, height, QC_STRING, observation_value, ] point_data.append(point) - #print(', '.join([str(val) for val in point])) + if DEBUG: + print(', '.join([str(val) for val in point])) print(" point_data: Data Length:\t" + repr(len(point_data))) print(" point_data: Data Type:\t" + repr(type(point_data))) From 0897d646014e87b97ed49c14f2016f63401772c2 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Wed, 21 Dec 2022 11:28:12 -0700 Subject: [PATCH 03/17] per #1977, create a use case conf that runs ASCII2NC and PlotPointObs on the ARGO data to test that everything is set up properly to run the use case in the automated tests --- .../ASCII2NC_obsArgo_netCDF_temp_sali.conf | 94 +++++++++++++++++++ 1 file changed, 94 insertions(+) create mode 100644 parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf b/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf new file mode 100644 index 0000000000..04d7d5492e --- /dev/null +++ b/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf @@ -0,0 +1,94 @@ +[config] + +# Documentation for this use case can be found at +# https://metplus.readthedocs.io/en/latest/generated/met_tool_wrapper/ASCII2NC/ASCII2NC_python_embedding.html + +# For additional information, please see the METplus Users Guide. +# https://metplus.readthedocs.io/en/latest/Users_Guide + +### +# Processes to run +# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#process-list +### + +PROCESS_LIST = ASCII2NC, PlotPointObs + + +### +# Time Info +# LOOP_BY options are INIT, VALID, RETRO, and REALTIME +# If set to INIT or RETRO: +# INIT_TIME_FMT, INIT_BEG, INIT_END, and INIT_INCREMENT must also be set +# If set to VALID or REALTIME: +# VALID_TIME_FMT, VALID_BEG, VALID_END, and VALID_INCREMENT must also be set +# LEAD_SEQ is the list of forecast leads to process +# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#timing-control +### + +LOOP_BY = VALID +VALID_TIME_FMT = %Y%m%d +VALID_BEG = 20221214 +VALID_END = 20221214 +VALID_INCREMENT = 1d + +LEAD_SEQ = 0 + + +### +# File I/O +# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#directory-and-filename-template-info +### + +PY_EMBED_SCRIPT = {PARM_BASE}/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py + +ARGO_BASIN = atlantic_ocean + +INPUT_FILE = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/argo/{ARGO_BASIN}/{valid?fmt=%Y/%m/%Y%m%d}_prof.nc + +ASCII2NC_INPUT_DIR = +ASCII2NC_INPUT_TEMPLATE = {PY_EMBED_SCRIPT} {INPUT_FILE} + +ASCII2NC_OUTPUT_DIR = +ASCII2NC_OUTPUT_TEMPLATE = {OUTPUT_BASE}/ascii2nc/{valid?fmt=%Y%m%d}_{ARGO_BASIN}_temp_salinity.nc + +ASCII2NC_SKIP_IF_OUTPUT_EXISTS = False + +ASCII2NC_FILE_WINDOW_BEGIN = 0 +ASCII2NC_FILE_WINDOW_END = 0 + +PLOT_POINT_OBS_INPUT_TEMPLATE = PYTHON_NUMPY={PY_EMBED_SCRIPT} {INPUT_FILE} + +PLOT_POINT_OBS_OUTPUT_TEMPLATE = {OUTPUT_BASE}/plot_point_obs/{valid?fmt=%Y%m%d}_{ARGO_BASIN}_temp_salinity.ps + +### +# ASCII2NC Settings +# https://metplus.readthedocs.io/en/latest/Users_Guide/wrappers.html#ascii2nc +### + +#LOG_ASCII2NC_VERBOSITY = 1 +#ASCII2NC_CONFIG_FILE = + +ASCII2NC_WINDOW_BEGIN = 0 +ASCII2NC_WINDOW_END = 0 + +ASCII2NC_INPUT_FORMAT = python + +ASCII2NC_MASK_GRID = +ASCII2NC_MASK_POLY = +ASCII2NC_MASK_SID = + +ASCII2NC_TIME_SUMMARY_FLAG = False +ASCII2NC_TIME_SUMMARY_RAW_DATA = False +ASCII2NC_TIME_SUMMARY_BEG = 000000 +ASCII2NC_TIME_SUMMARY_END = 235959 +ASCII2NC_TIME_SUMMARY_STEP = 300 +ASCII2NC_TIME_SUMMARY_WIDTH = 600 +ASCII2NC_TIME_SUMMARY_GRIB_CODES = 11, 204, 211 +ASCII2NC_TIME_SUMMARY_VAR_NAMES = +ASCII2NC_TIME_SUMMARY_TYPES = min, max, range, mean, stdev, median, p80 +ASCII2NC_TIME_SUMMARY_VALID_FREQ = 0 +ASCII2NC_TIME_SUMMARY_VALID_THRESH = 0.0 + +[user_env_vars] + +PYTHONPATH={MET_INSTALL_DIR}/share/met/python From 81cad71aa9ec6fa37814d4e8fa56f9d80d36d734 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Wed, 21 Dec 2022 11:30:55 -0700 Subject: [PATCH 04/17] ensure any PYTHONPATH already set it still set --- .../ASCII2NC_obsArgo_netCDF_temp_sali.conf | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf b/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf index 04d7d5492e..73672e88b9 100644 --- a/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf +++ b/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf @@ -91,4 +91,4 @@ ASCII2NC_TIME_SUMMARY_VALID_THRESH = 0.0 [user_env_vars] -PYTHONPATH={MET_INSTALL_DIR}/share/met/python +PYTHONPATH={MET_INSTALL_DIR}/share/met/python:${PYTHONPATH} From 9539893779273c42c673e7178cb03f9fe92785b1 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Wed, 21 Dec 2022 11:31:20 -0700 Subject: [PATCH 05/17] per #1977, add new use case to run in automated test suite --- .github/parm/use_case_groups.json | 5 +++++ internal/tests/use_cases/all_use_cases.txt | 2 +- 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/.github/parm/use_case_groups.json b/.github/parm/use_case_groups.json index 056013dd1b..822e058219 100644 --- a/.github/parm/use_case_groups.json +++ b/.github/parm/use_case_groups.json @@ -79,6 +79,11 @@ "index_list": "7", "run": false }, + { + "category": "marine_and_cryosphere", + "index_list": "8", + "run": true + }, { "category": "medium_range", "index_list": "0", diff --git a/internal/tests/use_cases/all_use_cases.txt b/internal/tests/use_cases/all_use_cases.txt index ca8f1cbc1c..9749fcecdf 100644 --- a/internal/tests/use_cases/all_use_cases.txt +++ b/internal/tests/use_cases/all_use_cases.txt @@ -86,7 +86,7 @@ Category: marine_and_cryosphere 6::UserScript_fcstRTOFS_obsAOML_calcTransport::model_applications/marine_and_cryosphere/UserScript_fcstRTOFS_obsAOML_calcTransport.conf:: icecover_env, py_embed 7::PointStat_fcstGFS_obsNDBC_WaveHeight::model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsNDBC_WaveHeight.conf #X::GridStat_fcstRTOFS_obsGHRSST_climWOA_sst::model_applications/marine_and_cryosphere/GridStat_fcstRTOFS_obsGHRSST_climWOA_sst.conf, model_applications/marine_and_cryosphere/GridStat_fcstRTOFS_obsGHRSST_climWOA_sst/ci_overrides.conf:: icecover_env, py_embed - +8::ASCII2NC_obsArgo_netCDF_temp_sali::model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf:: py_embed Category: medium_range 0::PointStat_fcstGFS_obsNAM_Sfc_MultiField_PrepBufr:: model_applications/medium_range/PointStat_fcstGFS_obsNAM_Sfc_MultiField_PrepBufr.conf From 87fb48cc293ac883531a3a44460cdcf685588a7c Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Wed, 21 Dec 2022 12:05:02 -0700 Subject: [PATCH 06/17] add quotes around template value and remove curly braces from env var to prevent it from being interpreted as a METplus config variable --- .../ASCII2NC_obsArgo_netCDF_temp_sali.conf | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf b/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf index 73672e88b9..7f47a991ab 100644 --- a/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf +++ b/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf @@ -46,7 +46,7 @@ ARGO_BASIN = atlantic_ocean INPUT_FILE = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/argo/{ARGO_BASIN}/{valid?fmt=%Y/%m/%Y%m%d}_prof.nc ASCII2NC_INPUT_DIR = -ASCII2NC_INPUT_TEMPLATE = {PY_EMBED_SCRIPT} {INPUT_FILE} +ASCII2NC_INPUT_TEMPLATE = "{PY_EMBED_SCRIPT} {INPUT_FILE}" ASCII2NC_OUTPUT_DIR = ASCII2NC_OUTPUT_TEMPLATE = {OUTPUT_BASE}/ascii2nc/{valid?fmt=%Y%m%d}_{ARGO_BASIN}_temp_salinity.nc @@ -91,4 +91,4 @@ ASCII2NC_TIME_SUMMARY_VALID_THRESH = 0.0 [user_env_vars] -PYTHONPATH={MET_INSTALL_DIR}/share/met/python:${PYTHONPATH} +PYTHONPATH={MET_INSTALL_DIR}/share/met/python:$PYTHONPATH From 024a6b91a54bda2ab8f5d93f4d8bf2ab122f0d8d Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Fri, 23 Dec 2022 09:45:54 -0700 Subject: [PATCH 07/17] added debug option --- .../read_argo_metplus.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py index 0ab5cd9c07..0ba378a87d 100644 --- a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py @@ -128,12 +128,17 @@ def get_lat_lon(nc_obj, idx): numpy.float64(nc_obj.variables['LONGITUDE'][idx])) -if len(sys.argv) != 2: +if len(sys.argv) < 2: print(f"ERROR: {__file__} - Must provide argument for input file") sys.exit(1) input_file = os.path.expandvars(sys.argv[1]) print(f"Input File: {input_file}") + +if any(['debug' in arg for arg in sys.argv]): + print('Debugging output turned on') + DEBUG = True + print('Reading file...') nc_in = netCDF4.Dataset(input_file, 'r') From a322231e31deb1c9fbc4bb6bd2d09fea647aeb3f Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Fri, 23 Dec 2022 15:51:59 -0700 Subject: [PATCH 08/17] add support for multiple input files --- .../read_argo_metplus.py | 102 +++++++++++------- 1 file changed, 62 insertions(+), 40 deletions(-) diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py index 0ba378a87d..c62b0eaba0 100644 --- a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py @@ -129,60 +129,82 @@ def get_lat_lon(nc_obj, idx): if len(sys.argv) < 2: - print(f"ERROR: {__file__} - Must provide argument for input file") + print(f"ERROR: {__file__} - Must provide at least 1 input file argument") sys.exit(1) -input_file = os.path.expandvars(sys.argv[1]) -print(f"Input File: {input_file}") - -if any(['debug' in arg for arg in sys.argv]): - print('Debugging output turned on') - DEBUG = True +is_ok = True +input_files = [] +for arg in sys.argv[1:]: + if arg.endswith('debug'): + print('Debugging output turned on') + DEBUG = True + continue -print('Reading file...') + input_file = os.path.expandvars(arg) + if not os.path.exists(input_file): + print(f'ERROR: Input file does not exist: {input_file}') + is_ok = False + continue -nc_in = netCDF4.Dataset(input_file, 'r') + input_files.append(input_file) -# get reference date time -time_str = get_string_value(nc_in.variables['REFERENCE_DATE_TIME']) -reference_date_time = datetime.datetime.strptime(time_str, '%Y%m%d%H%M%S') +if not is_ok: + sys.exit(1) -# get number of profiles and levels -num_profiles = nc_in.dimensions['N_PROF'].size -num_levels = nc_in.dimensions['N_LEVELS'].size +print(f'Number of input files: {len(input_files)}') point_data = [] -for index_p in range(0, num_profiles): - # check QC and mask of JULD to skip profiles with bad time info - if get_val_check_qc(nc_in, 'JULD', index_p) is None: - continue +for input_file in input_files: + print(f'Processing file: {input_file}') + + nc_in = netCDF4.Dataset(input_file, 'r') + + # get reference date time + time_str = get_string_value(nc_in.variables['REFERENCE_DATE_TIME']) + reference_date_time = datetime.datetime.strptime(time_str, '%Y%m%d%H%M%S') - valid_time = get_valid_time(reference_date_time, nc_in, index_p) - station_id = get_string_value(nc_in.variables['PLATFORM_NUMBER'][index_p]) - lat, lon = get_lat_lon(nc_in, index_p) + # get number of profiles and levels + num_profiles = nc_in.dimensions['N_PROF'].size + num_levels = nc_in.dimensions['N_LEVELS'].size - # loop through levels - for index_l in range(0, num_levels): - # read pressure data to get height in meters of sea water (msw) - height = get_val_check_qc(nc_in, 'PRES_ADJUSTED', index_p, index_l, - error_max=MAX_PRESSURE_ERROR) - if height is None: + new_point_data = [] + for index_p in range(0, num_profiles): + # check QC and mask of JULD to skip profiles with bad time info + if get_val_check_qc(nc_in, 'JULD', index_p) is None: continue - # get temperature and ocean salinity values - for var_name in ('TEMP', 'PSAL'): - observation_value = get_val_check_qc(nc_in, f'{var_name}_ADJUSTED', - index_p, index_l) - if observation_value is None: + valid_time = get_valid_time(reference_date_time, nc_in, index_p) + station_id = get_string_value( + nc_in.variables['PLATFORM_NUMBER'][index_p] + ) + lat, lon = get_lat_lon(nc_in, index_p) + + # loop through levels + for index_l in range(0, num_levels): + # read pressure data to get height in meters of sea water (msw) + height = get_val_check_qc(nc_in, 'PRES_ADJUSTED', index_p, index_l, + error_max=MAX_PRESSURE_ERROR) + if height is None: continue - point = [ - MESSAGE_TYPE, station_id, valid_time, lat, lon, ELEVATION, - var_name, LEVEL, height, QC_STRING, observation_value, - ] - point_data.append(point) - if DEBUG: - print(', '.join([str(val) for val in point])) + # get temperature and ocean salinity values + for var_name in ('TEMP', 'PSAL'): + observation_value = get_val_check_qc(nc_in, + f'{var_name}_ADJUSTED', + index_p, index_l) + if observation_value is None: + continue + + point = [ + MESSAGE_TYPE, station_id, valid_time, lat, lon, ELEVATION, + var_name, LEVEL, height, QC_STRING, observation_value, + ] + new_point_data.append(point) + if DEBUG: + print(', '.join([str(val) for val in point])) + + point_data.extend(new_point_data) + nc_in.close() print(" point_data: Data Length:\t" + repr(len(point_data))) print(" point_data: Data Type:\t" + repr(type(point_data))) From 85ac3926b80aa8fd3f767465957a6afbc379a4d0 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Mon, 9 Jan 2023 13:41:25 -0700 Subject: [PATCH 09/17] modify example to process all 3 basins --- .../ASCII2NC_obsArgo_netCDF_temp_sali.conf | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf b/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf index 7f47a991ab..a9c4744925 100644 --- a/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf +++ b/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf @@ -41,24 +41,25 @@ LEAD_SEQ = 0 PY_EMBED_SCRIPT = {PARM_BASE}/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py -ARGO_BASIN = atlantic_ocean +ARGO_INPUT_DIR = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/argo +ARGO_INPUT_FILE = {valid?fmt=%Y/%m/%Y%m%d}_prof.nc -INPUT_FILE = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/argo/{ARGO_BASIN}/{valid?fmt=%Y/%m/%Y%m%d}_prof.nc +PY_EMBED_COMMAND = {PY_EMBED_SCRIPT} {ARGO_INPUT_DIR}/atlantic_ocean/{ARGO_INPUT_FILE} {ARGO_INPUT_DIR}/indian_ocean/{ARGO_INPUT_FILE} {ARGO_INPUT_DIR}/pacific_ocean/{ARGO_INPUT_FILE} ASCII2NC_INPUT_DIR = -ASCII2NC_INPUT_TEMPLATE = "{PY_EMBED_SCRIPT} {INPUT_FILE}" +ASCII2NC_INPUT_TEMPLATE = "{PY_EMBED_COMMAND}" ASCII2NC_OUTPUT_DIR = -ASCII2NC_OUTPUT_TEMPLATE = {OUTPUT_BASE}/ascii2nc/{valid?fmt=%Y%m%d}_{ARGO_BASIN}_temp_salinity.nc +ASCII2NC_OUTPUT_TEMPLATE = {OUTPUT_BASE}/ascii2nc/{valid?fmt=%Y%m%d}_temp_salinity.nc ASCII2NC_SKIP_IF_OUTPUT_EXISTS = False ASCII2NC_FILE_WINDOW_BEGIN = 0 ASCII2NC_FILE_WINDOW_END = 0 -PLOT_POINT_OBS_INPUT_TEMPLATE = PYTHON_NUMPY={PY_EMBED_SCRIPT} {INPUT_FILE} +PLOT_POINT_OBS_INPUT_TEMPLATE = PYTHON_NUMPY={PY_EMBED_COMMAND} -PLOT_POINT_OBS_OUTPUT_TEMPLATE = {OUTPUT_BASE}/plot_point_obs/{valid?fmt=%Y%m%d}_{ARGO_BASIN}_temp_salinity.ps +PLOT_POINT_OBS_OUTPUT_TEMPLATE = {OUTPUT_BASE}/plot_point_obs/{valid?fmt=%Y%m%d}_temp_salinity.ps ### # ASCII2NC Settings From f18cc0a6f15ee54379fa6e277b1c982d98e9d219 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Thu, 27 Apr 2023 11:38:28 -0600 Subject: [PATCH 10/17] added updated use case files --- ...tStat_fcstRTOFS_obsARGO_climoWOA23_temp.py | 158 +++++++++++++ internal/tests/use_cases/all_use_cases.txt | 2 +- .../ASCII2NC_obsArgo_netCDF_temp_sali.conf | 95 -------- ...tat_fcstRTOFS_obsARGO_climoWOA23_temp.conf | 161 +++++++++++++ .../read_argo_metplus.py | 212 ++++++++++++++++++ 5 files changed, 532 insertions(+), 96 deletions(-) create mode 100644 docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py delete mode 100644 parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf create mode 100644 parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf create mode 100755 parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py diff --git a/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py b/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py new file mode 100644 index 0000000000..1d75b5b8d1 --- /dev/null +++ b/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py @@ -0,0 +1,158 @@ +""" +PointStat: Python embedding to read Argo netCDF files to verify ocean temperature forecast at 50 m depth +======================================================================================================== + +model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf + +""" +############################################################################## +# Scientific Objective +# -------------------- +# +# This use case utilizes the ASCII2NC tool with python embedding to natively read in Argo +# netCDF files, a common source of ocean profile data for operational entities. These +# values are then used the PointStat tool to verify RTOFS ocean temperature forecast at 50 m depth. + +############################################################################## +# Datasets +# -------- +# +# | **Forecast:** RTOFSv2.3 forecast data pre-processed into 0.1 degree lat-lon grid +# +# | **Observations:** three netCDF files from Argo +# +# | **Climatology:** two monthly climatology files from WOA23 +# +# | **Sea Ice Mask:** a mask file to exclude forecast grid points with sea ice concentration > 15% +# +# | **Location:** All of the input data required for this use case can be found in the +# +# met_test sample data tarball. Click here to the METplus releases page and download sample +# data for the appropriate release: https://github.com/dtcenter/METplus/releases +# This tarball should be unpacked into the directory that you will set the value of +# INPUT_BASE. See `Running METplus`_ section for more information. + +############################################################################## +# METplus Components +# ------------------ +# +# This use case calls ASCII2NC to read in Argo netCDF files and then PointStat for +# verification against RTOFS model data. + +############################################################################## +# METplus Workflow +# ---------------- +# +# ASCII2NC is the first tool called. It pulls in three Argo files for the Atlantic, +# Pacific, and Indian Oceans, respectively. These observations are converted into a netCDF +# file, which is then called by PointStat as the observation dataset. PointStat also pulls +# in a forecast from the RTOFS for ocean temperature at 50 m depth, which is included in +# the range of available observation times, and two monthly climatology files from the +# WOA23 to calculate daily climatology for the valid date. A 24-hour (18Z to 18Z) window is # allowed for the observational data, and a “UNIQUE” flag is set to only use the +# observational data closest to the forecast valid time at a given location. Temperature +# thresholds are set to correspond to operational usage, and the CTC, CTS, CNT, SL1L2, and +# SAL1L2 line types are requested. +# It processes the following run time: +# +# | **Valid:** 2023-03-18 00Z +# +# | **Forecast lead:** 24 hour +# + +############################################################################## +# METplus Configuration +# --------------------- +# +# METplus first loads all of the default configuration files found in parm/metplus_config, then it loads any configuration files passed to METplus via the command line with the -c option, i.e. -c parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf +# +# .. highlight:: bash +# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf + +############################################################################## +# MET Configuration +# ----------------- +# +# METplus sets environment variables based on user settings in the METplus configuration file. +# See :ref:`How METplus controls MET config file settings` for more details. +# +# **YOU SHOULD NOT SET ANY OF THESE ENVIRONMENT VARIABLES YOURSELF! THEY WILL BE OVERWRITTEN BY METPLUS WHEN IT CALLS THE MET TOOLS!** +# +# If there is a setting in the MET configuration file that is currently not supported by METplus you'd like to control, please refer to: +# :ref:`Overriding Unsupported MET config file settings` +# +# .. note:: See the :ref:`PointStat MET Configuration` section of the User's Guide for more information on the environment variables used in the file below: +# +# .. highlight:: bash +# .. literalinclude:: ../../../../parm/met_config/Ascii2NcConfig_wrapped +# +# .. highlight:: bash +# .. literalinclude:: ../../../../parm/met_config/PointStatConfig_wrapped + +############################################################################## +# Python Embedding +# ---------------- +# +# This use case uses one Python script to read observation data. +# +# parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py +# +# .. highlight:: python +# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py + +############################################################################## +# Running METplus +# --------------- +# +# This use case can be run two ways: +# +# 1) Passing in PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf then a user-specific system configuration file:: +# +# run_metplus.py -c /path/to/METplus/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf -c /path/to/METplus/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/metplus_user.conf +# +# 2) Modifying the configurations in parm/metplus_config, then passing in PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf:: +# +# run_metplus.py -c /path/to/METplus/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf +# +# The former method is recommended. Whether you add them to a user-specific configuration file or modify the metplus_config files, the following variables must be set correctly: +# +# * **INPUT_BASE** - Path to directory where sample data tarballs are unpacked (See Datasets section to obtain tarballs). This is not required to run METplus, but it is required to run the examples in parm/use_cases +# * **OUTPUT_BASE** - Path where METplus output will be written. This must be in a location where you have write permissions +# * **MET_INSTALL_DIR** - Path to location where MET is installed locally +# +# Example User Configuration File:: +# +# .. highlight:: bash +# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/metplus_user.conf + +############################################################################## +# Expected Output +# --------------- +# +# A successful run will output the following both to the screen and to the logfile:: +# +# INFO: METplus has successfully finished running. +# +# Refer to the value set for **OUTPUT_BASE** to find where the output data was generated. +# Output for this use case will be found in prep and stats/rtofs.20230318 directories (relative to **OUTPUT_BASE**) +# and will contain the following files: +# +# * argo.20230318.nc +# * point_stat_RTOFS_ARGO_temp_Z50_240000L_20230318_000000V.stat + +############################################################################## +# Keywords +# -------- +# +# .. note:: +# +# * PointStatToolUseCase +# * ASCII2NCToolUseCase +# * PythonEmbeddingFileUseCase +# * ClimatologyUseCase +# * MarineAndCryosphereAppUseCase +# +# Navigate to the :ref:`quick-search` page to discover other similar use cases. +# +# +# +# sphinx_gallery_thumbnail_path = '_static/marine_and_cryosphere-PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.png' diff --git a/internal/tests/use_cases/all_use_cases.txt b/internal/tests/use_cases/all_use_cases.txt index 3744b18f09..fbd7fa0131 100644 --- a/internal/tests/use_cases/all_use_cases.txt +++ b/internal/tests/use_cases/all_use_cases.txt @@ -86,7 +86,7 @@ Category: marine_and_cryosphere 6::UserScript_fcstRTOFS_obsAOML_calcTransport::model_applications/marine_and_cryosphere/UserScript_fcstRTOFS_obsAOML_calcTransport.conf:: icecover_env, py_embed 7::PointStat_fcstGFS_obsNDBC_WaveHeight::model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsNDBC_WaveHeight.conf #X::GridStat_fcstRTOFS_obsGHRSST_climWOA_sst::model_applications/marine_and_cryosphere/GridStat_fcstRTOFS_obsGHRSST_climWOA_sst.conf, model_applications/marine_and_cryosphere/GridStat_fcstRTOFS_obsGHRSST_climWOA_sst/ci_overrides.conf:: icecover_env, py_embed -8::ASCII2NC_obsArgo_netCDF_temp_sali::model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf:: py_embed +8::PointStat_fcstRTOFS_obsARGO_climoWOA23_temp::model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf:: py_embed Category: medium_range 0::PointStat_fcstGFS_obsNAM_Sfc_MultiField_PrepBufr:: model_applications/medium_range/PointStat_fcstGFS_obsNAM_Sfc_MultiField_PrepBufr.conf diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf b/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf deleted file mode 100644 index a9c4744925..0000000000 --- a/parm/use_cases/model_applications/marine_and_cryosphere/ASCII2NC_obsArgo_netCDF_temp_sali.conf +++ /dev/null @@ -1,95 +0,0 @@ -[config] - -# Documentation for this use case can be found at -# https://metplus.readthedocs.io/en/latest/generated/met_tool_wrapper/ASCII2NC/ASCII2NC_python_embedding.html - -# For additional information, please see the METplus Users Guide. -# https://metplus.readthedocs.io/en/latest/Users_Guide - -### -# Processes to run -# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#process-list -### - -PROCESS_LIST = ASCII2NC, PlotPointObs - - -### -# Time Info -# LOOP_BY options are INIT, VALID, RETRO, and REALTIME -# If set to INIT or RETRO: -# INIT_TIME_FMT, INIT_BEG, INIT_END, and INIT_INCREMENT must also be set -# If set to VALID or REALTIME: -# VALID_TIME_FMT, VALID_BEG, VALID_END, and VALID_INCREMENT must also be set -# LEAD_SEQ is the list of forecast leads to process -# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#timing-control -### - -LOOP_BY = VALID -VALID_TIME_FMT = %Y%m%d -VALID_BEG = 20221214 -VALID_END = 20221214 -VALID_INCREMENT = 1d - -LEAD_SEQ = 0 - - -### -# File I/O -# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#directory-and-filename-template-info -### - -PY_EMBED_SCRIPT = {PARM_BASE}/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py - -ARGO_INPUT_DIR = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/argo -ARGO_INPUT_FILE = {valid?fmt=%Y/%m/%Y%m%d}_prof.nc - -PY_EMBED_COMMAND = {PY_EMBED_SCRIPT} {ARGO_INPUT_DIR}/atlantic_ocean/{ARGO_INPUT_FILE} {ARGO_INPUT_DIR}/indian_ocean/{ARGO_INPUT_FILE} {ARGO_INPUT_DIR}/pacific_ocean/{ARGO_INPUT_FILE} - -ASCII2NC_INPUT_DIR = -ASCII2NC_INPUT_TEMPLATE = "{PY_EMBED_COMMAND}" - -ASCII2NC_OUTPUT_DIR = -ASCII2NC_OUTPUT_TEMPLATE = {OUTPUT_BASE}/ascii2nc/{valid?fmt=%Y%m%d}_temp_salinity.nc - -ASCII2NC_SKIP_IF_OUTPUT_EXISTS = False - -ASCII2NC_FILE_WINDOW_BEGIN = 0 -ASCII2NC_FILE_WINDOW_END = 0 - -PLOT_POINT_OBS_INPUT_TEMPLATE = PYTHON_NUMPY={PY_EMBED_COMMAND} - -PLOT_POINT_OBS_OUTPUT_TEMPLATE = {OUTPUT_BASE}/plot_point_obs/{valid?fmt=%Y%m%d}_temp_salinity.ps - -### -# ASCII2NC Settings -# https://metplus.readthedocs.io/en/latest/Users_Guide/wrappers.html#ascii2nc -### - -#LOG_ASCII2NC_VERBOSITY = 1 -#ASCII2NC_CONFIG_FILE = - -ASCII2NC_WINDOW_BEGIN = 0 -ASCII2NC_WINDOW_END = 0 - -ASCII2NC_INPUT_FORMAT = python - -ASCII2NC_MASK_GRID = -ASCII2NC_MASK_POLY = -ASCII2NC_MASK_SID = - -ASCII2NC_TIME_SUMMARY_FLAG = False -ASCII2NC_TIME_SUMMARY_RAW_DATA = False -ASCII2NC_TIME_SUMMARY_BEG = 000000 -ASCII2NC_TIME_SUMMARY_END = 235959 -ASCII2NC_TIME_SUMMARY_STEP = 300 -ASCII2NC_TIME_SUMMARY_WIDTH = 600 -ASCII2NC_TIME_SUMMARY_GRIB_CODES = 11, 204, 211 -ASCII2NC_TIME_SUMMARY_VAR_NAMES = -ASCII2NC_TIME_SUMMARY_TYPES = min, max, range, mean, stdev, median, p80 -ASCII2NC_TIME_SUMMARY_VALID_FREQ = 0 -ASCII2NC_TIME_SUMMARY_VALID_THRESH = 0.0 - -[user_env_vars] - -PYTHONPATH={MET_INSTALL_DIR}/share/met/python:$PYTHONPATH diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf new file mode 100644 index 0000000000..ee624e9137 --- /dev/null +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf @@ -0,0 +1,161 @@ +### +# Purpose: Example METplus configuration file to verify RTOFS ocean temperature +# forecasts at 50 m depth with Argo profile data and WOA23 climatology +# using python embedding. +# Contributors: L. Gwen Chen (lichuan.chen@noaa.gov), George McCabe, +# John Halley Gotway, and Daniel Adriaansen +# Date: 22 March 2023 +### + +[config] + +### +# Processes to run +# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#process-list +### + +PROCESS_LIST = ASCII2NC,PointStat + +### +# Time Info +# LOOP_BY options are INIT, VALID, RETRO, and REALTIME +# If set to INIT or RETRO: +# INIT_TIME_FMT, INIT_BEG, INIT_END, and INIT_INCREMENT must also be set +# If set to VALID or REALTIME: +# VALID_TIME_FMT, VALID_BEG, VALID_END, and VALID_INCREMENT must also be set +# LEAD_SEQ is the list of forecast leads to process +# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#timing-control +### + +LOOP_BY = VALID +VALID_TIME_FMT = %Y%m%d +VALID_BEG = 20230318 +VALID_END = 20230318 +VALID_INCREMENT = 24H + +LEAD_SEQ = 024 + +### +# File I/O +# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#directory-and-filename-template-info +### + +PY_EMBED_SCRIPT = {PARM_BASE}/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py + +INPUT_FILE = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/argo/atlantic_ocean/{valid?fmt=%Y%m%d}_prof.nc {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/argo/indian_ocean/{valid?fmt=%Y%m%d}_prof.nc {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/argo/pacific_ocean/{valid?fmt=%Y%m%d}_prof.nc + +ASCII2NC_INPUT_DIR = +ASCII2NC_INPUT_TEMPLATE = "{PY_EMBED_SCRIPT} {INPUT_FILE}" + +ASCII2NC_OUTPUT_DIR = {OUTPUT_BASE}/prep +ASCII2NC_OUTPUT_TEMPLATE = argo.{valid?fmt=%Y%m%d}.nc + +ASCII2NC_SKIP_IF_OUTPUT_EXISTS = False + +ASCII2NC_FILE_WINDOW_BEGIN = 0 +ASCII2NC_FILE_WINDOW_END = 0 + +FCST_POINT_STAT_INPUT_DIR = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp +FCST_POINT_STAT_INPUT_TEMPLATE = rtofs.{init?fmt=%Y%m%d}/rtofs_glo_3dz_f{lead?fmt=%3H}_daily_3ztio.argo.nc + +OBS_POINT_STAT_INPUT_DIR = {ASCII2NC_OUTPUT_DIR} +OBS_POINT_STAT_INPUT_TEMPLATE = {ASCII2NC_OUTPUT_TEMPLATE} + +POINT_STAT_OUTPUT_DIR = {OUTPUT_BASE}/stats +POINT_STAT_OUTPUT_TEMPLATE = rtofs.{valid?fmt=%Y%m%d} + +### +# ASCII2NC Settings +# https://metplus.readthedocs.io/en/latest/Users_Guide/wrappers.html#ascii2nc +### + +#ASCII2NC_CONFIG_FILE = + +ASCII2NC_WINDOW_BEGIN = 0 +ASCII2NC_WINDOW_END = 0 + +ASCII2NC_INPUT_FORMAT = python + +ASCII2NC_MASK_GRID = +ASCII2NC_MASK_POLY = +ASCII2NC_MASK_SID = + +ASCII2NC_TIME_SUMMARY_FLAG = False +ASCII2NC_TIME_SUMMARY_RAW_DATA = False +ASCII2NC_TIME_SUMMARY_BEG = 000000 +ASCII2NC_TIME_SUMMARY_END = 235959 +ASCII2NC_TIME_SUMMARY_STEP = 300 +ASCII2NC_TIME_SUMMARY_WIDTH = 600 +ASCII2NC_TIME_SUMMARY_GRIB_CODES = 11, 204, 211 +ASCII2NC_TIME_SUMMARY_VAR_NAMES = +ASCII2NC_TIME_SUMMARY_TYPES = min, max, range, mean, stdev, median, p80 +ASCII2NC_TIME_SUMMARY_VALID_FREQ = 0 +ASCII2NC_TIME_SUMMARY_VALID_THRESH = 0.0 + +### +# Field Info +# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#field-info +### + +POINT_STAT_ONCE_PER_FIELD = False + +FCST_VAR1_NAME = temperature +FCST_VAR1_LEVELS = "(0,@50,*,*)" +FCST_VAR1_OPTIONS = set_attr_lead = "{lead?fmt=%3H}"; set_attr_level = "Z50"; +OBS_VAR1_NAME = TEMP +OBS_VAR1_LEVELS = Z48-52 +OBS_VAR1_OPTIONS = set_attr_units = "degC"; +BOTH_VAR1_THRESH = >=0, >=26.5 + +### +# PointStat Settings +# https://metplus.readthedocs.io/en/latest/Users_Guide/wrappers.html#pointstat +### + +POINT_STAT_CONFIG_FILE = {PARM_BASE}/met_config/PointStatConfig_wrapped + +OBS_POINT_STAT_WINDOW_BEGIN = -21600 +OBS_POINT_STAT_WINDOW_END = 64800 +POINT_STAT_MET_CONFIG_OVERRIDES = duplicate_flag = UNIQUE; obs_summary = NEAREST; + +POINT_STAT_OFFSETS = 0 + +MODEL = RTOFS +OBTYPE = ARGO +POINT_STAT_DESC = NA +POINT_STAT_OUTPUT_PREFIX = {MODEL}_{OBTYPE}_temp_Z50 + +POINT_STAT_REGRID_TO_GRID = NONE +POINT_STAT_REGRID_METHOD = BILIN +POINT_STAT_REGRID_WIDTH = 2 + +POINT_STAT_MESSAGE_TYPE = ARGO + +POINT_STAT_MASK_GRID = +POINT_STAT_MASK_SID = +POINT_STAT_MASK_POLY = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/rtofs.{init?fmt=%Y%m%d}/mask.global.nc + +# Set up climatology files and interpolation methods +POINT_STAT_CLIMO_MEAN_FILE_NAME = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/woa23/woa23_decav91C0_t03_04.nc, {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/woa23/woa23_decav91C0_t04_04.nc +POINT_STAT_CLIMO_MEAN_FIELD = {name = "t_an"; level = "(0,@50,*,*)";} +POINT_STAT_CLIMO_MEAN_REGRID_METHOD = BILIN +POINT_STAT_CLIMO_MEAN_REGRID_WIDTH = 2 +POINT_STAT_CLIMO_MEAN_REGRID_VLD_THRESH = 0.5 +POINT_STAT_CLIMO_MEAN_REGRID_SHAPE = SQUARE +POINT_STAT_CLIMO_MEAN_TIME_INTERP_METHOD = DW_MEAN +POINT_STAT_CLIMO_MEAN_DAY_INTERVAL = 31 +POINT_STAT_CLIMO_MEAN_HOUR_INTERVAL = 6 + +POINT_STAT_CLIMO_CDF_WRITE_BINS = False + +# Set up output files +POINT_STAT_OUTPUT_FLAG_CTC = STAT +POINT_STAT_OUTPUT_FLAG_CTS = STAT +POINT_STAT_OUTPUT_FLAG_CNT = STAT +POINT_STAT_OUTPUT_FLAG_SL1L2 = STAT +POINT_STAT_OUTPUT_FLAG_SAL1L2 = STAT +#POINT_STAT_OUTPUT_FLAG_MPR = BOTH + +[user_env_vars] + +PYTHONPATH={MET_INSTALL_DIR}/share/met/python:{ENV[PYTHONPATH]} diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py new file mode 100755 index 0000000000..cc13735a33 --- /dev/null +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py @@ -0,0 +1,212 @@ +#! /usr/bin/env python3 + +import sys +import os +import datetime + +import netCDF4 +import numpy +from numpy.ma import is_masked + +from met_point_obs import convert_point_data + +# set to true to output more info +DEBUG = False + +# constant values that will be used for every observation +MESSAGE_TYPE = 'ARGO' +ELEVATION = 'NA' +LEVEL = 'NA' +QC_STRING = '1' + +# skip data if PRES_ADJUSTED_ERROR value is greater than this value +MAX_PRESSURE_ERROR = 20 + +"""Read and format the input 11-column observations: +(1) string: Message_Type +(2) string: Station_ID +(3) string: Valid_Time(YYYYMMDD_HHMMSS) +(4) numeric: Lat(Deg North) +(5) numeric: Lon(Deg East) +(6) numeric: Elevation(msl) +(7) string: Var_Name(or GRIB_Code) +(8) numeric: Level +(9) numeric: Height(msl or agl) +(10) string: QC_String +(11) numeric: Observation_Value +""" + + +def get_string_value(var): + """!Get string value from NetCDF variable. The string variables are stored + as bytes, so decode them and strip off any whitespace before or after. + + @param var NetCDF variable to read + @returns string value from variable + """ + return var[:].tobytes().decode('utf-8').strip() + + +def get_val_check_qc(nc_obj, field_name, idx_p, idx_l=None, error_max=None): + """!Get field value unless quality control checks do not pass. + The conditions to skip data are as follows: + 1) If {field_name}_QC is masked. + 2) If {field_name} is masked. + 3) If {field_name}_QC value is not equal to 1 (recommended from ARGO docs). + 4) If error_max is set, skip if {field_name}_ERROR is not masked and less + than the error_max value. + + @param nc_obj NetCDF object + @param field_name name of field to read + @param idx_p index of profile (1st dimension of data) + @param idx_l (optional) index of level (2nd dimension of data). Defaults to + None which assumes field is not 2D + @param error_max (optional) value to compare to {field_name}_ERROR. Skip if + error value is less than this value + @returns numpy.float64 field value if all QC checks pass or None + """ + if idx_l is None: + qc = nc_obj.variables[f'{field_name}_QC'][idx_p] + field = nc_obj.variables[field_name][idx_p] + data_str = f'{field_name}[{idx_p}]' + else: + qc = nc_obj.variables[f'{field_name}_QC'][idx_p][idx_l] + field = nc_obj.variables[field_name][idx_p][idx_l] + data_str = f'{field_name}[{idx_p}][{idx_l}]' + + qc_mask = is_masked(qc) + field_mask = is_masked(field) + + if qc_mask: + if DEBUG: + print(f"Skip {data_str} {field_name}_QC is masked") + return None + + if field_mask: + if DEBUG: + print(f"Skip {data_str} {field_name} is masked") + return None + + if int(qc) != 1: + if DEBUG: + print(f"Skip {data_str} {field_name}_QC value ({int(qc)}) != 1") + return None + + if error_max: + err = nc_obj.variables.get(f'{field_name}_ERROR') + if err: + err = err[idx_p] if idx_l is None else err[idx_p][idx_l] + if not is_masked(err) and err > error_max: + print(f"Skip {data_str} {field_name}_ERROR > {error_max}") + return None + + return numpy.float64(field) + + +def get_valid_time(ref_dt, nc_obj, idx): + """!Get valid time by adding julian days to the reference date time. + + @param ref_dt Datetime object of reference date time + @param nc_obj NetCDF object + @param idx index of profile to read + @returns string of valid time in YYYYMMDD_HHMMSS format + """ + julian_days = nc_obj.variables['JULD'][idx] + day_offset = datetime.timedelta(days=float(julian_days)) + valid_dt = ref_dt + day_offset + return valid_dt.strftime('%Y%m%d_%H%M%S') + + +def get_lat_lon(nc_obj, idx): + """!Read latitude and longitude values from NetCDF file at profile index. + + @param nc_obj NetCDF object + @param idx index of profile to read + @returns tuple of lat and lon values as floats + """ + return (numpy.float64(nc_obj.variables['LATITUDE'][idx]), + numpy.float64(nc_obj.variables['LONGITUDE'][idx])) + + +if len(sys.argv) < 2: + print(f"ERROR: {__file__} - Must provide at least 1 input file argument") + sys.exit(1) + +is_ok = True +input_files = [] +for arg in sys.argv[1:]: + if arg.endswith('debug'): + print('Debugging output turned on') + DEBUG = True + continue + + input_file = os.path.expandvars(arg) + if not os.path.exists(input_file): + print(f'ERROR: Input file does not exist: {input_file}') + is_ok = False + continue + + input_files.append(input_file) + +if not is_ok: + sys.exit(1) + +print(f'Number of input files: {len(input_files)}') + +point_data = [] +for input_file in input_files: + print(f'Processing file: {input_file}') + + nc_in = netCDF4.Dataset(input_file, 'r') + + # get reference date time + time_str = get_string_value(nc_in.variables['REFERENCE_DATE_TIME']) + reference_date_time = datetime.datetime.strptime(time_str, '%Y%m%d%H%M%S') + + # get number of profiles and levels + num_profiles = nc_in.dimensions['N_PROF'].size + num_levels = nc_in.dimensions['N_LEVELS'].size + + new_point_data = [] + for index_p in range(0, num_profiles): + # check QC and mask of JULD to skip profiles with bad time info + if get_val_check_qc(nc_in, 'JULD', index_p) is None: + continue + + valid_time = get_valid_time(reference_date_time, nc_in, index_p) + station_id = get_string_value( + nc_in.variables['PLATFORM_NUMBER'][index_p] + ) + lat, lon = get_lat_lon(nc_in, index_p) + + # loop through levels + for index_l in range(0, num_levels): + # read pressure data to get height in meters of sea water (msw) + height = get_val_check_qc(nc_in, 'PRES_ADJUSTED', index_p, index_l, + error_max=MAX_PRESSURE_ERROR) + if height is None: + continue + + # get temperature and ocean salinity values + for var_name in ('TEMP', 'PSAL'): + observation_value = get_val_check_qc(nc_in, + f'{var_name}_ADJUSTED', + index_p, index_l) + if observation_value is None: + continue + + point = [ + MESSAGE_TYPE, station_id, valid_time, lat, lon, ELEVATION, + var_name, LEVEL, height, QC_STRING, observation_value, + ] + new_point_data.append(point) + if 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z7j>Go+kPBf9q2vM-Di>h5VGQ;I4s`!($$%QT~L|luU@mJ+QlBZ1t-IhG{&Zyig88K z^W>%uq|v(M1GV&lTUiIoj3?>;G&_M0rc|2p2EY~9&8?LH7<3>3&jZz2ci!Xb349oo zS9~4nimV`?K2l1`?+--{^DF&_gJjEew&$sDqlmx?@0cU(>sDA;SOj@?K6@ruKM;+f zriw2gcA!hgt%CB>@O;phtLyqWH(DZ2Xpgcr+fVF*^l)g)9YLCnR{FLEHGExv?ciau z-C%T*(i+g?_9f*BAw2j>JDfi zSJsY_K46ikT0$EvAYHf7vE=}9k5E(W?OYtS3Up^jbR{B=f5ZhHha~XA5cWwlTYC?)_rT4RF+OQZd{d=5-)}v+cbeV5VJt-T`WWKR-hHR=K z^Nlg9WY4mpZ+IKYR$@bcFM9nEGK+yfzFw%|>mmB@-cjC0ptW6?{D$|eo`cdZ(A2TA zFT%=yp)2U)1BmYS(-|U-N3q3C2?hz$FcCRd7H>K64my597b*(H*UeJV(D)6cA4 zerr&+&vbRFZ1YZ;q{Ww=K(iKUy(6k-R|+uXFCR#=M#I4A!~Q+gvil?v5Cf|(c~|81 zqQzlw+RV>Y@;Gn;wpDYB=`drIx;}Z-OIyn>vXhore(pMJI6vp zCv~jwHaW5SaukxE;Jye|pLXfuoluoMDQB3>Idcr!pIlghAj?=#S}%IO1)-Zdy$T#E zxAsdP?d^ADz+w2(3}27eN7C^1cpX6gZ9QHGkl_pRKN>(v21mHII&azDKKY-# Ps#VKPjIRFe^CSNUTpe)B literal 0 HcmV?d00001 From d1fe4c5e2932365f7a0cf19b12abefa9304f7209 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Thu, 27 Apr 2023 11:56:33 -0600 Subject: [PATCH 12/17] retry use case without referencing unset env var, ci-skip-unit-tests --- .../PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf index ee624e9137..03f689de55 100644 --- a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf @@ -156,6 +156,5 @@ POINT_STAT_OUTPUT_FLAG_SL1L2 = STAT POINT_STAT_OUTPUT_FLAG_SAL1L2 = STAT #POINT_STAT_OUTPUT_FLAG_MPR = BOTH -[user_env_vars] - -PYTHONPATH={MET_INSTALL_DIR}/share/met/python:{ENV[PYTHONPATH]} +#[user_env_vars] +#PYTHONPATH={MET_INSTALL_DIR}/share/met/python:{ENV[PYTHONPATH]} From 5bf17fab395ffc7cb5d26e27f8aee92834147583 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Thu, 27 Apr 2023 12:25:00 -0600 Subject: [PATCH 13/17] remove import and call to convert_point_data because dtcenter/MET#2509 removes the need for this call -- MET handles it directly, ci-skip-unit-tests --- .../PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf | 2 +- .../read_argo_metplus.py | 6 +++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf index 03f689de55..885935e773 100644 --- a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf @@ -157,4 +157,4 @@ POINT_STAT_OUTPUT_FLAG_SAL1L2 = STAT #POINT_STAT_OUTPUT_FLAG_MPR = BOTH #[user_env_vars] -#PYTHONPATH={MET_INSTALL_DIR}/share/met/python:{ENV[PYTHONPATH]} +#PYTHONPATH={MET_INSTALL_DIR}/share/met/python diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py index cc13735a33..701015cf9c 100755 --- a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py @@ -8,7 +8,7 @@ import numpy from numpy.ma import is_masked -from met_point_obs import convert_point_data +#from met_point_obs import convert_point_data # set to true to output more info DEBUG = False @@ -208,5 +208,5 @@ def get_lat_lon(nc_obj, idx): print(" point_data: Data Length:\t" + repr(len(point_data))) print(" point_data: Data Type:\t" + repr(type(point_data))) -met_point_data = convert_point_data(point_data) -print(" met_point_data: Data Type:\t" + repr(type(met_point_data))) \ No newline at end of file +#met_point_data = convert_point_data(point_data) +#print(" met_point_data: Data Type:\t" + repr(type(met_point_data))) From 55b98cfe5af17b63925cec74078e6e767a1e2953 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Thu, 27 Apr 2023 12:47:43 -0600 Subject: [PATCH 14/17] turn off use case, ci-skip-unit-tests --- .github/parm/use_case_groups.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/parm/use_case_groups.json b/.github/parm/use_case_groups.json index 879e61c659..0567a7db3e 100644 --- a/.github/parm/use_case_groups.json +++ b/.github/parm/use_case_groups.json @@ -87,7 +87,7 @@ { "category": "marine_and_cryosphere", "index_list": "8", - "run": true + "run": false }, { "category": "medium_range", From 1e67b855aded8ce6587a7ed231aaca10f197296d Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Thu, 27 Apr 2023 12:51:22 -0600 Subject: [PATCH 15/17] clean up unused variables, ci-skip-all --- ...tat_fcstRTOFS_obsARGO_climoWOA23_temp.conf | 6 - .../read_argo_metplus.py | 4 - .../read_argo_metplus.py | 212 ------------------ 3 files changed, 222 deletions(-) delete mode 100644 parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf index 885935e773..b658b15f24 100644 --- a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf @@ -112,8 +112,6 @@ BOTH_VAR1_THRESH = >=0, >=26.5 # https://metplus.readthedocs.io/en/latest/Users_Guide/wrappers.html#pointstat ### -POINT_STAT_CONFIG_FILE = {PARM_BASE}/met_config/PointStatConfig_wrapped - OBS_POINT_STAT_WINDOW_BEGIN = -21600 OBS_POINT_STAT_WINDOW_END = 64800 POINT_STAT_MET_CONFIG_OVERRIDES = duplicate_flag = UNIQUE; obs_summary = NEAREST; @@ -154,7 +152,3 @@ POINT_STAT_OUTPUT_FLAG_CTS = STAT POINT_STAT_OUTPUT_FLAG_CNT = STAT POINT_STAT_OUTPUT_FLAG_SL1L2 = STAT POINT_STAT_OUTPUT_FLAG_SAL1L2 = STAT -#POINT_STAT_OUTPUT_FLAG_MPR = BOTH - -#[user_env_vars] -#PYTHONPATH={MET_INSTALL_DIR}/share/met/python diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py index 701015cf9c..4e3a83050b 100755 --- a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py +++ b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py @@ -8,8 +8,6 @@ import numpy from numpy.ma import is_masked -#from met_point_obs import convert_point_data - # set to true to output more info DEBUG = False @@ -208,5 +206,3 @@ def get_lat_lon(nc_obj, idx): print(" point_data: Data Length:\t" + repr(len(point_data))) print(" point_data: Data Type:\t" + repr(type(point_data))) -#met_point_data = convert_point_data(point_data) -#print(" met_point_data: Data Type:\t" + repr(type(met_point_data))) diff --git a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py b/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py deleted file mode 100644 index c62b0eaba0..0000000000 --- a/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsArgo_netCDF_temp_sali/read_argo_metplus.py +++ /dev/null @@ -1,212 +0,0 @@ -#! /usr/bin/env python3 - -import sys -import os -import datetime - -import netCDF4 -import numpy -from numpy.ma import is_masked - -from met_point_obs import convert_point_data - -# set to true to output more info -DEBUG = False - -# constant values that will be used for every observation -MESSAGE_TYPE = 'ARGO' -ELEVATION = 'NA' -LEVEL = 'NA' -QC_STRING = '1' - -# skip data if PRES_ADJUSTED_ERROR value is greater than this value -MAX_PRESSURE_ERROR = 20 - -"""Read and format the input 11-column observations: -(1) string: Message_Type -(2) string: Station_ID -(3) string: Valid_Time(YYYYMMDD_HHMMSS) -(4) numeric: Lat(Deg North) -(5) numeric: Lon(Deg East) -(6) numeric: Elevation(msl) -(7) string: Var_Name(or GRIB_Code) -(8) numeric: Level -(9) numeric: Height(msl or agl) -(10) string: QC_String -(11) numeric: Observation_Value -""" - - -def get_string_value(var): - """!Get string value from NetCDF variable. The string variables are stored - as bytes, so decode them and strip off any whitespace before or after. - - @param var NetCDF variable to read - @returns string value from variable - """ - return var[:].tobytes().decode('utf-8').strip() - - -def get_val_check_qc(nc_obj, field_name, idx_p, idx_l=None, error_max=None): - """!Get field value unless quality control checks do not pass. - The conditions to skip data are as follows: - 1) If {field_name}_QC is masked. - 2) If {field_name} is masked. - 3) If {field_name}_QC value is not equal to 1 (recommended from ARGO docs). - 4) If error_max is set, skip if {field_name}_ERROR is not masked and less - than the error_max value. - - @param nc_obj NetCDF object - @param field_name name of field to read - @param idx_p index of profile (1st dimension of data) - @param idx_l (optional) index of level (2nd dimension of data). Defaults to - None which assumes field is not 2D - @param error_max (optional) value to compare to {field_name}_ERROR. Skip if - error value is less than this value - @returns numpy.float64 field value if all QC checks pass or None - """ - if idx_l is None: - qc = nc_obj.variables[f'{field_name}_QC'][idx_p] - field = nc_obj.variables[field_name][idx_p] - data_str = f'{field_name}[{idx_p}]' - else: - qc = nc_obj.variables[f'{field_name}_QC'][idx_p][idx_l] - field = nc_obj.variables[field_name][idx_p][idx_l] - data_str = f'{field_name}[{idx_p}][{idx_l}]' - - qc_mask = is_masked(qc) - field_mask = is_masked(field) - - if qc_mask: - if DEBUG: - print(f"Skip {data_str} {field_name}_QC is masked") - return None - - if field_mask: - if DEBUG: - print(f"Skip {data_str} {field_name} is masked") - return None - - if int(qc) != 1: - if DEBUG: - print(f"Skip {data_str} {field_name}_QC value ({int(qc)}) != 1") - return None - - if error_max: - err = nc_obj.variables.get(f'{field_name}_ERROR') - if err: - err = err[idx_p] if idx_l is None else err[idx_p][idx_l] - if not is_masked(err) and err > error_max: - print(f"Skip {data_str} {field_name}_ERROR > {error_max}") - return None - - return numpy.float64(field) - - -def get_valid_time(ref_dt, nc_obj, idx): - """!Get valid time by adding julian days to the reference date time. - - @param ref_dt Datetime object of reference date time - @param nc_obj NetCDF object - @param idx index of profile to read - @returns string of valid time in YYYYMMDD_HHMMSS format - """ - julian_days = nc_obj.variables['JULD'][idx] - day_offset = datetime.timedelta(days=float(julian_days)) - valid_dt = ref_dt + day_offset - return valid_dt.strftime('%Y%m%d_%H%M%S') - - -def get_lat_lon(nc_obj, idx): - """!Read latitude and longitude values from NetCDF file at profile index. - - @param nc_obj NetCDF object - @param idx index of profile to read - @returns tuple of lat and lon values as floats - """ - return (numpy.float64(nc_obj.variables['LATITUDE'][idx]), - numpy.float64(nc_obj.variables['LONGITUDE'][idx])) - - -if len(sys.argv) < 2: - print(f"ERROR: {__file__} - Must provide at least 1 input file argument") - sys.exit(1) - -is_ok = True -input_files = [] -for arg in sys.argv[1:]: - if arg.endswith('debug'): - print('Debugging output turned on') - DEBUG = True - continue - - input_file = os.path.expandvars(arg) - if not os.path.exists(input_file): - print(f'ERROR: Input file does not exist: {input_file}') - is_ok = False - continue - - input_files.append(input_file) - -if not is_ok: - sys.exit(1) - -print(f'Number of input files: {len(input_files)}') - -point_data = [] -for input_file in input_files: - print(f'Processing file: {input_file}') - - nc_in = netCDF4.Dataset(input_file, 'r') - - # get reference date time - time_str = get_string_value(nc_in.variables['REFERENCE_DATE_TIME']) - reference_date_time = datetime.datetime.strptime(time_str, '%Y%m%d%H%M%S') - - # get number of profiles and levels - num_profiles = nc_in.dimensions['N_PROF'].size - num_levels = nc_in.dimensions['N_LEVELS'].size - - new_point_data = [] - for index_p in range(0, num_profiles): - # check QC and mask of JULD to skip profiles with bad time info - if get_val_check_qc(nc_in, 'JULD', index_p) is None: - continue - - valid_time = get_valid_time(reference_date_time, nc_in, index_p) - station_id = get_string_value( - nc_in.variables['PLATFORM_NUMBER'][index_p] - ) - lat, lon = get_lat_lon(nc_in, index_p) - - # loop through levels - for index_l in range(0, num_levels): - # read pressure data to get height in meters of sea water (msw) - height = get_val_check_qc(nc_in, 'PRES_ADJUSTED', index_p, index_l, - error_max=MAX_PRESSURE_ERROR) - if height is None: - continue - - # get temperature and ocean salinity values - for var_name in ('TEMP', 'PSAL'): - observation_value = get_val_check_qc(nc_in, - f'{var_name}_ADJUSTED', - index_p, index_l) - if observation_value is None: - continue - - point = [ - MESSAGE_TYPE, station_id, valid_time, lat, lon, ELEVATION, - var_name, LEVEL, height, QC_STRING, observation_value, - ] - new_point_data.append(point) - if DEBUG: - print(', '.join([str(val) for val in point])) - - point_data.extend(new_point_data) - nc_in.close() - -print(" point_data: Data Length:\t" + repr(len(point_data))) -print(" point_data: Data Type:\t" + repr(type(point_data))) -met_point_data = convert_point_data(point_data) -print(" met_point_data: Data Type:\t" + repr(type(met_point_data))) From 6ed0b5995f9f0408af7d03a84d3c7109cb7acca1 Mon Sep 17 00:00:00 2001 From: George McCabe <23407799+georgemccabe@users.noreply.github.com> Date: Thu, 27 Apr 2023 15:30:11 -0600 Subject: [PATCH 16/17] updates to use case doc to remove mention of user config file that was excluded from pull request --- ...tStat_fcstRTOFS_obsARGO_climoWOA23_temp.py | 303 +++++++++--------- 1 file changed, 145 insertions(+), 158 deletions(-) diff --git a/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py b/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py index 1d75b5b8d1..e4a8efbab6 100644 --- a/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py +++ b/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py @@ -1,158 +1,145 @@ -""" -PointStat: Python embedding to read Argo netCDF files to verify ocean temperature forecast at 50 m depth -======================================================================================================== - -model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf - -""" -############################################################################## -# Scientific Objective -# -------------------- -# -# This use case utilizes the ASCII2NC tool with python embedding to natively read in Argo -# netCDF files, a common source of ocean profile data for operational entities. These -# values are then used the PointStat tool to verify RTOFS ocean temperature forecast at 50 m depth. - -############################################################################## -# Datasets -# -------- -# -# | **Forecast:** RTOFSv2.3 forecast data pre-processed into 0.1 degree lat-lon grid -# -# | **Observations:** three netCDF files from Argo -# -# | **Climatology:** two monthly climatology files from WOA23 -# -# | **Sea Ice Mask:** a mask file to exclude forecast grid points with sea ice concentration > 15% -# -# | **Location:** All of the input data required for this use case can be found in the -# -# met_test sample data tarball. Click here to the METplus releases page and download sample -# data for the appropriate release: https://github.com/dtcenter/METplus/releases -# This tarball should be unpacked into the directory that you will set the value of -# INPUT_BASE. See `Running METplus`_ section for more information. - -############################################################################## -# METplus Components -# ------------------ -# -# This use case calls ASCII2NC to read in Argo netCDF files and then PointStat for -# verification against RTOFS model data. - -############################################################################## -# METplus Workflow -# ---------------- -# -# ASCII2NC is the first tool called. It pulls in three Argo files for the Atlantic, -# Pacific, and Indian Oceans, respectively. These observations are converted into a netCDF -# file, which is then called by PointStat as the observation dataset. PointStat also pulls -# in a forecast from the RTOFS for ocean temperature at 50 m depth, which is included in -# the range of available observation times, and two monthly climatology files from the -# WOA23 to calculate daily climatology for the valid date. A 24-hour (18Z to 18Z) window is # allowed for the observational data, and a “UNIQUE” flag is set to only use the -# observational data closest to the forecast valid time at a given location. Temperature -# thresholds are set to correspond to operational usage, and the CTC, CTS, CNT, SL1L2, and -# SAL1L2 line types are requested. -# It processes the following run time: -# -# | **Valid:** 2023-03-18 00Z -# -# | **Forecast lead:** 24 hour -# - -############################################################################## -# METplus Configuration -# --------------------- -# -# METplus first loads all of the default configuration files found in parm/metplus_config, then it loads any configuration files passed to METplus via the command line with the -c option, i.e. -c parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf -# -# .. highlight:: bash -# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf - -############################################################################## -# MET Configuration -# ----------------- -# -# METplus sets environment variables based on user settings in the METplus configuration file. -# See :ref:`How METplus controls MET config file settings` for more details. -# -# **YOU SHOULD NOT SET ANY OF THESE ENVIRONMENT VARIABLES YOURSELF! THEY WILL BE OVERWRITTEN BY METPLUS WHEN IT CALLS THE MET TOOLS!** -# -# If there is a setting in the MET configuration file that is currently not supported by METplus you'd like to control, please refer to: -# :ref:`Overriding Unsupported MET config file settings` -# -# .. note:: See the :ref:`PointStat MET Configuration` section of the User's Guide for more information on the environment variables used in the file below: -# -# .. highlight:: bash -# .. literalinclude:: ../../../../parm/met_config/Ascii2NcConfig_wrapped -# -# .. highlight:: bash -# .. literalinclude:: ../../../../parm/met_config/PointStatConfig_wrapped - -############################################################################## -# Python Embedding -# ---------------- -# -# This use case uses one Python script to read observation data. -# -# parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py -# -# .. highlight:: python -# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py - -############################################################################## -# Running METplus -# --------------- -# -# This use case can be run two ways: -# -# 1) Passing in PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf then a user-specific system configuration file:: -# -# run_metplus.py -c /path/to/METplus/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf -c /path/to/METplus/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/metplus_user.conf -# -# 2) Modifying the configurations in parm/metplus_config, then passing in PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf:: -# -# run_metplus.py -c /path/to/METplus/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf -# -# The former method is recommended. Whether you add them to a user-specific configuration file or modify the metplus_config files, the following variables must be set correctly: -# -# * **INPUT_BASE** - Path to directory where sample data tarballs are unpacked (See Datasets section to obtain tarballs). This is not required to run METplus, but it is required to run the examples in parm/use_cases -# * **OUTPUT_BASE** - Path where METplus output will be written. This must be in a location where you have write permissions -# * **MET_INSTALL_DIR** - Path to location where MET is installed locally -# -# Example User Configuration File:: -# -# .. highlight:: bash -# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/metplus_user.conf - -############################################################################## -# Expected Output -# --------------- -# -# A successful run will output the following both to the screen and to the logfile:: -# -# INFO: METplus has successfully finished running. -# -# Refer to the value set for **OUTPUT_BASE** to find where the output data was generated. -# Output for this use case will be found in prep and stats/rtofs.20230318 directories (relative to **OUTPUT_BASE**) -# and will contain the following files: -# -# * argo.20230318.nc -# * point_stat_RTOFS_ARGO_temp_Z50_240000L_20230318_000000V.stat - -############################################################################## -# Keywords -# -------- -# -# .. note:: -# -# * PointStatToolUseCase -# * ASCII2NCToolUseCase -# * PythonEmbeddingFileUseCase -# * ClimatologyUseCase -# * MarineAndCryosphereAppUseCase -# -# Navigate to the :ref:`quick-search` page to discover other similar use cases. -# -# -# -# sphinx_gallery_thumbnail_path = '_static/marine_and_cryosphere-PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.png' +""" +PointStat: Python embedding to read Argo netCDF files to verify ocean temperature forecast at 50 m depth +======================================================================================================== + +model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf + +""" +############################################################################## +# Scientific Objective +# -------------------- +# +# This use case utilizes the ASCII2NC tool with python embedding to natively read in Argo +# netCDF files, a common source of ocean profile data for operational entities. These +# values are then used the PointStat tool to verify RTOFS ocean temperature forecast at 50 m depth. + +############################################################################## +# Datasets +# -------- +# +# | **Forecast:** RTOFSv2.3 forecast data pre-processed into 0.1 degree lat-lon grid +# +# | **Observations:** three netCDF files from Argo +# +# | **Climatology:** two monthly climatology files from WOA23 +# +# | **Sea Ice Mask:** a mask file to exclude forecast grid points with sea ice concentration > 15% +# +# | **Location:** All of the input data required for this use case can be found in the +# marine_and_cryosphere sample data tarball. Click here to the METplus releases page and download sample +# data for the appropriate release: https://github.com/dtcenter/METplus/releases +# This tarball should be unpacked into the directory that you will set the value of +# INPUT_BASE. See `Running METplus`_ section for more information. + +############################################################################## +# METplus Components +# ------------------ +# +# This use case calls ASCII2NC to read in Argo netCDF files and then PointStat for +# verification against RTOFS model data. + +############################################################################## +# METplus Workflow +# ---------------- +# +# ASCII2NC is the first tool called. It pulls in three Argo files for the Atlantic, +# Pacific, and Indian Oceans, respectively. These observations are converted into a netCDF +# file, which is then called by PointStat as the observation dataset. PointStat also pulls +# in a forecast from the RTOFS for ocean temperature at 50 m depth, which is included in +# the range of available observation times, and two monthly climatology files from the +# WOA23 to calculate daily climatology for the valid date. A 24-hour (18Z to 18Z) window is +# allowed for the observational data, and a “UNIQUE” flag is set to only use the +# observational data closest to the forecast valid time at a given location. Temperature +# thresholds are set to correspond to operational usage, and the CTC, CTS, CNT, SL1L2, and +# SAL1L2 line types are requested. +# It processes the following run time: +# +# | **Valid:** 2023-03-18 00Z +# +# | **Forecast lead:** 24 hour +# + +############################################################################## +# METplus Configuration +# --------------------- +# +# METplus first loads all of the default configuration files found in parm/metplus_config, then it loads any configuration files passed to METplus via the command line with the -c option, i.e. -c parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf +# +# .. highlight:: bash +# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf + +############################################################################## +# MET Configuration +# ----------------- +# +# METplus sets environment variables based on user settings in the METplus configuration file. +# See :ref:`How METplus controls MET config file settings` for more details. +# +# **YOU SHOULD NOT SET ANY OF THESE ENVIRONMENT VARIABLES YOURSELF! THEY WILL BE OVERWRITTEN BY METPLUS WHEN IT CALLS THE MET TOOLS!** +# +# If there is a setting in the MET configuration file that is currently not supported by METplus you'd like to control, please refer to: +# :ref:`Overriding Unsupported MET config file settings` +# +# .. note:: See the :ref:`PointStat MET Configuration` section of the User's Guide for more information on the environment variables used in the file below: +# +# .. highlight:: bash +# .. literalinclude:: ../../../../parm/met_config/Ascii2NcConfig_wrapped +# +# .. highlight:: bash +# .. literalinclude:: ../../../../parm/met_config/PointStatConfig_wrapped + +############################################################################## +# Python Embedding +# ---------------- +# +# This use case uses one Python script to read observation data. +# +# parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py +# +# .. highlight:: python +# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp/read_argo_metplus.py + +############################################################################## +# Running METplus +# --------------- +# +# +# Pass the use case configuration file to the run_metplus.py script +# along with any user-specific system configuration files if desired:: +# +# run_metplus.py /path/to/METplus/parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf /path/to/user_system.conf +# +# See :ref:`running-metplus` for more information. + +############################################################################## +# Expected Output +# --------------- +# +# A successful run will output the following both to the screen and to the logfile:: +# +# INFO: METplus has successfully finished running. +# +# Refer to the value set for **OUTPUT_BASE** to find where the output data was generated. +# Output for this use case will be found in prep and stats/rtofs.20230318 directories (relative to **OUTPUT_BASE**) +# and will contain the following files: +# +# * argo.20230318.nc +# * point_stat_RTOFS_ARGO_temp_Z50_240000L_20230318_000000V.stat + +############################################################################## +# Keywords +# -------- +# +# .. note:: +# +# * PointStatToolUseCase +# * ASCII2NCToolUseCase +# * PythonEmbeddingFileUseCase +# * ClimatologyUseCase +# * MarineAndCryosphereAppUseCase +# +# Navigate to the :ref:`quick-search` page to discover other similar use cases. +# +# +# +# sphinx_gallery_thumbnail_path = '_static/marine_and_cryosphere-PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.png' From 3a4145fdcde68c7f02a3ebcf50d2665e9166b23a Mon Sep 17 00:00:00 2001 From: j-opatz <59586397+j-opatz@users.noreply.github.com> Date: Fri, 28 Apr 2023 12:34:34 -0600 Subject: [PATCH 17/17] Update PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py --- .../PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py b/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py index e4a8efbab6..91bc23d7b0 100644 --- a/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py +++ b/docs/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py @@ -11,7 +11,7 @@ # # This use case utilizes the ASCII2NC tool with python embedding to natively read in Argo # netCDF files, a common source of ocean profile data for operational entities. These -# values are then used the PointStat tool to verify RTOFS ocean temperature forecast at 50 m depth. +# values are then used by the PointStat tool to verify RTOFS ocean temperature forecast at 50 m depth. ############################################################################## # Datasets @@ -43,7 +43,7 @@ # ---------------- # # ASCII2NC is the first tool called. It pulls in three Argo files for the Atlantic, -# Pacific, and Indian Oceans, respectively. These observations are converted into a netCDF +# Pacific, and Indian Oceans, respectively using a Python script. These observations are converted into a netCDF # file, which is then called by PointStat as the observation dataset. PointStat also pulls # in a forecast from the RTOFS for ocean temperature at 50 m depth, which is included in # the range of available observation times, and two monthly climatology files from the