diff --git a/import-automation/executor/Dockerfile b/import-automation/executor/Dockerfile index c8d702773b..e2ffbb4b7e 100644 --- a/import-automation/executor/Dockerfile +++ b/import-automation/executor/Dockerfile @@ -36,7 +36,8 @@ fonts-liberation \ xdg-utils \ chromium \ chromium-driver \ -p7zip-full +p7zip-full \ +libeccodes # Install the Google Cloud CLI RUN apt-get update && \ curl https://packages.cloud.google.com/apt/doc/apt-key.gpg | gpg --dearmor -o /usr/share/keyrings/cloud.google.gpg && \ diff --git a/import-automation/executor/requirements.txt b/import-automation/executor/requirements.txt index 0231dab808..87af8faba7 100644 --- a/import-automation/executor/requirements.txt +++ b/import-automation/executor/requirements.txt @@ -41,6 +41,7 @@ omegaconf prettytable protobuf psutil +pygrib pylint pyspellchecker pytest diff --git a/scripts/noaa_gfs/README.md b/scripts/noaa_gfs/README.md new file mode 100644 index 0000000000..db51a9a198 --- /dev/null +++ b/scripts/noaa_gfs/README.md @@ -0,0 +1,61 @@ +# NOAA: Global Forecast System Dataset +## Overview +The NOAA-GFS 0.25 Atmos dataset provides high-resolution global atmospheric and land-surface data on a 0.25-degree (~28km) grid. It includes a wide range of meteorological variables, such as temperature, wind, humidity, precipitation, and soil moisture, generated four times daily with forecasts extending up to 16 days (384 hours). +The dataset provides a standardized global output on a 0.25-degree (~28km) equidistant cylindrical grid, covering the entire Earth's surface and up to 127 vertical atmospheric layers. It is distributed in GRIB2 (Gridded Binary Edition 2) format via the NOAA Operational Model Archive and Distribution System (NOMADS) and is categorized as a public domain product of the United States Government. +This pipeline automates the ingestion, format conversion, and standardized mapping of GFS GRIB2 files into Data Commons-compatible StatVar observations. + +## Data Source & Provenance +* **Source URL:** [NOMADS NCEP GFS Production](https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/) +* **Provider:** National Centers for Environmental Prediction (NCEP / NOAA). +* **Update Frequency:** 4 times daily (00z, 06z, 12z, 18z). +* **Variable Inventory:** [NCO Product Description](https://www.nco.ncep.noaa.gov/pmb/products/gfs/gfs.t00z.pgrb2.0p25.anl.shtml) + + +## Automated Pipeline Logic +The pipeline is a Python-driven architecture managed via a `manifest.json` import specification. + +### 1. Data Ingestion (`download_noaa_gfs_grib.py`) +* **Stateful Tracking:** The script retrieves its last successful run checkpoint from `gs://{bucket}/state.json`. +* **Chronological Integrity:** It identifies missing 6-hour slots (00z, 06z, 12z, 18z) and performs memory-efficient streamed downloads of GRIB2 files into local `input_files/` directories. + +### 2. Transformation & Mapping (`grib_statvar_processor.py`) +This stage converts binary meteorological data into structured CSVs using the `pygrib` library. +* **Parallel Processing:** Utilizes `multiprocessing.Pool` to process GRIB messages across available CPU cores. +* **Coordinate Normalization:** Longitudes are transformed from the 0–360 range to the -180 to 180 range. +* **StatVar Mapping:** + * **DCID Construction:** Maps GRIB short codes (e.g., `TMP`, `UGRD`) and vertical levels to formal Data Commons identifiers like `dcid:Temperature_Place_850Millibar`. + * **Unit Scaling:** Automatically scales variables such as Land and Ice cover. +* **GCS Streaming:** Processed CSVs are merged and uploaded directly to the GCS output prefix. + +### 3. BigQuery Ingestion (`dc_bq_ingest.py`) +* **Staging Pattern:** Bulk loads raw CSVs from GCS into a staging table (`Observation_Staging`). +* **SQL Transformation:** Executes an `INSERT INTO` query to map staging data to the final production schema, handling type casting and attaching the provenance ID (`dc/base/NOAA_GlobalForecastSystem`). + +--- + +## Pipeline Configuration (`manifest.json`) +The pipeline is governed by specific resource requirements for high-concurrency GRIB decompression: +* **Cron Schedule:** `30 04,10,16,22 * * *` (Runs 30 minutes after GFS cycle releases). +* **Resource Limits:** 64 CPUs | 256GB RAM | 4GB Disk. +* **Timeout:** 1 hour (`3600s`). + +--- + +## Usage Instructions + +### Prerequisites +* **Python Libraries:** `pygrib`, `numpy`, `google-cloud-storage`, `google-cloud-bigquery`, `absl-py`. +* **System Requirements:** Requires `libgrib-api` or `eccodes` installed on the host system. + +### Manual Execution +While designed for automated execution, stages can be run manually for debugging: + +```bash +# 1. Download missing data +python3 download_noaa_gfs_grib.py --project_id=YOUR_PROJECT_ID + +# 2. Process GRIB to CSV and upload to GCS +python3 grib_statvar_processor.py --input=./input_files + +# 3. Ingest from GCS to BigQuery +python3 dc_bq_ingest.py --project_id=YOUR_PROJECT_ID --dataset_id=YOUR_DATASET diff --git a/scripts/noaa_gfs/dc_bq_ingest.py b/scripts/noaa_gfs/dc_bq_ingest.py new file mode 100644 index 0000000000..66f294f3b2 --- /dev/null +++ b/scripts/noaa_gfs/dc_bq_ingest.py @@ -0,0 +1,146 @@ +# Copyright 2026 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the 'License'); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an 'AS IS' BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Automates ingestion of processed NOAA GFS meteorological data into BigQuery. +""" + +import os +from absl import app, flags, logging +from google.cloud import bigquery +from google.cloud import storage + +# --- FLAG DEFINITIONS --- +FLAGS = flags.FLAGS +flags.DEFINE_string('project_id', 'datcom-external', 'GCP Project ID.') +flags.DEFINE_string('bucket_name', 'datcom-prod-imports', + 'GCS Bucket containing the CSVs.') +flags.DEFINE_string('gcs_prefix', + 'scripts/noaa_gfs/NOAA_GlobalForecastSystem/output/', + 'GCS prefix (folder path).') +flags.DEFINE_string('dataset_id', 'data_commons_noaa_gfs', + 'BigQuery Dataset ID.') +flags.DEFINE_string('table_id', 'Observation', 'BigQuery Table ID.') +flags.DEFINE_string('staging_table_id', 'Observation_Staging', + 'Temporary Staging Table ID.') + + +def run_mapping_query(bq_client): + """ + Executes the SQL transformation to map data from Staging to Final table. + """ + final_table = f"{FLAGS.project_id}.{FLAGS.dataset_id}.{FLAGS.table_id}" + staging_table = f"{FLAGS.project_id}.{FLAGS.dataset_id}.{FLAGS.staging_table_id}" + + query = f""" + INSERT INTO `{final_table}` ( + observation_about, + variable_measured, + value, + observation_date, + measurement_method, + unit, + prov_id + ) + SELECT + placeName, + variableMeasured, + CAST(value AS STRING), + CAST(observationDate AS STRING), + measurementMethod, + unit, + 'dc/base/NOAA_GlobalForecastSystem' + FROM `{staging_table}`; + """ + + try: + logging.info("Starting transformation query...") + query_job = bq_client.query(query) + query_job.result() # Wait for completion + + # Optional: Truncate staging table after successful migration + bq_client.query(f"TRUNCATE TABLE `{staging_table}`").result() + logging.info("Transformation complete and staging table cleared.") + return True + except Exception as e: + logging.error(f"Mapping query failed: {e}") + return False + + +def upload_gcs_to_staging(bq_client, gcs_uri): + """ + Loads raw CSV data into the Staging table. + """ + table_ref = f"{FLAGS.project_id}.{FLAGS.dataset_id}.{FLAGS.staging_table_id}" + + job_config = bigquery.LoadJobConfig( + source_format=bigquery.SourceFormat.CSV, + skip_leading_rows=1, + autodetect=True, + # WRITE_APPEND used here to collect all CSVs before the final SQL transformation + write_disposition=bigquery.WriteDisposition.WRITE_APPEND, + ) + + try: + logging.info(f"Loading to staging: {gcs_uri}") + load_job = bq_client.load_table_from_uri(gcs_uri, + table_ref, + job_config=job_config) + load_job.result() + return True + except Exception as e: + logging.error(f"Failed to load {gcs_uri}: {e}") + return False + + +def main(argv): + """Entry point for the GCS-to-BigQuery ingestion script.""" + # Initialize Clients + bq_client = bigquery.Client(project=FLAGS.project_id) + storage_client = storage.Client(project=FLAGS.project_id) + + # Get reference to the bucket and list blobs + bucket = storage_client.bucket(FLAGS.bucket_name) + blobs = bucket.list_blobs(prefix=FLAGS.gcs_prefix) + + # Filter for CSV files + csv_uris = [ + f"gs://{FLAGS.bucket_name}/{blob.name}" for blob in blobs + if blob.name.endswith('.csv') + ] + + if not csv_uris: + logging.warning( + f"No CSV files found at gs://{FLAGS.bucket_name}/{FLAGS.gcs_prefix}" + ) + return + + logging.info(f"Found {len(csv_uris)} files in GCS for ingestion.") + + # Step 1: Bulk Load everything into Staging + success_count = 0 + for uri in csv_uris: + if upload_gcs_to_staging(bq_client, uri): + success_count += 1 + + logging.info( + f"Ingestion batch complete. {success_count}/{len(csv_uris)} URIs processed." + ) + + # Step 2: Run Mapping SQL if at least some files loaded + if success_count > 0: + run_mapping_query(bq_client) + + +if __name__ == "__main__": + app.run(main) diff --git a/scripts/noaa_gfs/download_noaa_gfs_grib.py b/scripts/noaa_gfs/download_noaa_gfs_grib.py new file mode 100644 index 0000000000..429492f9f8 --- /dev/null +++ b/scripts/noaa_gfs/download_noaa_gfs_grib.py @@ -0,0 +1,153 @@ +# Copyright 2026 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the 'License'); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an 'AS IS' BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Automates GFS GRIB2 source file retrieval from NOAA NOMADS. +This script manages dated directory structures and utilizes memory-efficient +HTTP streaming to download large-scale meteorological datasets for +downstream Data Commons ingestion. +""" + +import os +import json +import requests +from datetime import datetime, timedelta +from pathlib import Path +from absl import app, flags, logging +from google.cloud import storage +from google.api_core import exceptions + +# --- FLAG DEFINITIONS --- +FLAGS = flags.FLAGS +flags.DEFINE_string('project_id', 'datcom', 'The GCP Project ID.') +flags.DEFINE_string('bucket_name', 'datcom-prod-imports', + 'The GCS bucket name.') +flags.DEFINE_string('state_path', + 'scripts/noaa_gfs/NOAA_GlobalForecastSystem/state.json', + 'The path within the bucket for state.json.') + + +def get_gcs_client(): + """Initializes the GCS client with a specific Project ID.""" + return storage.Client(project=FLAGS.project_id) + + +def load_state(): + """Reads state from GCS. Returns default if file doesn't exist.""" + client = get_gcs_client() + bucket = client.bucket(FLAGS.bucket_name) + blob = bucket.blob(FLAGS.state_path) + + try: + state_data = blob.download_as_text() + logging.info( + f"Successfully loaded state from gs://{FLAGS.bucket_name}/{FLAGS.state_path}" + ) + return json.loads(state_data) + except exceptions.NotFound: + logging.warning( + "State file not found in GCS. Starting from default (24h ago).") + # Default: Start 24 hours ago + yesterday = (datetime.now() - timedelta(days=1)) + return {"date": yesterday.strftime('%Y%m%d'), "cycle": "18"} + + +def get_next_slot(current_date_str, current_cycle): + """Calculates the next 6-hour GFS slot.""" + current_dt = datetime.strptime(f"{current_date_str}{current_cycle}", + '%Y%m%d%H') + next_dt = current_dt + timedelta(hours=6) + return next_dt.strftime('%Y%m%d'), next_dt.strftime('%H') + + +def download_gfs_file(date_stamp, cycle, fhour="000"): + """Downloads the GRIB2 file from NOAA.""" + # 1. Setup Paths + # Target directory: ./input_files/YYYYMMDD/ + target_dir = Path("./input_files") / date_stamp + target_dir.mkdir(parents=True, exist_ok=True) + + file_name = f"gfs.t{cycle}z.pgrb2.0p25.f{fhour}" + output_path = target_dir / file_name + + # 2. Construct URL + url = (f"https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/" + f"gfs.{date_stamp}/{cycle}/atmos/{file_name}") + + logging.info(f"Downloading: {url}") + logging.info(f"Destination: {output_path}") + + # 3. Perform Streamed Download + try: + with requests.get(url, stream=True, timeout=60) as r: + # Check if file exists on server (e.g., handles 404 if data isn't ready) + r.raise_for_status() + + with open(output_path, 'wb') as f: + for chunk in r.iter_content(chunk_size=1024 * + 1024): # 1MB chunks + if chunk: + f.write(chunk) + + logging.info(f"Successfully downloaded: {date_stamp} Cycle {cycle}") + return str(output_path) + + except requests.exceptions.HTTPError as e: + if e.response.status_code == 404: + logging.error( + f"File not found on NOMADS. The {date_stamp} data might not be posted yet." + ) + else: + logging.error(f"HTTP Error: {e}") + except Exception as e: + logging.error(f"Download failed: {e}") + + return None + + +def main(argv): + """Entry point for the download script.""" + state = load_state() + current_date = state['date'] + current_cycle = state['cycle'] + + # Get the latest possible slot (NOAA usually has a few hours delay) + now = datetime.now() - timedelta(hours=4) + + logging.info(f"Iterating from: {current_date} {current_cycle}z") + + while True: + # 1. Determine the next slot to try + next_date, next_cycle = get_next_slot(current_date, current_cycle) + next_dt = datetime.strptime(f"{next_date}{next_cycle}", '%Y%m%d%H') + + # 2. Stop if we are trying to download files from the future + if next_dt > now: + logging.info( + "All available files up to current time have been checked.") + break + + # 3. Attempt Download + if download_gfs_file(next_date, next_cycle): + current_date, current_cycle = next_date, next_cycle + else: + # If a file isn't found, it might not be posted yet. + # We stop here to maintain chronological integrity. + logging.info( + f"Reached the end of available data on server at {next_date} {next_cycle}z." + ) + break + + +if __name__ == "__main__": + app.run(main) diff --git a/scripts/noaa_gfs/grib_statvar_processor.py b/scripts/noaa_gfs/grib_statvar_processor.py new file mode 100644 index 0000000000..bb6ccfb782 --- /dev/null +++ b/scripts/noaa_gfs/grib_statvar_processor.py @@ -0,0 +1,655 @@ +# Copyright 2026 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the 'License'); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an 'AS IS' BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +GRIB2 to Data Commons CSV Processor + +This script extracts meteorological variables from GRIB2 files +and maps them to standardized Data Commons identifiers (dcids). + +Key Features: +1. Multi-processing: Uses a Pool of workers to process GRIB messages in parallel. +2. Coordinate Transformation: Converts 0-360 longitude to -180 to 180 range. +3. DCID Mapping: Dynamically constructs Data Commons IDs based on parameter type + and vertical levels (e.g., Isobaric, Height Above Ground). +4. Data Cleaning: Handles bitmaps, missing values, and unit conversions + (e.g., scaling land/ice cover). +""" + +import time +import pygrib +import numpy as np +import csv as py_csv +import re +import os +import json +import io +from pathlib import Path +from multiprocessing import Pool, cpu_count +from absl import app, flags, logging +from google.cloud import storage + +logging.set_verbosity(logging.INFO) + +# --- FLAG DEFINITIONS --- +FLAGS = flags.FLAGS +flags.DEFINE_string('project_id', 'datcom', 'GCP Project ID.') +flags.DEFINE_string('bucket_name', 'datcom-prod-imports', + 'GCS Bucket for state storage.') +flags.DEFINE_string('state_path', + 'scripts/noaa_gfs/NOAA_GlobalForecastSystem/state.json', + 'Path to state.json in GCS.') +flags.DEFINE_string('output_gcs_prefix', + 'scripts/noaa_gfs/NOAA_GlobalForecastSystem/output/', + 'GCS prefix for CSVs.') + +flags.DEFINE_string('input', 'input_files', + 'Directory containing input GRIB files.') +flags.DEFINE_string('forecast_hour', '000', + 'The forecast hour (e.g., 000, 003).') +flags.DEFINE_integer('num_workers', cpu_count(), + 'Number of parallel processes.') + +# --- PARAMETER & LEVEL MAPPING --- +# Maps short GRIB names to standardized Data Commons variable names +NAME_MAP = { + "prmsl": "PRMSL", + "clwmr": "CLMR", + "icmr": "ICMR", + "rwmr": "RWMR", + "snmr": "SNMR", + "grle": "GRLE", + "refd": "REFD", + "refc": "REFC", + "vis": "VIS", + "u": "UGRD", + "v": "VGRD", + "vrate": "VRATE", + "gust": "GUST", + "gh": "HGT", + "t": "TMP", + "r": "RH", + "q": "SPFH", + "w": "VVEL", + "wz": "DZDT", + "absv": "ABSV", + "o3mr": "O3MR", + "tcc": "TCDC", + "hindex": "HINDEX", + "mslet": "MSLET", + "sp": "PRES", + "orog": "HGT", + "st": "TSOIL", + "soilw": "SOILW", + "soill": "SOILL", + "cnwat": "CNWAT", + "sdwe": "WEASD", + "sde": "SNOD", + "sithick": "ICETK", + "2t": "TMP", + "2sh": "SPFH", + "2d": "DPT", + "2r": "RH", + "aptmp": "APTMP", + "10u": "UGRD", + "10v": "VGRD", + "cpofp": "CPOFP", + "prate": "PRATE", + "csnow": "CSNOW", + "cicep": "CICEP", + "cfrzr": "CFRZR", + "crain": "CRAIN", + "fsr": "SFCR", + "fricv": "FRICV", + "veg": "VEG", + "slt": "SOTYP", + "wilt": "WILT", + "fldcp": "FLDCP", + "sunsd": "SUNSD", + "lftx": "LFTX", + "cape": "CAPE", + "cin": "CIN", + "pwat": "PWAT", + "cwat": "CWAT", + "tozne": "TOZNE", + "lcc": "LCDC", + "mcc": "MCDC", + "hcc": "HCDC", + "hlcy": "HLCY", + "ustm": "USTM", + "vstm": "VSTM", + "trpp": "PRES", + "icaht": "ICAHT", + "vwsh": "VWSH", + "pres": "PRES", + "100u": "UGRD", + "100v": "VGRD", + "4lftx": "4LFTX", + "pt": "POT", + "plpl": "PLPL", + "lsm": "LAND", + "ci": "ICEC", + "sit": "ICETMP" +} + +# Mapping for (Data Commons Base Property, Unit) +PARAM_MAP = { + 'PRMSL': ('Pressure_Place', 'Pascal'), + 'MSLET': ('MSLPEtaReduction_Pressure_Atmosphere', 'Pascal'), + 'TMP': ('Temperature_Place', 'Kelvin'), + 'DPT': ('DewPointTemperature_Atmosphere', 'Kelvin'), + 'APTMP': ('Apparent_Temperature_Place', 'Kelvin'), + 'HGT': ('GeopotentialHeight_Place', 'GeopotentialMeters'), + 'RH': ('Humidity_Place', 'Percent'), + 'SPFH': ('Humidity_Place', ''), + 'UGRD': ('WindSpeed_Place', 'MeterPerSecond'), + 'VGRD': ('WindSpeed_Place', 'MeterPerSecond'), + 'VIS': ('Visibility_Place', 'Meter'), + 'GUST': ('Max_WindSpeed_Place', 'MeterPerSecond'), + 'PRES': ('Pressure_Atmosphere', 'Pascal'), + 'CLMR': ('MixingRatio_Cloud', ''), + 'ICMR': ('MixingRatio_Ice', ''), + 'RWMR': ('MixingRatio_Rainwater', ''), + 'SNMR': ('MixingRatio_Snow', ''), + 'GRLE': ('Count_Graupel', ''), + 'REFD': ('Reflectivity_Place', 'Decibel'), + 'REFC': ('Max_CompositeReflectivity_Place', 'Decibel'), + 'VVEL': ('PressureVerticalVelocity_Velocity_Place', 'PascalPerSecond'), + 'DZDT': ('GeometricVerticalVelocity_Velocity_Place', 'MeterPerSecond'), + 'ABSV': ('AbsoluteVorticity_Place', 'InverseSecond'), + 'O3MR': ('Ozone_MixingRatio_Atmosphere', ''), + 'VRATE': ('VentilationRate_Place', 'SquareMeterPerSecond'), + 'TSOIL': ('Temperature_Soil', 'Kelvin'), + 'SOILW': ('VolumetricSoilMoisture_Soil', ''), + 'SOILL': ('LiquidWaterContent_Soil', ''), + 'TCDC': ('CloudCover_Place', 'Percent'), + 'HINDEX': ('HainesIndex_Place', ''), + 'CNWAT': ('CloudWaterContent_Atmosphere', 'KilogramPerMeterSquared'), + 'WEASD': ('SnowWaterEquivalent_Place', 'KilogramPerMeterSquared'), + 'SNOD': ('Depth_Snow', 'Meter'), + 'ICETK': ('Thickness_Ice', 'Meter'), + 'ICEG': ('GrowthRate_Count_Ice', 'MeterPerSecond'), + 'CPOFP': ('FrozenPrecipitation_Place', 'Percent'), + 'PRATE': ('PrecipitationRate_Place', ''), + 'CSNOW': ('Occurrence_Place_SurfaceLevel_Snow', ''), + 'CICEP': ('Occurrence_Place_SurfaceLevel_IcePellets', ''), + 'CFRZR': ('Occurrence_Place_SurfaceLevel_FreezingRain', ''), + 'CRAIN': ('Occurrence_Place_SurfaceLevel_Rain', ''), + 'VEG': ('Area_Place_SurfaceLevel_Vegetation', 'Percent'), + 'SFCR': ('SurfaceRoughness_Place', 'Meter'), + 'FRICV': ('FrictionalVelocity_Place', 'MeterPerSecond'), + 'SOTYP': ('SoilType_Soil', ''), + 'WILT': ('WiltingPoint_Soil', ''), + 'FLDCP': ('FieldCapacity_Soil', ''), + 'SUNSD': ('SunshineDuration_Place', 'Second'), + 'LFTX': ('SurfaceLiftedIndex_Atmosphere', 'Kelvin'), + '4LFTX': ('BestLiftedIndex_Atmosphere', 'Kelvin'), + 'CAPE': + ('ConvectiveAvailablePotentialEnergy_Atmosphere', 'JoulePerKilogram'), + 'CIN': ('ConvectiveInhibition_Atmosphere', 'JoulePerKilogram'), + 'PWAT': ('PrecipitableWater_Place', 'KilogramPerMeterSquared'), + 'CWAT': ('CloudWater_Place', 'KilogramPerMeterSquared'), + 'TOZNE': ('Concentration_Atmosphere_Ozone', ''), + 'LCDC': ('CloudCover_Place_LowCloudLayer', 'Percent'), + 'MCDC': ('CloudCover_Place_MiddleCloudLayer', 'Percent'), + 'HCDC': ('CloudCover_Place_HighCloudLayer', 'Percent'), + 'HLCY': + ('StormRelativeHelicity_Atmosphere', 'MetersSquaredPerSecondSquared'), + 'USTM': ('StormMotion_Atmosphere', 'MeterPerSecond'), + 'VSTM': ('StormMotion_Atmosphere', 'MeterPerSecond'), + 'ICAHT': ('ICAOStandardAtmosphere_Altitude_Atmosphere', 'Meter'), + 'VWSH': ('WindShear_Atmosphere', 'InverseSecond'), + 'POT': ('PotentialTemperature_Atmosphere', 'Kelvin'), + 'HPBL': ('PlanetaryBoundaryLayer_Altitude_Atmosphere', 'Meter'), + 'PLPL': ('LiftedParcelLevel_Pressure_Atmosphere', 'Pascal'), + 'LAND': ('Area_LandCover', 'SquareDegree'), + 'ICEC': ('Area_IceCover', 'SquareDegree'), + 'ICETMP': ('Temperature_SeaIce', 'Kelvin'), +} + +STATIC_LEVEL_MAP = { + "mean sea level": "0MetersAboveMeanSeaLevel", + "surface": "SurfaceLevel", + "planetary boundary layer": "PlanetaryBoundaryLayer", + "0c isotherm": "Isotherm0C", + "highest tropospheric freezing level": "HighestTroposphericFreezingLevel" +} + + +# --- HELPER FUNCTIONS --- +def format_level_dcid(level): + """ + Standardizes raw GFS level strings into Data Commons naming conventions. + + Example: '2 m above ground' -> '2Meter' + '1000 mb' -> '1000Millibar' + """ + l = str(level).lower().strip() + if l in STATIC_LEVEL_MAP: + return STATIC_LEVEL_MAP[l] + + # Handle vertical altitude (Above Mean Sea Level) + if "m above mean sea level" in l: + val = l.split(" ")[0].replace("-", "To") + return f"{val}MetersAboveMeanSeaLevel" + + if "entire atmosphere" in l: + return "" + if "low cloud layer" in l: + return "LowCloudLayer" + if "middle cloud layer" in l: + return "MiddleCloudLayer" + if "high cloud layer" in l: + return "HighCloudLayer" + if "cloud ceiling" in l: + return "CloudCeiling" + + # Handle hybrid vertical coordinates + if "hybrid level" in l: + val = l.split(" ")[0] + return "LowestHybridLevel" if val == "1" else f"{val}HybridLevel" + + # Handle sub-surface depths + if "m below ground" in l: + match = re.search(r'([0-9.]+)-?([0-9.]*)', l) + if match: + start, end = match.group(1), match.group(2) + return f"{start}To{end}Meter" if end else f"{start}Meter" + + # Handle standard height above ground + if "m above ground" in l: + val = l.split(" ")[0].replace("-", "To") + return f"{val}Meter" + + # Handle pressure levels (Millibars) + if "mb" in l: + val = l.split(" ")[0].replace("-", "To") + return f"{val}Millibar" + + # Handle sigma (pressure-normalized) levels + if "sigma" in l: + val = l.split(" ")[0].replace("-", "To") + suffix = "SigmaLayer" if "layer" in l else "SigmaLevel" + return f"{val}{suffix}" + + # Handle Potential Vorticity units (PVU) + if "pv=" in l: + return "PotentialVorticityNeg2PVU" if ( + "neg" in l or "-2" in l) else "PotentialVorticity2PVU" + return "".join( + word.capitalize() for word in l.replace("-", " ").split() if word) + + +def construct_dcid(param_raw, level_raw): + """ + Orchestrates the creation of the final Data Commons Identifier. + Combines the base property with level specifics and directional components (U/V). + """ + param = str(param_raw).upper() + level_clean = format_level_dcid(level_raw) + mapping = PARAM_MAP.get(param) + + base = mapping[0] if mapping else param + + # Special case: Humidity (DCID has specific structure) + if param == 'RH' and not level_clean: + return "dcid:Humidity_RelativeHumidity" + + # Construct base DCID + if level_clean and level_clean in base: + dcid = f"dcid:{base}" + elif not level_clean: + dcid = f"dcid:{base}" + else: + dcid = f"dcid:{base}_{level_clean}" + + # Append Vector components (Wind/Storm motion) + if param in ['UGRD', 'VGRD', 'USTM', 'VSTM']: + suffix = "UComponent" if param in ['UGRD', 'USTM'] else "VComponent" + # Standardize 10m wind speed identifier + if param in ['UGRD', 'VGRD'] and level_clean == "10Meter": + return f"dcid:WindSpeed_{suffix}_Height10Meters" + return f"{dcid}_{suffix}" + + if param == 'RH': + return f"{dcid}_RelativeHumidity" + if param == 'SPFH': + return f"{dcid}_SpecificHumidity" + if param == 'REFC': + return f"dcid:{base}" + + return dcid + + +def update_state_json(latest_date, latest_cycle): + """Uploads the newest processed checkpoint to GCS.""" + try: + client = storage.Client(project=FLAGS.project_id) + bucket = client.bucket(FLAGS.bucket_name) + blob = bucket.blob(FLAGS.state_path) + + state_content = json.dumps({ + "date": latest_date, + "cycle": latest_cycle, + "updated_at": time.strftime("%Y-%m-%dT%H:%M:%SZ", time.gmtime()) + }) + + blob.upload_from_string(state_content, content_type='application/json') + logging.info( + f"Successfully updated GCS state to: {latest_date} {latest_cycle}z") + except Exception as e: + logging.error(f"Failed to update state.json: {e}") + + +# --- WORKER FUNCTION --- +def worker_process(args): + """ + The core loop executed by each CPU core. + Processes a slice of GRIB messages and writes to a temporary partition file. + """ + input_path, start_msg, end_msg, chunk_id, lats_flat, lons_flat, f_hour, output_path = args + temp_path = f"{output_path}.part{chunk_id}" + + f_hour_int = int(f_hour) + suffix_method = "GFS0Hour" if f_hour_int == 0 else f"GFS{f_hour_int}HourForecast" + + # Pre-calculate coordinate strings once per worker for efficiency + lats_str = [str(int(x)) if x % 1 == 0 else f"{x:g}" for x in lats_flat] + lons_str = [str(int(x)) if x % 1 == 0 else f"{x:g}" for x in lons_flat] + place_names = [f"latLong/{la}_{lo}" for la, lo in zip(lats_str, lons_str)] + + grbs = pygrib.open(input_path) + + with open(temp_path, 'w', encoding='utf-8', newline='') as f_out: + writer = py_csv.writer(f_out, + quoting=py_csv.QUOTE_MINIMAL, + lineterminator='\r\n') + + for i in range(start_msg, end_msg + 1): + try: + grb = grbs.message(i) + raw_values = np.flipud(grb.values) + data_flat = raw_values.flatten() + + raw_short = grb.shortName.lower() + if raw_short == "unknown": + d, c, num = grb.discipline, grb.parameterCategory, grb.parameterNumber + if d == 0 and c == 3 and num == 196: + var_name = "HPBL" + elif d == 10 and c == 2 and num == 6: + var_name = "ICEG" + else: + var_name = f"VAR_{d}_{c}_{num}" + else: + var_name = NAME_MAP.get(raw_short, raw_short.upper()) + + # --- FILTERING LOGIC --- + try: + has_bitmap = grb.bitmapPresent + except: + has_bitmap = False + + valid_mask = np.ones(data_flat.shape, dtype=bool) + if has_bitmap and hasattr(data_flat, 'mask'): + valid_mask &= ~data_flat.mask + + raw_data = data_flat.data if hasattr(data_flat, + 'mask') else data_flat + if var_name not in ["SUNSD", "CLMR"]: + try: + m_val = grb.missingValue + if m_val is not None: + valid_mask &= (raw_data != m_val) + except: + pass + + if not np.any(valid_mask): + continue + + data_subset = raw_data[valid_mask] + mask_idx = np.where(valid_mask)[0] + + # --- LEVEL LOGIC --- + l_type = grb.typeOfLevel + LEVEL_TYPE_MAP_REF = { + "surface": + "surface", + "meanSea": + "mean sea level", + "atmosphere": + "entire atmosphere", + "atmosphereSingleLayer": + "entire atmosphere", + "planetaryBoundaryLayer": + "planetary boundary layer", + "lowCloudLayer": + "low cloud layer", + "middleCloudLayer": + "middle cloud layer", + "highCloudLayer": + "high cloud layer", + "cloudCeiling": + "cloud ceiling", + "isothermZero": + "0C isotherm", + "highestTroposphericFreezing": + "highest tropospheric freezing level", + "tropopause": + "tropopause", + "maxWind": + "max wind", + "heightAboveSea": + "m above mean sea level" + } + + if l_type in LEVEL_TYPE_MAP_REF: + l_str = f"{grb.level} m above mean sea level" if l_type == "heightAboveSea" else LEVEL_TYPE_MAP_REF[ + l_type] + elif l_type == "isobaricInhPa": + l_str = f"{grb.level:g} mb" + elif l_type == "isobaricInPa": + l_str = f"{grb.level / 100:g} mb" + elif l_type == "heightAboveGround": + l_str = f"{grb.level} m above ground" + elif l_type == "hybrid": + l_str = f"{grb.level} hybrid level" + elif l_type == "potentialVorticity": + try: + s_val = grb['scaledValueOfFirstFixedSurface'] + if s_val & (1 << 31): + s_val = -(s_val & ~(1 << 31)) + pv_val = s_val * ( + 10**-grb['scaleFactorOfFirstFixedSurface']) + l_str = f"PV={pv_val:g} (Km^2/kg/s) surface" + except: + l_str = f"PV={grb.level*1e-9:g} (Km^2/kg/s) surface" + elif l_type == "sigma": + try: + s_val = grb['scaledValueOfFirstFixedSurface'] * ( + 10**-grb['scaleFactorOfFirstFixedSurface']) + l_str = f"{s_val:g} sigma level" + except: + l_str = f"{grb.level} sigma level" + elif l_type == "sigmaLayer": + try: + t = grb['scaledValueOfFirstFixedSurface'] * ( + 10**-grb['scaleFactorOfFirstFixedSurface']) + b = grb['scaledValueOfSecondFixedSurface'] * ( + 10**-grb['scaleFactorOfSecondFixedSurface']) + l_str = f"{t:g}-{b:g} sigma layer" + except: + l_str = f"{grb.level} sigma layer" + elif l_type == "depthBelowLandLayer": + try: + t = grb['scaledValueOfFirstFixedSurface'] * ( + 10**-grb['scaleFactorOfFirstFixedSurface']) + b = grb['scaledValueOfSecondFixedSurface'] * ( + 10**-grb['scaleFactorOfSecondFixedSurface']) + l_str = f"{t:g}-{b:g} m below ground" + except: + l_str = f"{grb.level} m below ground" + elif l_type in [ + "pressureFromGroundLayer", "heightAboveGroundLayer" + ]: + unit_l = "mb above ground" if "pressure" in l_type else "m above ground" + try: + l_str = f"{grb.topLevel/100 if 'pressure' in l_type else grb.topLevel:g}-{grb.bottomLevel/100 if 'pressure' in l_type else grb.bottomLevel:g} {unit_l}" + except: + l_str = f"{grb.level} {unit_l}" + else: + l_str = f"{grb.level} {l_type}" + + l_low = l_str.lower() + if "mb" in l_low or "mean sea level" in l_low: + final_m = suffix_method + else: + base_m = "GroundLevel" if "ground" in l_low else "" + final_m = f"{base_m}_{suffix_method}" if base_m else suffix_method + + dcid = construct_dcid(var_name, l_str) + obs_date = grb.validDate.strftime("%Y-%m-%dT%H:%M:%S") + unit = PARAM_MAP.get(var_name, ('', ''))[1] + + if var_name in ['LAND', 'ICEC']: + data_subset = data_subset * 0.0625 + + data_rounded = np.round(data_subset, 2) + + for j, val in enumerate(data_rounded): + idx = mask_idx[j] + if val == 0: + val_out = "-0" if np.signbit(val) else "0" + elif val % 1 == 0: + val_out = str(int(val)) + else: + val_out = f"{val:.2f}".rstrip('0').rstrip('.') + + writer.writerow([ + obs_date, val_out, dcid, final_m, lats_str[idx], + lons_str[idx], place_names[idx], unit + ]) + except Exception as e: + logging.error(f"Worker {chunk_id} skipped msg {i}: {e}") + + grbs.close() + return temp_path + + +def grib_statvar_processor(input_path, gcs_blob_name): + """ + Converts the specified GRIB file into a Data Commons compatible CSV format. + """ + start_time = time.perf_counter() + logging.info(f"Parallel process started: {input_path}") + + # Temporary local directory for worker partitions + temp_dir = Path("temp_parts") + temp_dir.mkdir(exist_ok=True) + local_temp_base = temp_dir / input_path.name + + try: + grbs = pygrib.open(str(input_path)) + total_messages = grbs.messages + sample = grbs.message(1) + lats, lons = sample.latlons() + lats_flat = np.flipud(lats).flatten().astype(np.float32) + lons_raw = np.flipud(lons).flatten() + lons_flat = np.where(lons_raw > 180, lons_raw - 360, + lons_raw).astype(np.float32) + grbs.close() + + num_workers = min(FLAGS.num_workers, total_messages) + chunk_size = total_messages // num_workers + tasks = [] + for i in range(num_workers): + start = (i * chunk_size) + 1 + end = total_messages if i == num_workers - 1 else (i + + 1) * chunk_size + tasks.append((str(input_path), start, end, i, lats_flat, lons_flat, + FLAGS.forecast_hour, str(local_temp_base))) + + with Pool(num_workers) as pool: + temp_files = pool.map(worker_process, tasks) + + # Merge and Stream to GCS + client = storage.Client(project=FLAGS.project_id) + bucket = client.bucket(FLAGS.bucket_name) + blob = bucket.blob(gcs_blob_name) + + logging.info( + f"Uploading merged results to gs://{FLAGS.bucket_name}/{gcs_blob_name}..." + ) + final_local_csv = f"{local_temp_base}.final" + with open(final_local_csv, 'wb') as f_final: + header = "observationDate,value,variableMeasured,measurementMethod,latitude,longitude,placeName,unit\r\n" + f_final.write(header.encode('utf-8')) + + for temp_path in temp_files: + if os.path.exists(temp_path): + with open(temp_path, 'rb') as f_part: + f_final.write(f_part.read()) + os.remove(temp_path) + + blob.upload_from_filename(final_local_csv, content_type='text/csv') + + duration = time.perf_counter() - start_time + logging.info(f"Completed {input_path.name} in {duration:.2f}s") + return True + + except Exception as e: + logging.error(f"Failed to process {input_path}: {e}") + return False + + +def main(argv): + """Entry point for the GRIB processing script.""" + input_dir = Path(FLAGS.input) + files_to_process = sorted(list(input_dir.rglob('gfs.t*'))) + + if not files_to_process: + logging.warning(f"No files found in {FLAGS.input}") + return + + logging.info(f"Found {len(files_to_process)} files to process.") + + for input_path in files_to_process: + path_str = str(input_path) + # Extract metadata for filename: noaa_gfs_output_DATE_CYCLE_FHOUR.csv + date_match = re.search(r'(\d{8})', path_str) + cycle_match = re.search(r't(\d{2})z', path_str) + + if date_match and cycle_match: + date_str = date_match.group(1) + cycle_str = cycle_match.group(1) + f_hour = FLAGS.forecast_hour + + gcs_filename = f"noaa_gfs_output_{date_str}_{cycle_str}_{f_hour}.csv" + gcs_full_path = f"{FLAGS.output_gcs_prefix.strip('/')}/{gcs_filename}" + + if grib_statvar_processor(input_path, gcs_full_path): + logging.info( + f"Successfully processed {date_str} {cycle_str}z. Updating state..." + ) + update_state_json(date_str, cycle_str) + else: + logging.error( + f"Failed to process {path_str}. Stopping to maintain integrity." + ) + break + else: + logging.warning( + f"Could not extract date/cycle from {path_str}; skipping.") + + +if __name__ == "__main__": + app.run(main) diff --git a/scripts/noaa_gfs/manifest.json b/scripts/noaa_gfs/manifest.json new file mode 100644 index 0000000000..e718ac2ebe --- /dev/null +++ b/scripts/noaa_gfs/manifest.json @@ -0,0 +1,38 @@ +{ + "import_specifications": [ + { + "import_name": "NOAA_GlobalForecastSystem", + "curator_emails": [ + "support@datacommons.org" + ], + "provenance_url": "https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/", + "provenance_description": "NOAA Global Forecast System (GFS) data", + "scripts": [ + "download_noaa_gfs_grib.py", + "grib_statvar_processor.py", + "dc_bq_ingest.py" + ], + "import_inputs": [ + { + "template_mcf": "./noaa_gfs_output.tmcf", + "cleaned_csv": "output/*/gfs.t*.csv" + } + ], + "source_files": [ + "./input_files/*/gfs.t*" + ], + "user_script_timeout": 3600, + "cron_schedule": "30 04,10,16,22 * * *", + "resource_limits": { + "cpu": 64, + "memory": 256, + "disk": 4096 + }, + "config_override": { + "skip_gcs_upload": True, + "invoke_differ_tool": False, + "invoke_import_validation": False + } + } + ] +} \ No newline at end of file diff --git a/scripts/noaa_gfs/noaa_gfs_metadata.csv b/scripts/noaa_gfs/noaa_gfs_metadata.csv new file mode 100644 index 0000000000..4d9543bb91 --- /dev/null +++ b/scripts/noaa_gfs/noaa_gfs_metadata.csv @@ -0,0 +1,5 @@ +parameter,value +dc_api_root,https://api.datacommons.org/ +output_columns,"observationDate,value,variableMeasured,measurementMethod,latitude,longitude,placeName,unit" +observation_date_format,%Y-%m-%dT%H:%M:%S +#sourceUrl,https://nomads.ncep.noaa.gov/pub/data/nccf/com/gfs/prod/gfs.20251224/00/atmos/ diff --git a/scripts/noaa_gfs/noaa_gfs_output.tmcf b/scripts/noaa_gfs/noaa_gfs_output.tmcf new file mode 100644 index 0000000000..ce76a824bf --- /dev/null +++ b/scripts/noaa_gfs/noaa_gfs_output.tmcf @@ -0,0 +1,13 @@ +Node: E:noa_gfs_output->E0 +dcid: C:noa_gfs_output->placeName +typeOf: schema:GeoCoordinates +latitude: C:noa_gfs_output->latitude +longitude: C:noa_gfs_output->longitude + +Node: E:noa_gfs_output->E1 +observationDate: C:noa_gfs_output->observationDate +value: C:noa_gfs_output->value +observationAbout: E:noa_gfs_output->E0 +variableMeasured: C:noa_gfs_output->variableMeasured +unit: C:noa_gfs_output->unit +typeOf: dcs:StatVarObservation diff --git a/scripts/noaa_gfs/noaa_gfs_pvmap.csv b/scripts/noaa_gfs/noaa_gfs_pvmap.csv new file mode 100644 index 0000000000..d8dfcc3ed5 --- /dev/null +++ b/scripts/noaa_gfs/noaa_gfs_pvmap.csv @@ -0,0 +1,155 @@ +key,p1,v1,p2,v2,p3,v3,p4,v4 +Value,value,{Number},observationAbout,country/USA,,,, +Longitude,Longitude,{Data},longitude,{Longitude},,,, +Latitude,Latitude,{Data},latitude,{Latitude},placeName,latLong/{Latitude}_{Longitude},, +Valid_Time,observationDate,{ValidTime},#Eval,"ValidTime=format_date(Data, '%Y-%m-%dT%H:%M:%S')",,,, +PRMSL,measuredProperty,pressure,populationType,Place,height,MeanSeaLevel,unit,Pascal +CLMR,measuredProperty,mixingRatio,populationType,Cloud,,,, +ICMR,measuredProperty,mixingRatio,populationType,Ice,,,, +RWMR,measuredProperty,mixingRatio,populationType,Rainwater,,,, +SNMR,measuredProperty,mixingRatio,populationType,Snow,,,, +GRLE,measuredProperty,count,populationType,Graupel,,,, +REFD,measuredProperty,reflectivity,populationType,Place,unit,Decibel,, +REFC,measuredProperty,compositeReflectivity,populationType,Place,statType,maxValue,unit,Decibel +VIS,measuredProperty,visibility,populationType,Place,unit,Meter,, +UGRD,measuredProperty,windSpeed,populationType,Place,windComponent,UComponent,unit,MeterPerSecond +VGRD,measuredProperty,windSpeed,populationType,Place,windComponent,VComponent,unit,MeterPerSecond +VRATE,measuredProperty,ventilationRate,populationType,Place,unit,SquareMeterPerSecond,, +GUST,measuredProperty,windSpeed,populationType,Place,statType,maxValue,unit,MeterPerSecond +HGT,measuredProperty,geopotentialHeight,populationType,Place,unit,GeopotentialMeters,, +TMP,measuredProperty,temperature,populationType,Place,unit,Kelvin,, +RH,measuredProperty,humidity,populationType,Place,humidityParameter,RelativeHumidity,unit,Percent +SPFH,measuredProperty,humidity,populationType,Place,humidityParameter,SpecificHumidity,, +VVEL,measuredProperty,velocity,populationType,Place,measurementQualifier,PressureVerticalVelocity,unit,PascalPerSecond +DZDT,measuredProperty,velocity,populationType,Place,measurementQualifier,GeometricVerticalVelocity,unit,MeterPerSecond +ABSV,measuredProperty,absoluteVorticity,populationType,Place,unit,InverseSecond,, +O3MR,measuredProperty,mixingRatio,populationType,Atmosphere,measurementQualifier,Ozone,, +TCDC,measuredProperty,cloudCover,populationType,Place,unit,Percent,, +HINDEX,measuredProperty,hainesIndex,populationType,Place,,,, +MSLET,measuredProperty,pressure,populationType,Atmosphere,measurementQualifier,MSLPEtaReduction,unit,Pascal +PRES,measuredProperty,pressure,populationType,Atmosphere,unit,Pascal,, +TSOIL,measuredProperty,temperature,populationType,Soil,unit,Kelvin,, +SOILW,measuredProperty,volumetricSoilMoisture,populationType,Soil,,,, +SOILL,measuredProperty,liquidWaterContent,populationType,Soil,,,, +CNWAT,measuredProperty,cloudWaterContent,populationType,Atmosphere,unit,KilogramPerMeterSquared,, +WEASD,measuredProperty,snowWaterEquivalent,populationType,Place,unit,KilogramPerMeterSquared,, +SNOD,measuredProperty,depth,populationType,Snow,unit,Meter,, +ICETK,measuredProperty,thickness,populationType,Ice,unit,Meter,, +DPT,measuredProperty,dewPointTemperature,populationType,Atmosphere,unit,Kelvin,, +APTMP,measuredProperty,temperature,populationType,Place,unit,Kelvin,measurementQualifier,Apparent +ICEG,measuredProperty,count,populationType,Ice,statType,growthRate,unit,MeterPerSecond +CPOFP,measuredProperty,frozenPrecipitation,populationType,Place,unit,Percent,, +PRATE,measuredProperty,precipitationRate,populationType,Place,,,, +CSNOW,measuredProperty,occurrence,populationType,Place,precipitationType,Snow,, +CICEP,measuredProperty,occurrence,populationType,Place,precipitationType,IcePellets,, +CFRZR,measuredProperty,occurrence,populationType,Place,precipitationType,FreezingRain,, +CRAIN,measuredProperty,occurrence,populationType,Place,precipitationType,Rain,, +SFCR,measuredProperty,surfaceRoughness,populationType,Place,unit,Meter,, +FRICV,measuredProperty,frictionalVelocity,populationType,Place,unit,MeterPerSecond,, +VEG,measuredProperty,area,populationType,Place,landCoverType,Vegetation,unit,Percent +SOTYP,measuredProperty,soilType,populationType,Soil,,,, +WILT,measuredProperty,wiltingPoint,populationType,Soil,,,, +FLDCP,measuredProperty,fieldCapacity,populationType,Soil,,,, +SUNSD,measuredProperty,sunshineDuration,populationType,Place,unit,Second,, +LFTX,measuredProperty,surfaceLiftedIndex,populationType,Atmosphere,unit,Kelvin,, +CAPE,measuredProperty,convectiveAvailablePotentialEnergy,populationType,Atmosphere,unit,JoulePerKilogram,, +CIN,measuredProperty,convectiveInhibition,populationType,Atmosphere,unit,JoulePerKilogram,, +PWAT,measuredProperty,precipitableWater,populationType,Place,unit,KilogramPerMeterSquared,, +CWAT,measuredProperty,cloudWater,populationType,Place,unit,KilogramPerMeterSquared,, +TOZNE,measuredProperty,concentration,populationType,Atmosphere,pollutant,Ozone,, +LCDC,measuredProperty,cloudCover,populationType,Place,unit,Percent,, +MCDC,measuredProperty,cloudCover,populationType,Place,unit,Percent,, +HCDC,measuredProperty,cloudCover,populationType,Place,unit,Percent,, +HLCY,measuredProperty,stormRelativeHelicity,populationType,Atmosphere,unit,MetersSquaredPerSecondSquared,, +USTM,measuredProperty,stormMotion,populationType,Atmosphere,windComponent,UComponent,unit,MeterPerSecond +VSTM,measuredProperty,stormMotion,populationType,Atmosphere,windComponent,VComponent,unit,MeterPerSecond +ICAHT,measuredProperty,altitude,populationType,Atmosphere,measurementQualifier,ICAOStandardAtmosphere,unit,Meter +VWSH,measuredProperty,windShear,populationType,Atmosphere,unit,InverseSecond,, +4LFTX,measuredProperty,bestLiftedIndex,populationType,Atmosphere,unit,Kelvin,, +HPBL,measuredProperty,altitude,populationType,Atmosphere,measurementQualifier,PlanetaryBoundaryLayer,unit,Meter +POT,measuredProperty,potentialTemperature,populationType,Atmosphere,unit,Kelvin,, +PLPL,measuredProperty,pressure,populationType,Atmosphere,measurementQualifier,LiftedParcelLevel,unit,Pascal +LAND,measuredProperty,area,populationType,LandCover,unit,SquareDegree,#Multiply,0.0625 +ICEC,measuredProperty,area,populationType,IceCover,unit,SquareDegree,#Multiply,0.0625 +ICETMP,measuredProperty,temperature,populationType,SeaIce,unit,Kelvin,, +mean sea level,height,[0 MetersAboveMeanSeaLevel],,,,,, +1 hybrid level,height,LowestHybridLevel,,,,,, +entire atmosphere,,,,,,,, +surface,height,SurfaceLevel,,,,,, +planetary boundary layer,height,PlanetaryBoundaryLayer,,,,,, +0.01 mb,height,[0.01 Millibar],,,,,, +0.02 mb,height,[0.02 Millibar],,,,,, +0.04 mb,height,[0.04 Millibar],,,,,, +0.07 mb,height,[0.07 Millibar],,,,,, +0.1 mb,height,[0.1 Millibar],,,,,, +0.2 mb,height,[0.2 Millibar],,,,,, +0.4 mb,height,[0.4 Millibar],,,,,, +0.7 mb,height,[0.7 Millibar],,,,,, +1 mb,height,[1 Millibar],,,,,, +2 mb,height,[2 Millibar],,,,,, +3 mb,height,[3 Millibar],,,,,, +5 mb,height,[5 Millibar],,,,,, +7 mb,height,[7 Millibar],,,,,, +10 mb,height,[10 Millibar],,,,,, +15 mb,height,[15 Millibar],,,,,, +20 mb,height,[20 Millibar],,,,,, +30 mb,height,[30 Millibar],,,,,, +40 mb,height,[40 Millibar],,,,,, +50 mb,height,[50 Millibar],,,,,, +70 mb,height,[70 Millibar],,,,,, +100 mb,height,[100 Millibar],,,,,, +150 mb,height,[150 Millibar],,,,,, +200 mb,height,[200 Millibar],,,,,, +250 mb,height,[250 Millibar],,,,,, +300 mb,height,[300 Millibar],,,,,, +350 mb,height,[350 Millibar],,,,,, +400 mb,height,[400 Millibar],,,,,, +450 mb,height,[450 Millibar],,,,,, +500 mb,height,[500 Millibar],,,,,, +550 mb,height,[550 Millibar],,,,,, +600 mb,height,[600 Millibar],,,,,, +650 mb,height,[650 Millibar],,,,,, +700 mb,height,[700 Millibar],,,,,, +750 mb,height,[750 Millibar],,,,,, +800 mb,height,[800 Millibar],,,,,, +850 mb,height,[850 Millibar],,,,,, +900 mb,height,[900 Millibar],,,,,, +925 mb,height,[925 Millibar],,,,,, +950 mb,height,[950 Millibar],,,,,, +975 mb,height,[975 Millibar],,,,,, +1000 mb,height,[1000 Millibar],,,,,, +4000 m above ground,height,[4000 Meter],measurementMethod,GroundLevel,,,, +0-0.1 m below ground,depth,[0 0.1 Meter],measurementMethod,GroundLevel,,,, +0.1-0.4 m below ground,depth,[0.1 0.4 Meter],measurementMethod,GroundLevel,,,, +0.4-1 m below ground,depth,[0.4 1 Meter],measurementMethod,GroundLevel,,,, +1-2 m below ground,depth,[1 2 Meter],measurementMethod,GroundLevel,,,, +2 m above ground,height,[2 Meter],measurementMethod,GroundLevel,,,, +10 m above ground,height,[10 Meter],measurementMethod,GroundLevel,,,, +10 m above mean sea level,height,[10 MetersAboveMeanSeaLevel],,,,,, +low cloud layer,height,LowCloudLayer,,,,,, +middle cloud layer,height,MiddleCloudLayer,,,,,, +high cloud layer,height,HighCloudLayer,,,,,, +cloud ceiling,height,CloudCeiling,,,,,, +3000-0 m above ground,height,[3000 0 Meter],measurementMethod,GroundLevel,,,, +6000-0 m above ground,height,[6000 0 Meter],measurementMethod,GroundLevel,,,, +tropopause,height,Tropopause,,,,,, +max wind,height,MaxWind,,,,,, +20 m above ground,height,[20 Meter],measurementMethod,GroundLevel,,,, +30 m above ground,height,[30 Meter],measurementMethod,GroundLevel,,,, +40 m above ground,height,[40 Meter],measurementMethod,GroundLevel,,,, +50 m above ground,height,[50 Meter],measurementMethod,GroundLevel,,,, +80 m above ground,height,[80 Meter],measurementMethod,GroundLevel,,,, +100 m above ground,height,[100 Meter],measurementMethod,GroundLevel,,,, +1829 m above mean sea level,height,[1829 MetersAboveMeanSeaLevel],,,,,, +2743 m above mean sea level,height,[2743 MetersAboveMeanSeaLevel],,,,,, +3658 m above mean sea level,height,[3658 MetersAboveMeanSeaLevel],,,,,, +0C isotherm,height,Isotherm0C,,,,,, +highest tropospheric freezing level,height,HighestTroposphericFreezingLevel,,,,,, +30-0 mb above ground,height,[30 0 Millibar],,,,,, +180-0 mb above ground,height,[180 0 Millibar],,,,,, +0.33-1 sigma layer,height,0.33To1SigmaLayer,,,,,, +0.995 sigma level,height,0.995SigmaLevel,,,,,, +90-0 mb above ground,height,[90 0 Millibar],,,,,, +255-0 mb above ground,height,[255 0 Millibar],,,,,, +PV=2e-06 (Km^2/kg/s) surface,height,PotentialVorticity2PVU,,,,,, +PV=-2e-06 (Km^2/kg/s) surface,height,PotentialVorticityNeg2PVU,,,,,, \ No newline at end of file diff --git a/scripts/noaa_gfs/test_data/noaa_gfs_output.csv b/scripts/noaa_gfs/test_data/noaa_gfs_output.csv new file mode 100644 index 0000000000..10efe3a352 --- /dev/null +++ b/scripts/noaa_gfs/test_data/noaa_gfs_output.csv @@ -0,0 +1,692 @@ +observationDate,value,variableMeasured,measurementMethod,latitude,longitude,placeName,unit +2025-12-24T0:00:00,101322,dcid:Pressure_Place_0MetersAboveMeanSeaLevel,GFS0Hour,-90,0,latLong/-90_0,Pascal +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_LowestHybridLevel,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.00E-08,dcid:MixingRatio_Ice_LowestHybridLevel,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Rainwater_LowestHybridLevel,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_LowestHybridLevel,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_LowestHybridLevel,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,-20,dcid:Reflectivity_Place_LowestHybridLevel,GFS0Hour,-90,0,latLong/-90_0,Decibel +2025-12-24T0:00:00,-20,dcid:Max_CompositeReflectivity_Place,GFS0Hour,-90,0,latLong/-90_0,Decibel +2025-12-24T0:00:00,24135.5,dcid:Visibility_Place_SurfaceLevel,GFS0Hour,-90,0,latLong/-90_0,Meter +2025-12-24T0:00:00,-2.13368,dcid:WindSpeed_Place_PlanetaryBoundaryLayer_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-4.07246,dcid:WindSpeed_Place_PlanetaryBoundaryLayer_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,600,dcid:VentilationRate_Place_PlanetaryBoundaryLayer,GFS0Hour,-90,0,latLong/-90_0,SquareMeterPerSecond +2025-12-24T0:00:00,5.3,dcid:Max_WindSpeed_Place_SurfaceLevel,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,80536.4,dcid:GeopotentialHeight_Place_0.01Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,166.622,dcid:Temperature_Place_0.01Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0.1,dcid:Humidity_Place_0.01Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,3.17E-06,dcid:Humidity_Place_0.01Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,-4.37E-08,dcid:PressureVerticalVelocity_Velocity_Place_0.01Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,0.000113672,dcid:GeometricVerticalVelocity_Velocity_Place_0.01Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,13.04,dcid:WindSpeed_Place_0.01Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-10.9351,dcid:WindSpeed_Place_0.01Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000148134,dcid:AbsoluteVorticity_Place_0.01Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,3.26E-07,dcid:Ozone_MixingRatio_Atmosphere_0.01Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,77016.1,dcid:GeopotentialHeight_Place_0.02Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,186.459,dcid:Temperature_Place_0.02Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0.1,dcid:Humidity_Place_0.02Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,3.18E-06,dcid:Humidity_Place_0.02Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,1.95E-05,dcid:PressureVerticalVelocity_Velocity_Place_0.02Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.0526727,dcid:GeometricVerticalVelocity_Velocity_Place_0.02Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,10.1145,dcid:WindSpeed_Place_0.02Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-1.45951,dcid:WindSpeed_Place_0.02Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000117239,dcid:AbsoluteVorticity_Place_0.02Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,3.32E-07,dcid:Ozone_MixingRatio_Atmosphere_0.02Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,73037.5,dcid:GeopotentialHeight_Place_0.04Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,199.934,dcid:Temperature_Place_0.04Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0,dcid:Humidity_Place_0.04Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,3.20E-06,dcid:Humidity_Place_0.04Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,-1.13E-05,dcid:PressureVerticalVelocity_Velocity_Place_0.04Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,0.0200059,dcid:GeometricVerticalVelocity_Velocity_Place_0.04Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,10.9995,dcid:WindSpeed_Place_0.04Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,29.5479,dcid:WindSpeed_Place_0.04Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000125967,dcid:AbsoluteVorticity_Place_0.04Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,4.23E-07,dcid:Ozone_MixingRatio_Atmosphere_0.04Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,69738.7,dcid:GeopotentialHeight_Place_0.07Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,204.999,dcid:Temperature_Place_0.07Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0,dcid:Humidity_Place_0.07Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,3.18E-06,dcid:Humidity_Place_0.07Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.000133284,dcid:PressureVerticalVelocity_Velocity_Place_0.07Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.109657,dcid:GeometricVerticalVelocity_Velocity_Place_0.07Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,15.1781,dcid:WindSpeed_Place_0.07Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,14.0378,dcid:WindSpeed_Place_0.07Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.00010122,dcid:AbsoluteVorticity_Place_0.07Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,5.73E-07,dcid:Ozone_MixingRatio_Atmosphere_0.07Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,67535.8,dcid:GeopotentialHeight_Place_0.1Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,217.178,dcid:Temperature_Place_0.1Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0,dcid:Humidity_Place_0.1Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,3.17E-06,dcid:Humidity_Place_0.1Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,5.82E-05,dcid:PressureVerticalVelocity_Velocity_Place_0.1Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.0436895,dcid:GeometricVerticalVelocity_Velocity_Place_0.1Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,15.1086,dcid:WindSpeed_Place_0.1Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,3.87506,dcid:WindSpeed_Place_0.1Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-9.93E-05,dcid:AbsoluteVorticity_Place_0.1Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,7.02E-07,dcid:Ozone_MixingRatio_Atmosphere_0.1Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,62869.7,dcid:GeopotentialHeight_Place_0.2Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,241.955,dcid:Temperature_Place_0.2Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0,dcid:Humidity_Place_0.2Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,3.15E-06,dcid:Humidity_Place_0.2Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,-2.44E-05,dcid:PressureVerticalVelocity_Velocity_Place_0.2Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,0.0118604,dcid:GeometricVerticalVelocity_Velocity_Place_0.2Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-5.12045,dcid:WindSpeed_Place_0.2Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,0.753271,dcid:WindSpeed_Place_0.2Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000150726,dcid:AbsoluteVorticity_Place_0.2Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,1.13E-06,dcid:Ozone_MixingRatio_Atmosphere_0.2Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,57717.6,dcid:GeopotentialHeight_Place_0.4Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,264.722,dcid:Temperature_Place_0.4Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0,dcid:Humidity_Place_0.4Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,3.13E-06,dcid:Humidity_Place_0.4Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.00014024,dcid:PressureVerticalVelocity_Velocity_Place_0.4Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.0300098,dcid:GeometricVerticalVelocity_Velocity_Place_0.4Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,0.505286,dcid:WindSpeed_Place_0.4Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,14.3999,dcid:WindSpeed_Place_0.4Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000115256,dcid:AbsoluteVorticity_Place_0.4Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,1.90E-06,dcid:Ozone_MixingRatio_Atmosphere_0.4Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,53255.9,dcid:GeopotentialHeight_Place_0.7Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,278.644,dcid:Temperature_Place_0.7Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0,dcid:Humidity_Place_0.7Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,3.05E-06,dcid:Humidity_Place_0.7Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,-0.000335539,dcid:PressureVerticalVelocity_Velocity_Place_0.7Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,0.0405732,dcid:GeometricVerticalVelocity_Velocity_Place_0.7Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond 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+2025-12-24T0:00:00,-0.000152734,dcid:AbsoluteVorticity_Place_150Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_150Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_150Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,8.69E-10,dcid:MixingRatio_Rainwater_150Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,3.66E-09,dcid:MixingRatio_Snow_150Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,6.39E-09,dcid:Count_Graupel_150Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,8.99E-07,dcid:Ozone_MixingRatio_Atmosphere_150Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,11180.8,dcid:GeopotentialHeight_Place_200Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,228.805,dcid:Temperature_Place_200Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin 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+2025-12-24T0:00:00,3.39E-06,dcid:Humidity_Place_250Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.00193164,dcid:PressureVerticalVelocity_Velocity_Place_250Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.000617969,dcid:GeometricVerticalVelocity_Velocity_Place_250Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,0.383966,dcid:WindSpeed_Place_250Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-5.72113,dcid:WindSpeed_Place_250Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000147782,dcid:AbsoluteVorticity_Place_250Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_250Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_250Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,1.99E-09,dcid:MixingRatio_Rainwater_250Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.27E-10,dcid:MixingRatio_Snow_250Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,1.99E-09,dcid:Count_Graupel_250Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,2.97E-07,dcid:Ozone_MixingRatio_Atmosphere_250Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,8503.31,dcid:GeopotentialHeight_Place_300Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,220.516,dcid:Temperature_Place_300Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,34.9,dcid:Humidity_Place_300Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0,dcid:CloudCover_Place_300Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,2.04E-05,dcid:Humidity_Place_300Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,-0.00295801,dcid:PressureVerticalVelocity_Velocity_Place_300Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond 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+2025-12-24T0:00:00,1.62E-07,dcid:Ozone_MixingRatio_Atmosphere_300Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,7512.33,dcid:GeopotentialHeight_Place_350Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,221.008,dcid:Temperature_Place_350Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,94.3,dcid:Humidity_Place_350Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,9.8,dcid:CloudCover_Place_350Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,5.02E-05,dcid:Humidity_Place_350Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0216875,dcid:PressureVerticalVelocity_Velocity_Place_350Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.00404814,dcid:GeometricVerticalVelocity_Velocity_Place_350Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,1.98185,dcid:WindSpeed_Place_350Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-3.50409,dcid:WindSpeed_Place_350Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000103781,dcid:AbsoluteVorticity_Place_350Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_350Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_350Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,6.68E-09,dcid:MixingRatio_Rainwater_350Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_350Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,5.23E-10,dcid:Count_Graupel_350Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,1.00E-07,dcid:Ozone_MixingRatio_Atmosphere_350Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,6639.43,dcid:GeopotentialHeight_Place_400Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,225.568,dcid:Temperature_Place_400Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,93.1,dcid:Humidity_Place_400Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,5,dcid:CloudCover_Place_400Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,7.63E-05,dcid:Humidity_Place_400Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0110566,dcid:PressureVerticalVelocity_Velocity_Place_400Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.00184639,dcid:GeometricVerticalVelocity_Velocity_Place_400Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,1.86242,dcid:WindSpeed_Place_400Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-4.61675,dcid:WindSpeed_Place_400Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000148283,dcid:AbsoluteVorticity_Place_400Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_400Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_400Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,7.38E-09,dcid:MixingRatio_Rainwater_400Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_400Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,8.29E-12,dcid:Count_Graupel_400Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,9.06E-08,dcid:Ozone_MixingRatio_Atmosphere_400Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,5853.53,dcid:GeopotentialHeight_Place_450Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters 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+2025-12-24T0:00:00,-0.000132254,dcid:AbsoluteVorticity_Place_450Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_450Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_450Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,7.60E-09,dcid:MixingRatio_Rainwater_450Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_450Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,1.24E-12,dcid:Count_Graupel_450Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,6.86E-08,dcid:Ozone_MixingRatio_Atmosphere_450Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,5135.59,dcid:GeopotentialHeight_Place_500Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,235.068,dcid:Temperature_Place_500Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,98.5,dcid:Humidity_Place_500Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,15.7,dcid:CloudCover_Place_500Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.000194689,dcid:Humidity_Place_500Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0326504,dcid:PressureVerticalVelocity_Velocity_Place_500Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.00450391,dcid:GeometricVerticalVelocity_Velocity_Place_500Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,1.41212,dcid:WindSpeed_Place_500Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-5.19921,dcid:WindSpeed_Place_500Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000123005,dcid:AbsoluteVorticity_Place_500Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_500Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,1.60E-08,dcid:MixingRatio_Ice_500Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,8.00E-09,dcid:MixingRatio_Rainwater_500Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_500Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_500Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,6.07E-08,dcid:Ozone_MixingRatio_Atmosphere_500Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4474.33,dcid:GeopotentialHeight_Place_550Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,238.957,dcid:Temperature_Place_550Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,99.8,dcid:Humidity_Place_550Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,5,dcid:CloudCover_Place_550Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.000274945,dcid:Humidity_Place_550Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0318945,dcid:PressureVerticalVelocity_Velocity_Place_550Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.00402949,dcid:GeometricVerticalVelocity_Velocity_Place_550Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,0.898615,dcid:WindSpeed_Place_550Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-5.40189,dcid:WindSpeed_Place_550Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000124583,dcid:AbsoluteVorticity_Place_550Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_550Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,1.60E-08,dcid:MixingRatio_Ice_550Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Rainwater_550Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_550Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_550Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,5.41E-08,dcid:Ozone_MixingRatio_Atmosphere_550Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,3861.36,dcid:GeopotentialHeight_Place_600Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,242.116,dcid:Temperature_Place_600Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,100,dcid:Humidity_Place_600Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,7,dcid:CloudCover_Place_600Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.000353281,dcid:Humidity_Place_600Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,-0.000400391,dcid:PressureVerticalVelocity_Velocity_Place_600Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-1.09E-05,dcid:GeometricVerticalVelocity_Velocity_Place_600Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,0.0724945,dcid:WindSpeed_Place_600Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-5.5657,dcid:WindSpeed_Place_600Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000122067,dcid:AbsoluteVorticity_Place_600Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_600Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,3.52E-07,dcid:MixingRatio_Ice_600Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Rainwater_600Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_600Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_600Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.92E-08,dcid:Ozone_MixingRatio_Atmosphere_600Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,3291.45,dcid:GeopotentialHeight_Place_650Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,244.19,dcid:Temperature_Place_650Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,86.3,dcid:Humidity_Place_650Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,4.5,dcid:CloudCover_Place_650Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.000349121,dcid:Humidity_Place_650Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,-0.0468105,dcid:PressureVerticalVelocity_Velocity_Place_650Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,0.00515459,dcid:GeometricVerticalVelocity_Velocity_Place_650Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.891882,dcid:WindSpeed_Place_650Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-5.59197,dcid:WindSpeed_Place_650Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000125464,dcid:AbsoluteVorticity_Place_650Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_650Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,6.08E-07,dcid:MixingRatio_Ice_650Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Rainwater_650Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_650Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_650Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.40E-08,dcid:Ozone_MixingRatio_Atmosphere_650Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,2759.93,dcid:GeopotentialHeight_Place_700Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,246.036,dcid:Temperature_Place_700Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,87.4,dcid:Humidity_Place_700Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0,dcid:CloudCover_Place_700Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.000396803,dcid:Humidity_Place_700Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0185488,dcid:PressureVerticalVelocity_Velocity_Place_700Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.00184863,dcid:GeometricVerticalVelocity_Velocity_Place_700Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-1.8692,dcid:WindSpeed_Place_700Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.68524,dcid:WindSpeed_Place_700Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000142644,dcid:AbsoluteVorticity_Place_700Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_700Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_700Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Rainwater_700Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_700Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_700Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.14E-08,dcid:Ozone_MixingRatio_Atmosphere_700Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,2259.64,dcid:GeopotentialHeight_Place_750Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,249.289,dcid:Temperature_Place_750Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,87.4,dcid:Humidity_Place_750Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0,dcid:CloudCover_Place_750Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.000513281,dcid:Humidity_Place_750Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0181816,dcid:PressureVerticalVelocity_Velocity_Place_750Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.0018166,dcid:GeometricVerticalVelocity_Velocity_Place_750Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-1.87461,dcid:WindSpeed_Place_750Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.68958,dcid:WindSpeed_Place_750Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000140096,dcid:AbsoluteVorticity_Place_750Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_750Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_750Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Rainwater_750Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_750Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_750Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.14E-08,dcid:Ozone_MixingRatio_Atmosphere_750Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,1785.64,dcid:GeopotentialHeight_Place_800Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,252.364,dcid:Temperature_Place_800Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,87.4,dcid:Humidity_Place_800Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0,dcid:CloudCover_Place_800Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.00065046,dcid:Humidity_Place_800Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0184336,dcid:PressureVerticalVelocity_Velocity_Place_800Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.0018835,dcid:GeometricVerticalVelocity_Velocity_Place_800Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-1.87237,dcid:WindSpeed_Place_800Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.68256,dcid:WindSpeed_Place_800Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000140556,dcid:AbsoluteVorticity_Place_800Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_800Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_800Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Rainwater_800Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_800Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_800Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.14E-08,dcid:Ozone_MixingRatio_Atmosphere_800Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,1334.99,dcid:GeopotentialHeight_Place_850Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,255.292,dcid:Temperature_Place_850Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,87.4,dcid:Humidity_Place_850Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0,dcid:CloudCover_Place_850Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.000826088,dcid:Humidity_Place_850Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.017708,dcid:PressureVerticalVelocity_Velocity_Place_850Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.00187002,dcid:GeometricVerticalVelocity_Velocity_Place_850Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-1.87561,dcid:WindSpeed_Place_850Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.68153,dcid:WindSpeed_Place_850Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000140544,dcid:AbsoluteVorticity_Place_850Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_850Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_850Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Rainwater_850Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_850Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_850Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.14E-08,dcid:Ozone_MixingRatio_Atmosphere_850Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,905.24,dcid:GeopotentialHeight_Place_900Millibar,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,258.09,dcid:Temperature_Place_900Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,87.4,dcid:Humidity_Place_900Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0,dcid:CloudCover_Place_900Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.00103132,dcid:Humidity_Place_900Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0180225,dcid:PressureVerticalVelocity_Velocity_Place_900Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.00184272,dcid:GeometricVerticalVelocity_Velocity_Place_900Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-1.86762,dcid:WindSpeed_Place_900Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond 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+2025-12-24T0:00:00,87.4,dcid:Humidity_Place_925Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0,dcid:CloudCover_Place_925Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.00114233,dcid:Humidity_Place_925Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0181875,dcid:PressureVerticalVelocity_Velocity_Place_925Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.00179736,dcid:GeometricVerticalVelocity_Velocity_Place_925Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-1.87281,dcid:WindSpeed_Place_925Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.68572,dcid:WindSpeed_Place_925Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.00013984,dcid:AbsoluteVorticity_Place_925Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond 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+2025-12-24T0:00:00,0,dcid:Count_Graupel_975Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.14E-08,dcid:Ozone_MixingRatio_Atmosphere_975Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,263.325,dcid:Temperature_Place_1000Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,87.4,dcid:Humidity_Place_1000Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0,dcid:CloudCover_Place_1000Millibar,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.00150731,dcid:Humidity_Place_1000Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0.0182358,dcid:PressureVerticalVelocity_Velocity_Place_1000Millibar,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,-0.00179736,dcid:GeometricVerticalVelocity_Velocity_Place_1000Millibar,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-1.86942,dcid:WindSpeed_Place_1000Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.68868,dcid:WindSpeed_Place_1000Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.000140095,dcid:AbsoluteVorticity_Place_1000Millibar,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,0,dcid:MixingRatio_Cloud_1000Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Ice_1000Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Rainwater_1000Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:MixingRatio_Snow_1000Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,0,dcid:Count_Graupel_1000Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,4.14E-08,dcid:Ozone_MixingRatio_Atmosphere_1000Millibar,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,101310,dcid:MSLPEtaReduction_Pressure_Atmosphere_0MetersAboveMeanSeaLevel,GFS0Hour,-90,0,latLong/-90_0,Pascal 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+2025-12-24T0:00:00,102.064,dcid:SnowWaterEquivalent_Place_SurfaceLevel,GFS0Hour,-90,0,latLong/-90_0,KilogramPerMeterSquared +2025-12-24T0:00:00,1.0166,dcid:Depth_Snow_SurfaceLevel,GFS0Hour,-90,0,latLong/-90_0,Meter +2025-12-24T0:00:00,0,dcid:Thickness_Ice_SurfaceLevel,GFS0Hour,-90,0,latLong/-90_0,Meter +2025-12-24T0:00:00,245.854,dcid:Temperature_Place_2Meter,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0.000398457,dcid:Humidity_Place_2Meter_SpecificHumidity,GroundLevel_GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,241.778,dcid:DewPointTemperature_Atmosphere_2Meter,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,89.2,dcid:Humidity_Place_2Meter_RelativeHumidity,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,236.269,dcid:Apparent_Temperature_Place_2Meter,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,Kelvin 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+2025-12-24T0:00:00,2.37402,dcid:WindSpeed_Place_Tropopause_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.46085,dcid:WindSpeed_Place_Tropopause_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-0.00115733,dcid:WindShear_Atmosphere_Tropopause,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,15267.4,dcid:Pressure_Atmosphere_MaxWind,GFS0Hour,-90,0,latLong/-90_0,Pascal +2025-12-24T0:00:00,13496.4,dcid:ICAOStandardAtmosphere_Altitude_Atmosphere_MaxWind,GFS0Hour,-90,0,latLong/-90_0,Meter +2025-12-24T0:00:00,13003.3,dcid:GeopotentialHeight_Place_MaxWind,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,-2.78097,dcid:WindSpeed_Place_MaxWind_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-8.20382,dcid:WindSpeed_Place_MaxWind_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,232.25,dcid:Temperature_Place_MaxWind,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,-2.00801,dcid:WindSpeed_Place_20Meter_UComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.99142,dcid:WindSpeed_Place_20Meter_VComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.12877,dcid:WindSpeed_Place_30Meter_UComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-3.29131,dcid:WindSpeed_Place_30Meter_VComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.18972,dcid:WindSpeed_Place_40Meter_UComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-3.55849,dcid:WindSpeed_Place_40Meter_VComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.23971,dcid:WindSpeed_Place_50Meter_UComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-3.81568,dcid:WindSpeed_Place_50Meter_VComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,245.532,dcid:Temperature_Place_80Meter,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0.000372442,dcid:Humidity_Place_80Meter_SpecificHumidity,GroundLevel_GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,69085.3,dcid:Pressure_Atmosphere_80Meter,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,Pascal +2025-12-24T0:00:00,-2.22078,dcid:WindSpeed_Place_80Meter_UComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-4.46998,dcid:WindSpeed_Place_80Meter_VComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,245.448,dcid:Temperature_Place_100Meter,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,-2.1363,dcid:WindSpeed_Place_100Meter_UComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-4.85002,dcid:WindSpeed_Place_100Meter_VComponent,GroundLevel_GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,255.422,dcid:Temperature_Place_1829MetersAboveMeanSeaLevel,GFS0Hour,-86.5,-152.25,latLong/-86.5_-152.25,Kelvin +2025-12-24T0:00:00,0.391472,dcid:WindSpeed_Place_1829MetersAboveMeanSeaLevel_UComponent,GFS0Hour,-86.5,-152.25,latLong/-86.5_-152.25,MeterPerSecond +2025-12-24T0:00:00,4.64729,dcid:WindSpeed_Place_1829MetersAboveMeanSeaLevel_VComponent,GFS0Hour,-86.5,-152.25,latLong/-86.5_-152.25,MeterPerSecond +2025-12-24T0:00:00,245.665,dcid:Temperature_Place_2743MetersAboveMeanSeaLevel,GFS0Hour,-89.5,0,latLong/-89.5_0,Kelvin +2025-12-24T0:00:00,-2.48048,dcid:WindSpeed_Place_2743MetersAboveMeanSeaLevel_UComponent,GFS0Hour,-89.5,0,latLong/-89.5_0,MeterPerSecond +2025-12-24T0:00:00,-2.47185,dcid:WindSpeed_Place_2743MetersAboveMeanSeaLevel_VComponent,GFS0Hour,-89.5,0,latLong/-89.5_0,MeterPerSecond +2025-12-24T0:00:00,242.946,dcid:Temperature_Place_3658MetersAboveMeanSeaLevel,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,-0.318683,dcid:WindSpeed_Place_3658MetersAboveMeanSeaLevel_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-5.44574,dcid:WindSpeed_Place_3658MetersAboveMeanSeaLevel_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,0,dcid:GeopotentialHeight_Place_Isotherm0C,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,89.3,dcid:Humidity_Place_Isotherm0C_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0,dcid:GeopotentialHeight_Place_HighestTroposphericFreezingLevel,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,89.3,dcid:Humidity_Place_HighestTroposphericFreezingLevel_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,245.276,dcid:Temperature_Place_30To0Millibar,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,84,dcid:Humidity_Place_30To0Millibar_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,0.000361235,dcid:Humidity_Place_30To0Millibar_SpecificHumidity,GFS0Hour,-90,0,latLong/-90_0, +2025-12-24T0:00:00,-1.86989,dcid:WindSpeed_Place_30To0Millibar_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-4.91326,dcid:WindSpeed_Place_30To0Millibar_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,1.59544,dcid:BestLiftedIndex_Atmosphere_SurfaceLevel,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,0,dcid:ConvectiveAvailablePotentialEnergy_Atmosphere_180To0Millibar,GFS0Hour,-90,0,latLong/-90_0,JoulePerKilogram +2025-12-24T0:00:00,0.0406494,dcid:ConvectiveInhibition_Atmosphere_180To0Millibar,GFS0Hour,-90,0,latLong/-90_0,JoulePerKilogram +2025-12-24T0:00:00,136.73,dcid:PlanetaryBoundaryLayer_Altitude_Atmosphere_SurfaceLevel,GFS0Hour,-90,0,latLong/-90_0,Meter +2025-12-24T0:00:00,94.8,dcid:Humidity_Place_0.33To1SigmaLayer_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,245.73,dcid:Temperature_Place_0.995SigmaLevel,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,272.708,dcid:PotentialTemperature_Atmosphere_0.995SigmaLevel,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,86.7,dcid:Humidity_Place_0.995SigmaLevel_RelativeHumidity,GFS0Hour,-90,0,latLong/-90_0,Percent +2025-12-24T0:00:00,-2.23715,dcid:WindSpeed_Place_0.995SigmaLevel_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-3.50118,dcid:WindSpeed_Place_0.995SigmaLevel_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,0.017937,dcid:PressureVerticalVelocity_Velocity_Place_0.995SigmaLevel,GFS0Hour,-90,0,latLong/-90_0,PascalPerSecond +2025-12-24T0:00:00,0,dcid:ConvectiveAvailablePotentialEnergy_Atmosphere_90To0Millibar,GFS0Hour,-90,0,latLong/-90_0,JoulePerKilogram +2025-12-24T0:00:00,-0.0292969,dcid:ConvectiveInhibition_Atmosphere_90To0Millibar,GFS0Hour,-90,0,latLong/-90_0,JoulePerKilogram +2025-12-24T0:00:00,0,dcid:ConvectiveAvailablePotentialEnergy_Atmosphere_255To0Millibar,GFS0Hour,-90,0,latLong/-90_0,JoulePerKilogram +2025-12-24T0:00:00,-0.0107422,dcid:ConvectiveInhibition_Atmosphere_255To0Millibar,GFS0Hour,-90,0,latLong/-90_0,JoulePerKilogram +2025-12-24T0:00:00,40427.3,dcid:LiftedParcelLevel_Pressure_Atmosphere_255To0Millibar,GFS0Hour,-90,0,latLong/-90_0,Pascal +2025-12-24T0:00:00,0.0625,dcid:Area_LandCover_SurfaceLevel,GFS0Hour,-90,0,latLong/-90_0,SquareDegree +2025-12-24T0:00:00,0,dcid:Area_IceCover_SurfaceLevel,GFS0Hour,-90,0,latLong/-90_0,SquareDegree +2025-12-24T0:00:00,268.213,dcid:Temperature_SeaIce_SurfaceLevel,GFS0Hour,-78,-178.25,latLong/-78_-178.25,Kelvin +2025-12-24T0:00:00,-0.500232,dcid:WindSpeed_Place_PotentialVorticity2PVU_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-2.81935,dcid:WindSpeed_Place_PotentialVorticity2PVU_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,228.538,dcid:Temperature_Place_PotentialVorticity2PVU,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,12251.6,dcid:GeopotentialHeight_Place_PotentialVorticity2PVU,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,21189.3,dcid:Pressure_Atmosphere_PotentialVorticity2PVU,GFS0Hour,-90,0,latLong/-90_0,Pascal +2025-12-24T0:00:00,0.0013006,dcid:WindShear_Atmosphere_PotentialVorticity2PVU,GFS0Hour,-90,0,latLong/-90_0,InverseSecond +2025-12-24T0:00:00,-1.06702,dcid:WindSpeed_Place_PotentialVorticityNeg2PVU_UComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,-3.14209,dcid:WindSpeed_Place_PotentialVorticityNeg2PVU_VComponent,GFS0Hour,-90,0,latLong/-90_0,MeterPerSecond +2025-12-24T0:00:00,230.385,dcid:Temperature_Place_PotentialVorticityNeg2PVU,GFS0Hour,-90,0,latLong/-90_0,Kelvin +2025-12-24T0:00:00,13380.9,dcid:GeopotentialHeight_Place_PotentialVorticityNeg2PVU,GFS0Hour,-90,0,latLong/-90_0,GeopotentialMeters +2025-12-24T0:00:00,18162.1,dcid:Pressure_Atmosphere_PotentialVorticityNeg2PVU,GFS0Hour,-90,0,latLong/-90_0,Pascal +2025-12-24T0:00:00,-0.000220795,dcid:WindShear_Atmosphere_PotentialVorticityNeg2PVU,GFS0Hour,-90,0,latLong/-90_0,InverseSecond diff --git a/scripts/noaa_gfs/test_data/noaa_gfs_output_stat_vars.mcf b/scripts/noaa_gfs/test_data/noaa_gfs_output_stat_vars.mcf new file mode 100644 index 0000000000..74c734fd14 --- /dev/null +++ b/scripts/noaa_gfs/test_data/noaa_gfs_output_stat_vars.mcf @@ -0,0 +1,5156 @@ +# Auto generated using command: "../../tools/statvar_importer/stat_var_processor.py --input_data=./input_files/noa_gfs_2025_12_24_0.csv --pv_map=noa_gfs_pvmap.csv --config_file=noa_gfs_metadata.csv --output_path=noa_gfs_output --existing_statvar_mcf=gs://unresolved_mcf/scripts/statvar/stat_vars.mcf --debug" on 2026-01-22 19:52:37.872030 + +Node: dcid:AbsoluteVorticity_Place_0.01Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [0.01 Millibar] + +Node: dcid:AbsoluteVorticity_Place_0.02Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [0.02 Millibar] + +Node: dcid:AbsoluteVorticity_Place_0.04Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [0.04 Millibar] + +Node: dcid:AbsoluteVorticity_Place_0.07Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [0.07 Millibar] + +Node: dcid:AbsoluteVorticity_Place_0.1Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [0.1 Millibar] + +Node: dcid:AbsoluteVorticity_Place_0.2Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [0.2 Millibar] + +Node: dcid:AbsoluteVorticity_Place_0.4Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [0.4 Millibar] + +Node: dcid:AbsoluteVorticity_Place_0.7Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [0.7 Millibar] + +Node: dcid:AbsoluteVorticity_Place_1000Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [1000 Millibar] + +Node: dcid:AbsoluteVorticity_Place_100Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [100 Millibar] + +Node: dcid:AbsoluteVorticity_Place_10Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [10 Millibar] + +Node: dcid:AbsoluteVorticity_Place_150Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [150 Millibar] + +Node: dcid:AbsoluteVorticity_Place_15Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [15 Millibar] + +Node: dcid:AbsoluteVorticity_Place_1Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [1 Millibar] + +Node: dcid:AbsoluteVorticity_Place_200Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [200 Millibar] + +Node: dcid:AbsoluteVorticity_Place_20Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [20 Millibar] + +Node: dcid:AbsoluteVorticity_Place_250Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [250 Millibar] + +Node: dcid:AbsoluteVorticity_Place_2Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [2 Millibar] + +Node: dcid:AbsoluteVorticity_Place_300Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [300 Millibar] + +Node: dcid:AbsoluteVorticity_Place_30Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [30 Millibar] + +Node: dcid:AbsoluteVorticity_Place_350Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [350 Millibar] + +Node: dcid:AbsoluteVorticity_Place_3Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [3 Millibar] + +Node: dcid:AbsoluteVorticity_Place_400Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [400 Millibar] + +Node: dcid:AbsoluteVorticity_Place_40Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [40 Millibar] + +Node: dcid:AbsoluteVorticity_Place_450Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [450 Millibar] + +Node: dcid:AbsoluteVorticity_Place_500Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [500 Millibar] + +Node: dcid:AbsoluteVorticity_Place_50Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [50 Millibar] + +Node: dcid:AbsoluteVorticity_Place_550Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [550 Millibar] + +Node: dcid:AbsoluteVorticity_Place_5Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [5 Millibar] + +Node: dcid:AbsoluteVorticity_Place_600Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [600 Millibar] + +Node: dcid:AbsoluteVorticity_Place_650Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [650 Millibar] + +Node: dcid:AbsoluteVorticity_Place_700Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [700 Millibar] + +Node: dcid:AbsoluteVorticity_Place_70Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [70 Millibar] + +Node: dcid:AbsoluteVorticity_Place_750Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [750 Millibar] + +Node: dcid:AbsoluteVorticity_Place_7Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [7 Millibar] + +Node: dcid:AbsoluteVorticity_Place_800Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [800 Millibar] + +Node: dcid:AbsoluteVorticity_Place_850Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [850 Millibar] + +Node: dcid:AbsoluteVorticity_Place_900Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [900 Millibar] + +Node: dcid:AbsoluteVorticity_Place_925Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [925 Millibar] + +Node: dcid:AbsoluteVorticity_Place_950Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [950 Millibar] + +Node: dcid:AbsoluteVorticity_Place_975Millibar +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:absoluteVorticity +statType: dcid:measuredValue +height: [975 Millibar] + +Node: dcid:Apparent_Temperature_Place_2Meter +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:temperature +measurementQualifier: dcid:Apparent +statType: dcid:measuredValue +height: [2 Meter] + +Node: dcid:Area_IceCover_SurfaceLevel +typeOf: dcid:StatisticalVariable +populationType: dcid:IceCover +measuredProperty: dcid:area +statType: dcid:measuredValue +height: dcid:SurfaceLevel + +Node: dcid:Area_LandCover_SurfaceLevel +typeOf: dcid:StatisticalVariable +populationType: dcid:LandCover 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+windComponent: dcid:UComponent + +Node: dcid:WindSpeed_Place_PlanetaryBoundaryLayer_VComponent +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:windSpeed +statType: dcid:measuredValue +height: dcid:PlanetaryBoundaryLayer +windComponent: dcid:VComponent + +Node: dcid:WindSpeed_Place_PotentialVorticity2PVU_UComponent +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:windSpeed +statType: dcid:measuredValue +height: dcid:PotentialVorticity2PVU +windComponent: dcid:UComponent + +Node: dcid:WindSpeed_Place_PotentialVorticity2PVU_VComponent +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:windSpeed +statType: dcid:measuredValue +height: dcid:PotentialVorticity2PVU +windComponent: dcid:VComponent + +Node: dcid:WindSpeed_Place_PotentialVorticityNeg2PVU_UComponent +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:windSpeed +statType: dcid:measuredValue +height: dcid:PotentialVorticityNeg2PVU +windComponent: dcid:UComponent + +Node: dcid:WindSpeed_Place_PotentialVorticityNeg2PVU_VComponent +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:windSpeed +statType: dcid:measuredValue +height: dcid:PotentialVorticityNeg2PVU +windComponent: dcid:VComponent + +Node: dcid:WindSpeed_Place_Tropopause_UComponent +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:windSpeed +statType: dcid:measuredValue +height: dcid:Tropopause +windComponent: dcid:UComponent + +Node: dcid:WindSpeed_Place_Tropopause_VComponent +typeOf: dcid:StatisticalVariable +populationType: dcid:Place +measuredProperty: dcid:windSpeed +statType: dcid:measuredValue +height: dcid:Tropopause +windComponent: dcid:VComponent + diff --git a/scripts/noaa_gfs/test_data/noaa_gfs_output_stat_vars_schema.mcf b/scripts/noaa_gfs/test_data/noaa_gfs_output_stat_vars_schema.mcf new file mode 100644 index 0000000000..79048a3a22 --- /dev/null +++ b/scripts/noaa_gfs/test_data/noaa_gfs_output_stat_vars_schema.mcf @@ -0,0 +1,363 @@ +Node: dcid:pressure +typeOf: schema:Property +name: "pressure" +description: "Force applied perpendicular to the surface of an object per unit area over which that force is distributed." +descriptionUrl: "https://en.wikipedia.org/wiki/Pressure" +rangeIncludes: dcid:QuantityRange + +Node: dcid:height +typeOf: dcs:Property +name: "height" +domainIncludes: dcid:Atmosphere,dcid:Cloud,dcid:Graupel,dcid:Ice,dcid:IceCover,dcid:LandCover,dcid:Place,dcid:Rainwater,dcid:SeaIce,dcid:Snow,dcid:Soil +rangeIncludes: dcid:QuantityRange,dcid:DepthClassificationEnum + +Node: dcid:mixingRatio +typeOf: schema:Property +name: "mixingRatio" +description: "Mass of water vapor per unit mass of dry air." +rangeIncludes: dcid:QuantityRange + +Node: dcid:LowestHybridLevel +typeOf: dcid:DepthClassificationEnum +name: "Lowest Hybrid Level" + +Node: dcid:reflectivity +typeOf: schema:Property +name: "reflectivity" +description: "Amount of radar energy that is returned (reflected) back toward a radar after hitting targets in the atmosphere" +descriptionUrl: "https://www.noaa.gov/jetstream/reflectivity" +rangeIncludes: dcid:QuantityRange + +Node: dcid:compositeReflectivity +typeOf: schema:Property +name: "compositeReflectivity" +description: "A radar product that is composed of the greatest echo intensity (reflectivity) from any elevation angle seen by the radar." +descriptionUrl: "https://www.noaa.gov/jetstream/reflectivity" +rangeIncludes: dcid:QuantityRange + +Node: dcid:PlanetaryBoundaryLayer +typeOf: dcid:DepthClassificationEnum +name: "Planetary Boundary Layer" +description: "Lowest part of the atmosphere directly influenced by its contact with a planetary surface." +descriptionUrl: "https://en.wikipedia.org/wiki/Planetary_boundary_layer" + +Node: dcid:ventilationRate +typeOf: schema:Property +name: "ventilationRate" +description: "Product of the mixing height multiplied by the transport wind speed." +descriptionUrl: "https://www.weather.gov/riw/fire_smoke_dispersal" +rangeIncludes: dcid:QuantityRange + +Node: dcid:geopotentialHeight +typeOf: schema:Property +name: "geopotentialHeight" +description: "It measures the height of a pressure surface above sea level, accounting for the fact that gravity varies slightly across the Earth." +descriptionUrl: "https://en.wikipedia.org/wiki/Geopotential_height" +rangeIncludes: dcid:QuantityRange + +Node: dcid:velocity +typeOf: schema:Property +name: "velocity" +description: "Rate of change of position with respect to time including magnitude and direction." +descriptionUrl: "https://en.wikipedia.org/wiki/Velocity" +rangeIncludes: dcid:QuantityRange + +Node: dcid:PressureVerticalVelocity +typeOf: dcid:MeasurementQualifierEnum +name: "Pressure Vertical Velocity" +description: "Vertical motion of air expressed as rate of pressure change with time" +descriptionUrl: "https://www.weather.gov/source/zhu/ZHU_Training_Page/Miscellaneous/omega/omega.html" + +Node: dcid:GeometricVerticalVelocity +typeOf: dcid:MeasurementQualifierEnum +name: "Geometric Vertical Velocity" +description: "Vertical component of air motion expressed in height (geometric) coordinates, representing the rate of change of an air parcel's physical height with time." + +Node: dcid:absoluteVorticity +typeOf: schema:Property +name: "absoluteVorticity" +description: "Measure of the total rotation of an air parcel in the atmosphere" +descriptionUrl: "https://www.weather.gov/source/zhu/ZHU_Training_Page/Miscellaneous/vorticity/vorticity.html" +rangeIncludes: dcid:QuantityRange + +Node: dcid:hainesIndex +typeOf: schema:Property +name: "hainesIndex" +description: "A meteorological fire-weather index designed to evaluate the potential for large or erratic wildfire behavior due to atmospheric conditions, specifically dryness and instability in the lower atmosphere." +descriptionUrl: "https://en.wikipedia.org/wiki/Haines_Index" +rangeIncludes: dcid:QuantityRange + +Node: dcid:MSLPEtaReduction +typeOf: dcid:MeasurementQualifierEnum +name: "Mean Sea Level Pressure ETA Model Reduction" +description: "A specialized, computationally derived technique for calculating atmospheric pressure at sea level, specifically designed to address the unique step-mountain topography of the Eta model to prevent spurious, unrealistic pressure patterns in mountainous regions." + +Node: dcid:depth +typeOf: dcs:Property +name: "depth" +domainIncludes: dcid:Soil +rangeIncludes: dcid:QuantityRange + +Node: dcid:volumetricSoilMoisture +typeOf: schema:Property +name: "volumetricSoilMoisture" +description: "Water contained in the upper part of the soil mantle. This moisture evaporates from the soil and is used and transpired by vegetation." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=soil%20moisture" +rangeIncludes: dcid:QuantityRange + +Node: dcid:liquidWaterContent +typeOf: schema:Property +name: "liquidWaterContent" +description: "Liquid water content is the mass of liquid water droplets contained in a unit volume of air." +rangeIncludes: dcid:QuantityRange + +Node: dcid:cloudWaterContent +typeOf: schema:Property +name: "cloudWaterContent" +description: "Cloud water content is the mass of liquid cloud droplets suspended in air, excluding precipitation-sized water drops." +rangeIncludes: dcid:QuantityRange + +Node: dcid:snowWaterEquivalent +typeOf: schema:Property +name: "snowWaterEquivalent" +description: "The water content obtained from melting accumulated snow." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=snow%20water%20equivalent" +rangeIncludes: dcid:QuantityRange + +Node: dcid:thickness +typeOf: schema:Property +name: "thickness" +description: "Thickness is the measurement of the distance (in meters) between any two constant pressure surfaces." +descriptionUrl: "https://www.noaa.gov/jetstream/upper-air-charts/constant-pressure-charts-thickness" +rangeIncludes: dcid:QuantityRange + +Node: dcid:Apparent +typeOf: dcid:MeasurementQualifierEnum +name: "Apparent" +description: "A measure of human discomfort due to combined heat and humidity (e.g., heat index)." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=apparent%20temperature" + +Node: dcid:frozenPrecipitation +typeOf: schema:Property +name: "frozenPrecipitation" +description: "Frozen precipitation is precipitation that falls to the surface in solid form, such as snow or ice pellets." +rangeIncludes: dcid:QuantityRange + +Node: dcid:occurrence +typeOf: schema:Property +name: "occurrence" +description: "Categorical occurrence of ice/snow/rain" +rangeIncludes: dcid:Integer + +Node: dcid:precipitationType +typeOf: dcs:Property +name: "precipitationType" +domainIncludes: dcid:Place +description: "Precipitation type is the diagnosed form of precipitation reaching the surface, based on atmospheric temperature structure and hydrometeor characteristics." +rangeIncludes: dcid:NOAA_WeatherConditionEnum,dcid:WeatherConditionEnum + +Node: dcid:IcePellets +typeOf: dcid:PrecipitationTypeEnum +name: "Ice pellets" +description: "pellets of ice composed of frozen or mostly frozen raindrops or refrozen partially melted snowflakes" +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=ice+pellets" + +Node: dcid:surfaceRoughness +typeOf: schema:Property +name: "surfaceRoughness" +description: "Parameter describing the aerodynamic roughness of the Earth's surface that influences near-surface wind and surface-atmosphere momentum exchange." +rangeIncludes: dcid:QuantityRange + +Node: dcid:frictionalVelocity +typeOf: schema:Property +name: "frictionalVelocity" +description: "A turbulence velocity scale derived from surface stress that characterizes momentum transfer between the atmosphere and the surface." +rangeIncludes: dcid:QuantityRange + +Node: dcid:landCoverType +typeOf: dcs:Property +name: "landCoverType" +domainIncludes: dcid:Place +description: "A categorical classification of the Earth's surface used by the model to define land-surface properties and surface-atmosphere interactions." + +Node: dcid:Vegetation +typeOf: dcid:FarmTypeEnum +name: "Vegetation" + +Node: dcid:soilType +typeOf: schema:Property +name: "soilType" +description: "Classification of soil based on physical and hydraulic properties." +rangeIncludes: dcid:SoilTypeEnum + +Node: dcid:SoilTypeEnum +typeOf: schema:Class +name: "SoilTypeEnum" +description: "An enumeration of different soil types." +subClassOf: schema:Enumeration + +Node: dcid:wiltingPoint +typeOf: schema:Property +name: "wiltingPoint" +description: "The minimum amount of water in the soil that the plant requires not to wilt." +descriptionUrl: "https://en.wikipedia.org/wiki/Permanent_wilting_point" +rangeIncludes: dcid:QuantityRange + +Node: dcid:fieldCapacity +typeOf: schema:Property +name: "fieldCapacity" +description: "The soil moisture content remaining after excess water has drained and is available for plant uptake." +rangeIncludes: dcid:QuantityRange + +Node: dcid:sunshineDuration +typeOf: schema:Property +name: "sunshineDuration" +description: "The amount of time sunlight was detected at a given point." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=sunshine" +rangeIncludes: dcid:QuantityRange + +Node: dcid:surfaceLiftedIndex +typeOf: schema:Property +name: "surfaceLiftedIndex" +description: "Difference between the observed 500-hPa temperature and the temperature of a surface-based air parcel lifted to 500 hPa." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=lifted%20index" +rangeIncludes: dcid:QuantityRange + +Node: dcid:convectiveAvailablePotentialEnergy +typeOf: schema:Property +name: "convectiveAvailablePotentialEnergy" +description: "A measure of the amount of energy available for convection" +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=cape" +rangeIncludes: dcid:QuantityRange + +Node: dcid:convectiveInhibition +typeOf: schema:Property +name: "convectiveInhibition" +description: "The integrated negative buoyancy that must be overcome for an air parcel to reach its level of free convection." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=convective%20inhibition" +rangeIncludes: dcid:QuantityRange + +Node: dcid:cloudWater +typeOf: schema:Property +name: "cloudWater" +description: "The liquid water content of clouds in the form of suspended cloud droplets." +rangeIncludes: dcid:QuantityRange + +Node: dcid:LowCloudLayer +typeOf: dcid:DepthClassificationEnum +name: "Low Cloud Layer" + +Node: dcid:MiddleCloudLayer +typeOf: dcid:DepthClassificationEnum +name: "Middle Cloud Layer" +description: "A term used to signify clouds with bases between 6,500 and 23,000 feet. At the higher altitudes, they may also have some ice crystals, but they are composed mainly of water droplets." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=middle+cloud" + +Node: dcid:HighCloudLayer +typeOf: dcid:DepthClassificationEnum +name: "High Cloud Layer" +description: "These clouds have bases between 16,500 and 45,000 feet in the mid latitudes. At this level they are composed of primarily of ice crystals. Some clouds at this level are cirrus, cirrocumulus, and cirrostratus." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=high+cloud" + +Node: dcid:CloudCeiling +typeOf: dcid:DepthClassificationEnum +name: "Cloud Ceiling" +description: "The height above ground level of the lowest cloud layer covering more than half of the sky, diagnosed from model cloud fields." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=ceiling" + +Node: dcid:stormRelativeHelicity +typeOf: schema:Property +name: "stormRelativeHelicity" +description: "The integrated measure of streamwise vorticity in the lower atmosphere relative to storm motion, indicating the potential for rotating updrafts." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=helicity" +rangeIncludes: dcid:QuantityRange + +Node: dcid:stormMotion +typeOf: schema:Property +name: "stormMotion" +description: "The speed and direction at which a thunderstorm travels." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=storm%20motion" +rangeIncludes: dcid:QuantityRange + +Node: dcid:windComponent +typeOf: dcs:Property +name: "windComponent" +description: "Wind shear can be broken down into vertical and horizontal components." +descriptionUrl: "https://en.wikipedia.org/wiki/Wind" +domainIncludes: dcid:Atmosphere +rangeIncludes: dcid:WindComponentEnum + +Node: dcid:Tropopause +typeOf: dcid:DepthClassificationEnum +name: "Tropopause" +description: "The upper boundary of the troposphere, usually characterized by an abrupt change in lapse rate from positive (decreasing temperature with height) to neutral or negative (temperature constant or increasing with height)." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=tropopause" + +Node: dcid:altitude +typeOf: schema:Property +name: "altitude" +description: "Altitude is a distance measurement, usually in the vertical or up direction, between a reference datum and a point or object." +descriptionUrl: "https://en.wikipedia.org/wiki/Altitude" +rangeIncludes: dcid:QuantityRange + +Node: dcid:ICAOStandardAtmosphere +typeOf: dcid:MeasurementQualifierEnum +name: "International Civil Aviation Organization Standard Atmosphere" +description: "The ICAO Standard Atmosphere is a reference model defining standard vertical profiles of temperature and pressure used for aviation and atmospheric calculations." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=standard%20atmosphere" + +Node: dcid:windShear +typeOf: schema:Property +name: "windShear" +description: "Wind shear is the change in wind speed and/or direction with height, diagnosed from model wind fields." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=wind%20shear" +rangeIncludes: dcid:QuantityRange + +Node: dcid:MaxWind +typeOf: dcid:DepthClassificationEnum +name: "Max Wind" + +Node: dcid:Isotherm0C +typeOf: dcid:DepthClassificationEnum +name: "Isotherm 0C" +description: "The 0 °C isotherm is the atmospheric level or line where the air temperature equals 0 degrees Celsius, indicating the freezing level." + +Node: dcid:HighestTroposphericFreezingLevel +typeOf: dcid:DepthClassificationEnum +name: "Highest Tropospheric Freezing Level" + +Node: dcid:bestLiftedIndex +typeOf: schema:Property +name: "bestLiftedIndex" +rangeIncludes: dcid:QuantityRange + +Node: dcid:0.33To1SigmaLayer +typeOf: dcid:DepthClassificationEnum +name: "0.33 To 1 Sigma Layer" +description: "The 0.33-1 sigma layer represents the lower atmospheric layer between 0.33 and 1.0 of normalized surface pressure, encompassing the boundary layer and lower troposphere." + +Node: dcid:0.995SigmaLevel +typeOf: dcid:DepthClassificationEnum +name: "0.995 Sigma Level" +description: "0.995 sigma level is a terrain-following model level located at 99.5% of surface pressure, representing near-surface atmospheric conditions." + +Node: dcid:potentialTemperature +typeOf: schema:Property +name: "potentialTemperature" +description: "The temperature a parcel of dry air would have if brought adiabatically (i.e., without transfer of heat or mass) to a standard pressure level of 1000 mbar." +descriptionUrl: "https://forecast.weather.gov/glossary.php?word=potential%20temperature" +rangeIncludes: dcid:QuantityRange + +Node: dcid:LiftedParcelLevel +typeOf: dcid:MeasurementQualifierEnum +name: "Lifted Parcel Level" +description: "The height at which the relative humidity of an air parcel will reach 100% with respect to liquid water when it cooled by dry adiabatic lifting." +descriptionUrl: "https://en.wikipedia.org/wiki/Lifting_condensation_level" + +Node: dcid:PotentialVorticity2PVU +typeOf: dcid:DepthClassificationEnum +name: "Potential Vorticity 2 PVU" + +Node: dcid:PotentialVorticityNeg2PVU +typeOf: dcid:DepthClassificationEnum +name: "Potential Vorticity Neg 2 PVU"