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Feature 2383 use case sat alt (#2480)
* new docs, files for use case * new files * updating to run use case * updated python libraries, changed test env * trying new point logic * added to script for nan removal * redid Python script to take adv of new MET ability for nans * Update run status * removed unused settings
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...odel_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry.py
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""" | ||
PointStat: read in satellite data and verify wind speeds or wave heights | ||
======================================================================== | ||
model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry.conf | ||
""" | ||
############################################################################## | ||
# Scientific Objective | ||
# -------------------- | ||
# | ||
# Satellite data provides a wealth of information, especially over vast water bodies (eg. oceans) | ||
# where traditional observation methods are sparse or unavailable. This use case shows how a satellite | ||
# dataset can be used as observations to verify against a model forecast. While the use case is set | ||
# up to verify using JASON-3 data, the Python script called on via Python Embedding is capabile | ||
# of processing SARAL and Sentinel-6a datasets as well. | ||
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############################################################################## | ||
# Datasets | ||
# -------- | ||
# | ||
# | **Forecast:** GFS forecast data (wind speed and sig. wave hgt) | ||
# | ||
# | **Observations:** JASON-3 satellite data | ||
# | ||
# | **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. | ||
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############################################################################## | ||
# METplus Components | ||
# ------------------ | ||
# | ||
# This use case calls Python Embedding during PointStat, which is the only tool used. | ||
# | ||
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############################################################################## | ||
# METplus Workflow | ||
# ---------------- | ||
# | ||
# PointStat kicks off a Python script execution, which reads in the file name, variable field of interest, and type of file (JASON, SARAL, or SENTINEL). | ||
# After these points are passed back to PointStat as the point observation dataset, they are compared to gridded forecast data. | ||
# CTC and CTS line types are output, which can be adjusted for additional wind speeds/ wave heights. | ||
# The use case processes the following run time: | ||
# | ||
# | **Valid:** 2024-01-02 12Z 12hr lead | ||
# | | ||
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############################################################################## | ||
# METplus Configuration | ||
# --------------------- | ||
# | ||
# METplus first loads all of the configuration files found in parm/metplus_config, | ||
# then it loads any configuration files passed to METplus via the command line | ||
# parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry.conf | ||
# | ||
# .. highlight:: bash | ||
# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry.conf | ||
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############################################################################## | ||
# MET Configuration | ||
# --------------------- | ||
# | ||
# METplus sets environment variables based on user settings in the METplus configuration file. | ||
# See :ref:`How METplus controls MET config file settings<metplus-control-met>` 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<met-config-overrides>` | ||
# | ||
# .. note:: See the :ref:`PointStat MET Configuration<point-stat-met-conf>` section of the User's Guide for more information on the environment variables used in the file below: | ||
# | ||
# .. highlight:: bash | ||
# .. literalinclude:: ../../../../parm/met_config/PointStatConfig_wrapped | ||
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############################################################################## | ||
# Python Embedding | ||
# ---------------- | ||
# | ||
# This use case calls the read_satData.py script to read and pass to PointStat the user-requested variable. | ||
# The script needs 3 inputs in the following order: an input file, a variable field to extract, | ||
# and where the data came from, passed as JASON (JASON-3), SARAL, or SENTINEL (Sentinel-6a). | ||
# The location of the code is parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry/read_satData.py | ||
# | ||
# .. highlight:: bash | ||
# .. literalinclude:: ../../../../parm/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry/read_satData.py | ||
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############################################################################## | ||
# 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_fcstGFS_obsJASON3_satelliteAltimetry.conf /path/to/user_system.conf | ||
# | ||
# See :ref:`running-metplus` for more information. | ||
# | ||
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############################################################################## | ||
# 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 model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry (relative to **OUTPUT_BASE**) | ||
# and will contain the following files: | ||
# | ||
# * point_stat_swh_120000L_20240102_120000V.stat | ||
# * point_stat_wind_120000L_20240102_120000V.stat | ||
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############################################################################## | ||
# Keywords | ||
# -------- | ||
# | ||
# .. note:: | ||
# | ||
# * PointStatToolUseCase | ||
# * PythonEmbeddingFileUseCase | ||
# * GRIB2FileUseCase | ||
# * MarineAndCryosphereAppUseCase | ||
# | ||
# Navigate to the :ref:`quick-search` page to discover other similar use cases. | ||
# | ||
# | ||
# | ||
# sphinx_gallery_thumbnail_path = '_static/marine_and_cryosphere-PointStat_fcstGFS_obsJASON3_satelliteAltimetry.png' | ||
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...el_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry.conf
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[config] | ||
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# Documentation for this use case can be found at | ||
# https://metplus.readthedocs.io/en/latest/generated/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry.html | ||
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# For additional information, please see the METplus Users Guide. | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide | ||
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### | ||
# Processes to run | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#process-list | ||
### | ||
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PROCESS_LIST = PointStat, PointStat(wind) | ||
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### | ||
# 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 | ||
### | ||
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LOOP_BY = VALID | ||
VALID_TIME_FMT = %Y%m%d_%H | ||
VALID_BEG = 20240102_12 | ||
VALID_END = 20240102_12 | ||
VALID_INCREMENT = 1d | ||
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LEAD_SEQ = 12 | ||
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### | ||
# File I/O | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#directory-and-filename-template-info | ||
### | ||
CONFIG_DIR = {PARM_BASE}/use_cases/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry | ||
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FCST_POINT_STAT_INPUT_DIR = {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry | ||
FCST_POINT_STAT_INPUT_TEMPLATE = gfswave.t00z.global.0p25.f{lead?fmt=%3H}.grib2 | ||
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OBS_POINT_STAT_INPUT_DIR = | ||
OBS_POINT_STAT_INPUT_TEMPLATE = PYTHON_NUMPY= {CONFIG_DIR}/read_satData.py {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry/JA3_GPSOPR_2PfS362_215_{valid?fmt=%Y%m%d}_102102_{valid?fmt=%Y%m%d}_121958.nc:swh_ocean:JASON | ||
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POINT_STAT_OUTPUT_DIR = {OUTPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry | ||
POINT_STAT_OUTPUT_PREFIX = swh | ||
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POINT_STAT_CLIMO_MEAN_INPUT_DIR = | ||
POINT_STAT_CLIMO_MEAN_INPUT_TEMPLATE = | ||
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POINT_STAT_CLIMO_STDEV_INPUT_DIR = | ||
POINT_STAT_CLIMO_STDEV_INPUT_TEMPLATE = | ||
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### | ||
# Field Info | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide/systemconfiguration.html#field-info | ||
### | ||
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POINT_STAT_ONCE_PER_FIELD = False | ||
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FCST_VAR1_NAME = WVHGT | ||
FCST_VAR1_LEVELS = Z0 | ||
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OBS_VAR1_NAME = swh_ocean | ||
OBS_VAR1_LEVELS = Z0 | ||
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### | ||
# PointStat Settings | ||
# https://metplus.readthedocs.io/en/latest/Users_Guide/wrappers.html#pointstat | ||
### | ||
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POINT_STAT_CONFIG_FILE ={PARM_BASE}/met_config/PointStatConfig_wrapped | ||
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POINT_STAT_CLIMO_MEAN_TIME_INTERP_METHOD = NEAREST | ||
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POINT_STAT_INTERP_TYPE_METHOD = BILIN | ||
POINT_STAT_INTERP_TYPE_WIDTH = 2 | ||
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POINT_STAT_OUTPUT_FLAG_CNT = STAT | ||
POINT_STAT_OUTPUT_FLAG_SL1L2 = | ||
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OBS_POINT_STAT_WINDOW_BEGIN = -1800 | ||
OBS_POINT_STAT_WINDOW_END = 1800 | ||
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POINT_STAT_OFFSETS = 0 | ||
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MODEL = GFS | ||
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POINT_STAT_DESC = NA | ||
OBTYPE = | ||
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POINT_STAT_REGRID_TO_GRID = NONE | ||
POINT_STAT_REGRID_METHOD = BILIN | ||
POINT_STAT_REGRID_WIDTH = 2 | ||
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POINT_STAT_MESSAGE_TYPE = WDSATR | ||
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[wind] | ||
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OBS_POINT_STAT_INPUT_TEMPLATE = PYTHON_NUMPY= {CONFIG_DIR}/read_satData.py {INPUT_BASE}/model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry/JA3_GPSOPR_2PfS362_215_{valid?fmt=%Y%m%d}_102102_{valid?fmt=%Y%m%d}_121958.nc:wind_speed_alt:JASON | ||
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FCST_VAR1_NAME = WIND | ||
FCST_VAR1_LEVELS = Z0 | ||
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OBS_VAR1_NAME = wind_speed_alt | ||
OBS_VAR1_LEVELS = Z0 | ||
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POINT_STAT_OUTPUT_PREFIX = wind | ||
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POINT_STAT_OUTPUT_FLAG_CNT = | ||
POINT_STAT_OUTPUT_FLAG_SL1L2 = STAT | ||
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...ions/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry/read_satData.py
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#This script is designed to ingest one of three types of satellite netCDF files: JASON-3, SARAL, and Sentinel-6a. | ||
#It also grabs the lat, lon, and time information and puts it into a list of lists, the accepted format of MET. | ||
#Currently the script can accept any variable in the netCDFs; however, it's important to note that | ||
#JASON-3 and Sentinel-6a data use groups and non-groups for data organization, which could cause an issue if the requested | ||
#variable is outside of the hardcoded group. The original intent of the use case was for wind speeds and significant wave heights. | ||
#FOR FUTURE REFERENCE | ||
#JASON-3 is swh_ocean, SARAL is swh, and Sentinel-6a is swh_ocean | ||
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from netCDF4 import Dataset | ||
import sys | ||
import numpy as np | ||
import datetime as dt | ||
import xarray as xr | ||
import pandas as pd | ||
#from met.point import convert_point_data | ||
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#Users are responsible for passing the following arguements at runtime: | ||
##input file | ||
##Varible field to read in | ||
##type of file (JASON, SARAL, or SENTINEL) | ||
if len(sys.argv[1].split(':')) == 3: | ||
try: | ||
input_file,field_name,file_type = sys.argv[1].split(':') | ||
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except: | ||
print("input directory may not be set correctly, dates may not be in correct format. Please recheck") | ||
sys.exit() | ||
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if file_type == 'JASON' or file_type == 'SENTINEL': | ||
#need to check if the variable is in the data_01 group or data_01/ku group | ||
try: | ||
ds = xr.open_dataset(input_file, group="/data_01/ku") | ||
du = xr.open_dataset(input_file, group="/data_01") | ||
obs_hold = ds[field_name] | ||
except KeyError: | ||
ds = xr.open_dataset(input_file, group="/data_01") | ||
du = xr.open_dataset(input_file, group="/data_01") | ||
obs_hold = ds[field_name] | ||
obs = obs_hold.values | ||
latitude = np.array(du.latitude.values) | ||
longitude = np.array(du.longitude.values) | ||
time = np.array(du.time.values) | ||
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#convert times to MET readable | ||
new_time = [] | ||
for i in range(len(time)): | ||
new_time.append(pd.to_datetime(str(time[i])).strftime("%Y%m%d_%H%M%S")) | ||
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elif file_type == 'SARAL': | ||
f_in = Dataset(input_file,'r') | ||
obs = np.array(f_in[field_name][:]) | ||
latitude = np.array(f_in['lat'][:]) | ||
longitude = np.array(f_in['lon'][:]) | ||
time = np.array(f_in['time'][:]) | ||
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#adjust times to MET time | ||
new_time = [] | ||
for i in range(len(time)): | ||
new_time.append(dt.datetime(2000,1,1) + dt.timedelta(seconds=int(time[i]))) | ||
new_time[i] = new_time[i].strftime("%Y%m%d_%H%M%S") | ||
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else: | ||
print('file type '+file_type+' not supported. Please use JASON, SARAL, or SENTINEL') | ||
sys.exit() | ||
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#Currently, all station IDs are assigned the same value. If this is not the desired behavior it will require | ||
#additional coding | ||
sid = np.full(len(latitude),"1") | ||
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#get arrays into lists, then create a list of lists | ||
#this also requires creating the last arrays of typ, elv, var, lvl, hgt, and qc | ||
typ = np.full(len(latitude), 'WDSATR').tolist() | ||
elv = np.zeros(len(latitude),dtype=int).tolist() | ||
var = np.full(len(latitude), field_name).tolist() | ||
lvl = np.full(len(latitude),1013.25).tolist() | ||
#adding additional check; if 'wind' appears in the variable name, it's assumed | ||
#to be a wind speed and gets a height of 10m; otherwise its a height of 0 | ||
if field_name.rfind('wind') != -1: | ||
hgt = np.full(len(latitude),0,dtype=int).tolist() | ||
else: | ||
hgt = np.full(len(latitude),0,dtype=int).tolist() | ||
qc = np.full(len(latitude),'NA').tolist() | ||
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#if the data has nans, this replaces them with -9999 (default bad value in MET) | ||
#obs = np.nan_to_num(obs, nan=-9999) | ||
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sid = sid.tolist() | ||
vld = new_time | ||
lat = latitude.tolist() | ||
lon = longitude.tolist() | ||
obs = obs.tolist() | ||
l_tuple = list(zip(typ,sid,vld,lat,lon,elv,var,lvl,hgt,qc,obs)) | ||
point_data = [list(ele) for ele in l_tuple] | ||
#met_point_data = convert_point_data(point_data) | ||
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print("Data Length:\t" + repr(len(point_data))) | ||
print("Data Type:\t" + repr(type(point_data))) | ||
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#if the incorrect number of args are passed, the system will print out the usage statement and end | ||
else: | ||
print("Run Command:\n\n read_satData.py /path/to/input/input_file:variable_field_name:file_type\n\nCommands notes:\nIf only certain variable fields return errors, the field may not be supported or outisde of the expected netCDF group. Additional coding changes may be required.\nfile names currently supported: JASON SARAL SENTINEL\nCurrent Message_type is hard-coded to WDSATR\n") | ||
sys.exit() | ||
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