From f60c8b3ca349aad2a7862c0d7ab2dd4f75e2b899 Mon Sep 17 00:00:00 2001 From: Jehangir Amjad <1021616+jehangiramjad@users.noreply.github.com> Date: Thu, 8 Feb 2024 14:19:17 +0500 Subject: [PATCH 01/11] [Import Automation] Supporting the prod project and distinguish between different GCP projects (#980) * supporting the prod project, distinguish between GCP project for config file (datcom) and GCP project where the import executor is running in * lint fixes --- import-automation/executor/README.md | 12 +++++------ .../executor/schedule_update_import.py | 21 ++++++++++++------- .../executor/schedule_update_import.sh | 8 +++---- 3 files changed, 24 insertions(+), 17 deletions(-) diff --git a/import-automation/executor/README.md b/import-automation/executor/README.md index 9cf052b429..a96e6a4dbe 100644 --- a/import-automation/executor/README.md +++ b/import-automation/executor/README.md @@ -81,16 +81,16 @@ Run `./schedule_update_import.sh --help` for usage. To schedule an import to run as a cron job on the GCP Cloud Scheduler, do the following: ``` -Run `./schedule_update_import.sh -s ` +Run `./schedule_update_import.sh -s ` ``` -`` is the GCP project id where the config file is stored, e.g. `datcom-import-automation`. +`` is the GCP project id where the import executer is run from e.g. `datcom-import-automation-prod`. `` is the path to the import (relative to the root directory of the `data` repo), with the name of the import provided with a colon, e.g. `scripts/us_usda/quickstats:UsdaAgSurvey`. Example invocation: ``` -Run `./schedule_update_import.sh -s datcom-import-automation scripts/us_usda/quickstats:UsdaAgSurvey` +Run `./schedule_update_import.sh -s datcom-import-automation-prod scripts/us_usda/quickstats:UsdaAgSurvey` ``` The script will log the name of the Cloud Scheduler job and a url for all the jobs on the scheduler. Please verify that all the job metadata was updated as expected. @@ -106,16 +106,16 @@ Once the script runs to completion, the data directory's latest update is printe To excute an Update locally, do the following: ``` -Run `./schedule_update_import.sh -u ` +Run `./schedule_update_import.sh -u ` ``` -`` is the GCP project id where the config file is stored, e.g. `datcom-import-automation`. +`` is the GCP project id where the import executer is run from e.g. `datcom-import-automation-prod`. `` is the path to the import (relative to the root directory of the `data` repo), with the name of the import provided with a colon, e.g. `scripts/us_usda/quickstats:UsdaAgSurvey`. Example invocation: ``` -Run `./schedule_update_import.sh -u datcom-import-automation scripts/us_usda/quickstats:UsdaAgSurvey` +Run `./schedule_update_import.sh -u datcom-import-automation-prod scripts/us_usda/quickstats:UsdaAgSurvey` ``` diff --git a/import-automation/executor/schedule_update_import.py b/import-automation/executor/schedule_update_import.py index b033360844..b6b8a62737 100644 --- a/import-automation/executor/schedule_update_import.py +++ b/import-automation/executor/schedule_update_import.py @@ -37,7 +37,10 @@ _FLAGS = flags.FLAGS flags.DEFINE_string('mode', '', 'Options: update or schedule.') -flags.DEFINE_string('config_project_id', '', 'GCS Project for the config file.') +flags.DEFINE_string('gke_project_id', '', + 'GCP Project where import executor runs.') +flags.DEFINE_string('config_project_id', 'datcom-204919', + 'GCS Project for the config file.') flags.DEFINE_string('config_bucket', 'import-automation-configs', 'GCS bucket name for the config file.') flags.DEFINE_string('config_filename', 'configs.json', @@ -94,14 +97,14 @@ def _override_configs(filename: str, def _get_cloud_config(filename: str) -> Dict: logging.info('Getting cloud config.') - project_id = _FLAGS.config_project_id + config_project_id = _FLAGS.config_project_id bucket_name = _FLAGS.config_bucket logging.info( - f'\nProject ID: {project_id}\nBucket: {bucket_name}\nConfig Filename: {filename}' + f'\nProject ID: {config_project_id}\nBucket: {bucket_name}\nConfig Filename: {filename}' ) - bucket = storage.Client(project_id).bucket(bucket_name, - user_project=project_id) + bucket = storage.Client(config_project_id).bucket( + bucket_name, user_project=config_project_id) blob = bucket.blob(filename) config_dict = json.loads(blob.download_as_string(client=None)) return config_dict @@ -261,8 +264,8 @@ def main(_): mode = _FLAGS.mode absolute_import_path = _FLAGS.absolute_import_path - if not _FLAGS.config_project_id: - raise Exception("Flag: config_project_if must be provided.") + if not _FLAGS.gke_project_id: + raise Exception("Flag: gke_project_id must be provided.") if not mode or (mode not in ['update', 'schedule']): raise Exception('Flag: mode must be set to \'update\' or \'schedule\'') @@ -278,6 +281,7 @@ def main(_): repo_dir = cwd.split("data")[0] + "data" logging.info(f'{mode} called with the following:') logging.info(f'Config Project ID: {_FLAGS.config_project_id}') + logging.info(f'GKE (Import Executor) Project ID: {_FLAGS.gke_project_id}') logging.info(f'Import: {absolute_import_path}') logging.info(f'Repo root directory: {repo_dir}') @@ -287,6 +291,9 @@ def main(_): config_dict = _get_cloud_config(_FLAGS.config_filename) cfg = configs.ExecutorConfig(**config_dict['configs']) + # Update the GCP project id to use with the configs. + cfg.gcp_project_id = _FLAGS.gke_project_id + logging.info( f'Updating any config fields from local file: {_CONFIG_OVERRIDE_FILE}.') cfg = _override_configs(_CONFIG_OVERRIDE_FILE, cfg) diff --git a/import-automation/executor/schedule_update_import.sh b/import-automation/executor/schedule_update_import.sh index 9961405174..4ca0e24bb0 100755 --- a/import-automation/executor/schedule_update_import.sh +++ b/import-automation/executor/schedule_update_import.sh @@ -14,8 +14,8 @@ # limitations under the License. function help { - echo "#Usage: -us " - echo "## is the GCP project ID where the config file is located." + echo "#Usage: -us " + echo "## is the GCP project ID where the import executor is running in." echo "## Update an import specified by , e.g. scripts/us_usda/quickstats:UsdaAgSurvey" exit 1 } @@ -37,13 +37,13 @@ while getopts us OPTION; do esac done -CONFIG_PROJECT_ID=$2 +GKE_PROJECT_ID=$2 IMPORT_PATH=$3 python3 -m venv .env . .env/bin/activate pip3 install --disable-pip-version-check -r requirements.txt -python3 -m schedule_update_import --config_project_id=$CONFIG_PROJECT_ID --mode=$MODE --absolute_import_path=$IMPORT_PATH +python3 -m schedule_update_import --gke_project_id=$GKE_PROJECT_ID --mode=$MODE --absolute_import_path=$IMPORT_PATH deactivate \ No newline at end of file From fcc83bc08f2adc48f339e029602e35b43242bcad Mon Sep 17 00:00:00 2001 From: Jehangir Amjad <1021616+jehangiramjad@users.noreply.github.com> Date: Thu, 8 Feb 2024 19:10:52 +0500 Subject: [PATCH 02/11] Updating the GKE configs and deployment (#971) --- import-automation/executor/gke/configure_gke.sh | 11 ++++++++--- import-automation/executor/gke/deployment.yaml | 9 +++++---- 2 files changed, 13 insertions(+), 7 deletions(-) diff --git a/import-automation/executor/gke/configure_gke.sh b/import-automation/executor/gke/configure_gke.sh index dea858b270..8cfa745c6d 100755 --- a/import-automation/executor/gke/configure_gke.sh +++ b/import-automation/executor/gke/configure_gke.sh @@ -63,13 +63,18 @@ kubectl annotate serviceaccount \ --namespace import-automation \ --overwrite \ import-automation-ksa \ - iam.gke.io/gcp-service-account=$PROJECT_ID@appspot.gserviceaccount.com + iam.gke.io/gcp-service-account=default-service-account@$PROJECT_ID.iam.gserviceaccount.com kubectl -n import-automation create secret generic import-automation-iap-secret \ --from-literal=client_id=$OAUTH_CLIENT_ID \ --from-literal=client_secret=$OAUTH_CLIENT_SECRET -# Also set what identity will cloud scheduler call as by running: +# Also set what identity will cloud scheduler call as by running the command below. +# Note also that this service account will need to allow the Cloud Build service account +# iam.serviceAccounts.actAs permissions on the service account for the Scheduler below. +# This can be achieved by following the first answer here: +# https://stackoverflow.com/questions/61334524/how-do-you-enable-iam-serviceaccounts-actas-permissions-on-a-sevice-account +# The Cloud Build service account can be found on the Settings tab of the Cloud Build page. kubectl -n import-automation create configmap cluster-oauth-configmap \ - --from-literal=cloud-scheduler-caller-sa=$PROJECT_ID@appspot.gserviceaccount.com \ + --from-literal=cloud-scheduler-caller-sa=default-service-account@$PROJECT_ID.iam.gserviceaccount.com \ --from-literal=cloud-scheduler-caller-oauth-audience=$OAUTH_CLIENT_ID diff --git a/import-automation/executor/gke/deployment.yaml b/import-automation/executor/gke/deployment.yaml index a346102b13..309dee7eee 100644 --- a/import-automation/executor/gke/deployment.yaml +++ b/import-automation/executor/gke/deployment.yaml @@ -51,10 +51,11 @@ spec: port: 8080 type: HTTP requestPath: /healthz - iap: - enabled: true - oauthclientCredentials: - secretName: import-automation-iap-secret + # TODO: re-enable this once the deployments work e2e. + # iap: + # enabled: true + # oauthclientCredentials: + # secretName: import-automation-iap-secret --- apiVersion: v1 kind: Service From 4e6c4a6adecf3553d716c6aa80fb02a458bbf63c Mon Sep 17 00:00:00 2001 From: Jehangir Amjad <1021616+jehangiramjad@users.noreply.github.com> Date: Mon, 12 Feb 2024 13:36:05 +0500 Subject: [PATCH 03/11] [WDI Indicator Download] Provide a default filename for WDI download (#982) * Provide a default filename for WDI download * Adding a helpful print statement --- scripts/world_bank/.gitignore | 1 + .../wdi/download_indicators/wdi_download_indicators.py | 8 +++++++- 2 files changed, 8 insertions(+), 1 deletion(-) diff --git a/scripts/world_bank/.gitignore b/scripts/world_bank/.gitignore index eafbb11c23..984034d9f1 100644 --- a/scripts/world_bank/.gitignore +++ b/scripts/world_bank/.gitignore @@ -1 +1,2 @@ preprocessed_source_csv +download_indicators/*.csv diff --git a/scripts/world_bank/wdi/download_indicators/wdi_download_indicators.py b/scripts/world_bank/wdi/download_indicators/wdi_download_indicators.py index 24776559a5..cfd8f9aeec 100644 --- a/scripts/world_bank/wdi/download_indicators/wdi_download_indicators.py +++ b/scripts/world_bank/wdi/download_indicators/wdi_download_indicators.py @@ -9,7 +9,10 @@ import numpy as np import pandas as pd -_OUT_PATH = flags.DEFINE_string('out_path', None, 'CNS path to write output.') +# The output path should have a default filename. +_OUT_DEFAULT_NAME = 'cleaned_wdi.csv' +_OUT_PATH = flags.DEFINE_string('out_path', _OUT_DEFAULT_NAME, + 'CNS path to write output.') indicators = [ 'SP.POP.TOTL', @@ -72,6 +75,7 @@ def DownloadAndParseCsvs() -> None: """ dat = [] for indicator in indicators: + print(f'DOWNLOADING: {indicator}....') resp = urllib.request.urlopen( f'http://api.worldbank.org/v2/country/all/indicator/{indicator}?source=2&downloadformat=csv' ) @@ -121,6 +125,8 @@ def DownloadAndParseCsvs() -> None: 'unit', ], ) + # Write to the _OUT_PATH which defaults to the output filename + # if no path is provided. with open(_OUT_PATH.value, 'w+') as f_out: out_df.to_csv(f_out, index=False) From 386c7b874bdf73aa54c10273e6563a43dad483e4 Mon Sep 17 00:00:00 2001 From: Ajai Date: Wed, 21 Feb 2024 16:12:53 +0000 Subject: [PATCH 04/11] Autorefresh import script for Flood Events (#855) * autorefresh script for flood events * udpate pipeline config * update floods configs * fix unit tests * add readme * add requirements.txt for ee scripts * fix review comments * address review comments --- scripts/earthengine/events_pipeline.py | 5 +- .../earthengine/pipeline_stage_download.py | 42 +- scripts/earthengine/process_events.py | 148 +++- scripts/earthengine/process_events_test.py | 37 +- scripts/earthengine/raster_to_csv.py | 715 ++++++++++-------- scripts/earthengine/raster_to_csv_test.py | 2 +- scripts/earthengine/requirements.txt | 17 + .../sample_fires_event_pipeline_config.py | 1 + .../test_data/sample_fires_events.csv | 350 ++++----- .../test_data/sample_floods_events.csv | 20 +- .../test_data/sample_floods_events.tmcf | 2 +- .../test_data/sample_floods_output.csv | 250 +++--- .../sample_floods_output_filtered.csv | 214 +++--- .../test_data/sample_floods_place_svobs.csv | 148 ++-- .../test_data/sample_floods_svobs.csv | 20 +- .../test_data/sample_floods_svobs.tmcf | 3 +- scripts/earthengine/utils.py | 252 +++--- scripts/earthengine/utils_test.py | 198 +++-- scripts/floods/README.md | 31 + scripts/floods/flood_event_svobs.tmcf | 6 + scripts/floods/flood_events.tmcf | 12 + .../floods/flood_events_pipeline_config.py | 157 ++++ scripts/floods/flood_place_svobs.tmcf | 16 + scripts/floods/generate_floods_events.py | 87 +++ scripts/floods/manifest.json | 18 + scripts/floods/requirements.txt | 17 + 26 files changed, 1712 insertions(+), 1056 deletions(-) create mode 100644 scripts/earthengine/requirements.txt create mode 100644 scripts/floods/README.md create mode 100644 scripts/floods/flood_event_svobs.tmcf create mode 100644 scripts/floods/flood_events.tmcf create mode 100644 scripts/floods/flood_events_pipeline_config.py create mode 100644 scripts/floods/flood_place_svobs.tmcf create mode 100644 scripts/floods/generate_floods_events.py create mode 100644 scripts/floods/manifest.json create mode 100644 scripts/floods/requirements.txt diff --git a/scripts/earthengine/events_pipeline.py b/scripts/earthengine/events_pipeline.py index b3ddaa20f2..f654f87329 100644 --- a/scripts/earthengine/events_pipeline.py +++ b/scripts/earthengine/events_pipeline.py @@ -47,7 +47,7 @@ 'gcs_bucket': 'my-bucket', 'gcs_folder': 'my-import-name', }, - # Stage sepcific settings + # Stage specific settings 'stages': [ { 'stage': 'download', @@ -195,7 +195,10 @@ def run_stage(self, stage_name: str, input_files: list = []) -> list: '''Run a single stage and return the output files generated.''' for stage_runner in self.stage_runners: if stage_name == stage_runner.get_name(): + logging.info(f'Running stage {stage_name} with {input_files}') return stage_runner.run_stage(input_files) + logging.error( + f'No stage runner for {stage_name} with input: {input_files}') return [] def run(self, run_stages: list = []) -> list: diff --git a/scripts/earthengine/pipeline_stage_download.py b/scripts/earthengine/pipeline_stage_download.py index 68b4e35f29..59c48fc468 100644 --- a/scripts/earthengine/pipeline_stage_download.py +++ b/scripts/earthengine/pipeline_stage_download.py @@ -11,11 +11,12 @@ # 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. -"""Class to run the events pipeline stage to download files from a URL. -""" +"""Class to run the events pipeline stage to download files from a URL.""" import os +import re import sys +import time from absl import logging @@ -35,7 +36,7 @@ class DownloadRunner(StageRunner): - '''Class to download data files from URL source.''' + """Class to download data files from URL source.""" def __init__(self, config_dicts: list = [], @@ -43,18 +44,26 @@ def __init__(self, counters=None): self.set_up('download', config_dicts, state, counters) - def run(self, - input_files: list = None, - config_dict: dict = {}, - counters: Counters = None) -> list: - '''Returns the list of files downloaded from the URL in the config. - URLs are downloaded for each time period until the current date.''' + def run( + self, + input_files: list = None, + config_dict: dict = {}, + counters: Counters = None, + ) -> list: + """Returns the list of files downloaded from the URL in the config. + + URLs are downloaded for each time period until the current date. + """ # Download data from start_date up to end_date # advancing date by the time_period. start_date = self.get_config('start_date', '', config_dict) - end_date = self.get_config('end_date', '', config_dict) - if not end_date: - end_date = utils.date_yesterday() + yesterday = utils.date_yesterday() + end_date = self.get_config('end_date', yesterday, config_dict) + if end_date > yesterday: + end_date = yesterday + logging.info( + f'Running download with start_date: {start_date}, end_date:{end_date}' + ) data_files = [] while start_date and start_date <= end_date: # Download data for the start_date @@ -70,7 +79,7 @@ def run(self, return data_files def download_file_with_config(self, config_dict: dict = {}) -> list: - '''Returns list of files downloaded for config.''' + """Returns list of files downloaded for config.""" logging.info(f'Downloading data for config: {config_dict}') downloaded_files = [] urls = config_dict.get('url', []) @@ -98,7 +107,8 @@ def download_file_with_config(self, config_dict: dict = {}) -> list: output=config_dict.get('response_type', 'text'), timeout=config_dict.get('timeout', 60), retries=config_dict.get('retry_count', 3), - retry_secs=retry_secs) + retry_secs=retry_secs, + ) if download_content: # Check if the downloaded content matches the regex. regex = config_dict.get('successful_response_regex', '') @@ -124,8 +134,8 @@ def download_file_with_config(self, config_dict: dict = {}) -> list: with file_util.FileIO(filename, mode='w') as file: file.write(download_content) logging.info( - f'Downloaded {len(download_content)} bytes from {url} into file: {filename}' - ) + f'Downloaded {len(download_content)} bytes from {url} into file:' + f' {filename}') downloaded_files.append(filename) return downloaded_files diff --git a/scripts/earthengine/process_events.py b/scripts/earthengine/process_events.py index ae5be1a589..16810def14 100644 --- a/scripts/earthengine/process_events.py +++ b/scripts/earthengine/process_events.py @@ -58,7 +58,7 @@ _FLAGS = flags.FLAGS -_SCRIPTS_DIR = os.path.dirname(os.path.dirname(__file__)) +_SCRIPTS_DIR = os.path.dirname(__file__) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) @@ -76,6 +76,54 @@ from config_map import ConfigMap from dc_api_wrapper import dc_api_batched_wrapper +# List of place types in increasing order of preference for name. +# This is used to pick the name of the place from the list of affectedPlaces +# for an event for the place type with the highest index. +_PLACE_TYPE_ORDER = [ + 'Place', + 'OceanicBasin', + 'Continent', + 'Country', + 'CensusRegion', + 'CensusDivision', + 'State', + 'AdministrativeArea1', + 'County', + 'AdministrativeArea2', + 'CensusCountyDivision', + 'EurostatNUTS1', + 'EurostatNUTS2', + 'CongressionalDistrict', + 'UDISEDistrict', + 'CensusCoreBasedStatisticalArea', + 'EurostatNUTS3', + 'SuperfundSite', + 'Glacier', + 'AdministrativeArea3', + 'AdministrativeArea4', + 'PublicUtility', + 'CollegeOrUniversity', + 'EpaParentCompany', + 'UDISEBlock', + 'AdministrativeArea5', + 'EpaReportingFacility', + 'SchoolDistrict', + 'CensusZipCodeTabulationArea', + 'PrivateSchool', + 'CensusTract', + 'City', + 'AirQualitySite', + 'PublicSchool', + 'Neighborhood', + 'CensusBlockGroup', + 'AdministrativeArea', + 'Village', +] + +_PLACE_TYPE_RANK = { + _PLACE_TYPE_ORDER[index]: index for index in range(len(_PLACE_TYPE_ORDER)) +} + class GeoEvent: """Class for a Geo Event.""" @@ -791,7 +839,7 @@ def get_event_output_properties(self, event_id: str) -> dict: return None # Generate polygon for the event polygon_prop = self._config.get('output_affected_place_polygon', - 'geoJsonCoordinatesDP1') + 'geoJsonCoordinates') if polygon_prop: event_polygon = self.get_event_polygon(event_id) if event_polygon: @@ -804,10 +852,10 @@ def get_event_output_properties(self, event_id: str) -> dict: event_pvs[polygon_prop] = json.dumps( json.dumps(geo_json)) self._counters.add_counter('output_events_with_polygon', 1) - if not event_pvs.get('name', None): - event_pvs['name'] = self._get_event_name(event_pvs) # Set the affectedPlace and containedInPlace for the event. self._set_event_places(event, event_pvs) + if not event_pvs.get('name', None): + event_pvs['name'] = self._get_event_name(event_pvs) return event_pvs def delete_event(self, event_id): @@ -835,6 +883,12 @@ def get_place_date_output_properties(self, event_ids: list, event property values, such as { 'area': 100 } aggregated by place and date ''' + # default aggregation settings for event properties across places for a date. + property_config_per_date = dict( + _DEFAULT_CONFIG['property_config_per_date']) + property_config_per_date.update( + self._config.get('property_config_per_date', {})) + # Collect data for each event's (place, date) # as a dict: {(place, date): {'area': NN},... } place_date_pvs = dict() @@ -987,7 +1041,7 @@ def write_events_csv(self, output_columns.append(prop) # Add column for affected place polygon polygon_prop = self._config.get('output_affected_place_polygon', - 'geoJsonCoordinatesDP1') + 'geoJsonCoordinates') if polygon_prop: output_columns.append(polygon_prop) if event_ids is None: @@ -1340,19 +1394,6 @@ def write_events_place_svobs( f'Generating place svobs for {len(event_ids)} events for dates: {date_formats}' ) - # Aggregation settings for event properties across places for a date. - property_config_per_date = { - 'aggregate': 'sum', - 'area': { - 'aggregate': 'sum' - }, - 'EventId': { - 'aggregate': 'set' - } - } - property_config_per_date.update( - self._config.get('property_config_per_date', {})) - # Collect data for each event place and date # as a dict: {(place, date): {'area': NN},... } place_date_pvs = self.get_place_date_output_properties( @@ -1498,7 +1539,7 @@ def get_place_id_for_event(self, place_id: str) -> str: # Got a location. Convert it to a grid. if (output_place_type == 'grid_1') and (not utils.is_grid_id(place_id)): - grid_id = utils.grid_id_from_lat_lng(1, int(lat), int(lng)) + grid_id = utils.grid_id_from_lat_lng(1, lat, lng) place_id = grid_id self._counters.add_counter(f'place_converted_to_grid_1', 1) elif (output_place_type @@ -1546,12 +1587,14 @@ def output_events(self, _set_counter_stage(self._counters, 'emit_events_svobs_') output_files.extend( self.write_events_svobs( - output_path=output_path, + output_path=_get_output_subdir_path(output_path, + 'event_svobs'), output_ended_events=output_ended_events)) if self._config.get('output_place_svobs', False): output_files.extend( self.write_events_place_svobs( - output_path=output_path, + output_path=_get_output_subdir_path(output_path, + 'place_svobs'), event_props=self._config.get( 'output_place_svobs_properties', ['area', 'count']), date_formats=self._config.get( @@ -1637,6 +1680,31 @@ def _get_contained_for_place(self, place_id: str) -> list: self.set_place_property(place_id, 'containedInPlace', contained_places) return contained_places + def _get_smallest_place_name(self, place_ids: list) -> str: + '''Returns the name of the smallest place in the place list.''' + max_place_rank = -1 + place_name = '' + # Get the place with the highest rank (smallest place) + for place in _get_list(place_ids): + place = utils.strip_namespace(place) + if place == 'Earth' or utils.is_s2_cell_id( + place) or utils.is_grid_id(place) or utils.is_ipcc_id( + place): + # Ignore non admin places + continue + place_types = self.get_place_property_list(place, 'typeOf') + for place_type in place_types: + place_rank = _PLACE_TYPE_RANK.get(place_type, -1) + if place_rank > max_place_rank: + # This place is smaller. Use its name if available. + new_place_name = self.get_place_property_list(place, 'name') + if new_place_name: + new_place_name = new_place_name[0] + if new_place_name: + max_place_rank = place_rank + place_name = new_place_name + return place_name + def _get_event_name(self, event_pvs: dict, locations: list = None) -> str: '''Get the name for the event.''' typeof = event_pvs.get('typeOf', @@ -1646,17 +1714,7 @@ def _get_event_name(self, event_pvs: dict, locations: list = None) -> str: start_location = event_pvs.get('startLocation') if not locations: locations = _get_list(event_pvs.get('affectedPlace', '')) - location_name = '' - for placeid in locations: - placeid = utils.strip_namespace(placeid) - if not utils.is_ipcc_id(placeid) and not utils.is_grid_id(placeid): - location_name = self.get_place_property(placeid, 'name') - if location_name: - # place_type = self.get_place_property(placeid, 'typeOf') - # if place_type: - # location_name = f'{place_type[0]} {location_name[0]}' - location_name = f'{location_name[0]}' - break + location_name = self._get_smallest_place_name(locations) if not location_name: # Use the lat lng from start place. lat_lng = event_pvs.get('startLocation') @@ -1842,7 +1900,31 @@ def _get_list(items: str) -> list: return sorted(items_set) -_DEFAULT_CONFIG = {} +def _get_output_subdir_path(path: str, sub_dir: str) -> str: + '''Adds a sub directory for the path prefix.''' + dirname = os.path.dirname(path) + basename = os.path.basename(path) + if dirname: + sub_dir = os.path.join(dirname, sub_dir) + return os.path.join(sub_dir, basename) + + +_DEFAULT_CONFIG = { + # Aggregation settings for properties across events for a date. + 'property_config_per_date': { + 'aggregate': 'sum', + 'area': { + 'aggregate': 'sum', + 'unit': 'SquareKilometer', + }, + 'EventId': { + 'aggregate': 'set' + }, + 'affectedPlace': { + 'aggregate': 'list', + }, + } +} def get_default_config() -> dict: diff --git a/scripts/earthengine/process_events_test.py b/scripts/earthengine/process_events_test.py index a01f37691e..16ef61086d 100644 --- a/scripts/earthengine/process_events_test.py +++ b/scripts/earthengine/process_events_test.py @@ -63,7 +63,7 @@ def compare_csv_files(self, expected_file: str, actual_file: str, ignore_columns: list = []): - '''Compare CSV files with statvar obsevration data.''' + '''Compare CSV files with statvar observation data.''' # Sort files by columns. df_expected = pd.read_csv(expected_file) df_actual = pd.read_csv(actual_file) @@ -98,21 +98,26 @@ def test_process(self): output_path=output_prefix, config=self._config) # Verify generated events. - for file in [ - 'events.csv', - 'events.tmcf', - 'svobs.csv', - 'svobs.tmcf', - 'place_svobs.csv', - 'place_svobs.tmcf', - ]: - if file.endswith('.csv'): - # compare csv output without geoJson that is not deterministic - self.compare_csv_files(test_prefix + file, - output_prefix + file, - ['geoJsonCoordinatesDP1']) - else: - self.compare_files(test_prefix + file, output_prefix + file) + self.compare_csv_files( + os.path.join(tmp_dir, 'events_test_events.csv'), + os.path.join(_TESTDIR, test_prefix + 'events.csv')) + self.compare_files( + os.path.join(tmp_dir, 'events_test_events.tmcf'), + os.path.join(_TESTDIR, test_prefix + 'events.tmcf')) + self.compare_csv_files( + os.path.join(tmp_dir, 'event_svobs', 'events_test_svobs.csv'), + os.path.join(_TESTDIR, test_prefix + 'svobs.csv')) + self.compare_files( + os.path.join(tmp_dir, 'event_svobs', 'events_test_svobs.tmcf'), + os.path.join(_TESTDIR, test_prefix + 'svobs.tmcf')) + self.compare_csv_files( + os.path.join(tmp_dir, 'place_svobs', + 'events_test_place_svobs.csv'), + os.path.join(_TESTDIR, test_prefix + 'place_svobs.csv')) + self.compare_files( + os.path.join(tmp_dir, 'place_svobs', + 'events_test_place_svobs.tmcf'), + os.path.join(_TESTDIR, test_prefix + 'place_svobs.tmcf')) def test_process_event_data(self): '''Verify events can be added by date.''' diff --git a/scripts/earthengine/raster_to_csv.py b/scripts/earthengine/raster_to_csv.py index 0002f7d23f..26b2acef5e 100644 --- a/scripts/earthengine/raster_to_csv.py +++ b/scripts/earthengine/raster_to_csv.py @@ -52,19 +52,19 @@ import glob import math import multiprocessing -import numpy as np import os -import rasterio import re -import s2sphere import sys import time +from typing import Union from absl import app from absl import flags from absl import logging from geopy import distance -from typing import Union +import numpy as np +import rasterio +import s2sphere _SCRIPTS_DIR = os.path.dirname(__file__) sys.path.append(_SCRIPTS_DIR) @@ -88,27 +88,40 @@ flags.DEFINE_string('ignore_csv', '', 'CSV with points to be ignored set as data.') flags.DEFINE_string('allow_csv', '', 'CSV with points to be used set as data.') -flags.DEFINE_integer('limit_points', sys.maxsize, - 'Number of rows/points to process per input file.') +flags.DEFINE_integer( + 'limit_points', + sys.maxsize, + 'Number of rows/points to process per input file.', +) flags.DEFINE_string('output_csv', '', 'Output CSV file to generate') flags.DEFINE_string('output_mode', 'w', 'Write(w) or append(a) to existing output file.') flags.DEFINE_string('output_date', None, 'Date column to be added to output rows.') flags.DEFINE_list('output_columns', [], 'Output columns in the CSV') -flags.DEFINE_integer('output_precision', 6, - 'number of precision digits for float data in putput.') +flags.DEFINE_integer( + 'output_precision', + 6, + 'number of precision digits for float data in putput.', +) flags.DEFINE_integer('s2_level', 13, 'S2 Level for S2 cell Id.') +flags.DEFINE_integer('grid_degree', None, 'Grid degree for lat/lng place.') +flags.DEFINE_string('grid_prefix', 'grid_', 'Grid dcid prefix for place id.') flags.DEFINE_string('output_s2_place', '', 'Output prefix for S2 place csv and tmcf.') flags.DEFINE_list( - 'output_contained_s2_level', [10], - 'Levels to be added as contained in place nodes into s2 place output.') + 'output_contained_s2_level', + [10], + 'Levels to be added as contained in place nodes into s2 place output.', +) flags.DEFINE_string('aggregate', 'max', 'Aggregate function for data values with same key.') flags.DEFINE_integer('log_every_n', 10000, 'Print logs every N records.') -flags.DEFINE_float('default_cell_area', 0, - 'Area of the cell if the raster input is not provided.') +flags.DEFINE_float( + 'default_cell_area', + 0, + 'Area of the cell if the raster input is not provided.', +) _FLAGS = flags.FLAGS _FLAGS(sys.argv) # Allow invocation without app.run() @@ -125,7 +138,6 @@ def get_default_config(): 'ignore_csv': _FLAGS.ignore_csv, 'allow_csv': _FLAGS.allow_csv, 'limit_points': _FLAGS.limit_points, - # Output settings 'output_csv': _FLAGS.output_csv, 'output_mode': _FLAGS.output_mode, @@ -134,9 +146,10 @@ def get_default_config(): 'output_precision': _FLAGS.output_precision, 'output_s2_place': _FLAGS.output_s2_place, 'output_contained_s2_level': _FLAGS.output_contained_s2_level, - # Processing parameters 's2_level': _FLAGS.s2_level, + 'grid_degree': _FLAGS.grid_degree, + 'grid_prefix': _FLAGS.grid_prefix, # default aggregation for data values mapped to the same s2-cell+date # that can be one of: min, max, mean, sum. # For columns specific aggregation methods, use config:'input_data_filter'. @@ -152,7 +165,6 @@ def get_default_config(): 'acq_date': 'date', 'band:0': 'water', }, - # filter settings per column for data # input (pre-aggregation) and output (post-aggregation) of the form: # { @@ -170,21 +182,20 @@ def get_default_config(): }, #'confidence': { # 'regex': r'[nh]', # pick normal or high - #} + # } # 'water': { # band:0 # 'min': 1.0 - #}, + # }, }, 'output_data_filter': { # 'area': { # 'min': 1.0, # Minimum area in sqkm after aggregation # }, }, - # Debug settings 'debug': _FLAGS.debug, # Enable debug logs 'log_every_n': - _FLAGS.log_every_n, # Show counters when counter increments by N + (_FLAGS.log_every_n), # Show counters when counter increments by N 'log_every': 'processed_points', # Counter to check for log_every_n } @@ -192,34 +203,38 @@ def get_default_config(): _DEFAULT_COLUMNS = set({'latitude', 'longitude', 's2CellId', 'date'}) -def get_raster_data_point(raster: rasterio.io.DatasetReader, - arr: np.ndarray, - x: int, - y: int, - lat: float = None, - lng: float = None, - bands: list = None, - nodata_value: int = 0, - config: ConfigMap = None, - counter: Counters = None) -> dict: - '''Returns the lat/long and data value for each band - in the raster for a given position index (x, y). - Args: - raster: input raster - arr: numpy array from the input raster - x: index of the point - y: index of the point - lat: latitude of the point in degrees - lng: longitude of the point in degrees - If lat/lng are not set, it is computed from the raster transform - bands: list of bands indexes to process. - If not specified, all bands are processed. - nodata_value: value of cells not having valid data in the raster/numpy - config: ConfigMap dictionary of config parameters - Returns: - dictionary of values for the data point from the raster - including additional property for s2CellId and area. - ''' +def get_raster_data_point( + raster: rasterio.io.DatasetReader, + arr: np.ndarray, + x: int, + y: int, + lat: float = None, + lng: float = None, + bands: list = None, + nodata_value: int = 0, + config: ConfigMap = None, + counter: Counters = None, +) -> dict: + """Returns the lat/long and data value for each band + + in the raster for a given position index (x, y). + Args: + raster: input raster + arr: numpy array from the input raster + x: index of the point + y: index of the point + lat: latitude of the point in degrees + lng: longitude of the point in degrees If lat/lng are not set, it is + computed from the raster transform + bands: list of bands indexes to process. If not specified, all bands are + processed. + nodata_value: value of cells not having valid data in the raster/numpy + config: ConfigMap dictionary of config parameters + + Returns: + dictionary of values for the data point from the raster + including additional property for s2CellId and area. + """ if not config: config = ConfigMap() data = dict() @@ -237,6 +252,11 @@ def get_raster_data_point(raster: rasterio.io.DatasetReader, if s2_level: data['s2CellId'] = utils.s2_cell_latlng_dcid(lat, lng, s2_level) data['s2Level'] = s2_level + grid_degree = config.get('grid_degree', None) + if grid_degree: + data['dcid'] = utils.grid_id_from_lat_lng( + grid_degree, lat, lng, config.get('grid_prefix', 'grid_1')) + data['grid_degree'] = grid_degree if not bands: bands = list(range(raster.count)) for band in bands: @@ -250,13 +270,15 @@ def get_raster_data_point(raster: rasterio.io.DatasetReader, def get_csv_data_point(input_data: dict, config: ConfigMap) -> dict: - '''Get data for a CSV row. - Args: - input_data: dictionary with column:values for a CSV row. - assumed to have columns: latitude, longitude - Returns: - dictionary with values for the data point including area and s2CellId. - ''' + """Get data for a CSV row. + + Args: + input_data: dictionary with column:values for a CSV row. assumed to have + columns: latitude, longitude + + Returns: + dictionary with values for the data point including area and s2CellId. + """ _set_numeric_data(input_data, config) lat = input_data.get('latitude', 0.0) lng = input_data.get('longitude', 0.0) @@ -271,6 +293,11 @@ def get_csv_data_point(input_data: dict, config: ConfigMap) -> dict: s2_cell = utils.s2_cell_from_latlng(lat, lng, s2_level) input_data['s2CellId'] = utils.s2_cell_to_dcid(s2_cell.id()) input_data['s2Level'] = s2_level + grid_degree = config.get('grid_degree', None) + if grid_degree: + input_data['dcid'] = utils.grid_id_from_lat_lng( + grid_degree, lat, lng, config.get('grid_prefix', 'grid_1')) + input_data['grid_degree'] = grid_degree date = config.get('output_date') if 'area' not in input_data: area = None @@ -294,21 +321,25 @@ def get_csv_data_point(input_data: dict, config: ConfigMap) -> dict: return input_data -def get_raster_data_latlng(raster: rasterio.io.DatasetReader, - arr: np.ndarray, - lat: float, - lng: float, - band: int = 0) -> float: - '''Return the data value for the point (lat, lng) in given raster - Args: - raster: raster to look up - arr: numpy array having values from the ratser - lat: latitude of the point in degrees - lng: longitude of the point in degrees - band: the band index in the numpy array to use. - uses band 0 if unspecified. - Returns: - the data value from the numpy array for the given point.''' +def get_raster_data_latlng( + raster: rasterio.io.DatasetReader, + arr: np.ndarray, + lat: float, + lng: float, + band: int = 0, +) -> float: + """Return the data value for the point (lat, lng) in given raster + + Args: + raster: raster to look up + arr: numpy array having values from the ratser + lat: latitude of the point in degrees + lng: longitude of the point in degrees + band: the band index in the numpy array to use. uses band 0 if unspecified. + + Returns: + the data value from the numpy array for the given point. + """ (x, y) = rasterio.transform.rowcol(raster.transform, lng, lat) if not x or not y: return None @@ -322,16 +353,17 @@ def get_raster_data_latlng(raster: rasterio.io.DatasetReader, def is_valid_data_point(data_point: dict, filter_params: dict, counter: Counters) -> bool: - '''Returns True if the data point is allowed for all parameters in config. - Args: - data_point: dictionary of values for the point. - assumes to have properties like latitude/longitude, area, etc - filter_params: - dictionary of filter settings for each data value key. - filter settings could be: min, max - Returns: - True if data values satisfy all conditions in the filter params. - ''' + """Returns True if the data point is allowed for all parameters in config. + + Args: + data_point: dictionary of values for the point. assumes to have properties + like latitude/longitude, area, etc + filter_params: dictionary of filter settings for each data value key. filter + settings could be: min, max + + Returns: + True if data values satisfy all conditions in the filter params. + """ if filter_params: for col, params in filter_params.items(): value = data_point.get(col, None) @@ -357,12 +389,15 @@ def is_valid_data_point(data_point: dict, filter_params: dict, def rename_data_columns(data_point: dict, rename_columns: dict) -> dict: - '''Rename data point key (columns) names. - Args: - data_point: dictionary of data values - rename_columns: dictionary of key name replacements for data_point dict - Returns: - data_point dictionary with the keys renames if any.''' + """Rename data point key (columns) names. + + Args: + data_point: dictionary of data values + rename_columns: dictionary of key name replacements for data_point dict + + Returns: + data_point dictionary with the keys renames if any. + """ if rename_columns: for col, new_col in rename_columns.items(): if col in data_point: @@ -373,7 +408,7 @@ def rename_data_columns(data_point: dict, rename_columns: dict) -> dict: def get_parent_s2_cellids(lat: float, lng: float, s2cell_id: str, s2_level: int, top_s2_level: int) -> list: - '''Returns list of parent s2 cell ids(int) up to top_s2_level.''' + """Returns list of parent s2 cell ids(int) up to top_s2_level.""" s2cell = None if lat is not None and lng is not None: s2cell = utils.s2_cell_from_latlng(lat, lng, s2_level) @@ -390,30 +425,34 @@ def get_parent_s2_cellids(lat: float, lng: float, s2cell_id: str, s2_level: int, ] -def add_data_point(data_dict: dict, - data_point: dict, - config: ConfigMap = {}, - filter_params: dict = {}, - counter: Counters = None) -> dict: - '''Add a data point to the data_dict dictionary - if a point with the same key already exists, it is updated with new values. - Args: - data_dict: dictionary into which the point it to be added. - data_point: property:values for the data point. - config: dictionary of config parameters. - Indicates method to merge existing data, such as: - sum, min, max, mean. - filter_params: dictionary with data filter settings. - counter: dictionary of counters to be updated. - Returns: - the data point dictionary added/updated if filter settings are met. - The returned dict will have additional properties prefixed with '#' - such as '#count' in case data is merged, - and band specific counts, like '#band:0:count' when aggregating as mean. - ''' +def add_data_point( + data_dict: dict, + data_point: dict, + config: ConfigMap = {}, + filter_params: dict = {}, + counter: Counters = None, +) -> dict: + """Add a data point to the data_dict dictionary + + if a point with the same key already exists, it is updated with new values. + Args: + data_dict: dictionary into which the point it to be added. + data_point: property:values for the data point. + config: dictionary of config parameters. Indicates method to merge existing + data, such as: sum, min, max, mean. + filter_params: dictionary with data filter settings. + counter: dictionary of counters to be updated. + + Returns: + the data point dictionary added/updated if filter settings are met. + The returned dict will have additional properties prefixed with '#' + such as '#count' in case data is merged, + and band specific counts, like '#band:0:count' when aggregating as mean. + """ counter.add_counter('processed_points', 1) rename_data_columns(data_point, config.get('rename_columns', None)) - s2_level = data_point.get('s2Level', config.get('s2Level', '')) + s2_level = data_point.get( + 's2Level', config.get('s2Level', config.get('grid_degree', ''))) data_key = _get_data_key(data_point) if data_key not in data_dict: cur_data = dict(data_point) @@ -424,21 +463,43 @@ def add_data_point(data_dict: dict, props = set(data_point.keys()).difference(_DEFAULT_COLUMNS) props = [p for p in props if not p.startswith('#')] for prop in props: - cur_val = cur_data.get(prop, 0) - new_val = data_point[prop] - aggr = filter_params.get(prop, {}).get('aggregate', def_aggr) - if aggr == 'sum': - cur_data[prop] = cur_val + new_val - elif aggr == 'min': - cur_data[prop] = min(cur_val, new_val) - elif aggr == 'max': - cur_data[prop] = max(cur_val, new_val) - elif aggr == 'mean': - cur_num = cur_data.get(f'#{prop}:count', 0) - new_num = data_point.get(f'#{prop}:count', 1) - cur_data[prop] = ((cur_val * cur_num) + - (new_val * new_num)) / (cur_num + new_num) - cur_data[f'#{prop}:count'] = cur_num + new_num + try: + cur_val = cur_data.get(prop, 0) + new_val = data_point[prop] + if cur_val == new_val: + continue + if isinstance(cur_val, str) and not cur_val and new_val: + cur_data[prop] = new_val + continue + if isinstance(new_val, str) and not new_val: + continue + aggr = filter_params.get(prop, {}).get('aggregate', def_aggr) + if aggr == 'last': + cur_data[prop] = new_val + continue + # Convert values to numeric for aggregation + if (isinstance(cur_val, float) or isinstance(cur_val, int) or + isinstance(new_val, float) or isinstance(new_val, int)): + cur_val = _get_numeric_value(cur_val) + new_val = _get_numeric_value(new_val) + + if aggr == 'sum': + cur_data[prop] = cur_val + new_val + elif aggr == 'min': + cur_data[prop] = min(cur_val, new_val) + elif aggr == 'max': + cur_data[prop] = max(cur_val, new_val) + elif aggr == 'mean': + cur_num = cur_data.get(f'#{prop}:count', 0) + new_num = data_point.get(f'#{prop}:count', 1) + cur_data[prop] = ((cur_val * cur_num) + + (new_val * new_num)) / (cur_num + new_num) + cur_data[f'#{prop}:count'] = cur_num + new_num + except TypeError as e: + logging.error( + f'Error {e} in aggregating: {agr}: prop: {prop}, for new' + f' {data_point} with old: {cur_data}') + # Update lat/long to centroid. cur_count = cur_data.get('#count', 1) new_count = data_point.get('#count', 1) @@ -461,12 +522,14 @@ def add_data_point(data_dict: dict, def load_raster_geotiff(filename: str) -> rasterio.io.DatasetReader: - '''Load a raster from a geoTiff file. - Args: - filename: Name of the geoTiff file. - Returns: - raster data set for the file. - ''' + """Load a raster from a geoTiff file. + + Args: + filename: Name of the geoTiff file. + + Returns: + raster data set for the file. + """ logging.info(f'Loading raster GeoTiff File: {filename}') if file_util.file_is_gcs(filename): # RasterIO doesn't support GCS files. Copy over to a local file. @@ -476,27 +539,28 @@ def load_raster_geotiff(filename: str) -> rasterio.io.DatasetReader: return src -def write_data_csv(data_points: dict, - filename: str, - columns: list = None, - config: ConfigMap = {}, - counter: Counters = None): - '''Output the data points dict into the csv file. - Args: - data_points: dictionary of data points keys by location+date. - each entry is a dictionary of property:values for each point. - if config doesn't specify output_columns, all keys without the '#' prefix - are added as csv columns. - filename: output csv file name - columns: list of output columns. - if not set, picks the config['output_columns'] or all keys. - config: dictionary of parameter:value settings for: - output_mode: whether to append or overwrite file. - output_columns: list of columns to emit - if not specified, all keys in the data_point dict are emitted. - - counter: dictionary of counter:values. - ''' +def write_data_csv( + data_points: dict, + filename: str, + columns: list = None, + config: ConfigMap = {}, + counter: Counters = None, +): + """Output the data points dict into the csv file. + + Args: + data_points: dictionary of data points keys by location+date. each entry is + a dictionary of property:values for each point. if config doesn't specify + output_columns, all keys without the '#' prefix are added as csv columns. + filename: output csv file name + columns: list of output columns. if not set, picks the + config['output_columns'] or all keys. + config: dictionary of parameter:value settings for: + output_mode: whether to append or overwrite file. + output_columns: list of columns to emit if not specified, all keys in the + data_point dict are emitted. + counter: dictionary of counter:values. + """ # Write to the output. if not columns: columns = config.get('output_columns', None) @@ -511,9 +575,8 @@ def write_data_csv(data_points: dict, for col in all_columns: if col not in columns: columns.append(col) - logging.info( - f'Writing {len(data_points)} rows with columns: {columns} into {filename} ...' - ) + logging.info(f'Writing {len(data_points)} rows with columns: {columns} into' + f' {filename} ...') # create output directory if needed dirname = os.path.dirname(filename) if dirname: @@ -525,12 +588,14 @@ def write_data_csv(data_points: dict, # File doesn't exist yet. Open in write mode and add column headers. output_mode = 'w' with file_util.FileIO(filename, mode=output_mode) as csv_file: - writer = csv.DictWriter(csv_file, - fieldnames=columns, - escapechar='\\', - extrasaction='ignore', - quotechar='"', - quoting=csv.QUOTE_NONNUMERIC) + writer = csv.DictWriter( + csv_file, + fieldnames=columns, + escapechar='\\', + extrasaction='ignore', + quotechar='"', + quoting=csv.QUOTE_NONNUMERIC, + ) if output_mode == 'w': writer.writeheader() output_date = config.get('output_date', None) @@ -548,18 +613,22 @@ def write_data_csv(data_points: dict, len(data_points)) -def write_s2place_csv_tmcf(data_points: dict, - output_prefix: str, - config: ConfigMap = {}, - counter: Counters = None): - '''Generate CSV+tMCF file for S2 places with hierarchy. - Args: - data_ponts: dictionary of data points where each point is a dict with 's2Cellid' - output_prefix: file name prefix for output csv/tmcf files. - config: dictionary of config parameters - output_contained_s2_level: topmost s2 level upto which places are added. - counter: dictionary of named counters - ''' +def write_s2place_csv_tmcf( + data_points: dict, + output_prefix: str, + config: ConfigMap = {}, + counter: Counters = None, +): + """Generate CSV+tMCF file for S2 places with hierarchy. + + Args: + data_ponts: dictionary of data points where each point is a dict with + 's2Cellid' + output_prefix: file name prefix for output csv/tmcf files. + config: dictionary of config parameters + output_contained_s2_level: topmost s2 level upto which places are added. + counter: dictionary of named counters + """ s2_places = {} contained_levels = config.get('output_contained_s2_level', [10]) # Collect all S2 cells ids for data points and its parents. @@ -571,9 +640,8 @@ def write_s2place_csv_tmcf(data_points: dict, if not s2cell: continue s2_places[s2cell.id()] = {} - logging.info( - f'Generating place data for {len(s2_places)} places upto level {contained_levels} into {output_prefix}.csv/tmcf' - ) + logging.info(f'Generating place data for {len(s2_places)} places upto level' + f' {contained_levels} into {output_prefix}.csv/tmcf') # Add containedInPlace and Types for each s2 cell. for cellid in s2_places.keys(): s2cell = s2sphere.CellId(cellid) @@ -595,9 +663,13 @@ def write_s2place_csv_tmcf(data_points: dict, os.makedirs(output_dir, exist_ok=True) # Generate the place csv counter.set_prefix('8:output_places_csv:') - write_data_csv(s2_places, f'{output_prefix}.csv', - ['s2CellId', 'typeOf', 'containedInPlace', 'name'], config, - counter) + write_data_csv( + s2_places, + f'{output_prefix}.csv', + ['s2CellId', 'typeOf', 'containedInPlace', 'name'], + config, + counter, + ) # Generate the place tmcf logging.info(f'Generating place tmcf {output_prefix}.tmcf') @@ -611,18 +683,23 @@ def write_s2place_csv_tmcf(data_points: dict, tmcf_file.write('\n') -def process_raster(raster_input: str, - config: ConfigMap, - data_points: dict = None, - counter: Counters = {}) -> dict: - '''Read a raster geoTiff and output points with data values. - Args: - raster_input: raster data set to process loaded from a geoTiff file. - config: dictionary of parameter:value settings. - data_points: dictionary into which points from the raster are added. - counter: dictionary of named counters. - Returns: - data_points dict with new points from the raster added.''' +def process_raster( + raster_input: str, + config: ConfigMap, + data_points: dict = None, + counter: Counters = {}, +) -> dict: + """Read a raster geoTiff and output points with data values. + + Args: + raster_input: raster data set to process loaded from a geoTiff file. + config: dictionary of parameter:value settings. + data_points: dictionary into which points from the raster are added. + counter: dictionary of named counters. + + Returns: + data_points dict with new points from the raster added. + """ logging.info( f'Processing raster {raster_input} with config: {config.get_configs()}') counter.add_counter('input_geotiff_files', 1) @@ -674,51 +751,66 @@ def process_raster(raster_input: str, num_points = len(points_xy[0]) counter.add_counter('processed_points', num_points) logging.info( - f'Got {num_points} xy points out of {num_idx} values from raster: {raster_input}.' - ) + f'Got {num_points} xy points out of {num_idx} values from raster:' + f' {raster_input}.') # Process all points in the raster. - process_raster_points(src, arr, ignore_src, ignore_arr, allow_src, - allow_arr, points_xy, 0, num_points, data_points, - config, None, counter) + process_raster_points( + src, + arr, + ignore_src, + ignore_arr, + allow_src, + allow_arr, + points_xy, + 0, + num_points, + data_points, + config, + None, + counter, + ) return data_points -def process_raster_points(src_r: rasterio.io.DatasetReader, - src_arr: np.ndarray, - ignore_r: rasterio.io.DatasetReader, - ignore_arr: np.ndarray, - allow_r: rasterio.io.DatasetReader, - allow_arr: np.ndarray, - points_xy: list, - points_start_index: int, - num_points: int, - data_points: dict, - config: ConfigMap, - output_csv: str = None, - counter: Counters = None) -> bool: - '''Process a set of raster data points. - Args: - src_r: Source raster data set to process - src_arr: numpy array fr source data set with all bands. - ignore_r: Raster dataset with data points to be ignores. - ignore_arr: numpy array for data points to be ignored set as 1. - allow_r: raster dataset for points to be allowed - allow_arr: numpy array for points to be allowed set as 1. - points_xy: list of indexes for x and y [[x], [y]] with - valid data points in source raster src_r - points_start_index: start index for subset of points to be processed. - num_points: number of points to process from the start index. - data_points: dictionary of data point key:value dicts - into which processed points are added - config: ConfigMap dictionary of configuration parameter:values. - output_csv: output csv file if data_points dict is to be saved in a csv. - counter: dictionary of named counter:values - Returns - True if the raster was processed. - ''' - logging.info( - f'Processing points {num_points} of {len(points_xy[0])} from {points_start_index} from {src_r.files} ...' - ) +def process_raster_points( + src_r: rasterio.io.DatasetReader, + src_arr: np.ndarray, + ignore_r: rasterio.io.DatasetReader, + ignore_arr: np.ndarray, + allow_r: rasterio.io.DatasetReader, + allow_arr: np.ndarray, + points_xy: list, + points_start_index: int, + num_points: int, + data_points: dict, + config: ConfigMap, + output_csv: str = None, + counter: Counters = None, +) -> bool: + """Process a set of raster data points. + + Args: + src_r: Source raster data set to process + src_arr: numpy array fr source data set with all bands. + ignore_r: Raster dataset with data points to be ignores. + ignore_arr: numpy array for data points to be ignored set as 1. + allow_r: raster dataset for points to be allowed + allow_arr: numpy array for points to be allowed set as 1. + points_xy: list of indexes for x and y [[x], [y]] with valid data points in + source raster src_r + points_start_index: start index for subset of points to be processed. + num_points: number of points to process from the start index. + data_points: dictionary of data point key:value dicts into which processed + points are added + config: ConfigMap dictionary of configuration parameter:values. + output_csv: output csv file if data_points dict is to be saved in a csv. + counter: dictionary of named counter:values + + Returns + True if the raster was processed. + """ + logging.info(f'Processing points {num_points} of {len(points_xy[0])} from' + f' {points_start_index} from {src_r.files} ...') if counter is None: counter = Counters() counter.set_prefix('0:raster:') @@ -743,14 +835,16 @@ def process_raster_points(src_r: rasterio.io.DatasetReader, y = points_xy[1][point_index] lng = latlons[0][point_index] lat = latlons[1][point_index] - data = get_raster_data_point(raster=src_r, - arr=src_arr, - x=x, - y=y, - lat=lat, - lng=lng, - config=config, - counter=counter) + data = get_raster_data_point( + raster=src_r, + arr=src_arr, + x=x, + y=y, + lat=lat, + lng=lng, + config=config, + counter=counter, + ) if data: # Check if data point is allowed by the ignore/allow masks. if ignore_arr is not None: @@ -781,27 +875,31 @@ def process_raster_points(src_r: rasterio.io.DatasetReader, return True -def process_csv_points(input_csv: str, - ignore_csv: str = None, - allow_csv: str = None, - data_points: dict = None, - config: ConfigMap = {}, - output_csv: str = None, - counter: Counters = None) -> bool: - '''Process data points from CSV. - Args: - input_csv: Input csv file to load data points. - Assumed to have columns: latitude, longitude - ignore_csv: CSV file with points to be ignored. - allow_csv: CSV file with points to be allowed. - data_points: Dictionary of data points keyed by location+date. - into which new points from input_csv are added. - config: dictionary of configuration parameter:values. - output_csv: Output csv file if data is to be saved. - counter: dictionary of named counter:values. - Returns: - True if data was processed. - ''' +def process_csv_points( + input_csv: str, + ignore_csv: str = None, + allow_csv: str = None, + data_points: dict = None, + config: ConfigMap = {}, + output_csv: str = None, + counter: Counters = None, +) -> bool: + """Process data points from CSV. + + Args: + input_csv: Input csv file to load data points. Assumed to have columns: + latitude, longitude + ignore_csv: CSV file with points to be ignored. + allow_csv: CSV file with points to be allowed. + data_points: Dictionary of data points keyed by location+date. into which + new points from input_csv are added. + config: dictionary of configuration parameter:values. + output_csv: Output csv file if data is to be saved. + counter: dictionary of named counter:values. + + Returns: + True if data was processed. + """ if data_points is None: data_points = {} if counter is None: @@ -868,21 +966,25 @@ def process_csv_points(input_csv: str, return data_points -def filter_data_points(data_points: dict, - filter_params: dict = None, - config: ConfigMap = {}, - counter: Counters = {}) -> dict: - '''Remove data points that don't meet required criteria, like min area. - Args: - data_points: dictionary of data points each with a dict of key:values. - filter_params: parameters for keys of the data points. - see is_valid_data_point() for parameters supported. - config: dictionary of configuration parameter:values. - output_csv: Output csv file if data is to be saved. - counter: dictionary of named counter:values. - Returns: - data points dictionary after removing points. - ''' +def filter_data_points( + data_points: dict, + filter_params: dict = None, + config: ConfigMap = {}, + counter: Counters = {}, +) -> dict: + """Remove data points that don't meet required criteria, like min area. + + Args: + data_points: dictionary of data points each with a dict of key:values. + filter_params: parameters for keys of the data points. see + is_valid_data_point() for parameters supported. + config: dictionary of configuration parameter:values. + output_csv: Output csv file if data is to be saved. + counter: dictionary of named counter:values. + + Returns: + data points dictionary after removing points. + """ if not filter_params: return data_points logging.info( @@ -899,18 +1001,21 @@ def filter_data_points(data_points: dict, return data_points -def process(input_geotiff: str, - input_csv: str, - output_csv: str, - config: ConfigMap, - counter: Counters = None): - '''Process raster or CSV inputs to generate CSV output. - Args: - input_geotiff: comma separated list of input geotiff file patterns - input_csv: comma separated list of input csv files. - output_csv: output csv file to generate - config: dictionary of config parameter:values. - ''' +def process( + input_geotiff: str, + input_csv: str, + output_csv: str, + config: ConfigMap, + counter: Counters = None, +): + """Process raster or CSV inputs to generate CSV output. + + Args: + input_geotiff: comma separated list of input geotiff file patterns + input_csv: comma separated list of input csv files. + output_csv: output csv file to generate + config: dictionary of config parameter:values. + """ data_points = {} if counter is None: counter = Counters(options=CounterOptions( @@ -925,12 +1030,14 @@ def process(input_geotiff: str, if input_csv: logging.info( f'Processing csv {input_csv} with config: {config.get_configs()}') - process_csv_points(input_csv=input_csv, - ignore_csv=config.get('ignore_csv', None), - allow_csv=config.get('allow_csv', None), - data_points=data_points, - config=config, - counter=counter) + process_csv_points( + input_csv=input_csv, + ignore_csv=config.get('ignore_csv', None), + allow_csv=config.get('allow_csv', None), + data_points=data_points, + config=config, + counter=counter, + ) logging.info(f'Loaded {len(data_points)} points from {input_csv}') counter.set_counter('end_time', time.perf_counter()) @@ -945,10 +1052,12 @@ def process(input_geotiff: str, def _get_data_key(data: dict, add_date: bool = True) -> str: - '''Return a key for the data values in dictionary - Uses s2 cell id if it exists, else the lat/lng - along with the date.''' - key = data.get('s2CellId', None) + """Return a key for the data values in dictionary + + Uses s2 cell id if it exists, else the lat/lng + along with the date. + """ + key = data.get('s2CellId', data.get('dcid')) if not key: key = str(data.get('latitude', '')) + str(data.get('longitude', '')) if add_date: @@ -959,7 +1068,7 @@ def _get_data_key(data: dict, add_date: bool = True) -> str: def _get_all_columns(data_points: dict, config: ConfigMap = {}, ignore_commented: bool = True) -> list: - '''Returns a list of all keys across all data points.''' + """Returns a list of all keys across all data points.""" cols = set() cols.update(config.get('output_columns', [])) for data in data_points.values(): @@ -969,8 +1078,16 @@ def _get_all_columns(data_points: dict, return list(sorted(cols)) +def _get_numeric_value(value: str) -> float: + """Returns a numeric value for the data string.""" + numeric_value = utils.str_get_numeric_value(value) + if numeric_value is None: + numeric_value = 0 + return numeric_value + + def _set_numeric_data(data: dict, config: ConfigMap = {}) -> dict: - '''Returns dictionary of key:values with values converted from string to number.''' + """Returns dictionary of key:values with values converted from string to number.""" for k, v in data.items(): numeric_value = utils.str_get_numeric_value(v) if numeric_value: @@ -979,7 +1096,7 @@ def _set_numeric_data(data: dict, config: ConfigMap = {}) -> dict: def _log_raster_info(raster: rasterio.io.DatasetReader): - '''Print raster metadata.''' + """Print raster metadata.""" logging.info(f'Raster files: {raster.files}') logging.info(f'Raster shape: {raster.shape}') logging.info(f'Raster resolution: {raster.res}') diff --git a/scripts/earthengine/raster_to_csv_test.py b/scripts/earthengine/raster_to_csv_test.py index 81e7863033..61277e7cae 100644 --- a/scripts/earthengine/raster_to_csv_test.py +++ b/scripts/earthengine/raster_to_csv_test.py @@ -105,7 +105,7 @@ def test_process_csv(self): 'aggregate_s2_level': 5, }) output_csv = os.path.join(tmp_dir, - 'sample_flood_output_filtered.csv') + 'sample_floods_output_filtered.csv') counter = Counters() # Process raster into csv data points. r2c.process(input_geotiff=None, diff --git a/scripts/earthengine/requirements.txt b/scripts/earthengine/requirements.txt new file mode 100644 index 0000000000..548a8288df --- /dev/null +++ b/scripts/earthengine/requirements.txt @@ -0,0 +1,17 @@ +# Requirements for Python code in this directory. +dataclasses +datacommons +earthengine-api +geojson +geopandas +googleapi +google-cloud-logging +lxml +openpyxl +rdp +requests +retry +s2sphere +shapely +urllib3 +xlrd diff --git a/scripts/earthengine/test_data/sample_fires_event_pipeline_config.py b/scripts/earthengine/test_data/sample_fires_event_pipeline_config.py index fe9f787b3a..535400df43 100644 --- a/scripts/earthengine/test_data/sample_fires_event_pipeline_config.py +++ b/scripts/earthengine/test_data/sample_fires_event_pipeline_config.py @@ -13,6 +13,7 @@ 'stage': 'download', 'url': 'http://sample_test.com/data/{year}', 'output_file': '{tmp_dir}/{stage}/{year}/fire_input_data.csv', + 'skip_existing_output': 0, }, # convert lat/longs to s2 cells. { diff --git a/scripts/earthengine/test_data/sample_fires_events.csv b/scripts/earthengine/test_data/sample_fires_events.csv index d6634dd8f7..ba7ead1ca2 100644 --- a/scripts/earthengine/test_data/sample_fires_events.csv +++ b/scripts/earthengine/test_data/sample_fires_events.csv @@ -1,176 +1,176 @@ "dcid","typeOf","name","startDate","endDate","observationPeriod","DurationDays","numberOfDays","startLocation","affectedPlace","AffectedPlaceCount","area","AreaSqKm","bright_ti4","bright_ti5","confidence","frp","observationDate","geoJsonCoordinatesDP1" -"fireEvent/2023-01-31_0x80837b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083630000000000 on 2023-01-31","2023-01-31","2023-01-31","P1D",1,1,"[LatLong 39.07645 -122.15757]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:northamerica,dcid:s2CellId/0x808362bc00000000,dcid:s2CellId/0x8083630000000000,dcid:s2CellId/0x80837a5400000000,dcid:s2CellId/0x80837b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.03855 SquareKilometer]",2.03855,335.81,288.82,"n",2.01,"2023-01-31","{'type': 'MultiPolygon', 'coordinates': [(((-122.26538872869685, 39.104064455903135), (-122.26538872869685, 39.17888461552509), (-122.17460498684162, 39.20690582223145), (-122.17460498684162, 39.132070524198696), (-122.26538872869685, 39.104064455903135)),), (((-122.08374449567627, 39.160007530943815), (-122.08374449567627, 39.08507197362498), (-122.17460498684162, 39.057150204742555), (-122.17460498684162, 39.132070524198696), (-122.08374449567627, 39.160007530943815)),)]}" -"fireEvent/2023-02-06_0x8094af0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094af0000000000 on 2023-02-06","2023-02-06","2023-02-06","P1D",1,1,"[LatLong 36.10040 -120.02030]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094af0000000000,dcid:s2CellId/0x8094af1c00000000,dcid:s2CellId/0x8094af2400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.28556 SquareKilometer]",2.28556,334.6,287.55,"n",4.13,"2023-02-06","{'type': 'Polygon', 'coordinates': (((-120.06652363285929, 36.12725014536185), (-120.06652363285929, 36.04806788044641), (-119.97405342347365, 36.07349347026282), (-119.97405342347365, 36.15269831052497), (-120.06652363285929, 36.12725014536185)),)}" -"fireEvent/2023-01-12_0x80d65d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d65d0000000000 on 2023-01-12","2023-01-12","2023-01-12","P1D",1,1,"[LatLong 32.59410 -114.57772]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04027,dcid:northamerica,dcid:s2CellId/0x80d65c3400000000,dcid:s2CellId/0x80d65d0000000000,dcid:s2CellId/0x80d65e6400000000,dcid:s2CellId/0x80d65e6c00000000,dcid:s2CellId/0x80d65f0000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",5,"[3.9386 SquareKilometer]",3.9386,367.0,293.19,"n",16.15,"2023-01-12","{'type': 'Polygon', 'coordinates': (((-114.52426397902158, 32.53615314436677), (-114.61928990191176, 32.516455336320426), (-114.61928990191176, 32.601380600508776), (-114.61928990191176, 32.686238988626556), (-114.52426397902158, 32.705990765439765), (-114.52426397902158, 32.62110549021124), (-114.52426397902158, 32.53615314436677)),)}" -"fireEvent/2023-02-14_0x80ea570000000000","FireEvent","FireEvent at L10 S2 Cell 0x80ea570000000000 on 2023-02-14","2023-02-14","2023-02-14","P1D",1,1,"[LatLong 35.50403 -119.27856]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80ea570000000000,dcid:s2CellId/0x80ea577400000000,dcid:s2CellId/0x80eafaec00000000,dcid:s2CellId/0x80eafb0000000000,dcid:s2CellId/0x80eafd0000000000,dcid:s2CellId/0x80eafd0400000000,dcid:s2CellId/0x80eaff0000000000,dcid:s2CellId/0x80eaff2400000000,dcid:s2CellId/0x80eaff2c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[5.84321 SquareKilometer]",5.84321,340.56,292.86,"n",8.12,"2023-02-14","{'type': 'MultiPolygon', 'coordinates': [(((-119.23207840138082, 35.47625041156115), (-119.32503466239531, 35.45162141848549), (-119.32503466239531, 35.53175350399878), (-119.23207840138082, 35.556406222206114), (-119.23207840138082, 35.47625041156115)),), (((-119.23207840138082, 35.63648603631758), (-119.32503466239531, 35.61180980810941), (-119.32503466239531, 35.53175350399878), (-119.41793235298398, 35.50702987289793), (-119.41793235298398, 35.58706253975614), (-119.41793235298401, 35.66701930371646), (-119.32503466239531, 35.69178999395241), (-119.23207840138082, 35.716489517297106), (-119.23207840138082, 35.63648603631758)),)]}" -"fireEvent/2023-02-15_0x8092db0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8092db0000000000 on 2023-02-15","2023-02-15","2023-02-15","P1D",1,1,"[LatLong 35.89531 -121.03351]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06053,dcid:northamerica,dcid:s2CellId/0x8092db0000000000,dcid:s2CellId/0x8092dbec00000000,dcid:s2CellId/0x8092dbf400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.26338 SquareKilometer]",2.26338,333.02,292.38,"n",3.38,"2023-02-15","{'type': 'Polygon', 'coordinates': (((-121.07937052658627, 35.92160807483137), (-121.07937052658627, 35.842757347952094), (-120.98763211526173, 35.8689609102411), (-120.98763211526173, 35.947835377412154), (-121.07937052658627, 35.92160807483137)),)}" -"fireEvent/2023-01-02_0x80d7070000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7070000000000 on 2023-01-02","2023-01-02","2023-01-02","P1D",1,1,"[LatLong 32.65892 -115.07625]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7061400000000,dcid:s2CellId/0x80d7066c00000000,dcid:s2CellId/0x80d7070000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",3,"[2.61267 SquareKilometer]",2.61267,356.58,300.12,"n",19.19,"2023-01-02","{'type': 'Polygon', 'coordinates': (((-115.09404500241959, 32.671008212834636), (-115.09404500241959, 32.58635275421574), (-114.99914638140322, 32.60647972155236), (-114.99914638140322, 32.69116258740858), (-115.09404500241959, 32.671008212834636)),)}" -"fireEvent/2023-02-10_0x8083270000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083270000000000 on 2023-02-10","2023-02-10","2023-02-11","P2D",2,2,"[LatLong 39.69439 -121.81640]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:northamerica,dcid:s2CellId/0x8083260400000000,dcid:s2CellId/0x8083270000000000,dcid:s2CellId/0x8083274c00000000,dcid:s2CellId/0x8083275400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.01116 SquareKilometer]",2.01116,340.04,285.06,"n",3.14,"2023-02-10,2023-02-11","{'type': 'Polygon', 'coordinates': (((-121.90179543138471, 39.73802301630229), (-121.90179543138471, 39.66366133679624), (-121.81070794913828, 39.69147458174664), (-121.81070794913828, 39.76584973823246), (-121.90179543138471, 39.73802301630229)),)}" -"fireEvent/2023-02-23_0x80eae30000000000","FireEvent","FireEvent at L10 S2 Cell 0x80eae30000000000 on 2023-02-23","2023-02-23","2023-02-23","P1D",1,1,"[LatLong 35.71937 -119.37149]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80eae30000000000,dcid:s2CellId/0x80eae36400000000,dcid:s2CellId/0x80eae3ac00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.32886 SquareKilometer]",2.32886,326.92,287.13,"n",3.53,"2023-02-23","{'type': 'Polygon', 'coordinates': (((-119.41793235298398, 35.74689982999827), (-119.41793235298401, 35.66701930371646), (-119.32503466239531, 35.69178999395241), (-119.32503466239531, 35.77169372701799), (-119.41793235298398, 35.74689982999827)),)}" -"fireEvent/2023-02-08_0x809b990000000000","FireEvent","FireEvent at L10 S2 Cell 0x809b990000000000 on 2023-02-08","2023-02-08","2023-02-08","P1D",1,1,"[LatLong 39.21832 -120.75798]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06061,dcid:northamerica,dcid:s2CellId/0x809b990000000000,dcid:s2CellId/0x809b996400000000,dcid:s2CellId/0x809b997400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.07602 SquareKilometer]",2.07602,305.34,276.36,"n",1.07,"2023-02-08","{'type': 'Polygon', 'coordinates': (((-120.80394744373855, 39.24263772504066), (-120.80394744373855, 39.16714989698495), (-120.7120023484522, 39.193946808225185), (-120.7120023484522, 39.269449088826086), (-120.80394744373855, 39.24263772504066)),)}" -"fireEvent/2023-03-18_0x80dd350000000000","FireEvent","FireEvent at L10 S2 Cell 0x80dd350000000000 on 2023-03-18","2023-03-18","2023-03-18","P1D",1,1,"[LatLong 33.82611 -118.24681]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80dd34fc00000000,dcid:s2CellId/0x80dd350000000000,dcid:s2CellId/0x80dd359c00000000,dcid:s2CellId/0x80dd4b0000000000,dcid:s2CellId/0x80dd4bac00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.70076 SquareKilometer]",3.70076,297.55,284.36,"n",0.7,"2023-03-18","{'type': 'Polygon', 'coordinates': (((-118.20587682407124, 33.8722154192009), (-118.20587682407124, 33.79003345093331), (-118.29943499572406, 33.76679933456592), (-118.39294170620582, 33.74349483462569), (-118.39294170620582, 33.82562180473932), (-118.29943499572406, 33.848953872494164), (-118.20587682407124, 33.8722154192009)),)}" -"fireEvent/2023-02-22_0x8090f90000000000","FireEvent","FireEvent at L10 S2 Cell 0x8090f70000000000 on 2023-02-22","2023-02-22","2023-02-22","P1D",1,1,"[LatLong 37.81896 -120.84989]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x8090f70000000000,dcid:s2CellId/0x8090f7f400000000,dcid:s2CellId/0x8090f81c00000000,dcid:s2CellId/0x8090f90000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.16141 SquareKilometer]",2.16141,353.83,289.55,"n",5.74,"2023-02-22","{'type': 'Polygon', 'coordinates': (((-120.80394744373855, 37.71662016196677), (-120.89582422732902, 37.69006636052178), (-120.89582422732902, 37.76714783509468), (-120.89582422732902, 37.84414693051973), (-120.80394744373855, 37.870737535489965), (-120.80394744373855, 37.79372014425884), (-120.80394744373855, 37.71662016196677)),)}" -"fireEvent/2023-02-10_0x80d7b50000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d64d0000000000 on 2023-02-10","2023-02-10","2023-02-12","P3D",3,3,"[LatLong 32.38917 -114.89829]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d64cb400000000,dcid:s2CellId/0x80d64d0000000000,dcid:s2CellId/0x80d7b50000000000,dcid:s2CellId/0x80d7b5cc00000000,dcid:s2CellId/0x80d7c90000000000,dcid:s2CellId/0x80d7c91c00000000,dcid:s2CellId/0x80d7cb0000000000,dcid:s2CellId/0x80d7cb6c00000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",8,"[5.27073 SquareKilometer]",5.27073,341.66,301.14,"n",12.68,"2023-02-10,2023-02-11,2023-02-12","{'type': 'MultiPolygon', 'coordinates': [(((-114.90422082333554, 32.287028613932726), (-114.90422082333554, 32.20198930823536), (-114.99914638140322, 32.182076294930475), (-115.09404500241959, 32.16208932703202), (-115.09404500241959, 32.24707198896053), (-114.99914638140322, 32.26708735189506), (-114.99914638140322, 32.35203367788002), (-114.90422082333554, 32.37200299165679), (-114.90422082333554, 32.287028613932726)),), (((-114.80926906488743, 32.47683458066355), (-114.80926906488743, 32.39189787714385), (-114.90422082333554, 32.37200299165679), (-114.90422082333554, 32.45691198535573), (-114.80926906488743, 32.47683458066355)),)]}" -"fireEvent/2023-02-16_0x80d7490000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7490000000000 on 2023-02-16","2023-02-16","2023-02-16","P1D",1,1,"[LatLong 33.07521 -115.34895]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d748e400000000,dcid:s2CellId/0x80d748ec00000000,dcid:s2CellId/0x80d7490000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.58433 SquareKilometer]",2.58433,340.42,296.24,"n",4.19,"2023-02-16","{'type': 'Polygon', 'coordinates': (((-115.3785719022423, 33.11612672382202), (-115.3785719022423, 33.03195811961158), (-115.28375849518459, 33.052472062640916), (-115.28375849518459, 33.13666731039678), (-115.3785719022423, 33.11612672382202)),)}" -"fireEvent/2023-03-27_0x80c2d10000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c2d10000000000 on 2023-03-27","2023-03-27","2023-03-27","P1D",1,1,"[LatLong 34.06595 -118.02446]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c2d0b400000000,dcid:s2CellId/0x80c2d0c400000000,dcid:s2CellId/0x80c2d10000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.46115 SquareKilometer]",2.46115,323.9,278.28,"n",2.3,"2023-03-27","{'type': 'Polygon', 'coordinates': (((-118.1122678531936, 34.059614889814924), (-118.1122678531936, 33.97754564726115), (-118.01860874756083, 34.00069236114518), (-118.01860874756083, 34.08278833318326), (-118.1122678531936, 34.059614889814924)),)}" -"fireEvent/2023-02-14_0x8093770000000000","FireEvent","FireEvent at L10 S2 Cell 0x8093770000000000 on 2023-02-14","2023-02-14","2023-02-14","P1D",1,1,"[LatLong 36.47132 -120.38967]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8093770000000000,dcid:s2CellId/0x8093777400000000,dcid:s2CellId/0x8093790000000000,dcid:s2CellId/0x809379cc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.25413 SquareKilometer]",2.25413,331.82,291.3,"n",4.78,"2023-02-14","{'type': 'Polygon', 'coordinates': (((-120.43576307692442, 36.41906007532748), (-120.43576307692442, 36.49768733054752), (-120.3435506342276, 36.52354795442271), (-120.25127284433846, 36.54933860162116), (-120.25127284433846, 36.47066792590074), (-120.3435506342276, 36.44489892762193), (-120.43576307692442, 36.41906007532748)),)}" -"fireEvent/2023-03-25_0x80936f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8093650000000000 on 2023-03-25","2023-03-25","2023-03-25","P1D",1,1,"[LatLong 36.33966 -120.29742]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8093650000000000,dcid:s2CellId/0x8093655400000000,dcid:s2CellId/0x80936f0000000000,dcid:s2CellId/0x80936ffc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.26092 SquareKilometer]",2.26092,338.76,290.16,"n",5.64,"2023-03-25","{'type': 'Polygon', 'coordinates': (((-120.43576307692442, 36.26157181199122), (-120.43576307692442, 36.340354799856954), (-120.34355063422758, 36.36617166395524), (-120.25127284433846, 36.391918797186285), (-120.25127284433846, 36.313091522676416), (-120.3435506342276, 36.28736647095043), (-120.43576307692442, 36.26157181199122)),)}" -"fireEvent/2023-03-01_0x80845b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084450000000000 on 2023-03-01","2023-03-01","2023-03-03","P3D",3,3,"[LatLong 38.55335 -122.54293]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x808444b400000000,dcid:s2CellId/0x808444dc00000000,dcid:s2CellId/0x808444e400000000,dcid:s2CellId/0x808444fc00000000,dcid:s2CellId/0x8084450000000000,dcid:s2CellId/0x8084470000000000,dcid:s2CellId/0x8084473c00000000,dcid:s2CellId/0x80845a1400000000,dcid:s2CellId/0x80845a1c00000000,dcid:s2CellId/0x80845a5400000000,dcid:s2CellId/0x80845acc00000000,dcid:s2CellId/0x80845b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",12,"[6.18521 SquareKilometer]",6.18521,337.37,290.81,"n",12.81,"2023-03-01,2023-03-02,2023-03-03","{'type': 'Polygon', 'coordinates': (((-122.44672381753844, 38.52196905593188), (-122.5372740990185, 38.49387172650253), (-122.62774550019422, 38.465707290702724), (-122.71813749631639, 38.437476047170406), (-122.71813749631639, 38.51280040712088), (-122.62774550019422, 38.541048824246204), (-122.5372740990185, 38.569230320025724), (-122.44672381753844, 38.59734459614429), (-122.44672381753844, 38.52196905593188)),)}" -"fireEvent/2023-02-07_0x80dd370000000000","FireEvent","FireEvent at L10 S2 Cell 0x80dd370000000000 on 2023-02-07","2023-02-07","2023-02-08","P2D",2,2,"[LatLong 33.76312 -118.29359]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80dd360400000000,dcid:s2CellId/0x80dd360c00000000,dcid:s2CellId/0x80dd364c00000000,dcid:s2CellId/0x80dd370000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.46968 SquareKilometer]",2.46968,337.59,282.55,"n",6.07,"2023-02-07,2023-02-08","{'type': 'Polygon', 'coordinates': (((-118.29943499572406, 33.76679933456592), (-118.29943499572406, 33.68457580456745), (-118.20587682407124, 33.70778227614814), (-118.20587682407124, 33.79003345093331), (-118.29943499572406, 33.76679933456592)),)}" -"fireEvent/2023-03-27_0x8090430000000000","FireEvent","FireEvent at L10 S2 Cell 0x8090430000000000 on 2023-03-27","2023-03-27","2023-03-27","P1D",1,1,"[LatLong 37.81581 -121.12521]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090430000000000,dcid:s2CellId/0x8090435c00000000,dcid:s2CellId/0x8090436400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.15323 SquareKilometer]",2.15323,352.06,296.83,"n",6.22,"2023-03-27","{'type': 'Polygon', 'coordinates': (((-121.1710388833767, 37.840814274426336), (-121.1710388833767, 37.76395276415482), (-121.07937052658627, 37.79075426610106), (-121.07937052658627, 37.86763420544945), (-121.1710388833767, 37.840814274426336)),)}" -"fireEvent/2023-03-17_0x80911f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80911f0000000000 on 2023-03-17","2023-03-17","2023-03-17","P1D",1,1,"[LatLong 37.65705 -120.59122]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x80911ef400000000,dcid:s2CellId/0x80911f0000000000,dcid:s2CellId/0x80911f8c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.17719 SquareKilometer]",2.17719,298.7,279.63,"n",0.79,"2023-03-17","{'type': 'Polygon', 'coordinates': (((-120.61998952842978, 37.69229621714622), (-120.61998952842978, 37.61499433591427), (-120.52790957361556, 37.641298481904194), (-120.52790957361556, 37.71861894809693), (-120.61998952842978, 37.69229621714622)),)}" -"fireEvent/2023-02-03_0x80e8350000000000","FireEvent","FireEvent at L10 S2 Cell 0x80e8350000000000 on 2023-02-03","2023-02-03","2023-02-03","P1D",1,1,"[LatLong 34.26672 -118.97033]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06111,dcid:northamerica,dcid:s2CellId/0x80e8341400000000,dcid:s2CellId/0x80e8350000000000,dcid:s2CellId/0x80e9cd0000000000,dcid:s2CellId/0x80e9cd0400000000,dcid:s2CellId/0x80e9cd1c00000000,dcid:s2CellId/0x80e9cd7c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[4.83745 SquareKilometer]",4.83745,339.7,295.52,"n",5.02,"2023-02-03","{'type': 'MultiPolygon', 'coordinates': [(((-118.95286453849957, 34.25595085868918), (-119.04599270243568, 34.23193851002654), (-119.04599270243568, 34.31331655905895), (-118.95286453849957, 34.337355700566725), (-118.95286453849957, 34.25595085868918)),), (((-118.95286453849957, 34.41868959827641), (-118.8596803520908, 34.44268533206974), (-118.85968035209078, 34.36132499295383), (-118.95286453849957, 34.337355700566725), (-118.95286453849957, 34.41868959827641)),)]}" -"fireEvent/2023-02-02_0x80d7b90000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7b90000000000 on 2023-02-02","2023-02-02","2023-02-04","P3D",3,2,"[LatLong 32.26175 -115.09998]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7b81c00000000,dcid:s2CellId/0x80d7b90000000000,dcid:s2CellId/0x80d7c0c400000000,dcid:s2CellId/0x80d7c10000000000,dcid:s2CellId/0x80d7c30000000000,dcid:s2CellId/0x80d7c35400000000,dcid:s2CellId/0x80d7c4ac00000000,dcid:s2CellId/0x80d7c50000000000,dcid:s2CellId/0x80d7db0000000000,dcid:s2CellId/0x80d7db5400000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",10,"[6.59638 SquareKilometer]",6.59638,342.82,306.64,"n",19.32,"2023-02-02,2023-02-04","{'type': 'MultiPolygon', 'coordinates': [(((-115.18891595142229, 32.2269827091063), (-115.18891595142229, 32.31187249427941), (-115.09404500241959, 32.33199011749119), (-115.09404500241959, 32.24707198896053), (-115.18891595142229, 32.2269827091063)),), (((-115.09404500241959, 32.07704259018568), (-115.09404500241959, 31.99193223931182), (-115.18891595142229, 31.971929178501046), (-115.18891595142229, 32.057010591540205), (-115.28375849518459, 32.036905155966636), (-115.28375849518459, 32.1218942661953), (-115.28375849518459, 32.20681969840767), (-115.18891595142229, 32.2269827091063), (-115.18891595142229, 32.14202858870148), (-115.09404500241959, 32.16208932703202), (-115.09404500241959, 32.07704259018568)),)]}" -"fireEvent/2023-02-08_0x809aaf0000000000","FireEvent","FireEvent at L10 S2 Cell 0x809aa90000000000 on 2023-02-08","2023-02-08","2023-02-08","P1D",1,1,"[LatLong 38.09097 -121.49132]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x809aa90000000000,dcid:s2CellId/0x809aa9c400000000,dcid:s2CellId/0x809aaa5c00000000,dcid:s2CellId/0x809aab0000000000,dcid:s2CellId/0x809aaefc00000000,dcid:s2CellId/0x809aaf0000000000,dcid:s2CellId/0x809aaf0400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.2415 SquareKilometer]",4.2415,346.02,292.04,"n",6.56,"2023-02-08","{'type': 'Polygon', 'coordinates': (((-121.44561789291927, 38.21904635446754), (-121.44561789291927, 38.14273448666555), (-121.44561789291927, 38.06633970127007), (-121.53700031324804, 38.039168618933935), (-121.62830983522124, 38.01192835722662), (-121.62830983522124, 38.08828737798534), (-121.53700031324804, 38.11554557922101), (-121.53700031324804, 38.1918398342251), (-121.44561789291927, 38.21904635446754)),)}" -"fireEvent/2023-03-27_0x809b490000000000","FireEvent","FireEvent at L10 S2 Cell 0x809b490000000000 on 2023-03-27","2023-03-27","2023-03-27","P1D",1,1,"[LatLong 38.97972 -121.48561]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06115,dcid:northamerica,dcid:s2CellId/0x809b483400000000,dcid:s2CellId/0x809b484c00000000,dcid:s2CellId/0x809b490000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.0695 SquareKilometer]",2.0695,335.65,293.44,"n",1.83,"2023-03-27","{'type': 'Polygon', 'coordinates': (((-121.53700031324804, 39.02554770418372), (-121.53700031324804, 38.950179329514846), (-121.44561789291927, 38.977550401022924), (-121.44561789291927, 39.05293408349499), (-121.53700031324804, 39.02554770418372)),)}" -"fireEvent/2023-03-26_0x8084450000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084450000000000 on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 38.53222 -122.61079]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8084441400000000,dcid:s2CellId/0x8084450000000000,dcid:s2CellId/0x80844e8400000000,dcid:s2CellId/0x80844e9c00000000,dcid:s2CellId/0x80844f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",5,"[3.09657 SquareKilometer]",3.09657,338.76,292.62,"n",6.06,"2023-03-26,2023-03-27","{'type': 'Polygon', 'coordinates': (((-122.62774550019422, 38.541048824246204), (-122.5372740990185, 38.569230320025724), (-122.5372740990185, 38.49387172650253), (-122.5372740990185, 38.41843056369658), (-122.62774550019422, 38.39028340170879), (-122.62774550019422, 38.465707290702724), (-122.62774550019422, 38.541048824246204)),)}" -"fireEvent/2023-01-19_0x80dd350000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c2b50000000000 on 2023-01-19","2023-01-19","2023-01-20","P2D",2,2,"[LatLong 33.87834 -118.34619]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c2b50000000000,dcid:s2CellId/0x80c2b52400000000,dcid:s2CellId/0x80c2b53400000000,dcid:s2CellId/0x80dd345c00000000,dcid:s2CellId/0x80dd350000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.69779 SquareKilometer]",3.69779,296.75,282.83,"n",1.59,"2023-01-19,2023-01-20","{'type': 'MultiPolygon', 'coordinates': [(((-118.20587682407124, 33.8722154192009), (-118.20587682407124, 33.79003345093331), (-118.29943499572406, 33.76679933456592), (-118.29943499572406, 33.848953872494164), (-118.20587682407124, 33.8722154192009)),), (((-118.39294170620582, 33.82562180473932), (-118.39294170620582, 33.90767960394744), (-118.29943499572406, 33.9310390246925), (-118.29943499572406, 33.848953872494164), (-118.39294170620582, 33.82562180473932)),)]}" -"fireEvent/2023-01-02_0x80d7af0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7af0000000000 on 2023-01-02","2023-01-02","2023-01-02","P1D",1,1,"[LatLong 32.44097 -115.00508]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7ae0400000000,dcid:s2CellId/0x80d7ae1c00000000,dcid:s2CellId/0x80d7af0000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",3,"[2.62574 SquareKilometer]",2.62574,345.79,300.55,"n",33.0,"2023-01-02","{'type': 'Polygon', 'coordinates': (((-115.09404500241959, 32.50163095253783), (-115.09404500241959, 32.416843256562224), (-114.99914638140322, 32.43691481682768), (-114.99914638140322, 32.52173031511323), (-115.09404500241959, 32.50163095253783)),)}" -"fireEvent/2023-01-06_0x80d7630000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7630000000000 on 2023-01-06","2023-01-06","2023-01-06","P1D",1,1,"[LatLong 32.68546 -115.61547]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d7630000000000,dcid:s2CellId/0x80d763b400000000,dcid:s2CellId/0x80d763bc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.5982 SquareKilometer]",2.5982,355.3,307.38,"n",20.06,"2023-01-06","{'type': 'Polygon', 'coordinates': (((-115.66283001554785, 32.71729983340048), (-115.66283001554785, 32.63294346781638), (-115.5681083893613, 32.65357093757281), (-115.5681083893613, 32.737955172648526), (-115.66283001554785, 32.71729983340048)),)}" -"fireEvent/2023-01-27_0x80d5d10000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d5d10000000000 on 2023-01-27","2023-01-27","2023-01-27","P1D",1,1,"[LatLong 32.68570 -114.00123]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04027,dcid:northamerica,dcid:s2CellId/0x80d5d10000000000,dcid:s2CellId/0x80d5d11c00000000,dcid:s2CellId/0x80d5d6ec00000000,dcid:s2CellId/0x80d5d70000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",4,"[2.63233 SquareKilometer]",2.63233,351.31,297.55,"n",9.3,"2023-01-27","{'type': 'Polygon', 'coordinates': (((-113.95364658268294, 32.73786508789439), (-113.95364658268294, 32.652753258290254), (-114.0488007261198, 32.63350963491579), (-114.14393537153407, 32.61418990174488), (-114.14393537153407, 32.69924914124556), (-114.0488007261198, 32.71859524067644), (-113.95364658268294, 32.73786508789439)),)}" -"fireEvent/2023-02-13_0x54d2cf0000000000","FireEvent","FireEvent at L10 S2 Cell 0x54d2cf0000000000 on 2023-02-13","2023-02-13","2023-02-15","P3D",3,3,"[LatLong 40.33882 -122.23019]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06103,dcid:northamerica,dcid:s2CellId/0x54d2cf0000000000,dcid:s2CellId/0x54d2cf4400000000,dcid:s2CellId/0x54d2cf5c00000000,dcid:s2CellId/0x54d2cf6400000000,dcid:s2CellId/0x54d2cf6c00000000,dcid:s2CellId/0x54d2d10000000000,dcid:s2CellId/0x54d2d18400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[2.96764 SquareKilometer]",2.96764,345.4,296.49,"n",8.2,"2023-02-13,2023-02-14,2023-02-15","{'type': 'Polygon', 'coordinates': (((-122.21841379971892, 40.379400310140525), (-122.15098615943583, 40.326535161629536), (-122.24194930724602, 40.29828030933025), (-122.33283494131578, 40.26995470792364), (-122.40046668560171, 40.322591065014805), (-122.3094793837314, 40.35103111609896), (-122.21841379971892, 40.379400310140525)),)}" -"fireEvent/2023-01-17_0x54d2f30000000000","FireEvent","FireEvent at L10 S2 Cell 0x54d2ed0000000000 on 2023-01-17","2023-01-17","2023-01-19","P3D",3,2,"[LatLong 40.57897 -122.41014]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06089,dcid:northamerica,dcid:s2CellId/0x54d2ed0000000000,dcid:s2CellId/0x54d2edcc00000000,dcid:s2CellId/0x54d2eefc00000000,dcid:s2CellId/0x54d2ef0000000000,dcid:s2CellId/0x54d2f20400000000,dcid:s2CellId/0x54d2f30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[2.99636 SquareKilometer]",2.99636,333.46,285.87,"n",4.0,"2023-01-17,2023-01-19","{'type': 'Polygon', 'coordinates': (((-122.46670276167934, 40.67294896838062), (-122.39843998380442, 40.61985308236519), (-122.33036585771102, 40.566779656552605), (-122.42181745860849, 40.53813661115969), (-122.51318898831984, 40.509422095374156), (-122.58146692701277, 40.56226388040892), (-122.4899938832872, 40.591094269775446), (-122.55835872296645, 40.64407400405238), (-122.46670276167934, 40.67294896838062)),)}" -"fireEvent/2023-02-12_0x8093650000000000","FireEvent","FireEvent at L10 S2 Cell 0x8093650000000000 on 2023-02-12","2023-02-12","2023-02-13","P2D",2,2,"[LatLong 36.31641 -120.25704]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8093640400000000,dcid:s2CellId/0x8093641c00000000,dcid:s2CellId/0x8093650000000000,dcid:s2CellId/0x809366a400000000,dcid:s2CellId/0x8093670000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.39951 SquareKilometer]",3.39951,351.49,300.49,"n",27.39,"2023-02-12,2023-02-13","{'type': 'Polygon', 'coordinates': (((-120.34355063422758, 36.36617166395524), (-120.25127284433846, 36.391918797186285), (-120.25127284433846, 36.313091522676416), (-120.25127284433846, 36.23418641187698), (-120.3435506342276, 36.208483658436926), (-120.3435506342276, 36.28736647095043), (-120.34355063422758, 36.36617166395524)),)}" -"fireEvent/2023-01-24_0x80c3170000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c3170000000000 on 2023-01-24","2023-01-24","2023-01-24","P1D",1,1,"[LatLong 34.36849 -117.69042]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c3170000000000,dcid:s2CellId/0x80c3173c00000000,dcid:s2CellId/0x80c3174400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.4519 SquareKilometer]",2.4519,330.06,281.99,"n",5.45,"2023-01-24","{'type': 'Polygon', 'coordinates': (((-117.73733730424752, 34.39797441220154), (-117.73733730424752, 34.31601454830803), (-117.64348435403741, 34.33895221283812), (-117.64348435403741, 34.42093763167103), (-117.73733730424752, 34.39797441220154)),)}" -"fireEvent/2023-02-13_0x8090090000000000","FireEvent","FireEvent at L10 S2 Cell 0x8090090000000000 on 2023-02-13","2023-02-13","2023-02-15","P3D",3,3,"[LatLong 38.04167 -121.39990]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090090000000000,dcid:s2CellId/0x809009f400000000,dcid:s2CellId/0x809aa0e400000000,dcid:s2CellId/0x809aa10000000000,dcid:s2CellId/0x809aa12400000000,dcid:s2CellId/0x809aa22c00000000,dcid:s2CellId/0x809aa30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.18813 SquareKilometer]",3.18813,332.26,295.34,"n",5.05,"2023-02-13,2023-02-14,2023-02-15","{'type': 'MultiPolygon', 'coordinates': [(((-121.35416313685073, 38.016945946005436), (-121.44561789291927, 37.989862251655644), (-121.44561789291927, 38.06633970127007), (-121.35416313685073, 38.09344131890122), (-121.35416313685073, 38.016945946005436)),), (((-121.35416313685073, 38.24618318229601), (-121.26263661074441, 38.273250034494005), (-121.26263661074441, 38.196903281604015), (-121.26263661074441, 38.12047318795499), (-121.35416313685073, 38.09344131890122), (-121.35416313685073, 38.169853815308585), (-121.35416313685073, 38.24618318229601)),)]}" -"fireEvent/2023-01-23_0x80d7a30000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7a30000000000 on 2023-01-23","2023-01-23","2023-01-24","P2D",2,2,"[LatLong 32.42898 -115.23634]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7a30000000000,dcid:s2CellId/0x80d7a32c00000000,dcid:s2CellId/0x80d7a61c00000000,dcid:s2CellId/0x80d7a70000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",4,"[2.6215 SquareKilometer]",2.6215,325.92,278.0,"n",2.75,"2023-01-23,2023-01-24","{'type': 'MultiPolygon', 'coordinates': [(((-115.18891595142229, 32.396697488156796), (-115.28375849518459, 32.376477697313184), (-115.28375849518459, 32.46120935428951), (-115.18891595142229, 32.48145723709342), (-115.18891595142229, 32.396697488156796)),), (((-115.18891595142229, 32.5661512898709), (-115.09404500241959, 32.58635275421574), (-115.09404500241959, 32.50163095253783), (-115.18891595142229, 32.48145723709342), (-115.18891595142229, 32.5661512898709)),)]}" -"fireEvent/2023-01-22_0x80d7730000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7730000000000 on 2023-01-22","2023-01-22","2023-01-24","P3D",3,2,"[LatLong 32.66256 -115.33117]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7730000000000,dcid:s2CellId/0x80d7734400000000,dcid:s2CellId/0x80d7770000000000,dcid:s2CellId/0x80d777e400000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",4,"[2.61009 SquareKilometer]",2.61009,332.31,298.7,"n",2.4,"2023-01-22,2023-01-24","{'type': 'MultiPolygon', 'coordinates': [(((-115.3785719022423, 32.69460416981107), (-115.28375849518459, 32.71500954782312), (-115.28375849518459, 32.63047572713295), (-115.3785719022423, 32.610097988335994), (-115.3785719022423, 32.69460416981107)),), (((-115.3785719022423, 32.52552561351063), (-115.47335544292073, 32.505101778412154), (-115.47335544292073, 32.58964617062371), (-115.3785719022423, 32.610097988335994), (-115.3785719022423, 32.52552561351063)),)]}" -"fireEvent/2023-02-15_0x8084190000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084190000000000 on 2023-02-15","2023-02-15","2023-02-15","P1D",1,1,"[LatLong 38.55466 -122.94377]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8084190000000000,dcid:s2CellId/0x8084194c00000000,dcid:s2CellId/0x8084195c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",3,"[2.04397 SquareKilometer]",2.04397,353.88,288.49,"n",12.23,"2023-02-15","{'type': 'Polygon', 'coordinates': (((-122.98883185517735, 38.57795549626145), (-122.98883185517735, 38.50284704939158), (-122.89868119049753, 38.531311728977435), (-122.89868119049753, 38.60643726233182), (-122.98883185517735, 38.57795549626145)),)}" -"fireEvent/2023-02-06_0x80915b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8091430000000000 on 2023-02-06","2023-02-06","2023-02-07","P2D",2,2,"[LatLong 37.30542 -120.48184]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06047,dcid:northamerica,dcid:s2CellId/0x8091430000000000,dcid:s2CellId/0x8091434c00000000,dcid:s2CellId/0x80914f0000000000,dcid:s2CellId/0x80914f9400000000,dcid:s2CellId/0x80914fec00000000,dcid:s2CellId/0x8091501400000000,dcid:s2CellId/0x8091510000000000,dcid:s2CellId/0x80915acc00000000,dcid:s2CellId/0x80915b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[4.41107 SquareKilometer]",4.41107,356.61,284.68,"n",6.12,"2023-02-06,2023-02-07","{'type': 'MultiPolygon', 'coordinates': [(((-120.34355063422758, 37.305669184325005), (-120.3435506342276, 37.38343796695286), (-120.25127284433846, 37.4094525873983), (-120.25127284433846, 37.33166450998572), (-120.25127284433846, 37.25379475261621), (-120.3435506342276, 37.227818933892436), (-120.43576307692442, 37.20177205672942), (-120.43576307692442, 37.27960268252231), (-120.34355063422758, 37.305669184325005)),), (((-120.52790957361556, 37.3311951171772), (-120.43576307692442, 37.35735205316665), (-120.43576307692442, 37.27960268252231), (-120.52790957361556, 37.25346527602409), (-120.52790957361556, 37.3311951171772)),)]}" -"fireEvent/2023-02-17_0x80848f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80848f0000000000 on 2023-02-17","2023-02-17","2023-02-17","P1D",1,1,"[LatLong 38.85551 -122.22001]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x80848f0000000000,dcid:s2CellId/0x80848f9400000000,dcid:s2CellId/0x80848fc400000000,dcid:s2CellId/0x80848fcc00000000,dcid:s2CellId/0x80848fec00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[4.10527 SquareKilometer]",4.10527,342.34,291.77,"n",23.31,"2023-02-17","{'type': 'Polygon', 'coordinates': (((-122.26538872869685, 38.87909599346539), (-122.26538872869685, 38.80393792806426), (-122.17460498684162, 38.83188135199408), (-122.17460498684162, 38.907055393086274), (-122.26538872869685, 38.87909599346539)),)}" -"fireEvent/2023-01-06_0x80dce70000000000","FireEvent","FireEvent at L10 S2 Cell 0x80dcc30000000000 on 2023-01-06","2023-01-06","2023-01-07","P2D",2,2,"[LatLong 33.71042 -117.69042]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06059,dcid:northamerica,dcid:s2CellId/0x80dcc30000000000,dcid:s2CellId/0x80dcc31c00000000,dcid:s2CellId/0x80dce70000000000,dcid:s2CellId/0x80dce73400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.49041 SquareKilometer]",2.49041,303.65,278.77,"n",0.6,"2023-01-06,2023-01-07","{'type': 'MultiPolygon', 'coordinates': [(((-117.73733730424752, 33.5751727543498), (-117.83114280240233, 33.55240330188513), (-117.83114280240233, 33.63497147549895), (-117.73733730424752, 33.65776852203245), (-117.73733730424752, 33.5751727543498)),), (((-117.73733730424752, 33.74029521156066), (-117.64348435403741, 33.7630480860941), (-117.64348435403741, 33.68049415262919), (-117.73733730424752, 33.65776852203245), (-117.73733730424752, 33.74029521156066)),)]}" -"fireEvent/2023-01-25_0x80ec050000000000","FireEvent","FireEvent at L10 S2 Cell 0x80ec050000000000 on 2023-01-25","2023-01-25","2023-01-25","P1D",1,1,"[LatLong 34.74818 -120.29742]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06083,dcid:northamerica,dcid:s2CellId/0x80ec050000000000,dcid:s2CellId/0x80ec057c00000000,dcid:s2CellId/0x80ec0e8400000000,dcid:s2CellId/0x80ec0f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.34865 SquareKilometer]",2.34865,329.35,294.47,"n",2.69,"2023-01-25","{'type': 'Polygon', 'coordinates': (((-120.25127284433846, 34.72062891210619), (-120.3435506342276, 34.69539140251545), (-120.3435506342276, 34.7756870620793), (-120.3435506342276, 34.855911425114904), (-120.25127284433846, 34.881201654610386), (-120.25127284433846, 34.80095104252741), (-120.25127284433846, 34.72062891210619)),)}" -"fireEvent/2023-02-14_0x8094a50000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094a50000000000 on 2023-02-14","2023-02-14","2023-02-14","P1D",1,1,"[LatLong 36.19279 -120.02608]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094a45c00000000,dcid:s2CellId/0x8094a50000000000,dcid:s2CellId/0x8094af0000000000,dcid:s2CellId/0x8094af3400000000,dcid:s2CellId/0x8094b27400000000,dcid:s2CellId/0x8094b30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.42808 SquareKilometer]",3.42808,335.21,293.78,"n",5.68,"2023-02-14","{'type': 'MultiPolygon', 'coordinates': [(((-120.06652363285929, 36.20635508236253), (-119.97405342347365, 36.23182560661413), (-119.97405342347365, 36.15269831052497), (-119.97405342347365, 36.07349347026282), (-120.06652363285929, 36.04806788044641), (-120.06652363285929, 36.12725014536185), (-120.06652363285929, 36.20635508236253)),), (((-119.881520291274, 36.0988488632732), (-119.881520291274, 36.01954412977965), (-119.97405342347365, 35.99421140364652), (-119.97405342347365, 36.07349347026282), (-119.881520291274, 36.0988488632732)),)]}" -"fireEvent/2023-01-31_0x8094290000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094250000000000 on 2023-01-31","2023-01-31","2023-02-04","P5D",5,4,"[LatLong 37.22554 -119.64992]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06039,dcid:northamerica,dcid:s2CellId/0x8094250000000000,dcid:s2CellId/0x809425b400000000,dcid:s2CellId/0x8094286400000000,dcid:s2CellId/0x8094287c00000000,dcid:s2CellId/0x8094289400000000,dcid:s2CellId/0x809428bc00000000,dcid:s2CellId/0x809428c400000000,dcid:s2CellId/0x8094290000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",8,"[3.34329 SquareKilometer]",3.34329,338.9,283.46,"n",5.43,"2023-01-31,2023-02-01,2023-02-02,2023-02-04","{'type': 'MultiPolygon', 'coordinates': [(((-119.60354950502408, 37.35552745160059), (-119.51077084299, 37.380906429606696), (-119.51077084299, 37.302718937652955), (-119.60354950502408, 37.27735895346938), (-119.60354950502408, 37.35552745160059)),), (((-119.60354950502408, 37.19910814898932), (-119.69626771448172, 37.173694542784204), (-119.69626771448172, 37.25192602751666), (-119.60354950502408, 37.27735895346938), (-119.60354950502408, 37.19910814898932)),)]}" -"fireEvent/2023-03-03_0x80948f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094850000000000 on 2023-03-03","2023-03-03","2023-03-03","P1D",1,1,"[LatLong 36.49539 -120.02030]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8094850000000000,dcid:s2CellId/0x8094859c00000000,dcid:s2CellId/0x80948e4400000000,dcid:s2CellId/0x80948f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.26479 SquareKilometer]",2.26479,339.48,291.4,"n",5.26,"2023-03-03","{'type': 'Polygon', 'coordinates': (((-119.881520291274, 36.57303994189822), (-119.881520291274, 36.49420457905506), (-119.97405342347365, 36.46873908649985), (-120.06652363285929, 36.44320277938829), (-120.06652363285929, 36.52199526983154), (-119.97405342347365, 36.54755307417071), (-119.881520291274, 36.57303994189822)),)}" -"fireEvent/2023-02-22_0x809ab50000000000","FireEvent","FireEvent at L10 S2 Cell 0x809ab50000000000 on 2023-02-22","2023-02-22","2023-02-22","P1D",1,1,"[LatLong 38.28943 -121.57696]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06067,dcid:northamerica,dcid:s2CellId/0x809ab45400000000,dcid:s2CellId/0x809ab50000000000,dcid:s2CellId/0x809ac90000000000,dcid:s2CellId/0x809ac97c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.10594 SquareKilometer]",2.10594,332.24,288.45,"n",4.85,"2023-02-22","{'type': 'MultiPolygon', 'coordinates': [(((-121.53700031324804, 38.26805113233758), (-121.62830983522124, 38.24075768997389), (-121.62830983522124, 38.31686847929773), (-121.53700031324804, 38.344179224155184), (-121.53700031324804, 38.26805113233758)),), (((-121.53700031324804, 38.420223862477606), (-121.44561789291927, 38.44748195173517), (-121.44561789291927, 38.37142033485118), (-121.53700031324804, 38.344179224155184), (-121.53700031324804, 38.420223862477606)),)]}" -"fireEvent/2023-02-08_0x8094250000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094250000000000 on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 37.23862 -119.65571]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06039,dcid:northamerica,dcid:s2CellId/0x8094244c00000000,dcid:s2CellId/0x8094250000000000,dcid:s2CellId/0x80942ea400000000,dcid:s2CellId/0x80942eac00000000,dcid:s2CellId/0x80942eb400000000,dcid:s2CellId/0x80942f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.34742 SquareKilometer]",3.34742,346.83,294.81,"n",10.98,"2023-02-08,2023-02-09","{'type': 'Polygon', 'coordinates': (((-119.69626771448172, 37.173694542784204), (-119.69626771448172, 37.25192602751666), (-119.60354950502408, 37.27735895346938), (-119.51077084299, 37.302718937652955), (-119.51077084299, 37.22444893017269), (-119.60354950502408, 37.19910814898932), (-119.69626771448172, 37.173694542784204)),)}" -"fireEvent/2023-01-31_0x809cc10000000000","FireEvent","FireEvent at L10 S2 Cell 0x809cc10000000000 on 2023-01-31","2023-01-31","2023-02-01","P2D",2,2,"[LatLong 39.64345 -121.33701]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:northamerica,dcid:s2CellId/0x809cc0dc00000000,dcid:s2CellId/0x809cc10000000000,dcid:s2CellId/0x809cc12400000000,dcid:s2CellId/0x809cc12c00000000,dcid:s2CellId/0x809cc13400000000,dcid:s2CellId/0x809cc15400000000,dcid:s2CellId/0x809cc15c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.06547 SquareKilometer]",4.06547,367.0,291.92,"n",40.6,"2023-01-31,2023-02-01","{'type': 'Polygon', 'coordinates': (((-121.35416313685073, 39.680326313083874), (-121.35416313685073, 39.60562152971405), (-121.26263661074441, 39.63296572194452), (-121.26263661074441, 39.70768396595418), (-121.35416313685073, 39.680326313083874)),)}" -"fireEvent/2023-02-14_0x8094f70000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094f70000000000 on 2023-02-14","2023-02-14","2023-02-14","P1D",1,1,"[LatLong 36.67586 -119.64992]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8094f70000000000,dcid:s2CellId/0x8094f77400000000,dcid:s2CellId/0x8094fb0000000000,dcid:s2CellId/0x8094fb5400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.269 SquareKilometer]",2.269,331.0,288.63,"n",2.34,"2023-02-14","{'type': 'MultiPolygon', 'coordinates': [(((-119.69626771448172, 36.6237998027113), (-119.69626771448172, 36.70259781153337), (-119.60354950502408, 36.727891074425536), (-119.60354950502408, 36.6490722675175), (-119.69626771448172, 36.6237998027113)),), (((-119.51077084299, 36.674272739182356), (-119.51077084299, 36.59535309054964), (-119.60354950502408, 36.57017350866958), (-119.60354950502408, 36.6490722675175), (-119.51077084299, 36.674272739182356)),)]}" -"fireEvent/2023-01-16_0x80eaf90000000000","FireEvent","FireEvent at L10 S2 Cell 0x80eaf90000000000 on 2023-01-16","2023-01-16","2023-01-18","P3D",3,2,"[LatLong 35.58413 -119.27856]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80eaf90000000000,dcid:s2CellId/0x80eaf95c00000000,dcid:s2CellId/0x80eaff0000000000,dcid:s2CellId/0x80eaff3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.33749 SquareKilometer]",2.33749,332.85,278.88,"n",2.59,"2023-01-16,2023-01-18","{'type': 'Polygon', 'coordinates': (((-119.23207840138082, 35.63648603631758), (-119.23207840138082, 35.556406222206114), (-119.32503466239531, 35.53175350399878), (-119.41793235298398, 35.50702987289793), (-119.41793235298398, 35.58706253975614), (-119.32503466239531, 35.61180980810941), (-119.23207840138082, 35.63648603631758)),)}" -"fireEvent/2023-02-16_0x80d7a90000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7a50000000000 on 2023-02-16","2023-02-16","2023-02-16","P1D",1,1,"[LatLong 32.45876 -115.17113]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7a46c00000000,dcid:s2CellId/0x80d7a50000000000,dcid:s2CellId/0x80d7a90000000000,dcid:s2CellId/0x80d7a9f400000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",4,"[2.61953 SquareKilometer]",2.61953,352.44,299.39,"n",7.84,"2023-02-16","{'type': 'MultiPolygon', 'coordinates': [(((-115.09404500241959, 32.58635275421574), (-114.99914638140322, 32.60647972155236), (-114.99914638140322, 32.52173031511323), (-115.09404500241959, 32.50163095253783), (-115.09404500241959, 32.58635275421574)),), (((-115.09404500241959, 32.416843256562224), (-115.18891595142229, 32.396697488156796), (-115.18891595142229, 32.48145723709342), (-115.09404500241959, 32.50163095253783), (-115.09404500241959, 32.416843256562224)),)]}" -"fireEvent/2023-02-08_0x8084fd0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084fd0000000000 on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 38.50499 -122.18028]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:northamerica,dcid:s2CellId/0x8084fccc00000000,dcid:s2CellId/0x8084fd0000000000,dcid:s2CellId/0x8085010000000000,dcid:s2CellId/0x808501cc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",4,"[2.07628 SquareKilometer]",2.07628,326.07,293.6,"n",2.23,"2023-02-08,2023-02-09","{'type': 'MultiPolygon', 'coordinates': [(((-122.26538872869685, 38.502468904624024), (-122.17460498684162, 38.53034631548853), (-122.17460498684162, 38.45475400902146), (-122.26538872869685, 38.42689363138317), (-122.26538872869685, 38.502468904624024)),), (((-122.26538872869685, 38.35123562794486), (-122.35609518371197, 38.32332484178081), (-122.35609518371197, 38.39896548537001), (-122.26538872869685, 38.42689363138317), (-122.26538872869685, 38.35123562794486)),)]}" -"fireEvent/2023-02-13_0x8090570000000000","FireEvent","FireEvent at L10 S2 Cell 0x8090530000000000 on 2023-02-13","2023-02-13","2023-02-15","P3D",3,2,"[LatLong 37.57910 -121.06217]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x809052bc00000000,dcid:s2CellId/0x809052c400000000,dcid:s2CellId/0x8090530000000000,dcid:s2CellId/0x8090570000000000,dcid:s2CellId/0x8090578c00000000,dcid:s2CellId/0x8090579400000000,dcid:s2CellId/0x809057f400000000,dcid:s2CellId/0x8090582400000000,dcid:s2CellId/0x8090590000000000,dcid:s2CellId/0x8090597400000000,dcid:s2CellId/0x8090f65400000000,dcid:s2CellId/0x8090f70000000000,dcid:s2CellId/0x8090f73400000000,dcid:s2CellId/0x8091b2b400000000,dcid:s2CellId/0x8091b30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",15,"[8.65243 SquareKilometer]",8.65243,339.36,300.29,"n",42.79,"2023-02-13,2023-02-15","{'type': 'MultiPolygon', 'coordinates': [(((-120.98763211526173, 37.74050506353507), (-120.98763211526173, 37.81748574806016), (-120.89582422732902, 37.84414693051973), (-120.80394744373855, 37.870737535489965), (-120.80394744373855, 37.79372014425884), (-120.89582422732902, 37.76714783509468), (-120.89582422732902, 37.69006636052178), (-120.98763211526173, 37.6634422122698), (-120.98763211526173, 37.74050506353507)),), (((-121.07937052658627, 37.48241498151893), (-121.17103888337672, 37.45568932972217), (-121.1710388833767, 37.53287726197025), (-121.07937052658627, 37.55962219720914), (-121.07937052658627, 37.48241498151893)),), (((-121.07937052658627, 37.636747995836885), (-120.98763211526173, 37.6634422122698), (-120.98763211526173, 37.58629746111499), (-121.07937052658627, 37.55962219720914), (-121.07937052658627, 37.636747995836885)),)]}" -"fireEvent/2023-01-22_0x80cf430000000000","FireEvent","FireEvent at L10 S2 Cell 0x80cf430000000000 on 2023-01-22","2023-01-22","2023-01-22","P1D",1,1,"[LatLong 35.53371 -115.45559]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80cf42c400000000,dcid:s2CellId/0x80cf430000000000,dcid:s2CellId/0x80cf5cbc00000000,dcid:s2CellId/0x80cf5d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.44 SquareKilometer]",2.44,346.66,281.4,"n",5.03,"2023-01-22","{'type': 'Polygon', 'coordinates': (((-115.3785719022423, 35.60733295233472), (-115.3785719022423, 35.52540546365499), (-115.47335544292073, 35.50409953767375), (-115.5681083893613, 35.482715048732345), (-115.5681083893613, 35.56460070429775), (-115.47335544292073, 35.58600617105782), (-115.3785719022423, 35.60733295233472)),)}" -"fireEvent/2023-02-03_0x809cff0000000000","FireEvent","FireEvent at L10 S2 Cell 0x809cfd0000000000 on 2023-02-03","2023-02-03","2023-02-04","P2D",2,2,"[LatLong 39.96225 -121.03351]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06063,dcid:northamerica,dcid:s2CellId/0x809cfd0000000000,dcid:s2CellId/0x809cfdf400000000,dcid:s2CellId/0x809cfe0400000000,dcid:s2CellId/0x809cff0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.0221 SquareKilometer]",2.0221,341.7,277.57,"n",5.82,"2023-02-03,2023-02-04","{'type': 'Polygon', 'coordinates': (((-120.89582422732902, 40.04016874842176), (-120.89582422732902, 39.96566448927563), (-120.98763211526173, 39.93857220307052), (-121.07937052658627, 39.91140659033674), (-121.07937052658627, 39.98588584374218), (-120.98763211526173, 40.013064009667254), (-120.89582422732902, 40.04016874842176)),)}" -"fireEvent/2023-01-19_0x80da5f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80da5f0000000000 on 2023-01-19","2023-01-19","2023-01-20","P2D",2,2,"[LatLong 33.63016 -116.10640]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06065,dcid:northamerica,dcid:s2CellId/0x80da5e9c00000000,dcid:s2CellId/0x80da5f0000000000,dcid:s2CellId/0x80da670000000000,dcid:s2CellId/0x80da67e400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.53867 SquareKilometer]",2.53867,335.07,298.96,"n",3.35,"2023-01-19,2023-01-20","{'type': 'MultiPolygon', 'coordinates': [(((-116.13594306437999, 33.61826847586996), (-116.13594306437999, 33.70159871661542), (-116.04138886338704, 33.72297412899629), (-116.04138886338704, 33.63961794361283), (-116.13594306437999, 33.61826847586996)),), (((-115.94679974061097, 33.66089273880476), (-115.94679974061097, 33.577439763005614), (-116.04138886338704, 33.55619097791635), (-116.04138886338704, 33.63961794361283), (-115.94679974061097, 33.66089273880476)),)]}" -"fireEvent/2023-02-08_0x8084bd0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084970000000000 on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 38.91874 -121.99849]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084962c00000000,dcid:s2CellId/0x8084970000000000,dcid:s2CellId/0x8084ba5c00000000,dcid:s2CellId/0x8084bb0000000000,dcid:s2CellId/0x8084bd0000000000,dcid:s2CellId/0x8084bd3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.08578 SquareKilometer]",3.08578,333.72,292.7,"n",6.89,"2023-02-08,2023-02-09","{'type': 'Polygon', 'coordinates': (((-121.90179543138471, 38.99052003451348), (-121.81070794913828, 39.018202765231806), (-121.81070794913828, 38.942965923417724), (-121.90179543138471, 38.91529872827276), (-121.99280779590266, 38.88756204233199), (-122.08374449567626, 38.85975615372649), (-122.08374449567626, 38.93494605995725), (-121.99280779590266, 38.96276770349571), (-121.90179543138471, 38.99052003451348)),)}" -"fireEvent/2023-01-21_0x8084450000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084450000000000 on 2023-01-21","2023-01-21","2023-01-31","P11D",11,8,"[LatLong 38.53926 -122.58817]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8084446400000000,dcid:s2CellId/0x8084448400000000,dcid:s2CellId/0x808444bc00000000,dcid:s2CellId/0x8084450000000000,dcid:s2CellId/0x80844f0000000000,dcid:s2CellId/0x80844f5c00000000,dcid:s2CellId/0x8084506c00000000,dcid:s2CellId/0x8084510000000000,dcid:s2CellId/0x80845a3c00000000,dcid:s2CellId/0x80845a8400000000,dcid:s2CellId/0x80845ab400000000,dcid:s2CellId/0x80845abc00000000,dcid:s2CellId/0x80845b0000000000,dcid:s2CellId/0x80845d0000000000,dcid:s2CellId/0x80845d7400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",15,"[5.15431 SquareKilometer]",5.15431,346.56,295.09,"n",4.76,"2023-01-21,2023-01-23,2023-01-24,2023-01-25,2023-01-26,2023-01-28,2023-01-30,2023-01-31","{'type': 'Polygon', 'coordinates': (((-122.44672381753844, 38.52196905593188), (-122.44672381753844, 38.44651073306092), (-122.5372740990185, 38.41843056369658), (-122.62774550019422, 38.39028340170879), (-122.62774550019422, 38.465707290702724), (-122.62774550019422, 38.541048824246204), (-122.5372740990185, 38.569230320025724), (-122.5372740990185, 38.64450610716198), (-122.44672381753844, 38.67263711706448), (-122.44672381753844, 38.59734459614429), (-122.44672381753844, 38.52196905593188)),)}" -"fireEvent/2023-02-22_0x8083550000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083530000000000 on 2023-02-22","2023-02-22","2023-02-23","P2D",2,2,"[LatLong 39.33908 -121.63401]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:geoId/06101,dcid:geoId/06115,dcid:northamerica,dcid:s2CellId/0x808352d400000000,dcid:s2CellId/0x8083530000000000,dcid:s2CellId/0x8083541400000000,dcid:s2CellId/0x8083550000000000,dcid:s2CellId/0x8083555c00000000,dcid:s2CellId/0x8084a84c00000000,dcid:s2CellId/0x8084a90000000000,dcid:s2CellId/0x809cab0000000000,dcid:s2CellId/0x809cab3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[5.11827 SquareKilometer]",5.11827,344.88,287.29,"n",5.74,"2023-02-22,2023-02-23","{'type': 'MultiPolygon', 'coordinates': [(((-121.71954589932093, 39.34596854075605), (-121.62830983522124, 39.373570417177156), (-121.62830983522124, 39.29864655751711), (-121.53700031324804, 39.32616316459139), (-121.53700031324804, 39.25113845152714), (-121.62830983522124, 39.22363643515711), (-121.71954589932093, 39.19606374838049), (-121.71954589932093, 39.27105917309169), (-121.71954589932093, 39.34596854075605)),), (((-121.71954589932093, 39.12098248645304), (-121.81070794913828, 39.09335442361682), (-121.81070794913828, 39.16842067392795), (-121.71954589932093, 39.19606374838049), (-121.71954589932093, 39.12098248645304)),)]}" -"fireEvent/2023-02-10_0x80ce210000000000","FireEvent","FireEvent at L10 S2 Cell 0x80ce210000000000 on 2023-02-10","2023-02-10","2023-02-10","P1D",1,1,"[LatLong 34.75337 -114.57178]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80ce210000000000,dcid:s2CellId/0x80ce21c400000000,dcid:s2CellId/0x80ce21dc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.50494 SquareKilometer]",2.50494,346.0,308.7,"n",10.48,"2023-02-10","{'type': 'Polygon', 'coordinates': (((-114.61928990191176, 34.78469582571491), (-114.61928990191176, 34.70164859500177), (-114.52426397902158, 34.72198748448121), (-114.52426397902158, 34.805056766588905), (-114.61928990191176, 34.78469582571491)),)}" -"fireEvent/2023-01-06_0x809cfd0000000000","FireEvent","FireEvent at L10 S2 Cell 0x809cfd0000000000 on 2023-01-06","2023-01-06","2023-01-06","P1D",1,1,"[LatLong 39.96225 -121.03351]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06063,dcid:northamerica,dcid:s2CellId/0x809cfd0000000000,dcid:s2CellId/0x809cfdc400000000,dcid:s2CellId/0x809cfdec00000000,dcid:s2CellId/0x809cfe7400000000,dcid:s2CellId/0x809cff0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.03453 SquareKilometer]",3.03453,328.71,275.78,"n",10.18,"2023-01-06","{'type': 'Polygon', 'coordinates': (((-121.07937052658627, 39.91140659033674), (-121.07937052658627, 39.98588584374218), (-120.98763211526173, 40.013064009667254), (-120.89582422732902, 40.04016874842176), (-120.89582422732902, 39.96566448927563), (-120.98763211526173, 39.93857220307052), (-121.07937052658627, 39.91140659033674)),)}" -"fireEvent/2023-02-23_0x80eaf90000000000","FireEvent","FireEvent at L10 S2 Cell 0x80eaf10000000000 on 2023-02-23","2023-02-23","2023-02-23","P1D",1,1,"[LatLong 35.67612 -119.21464]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80eaf08c00000000,dcid:s2CellId/0x80eaf10000000000,dcid:s2CellId/0x80eaf90000000000,dcid:s2CellId/0x80eaf9ac00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.33702 SquareKilometer]",2.33702,337.32,284.91,"n",8.92,"2023-02-23","{'type': 'MultiPolygon', 'coordinates': [(((-119.23207840138082, 35.556406222206114), (-119.32503466239531, 35.53175350399878), (-119.32503466239531, 35.61180980810941), (-119.23207840138082, 35.63648603631758), (-119.23207840138082, 35.556406222206114)),), (((-119.23207840138082, 35.716489517297106), (-119.13906420284766, 35.74111761532614), (-119.13906420284766, 35.66109096570328), (-119.23207840138082, 35.63648603631758), (-119.23207840138082, 35.716489517297106)),)]}" -"fireEvent/2023-02-17_0x8084c10000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084c10000000000 on 2023-02-17","2023-02-17","2023-02-17","P1D",1,1,"[LatLong 38.80086 -121.95300]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084c05c00000000,dcid:s2CellId/0x8084c06400000000,dcid:s2CellId/0x8084c10000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.06506 SquareKilometer]",2.06506,342.8,271.77,"n",6.09,"2023-02-17","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.81227184229434), (-121.99280779590266, 38.73689733332498), (-121.90179543138471, 38.764602101272494), (-121.90179543138471, 38.83999267404077), (-121.99280779590266, 38.81227184229434)),)}" -"fireEvent/2023-02-06_0x80845b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084430000000000 on 2023-02-06","2023-02-06","2023-02-08","P3D",3,2,"[LatLong 38.59279 -122.58252]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8084430000000000,dcid:s2CellId/0x8084432400000000,dcid:s2CellId/0x8084450000000000,dcid:s2CellId/0x8084453400000000,dcid:s2CellId/0x8084453c00000000,dcid:s2CellId/0x808445ac00000000,dcid:s2CellId/0x808445bc00000000,dcid:s2CellId/0x8084507c00000000,dcid:s2CellId/0x8084510000000000,dcid:s2CellId/0x80845a9c00000000,dcid:s2CellId/0x80845b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",11,"[7.21649 SquareKilometer]",7.21649,335.28,292.94,"n",5.78,"2023-02-06,2023-02-08","{'type': 'Polygon', 'coordinates': (((-122.44672381753844, 38.44651073306092), (-122.5372740990185, 38.41843056369658), (-122.5372740990185, 38.49387172650253), (-122.62774550019422, 38.465707290702724), (-122.62774550019422, 38.541048824246204), (-122.62774550019422, 38.61630776476597), (-122.5372740990185, 38.64450610716198), (-122.5372740990185, 38.569230320025724), (-122.44672381753844, 38.59734459614429), (-122.44672381753844, 38.52196905593188), (-122.44672381753844, 38.44651073306092)),)}" -"fireEvent/2023-01-09_0x80d6350000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d6350000000000 on 2023-01-09","2023-01-09","2023-01-09","P1D",1,1,"[LatLong 32.23974 -114.85081]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d6345c00000000,dcid:s2CellId/0x80d6349c00000000,dcid:s2CellId/0x80d634f400000000,dcid:s2CellId/0x80d6350000000000",4,"[3.96009 SquareKilometer]",3.96009,339.27,313.93,"n",73.15,"2023-01-09","{'type': 'Polygon', 'coordinates': (((-114.90422082333554, 32.287028613932726), (-114.90422082333554, 32.20198930823536), (-114.80926906488743, 32.22182818489056), (-114.80926906488743, 32.306895593204814), (-114.90422082333554, 32.287028613932726)),)}" -"fireEvent/2023-03-26_0x8091010000000000","FireEvent","FireEvent at L10 S2 Cell 0x8091010000000000 on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 37.58756 -120.84989]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x8091010000000000,dcid:s2CellId/0x8091018400000000,dcid:s2CellId/0x8091022c00000000,dcid:s2CellId/0x8091024c00000000,dcid:s2CellId/0x8091030000000000,dcid:s2CellId/0x80911b0000000000,dcid:s2CellId/0x80911b3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.26345 SquareKilometer]",3.26345,341.18,293.6,"n",4.45,"2023-03-26,2023-03-27","{'type': 'MultiPolygon', 'coordinates': [(((-120.89582422732902, 37.612902773234545), (-120.80394744373855, 37.6394378546288), (-120.7120023484522, 37.665902427887914), (-120.7120023484522, 37.588619247244885), (-120.80394744373858, 37.56217349052067), (-120.89582422732902, 37.535657341922445), (-120.89582422732902, 37.612902773234545)),), (((-120.61998952842978, 37.61499433591427), (-120.61998952842978, 37.537610243626965), (-120.7120023484522, 37.511254067709565), (-120.7120023484522, 37.588619247244885), (-120.61998952842978, 37.61499433591427)),)]}" -"fireEvent/2023-01-23_0x809cd50000000000","FireEvent","FireEvent at L10 S2 Cell 0x809cd50000000000 on 2023-01-23","2023-01-23","2023-01-25","P3D",3,2,"[LatLong 39.79791 -121.58266]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:northamerica,dcid:s2CellId/0x809cd50000000000,dcid:s2CellId/0x809cd53c00000000,dcid:s2CellId/0x809cd70000000000,dcid:s2CellId/0x809cd71400000000,dcid:s2CellId/0x809cd71c00000000,dcid:s2CellId/0x809cd73c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[4.03683 SquareKilometer]",4.03683,355.66,288.44,"n",16.93,"2023-01-23,2023-01-25","{'type': 'Polygon', 'coordinates': (((-121.62830983522124, 39.74688824941822), (-121.62830983522124, 39.82129004760166), (-121.53700031324804, 39.84890307417943), (-121.44561789291927, 39.87644431059195), (-121.44561789291927, 39.802016284462454), (-121.53700031324804, 39.774488110500045), (-121.62830983522124, 39.74688824941822)),)}" -"fireEvent/2023-01-31_0x80d13f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d13d0000000000 on 2023-01-31","2023-01-31","2023-02-02","P3D",3,2,"[LatLong 33.64814 -114.63710]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06065,dcid:northamerica,dcid:s2CellId/0x80d13c3400000000,dcid:s2CellId/0x80d13d0000000000,dcid:s2CellId/0x80d13e5400000000,dcid:s2CellId/0x80d13f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.56762 SquareKilometer]",2.56762,342.18,295.34,"n",6.63,"2023-01-31,2023-02-02","{'type': 'Polygon', 'coordinates': (((-114.52426397902158, 33.71922177939378), (-114.52426397902158, 33.635175624754545), (-114.61928990191176, 33.615140915382845), (-114.71429184441094, 33.59502928061842), (-114.71429184441097, 33.67902618540428), (-114.61928990191176, 33.69916251294337), (-114.52426397902158, 33.71922177939378)),)}" -"fireEvent/2023-03-11_0x80938d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80938d0000000000 on 2023-03-11","2023-03-11","2023-03-13","P3D",3,2,"[LatLong 36.78493 -120.26858]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06039,dcid:northamerica,dcid:s2CellId/0x80938c1c00000000,dcid:s2CellId/0x80938c2400000000,dcid:s2CellId/0x80938c3c00000000,dcid:s2CellId/0x80938d0000000000,dcid:s2CellId/0x80938ea400000000,dcid:s2CellId/0x80938f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.35804 SquareKilometer]",3.35804,339.25,291.16,"n",7.09,"2023-03-11,2023-03-13","{'type': 'Polygon', 'coordinates': (((-120.34355063422758, 36.83735562297489), (-120.25127284433846, 36.8632307113465), (-120.25127284433846, 36.784876873442236), (-120.25127284433846, 36.706443376822236), (-120.34355063422758, 36.680610078824635), (-120.3435506342276, 36.75902257287933), (-120.34355063422758, 36.83735562297489)),)}" -"fireEvent/2023-02-13_0x8095170000000000","FireEvent","FireEvent at L10 S2 Cell 0x8095170000000000 on 2023-02-13","2023-02-13","2023-02-15","P3D",3,3,"[LatLong 36.56427 -119.18558]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06107,dcid:northamerica,dcid:s2CellId/0x8095170000000000,dcid:s2CellId/0x809517b400000000,dcid:s2CellId/0x809517bc00000000,dcid:s2CellId/0x80953d0000000000,dcid:s2CellId/0x80953d0c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[2.28707 SquareKilometer]",2.28707,328.26,287.55,"n",4.19,"2023-02-13,2023-02-14,2023-02-15","{'type': 'Polygon', 'coordinates': (((-119.23207840138082, 36.59139591977724), (-119.13906420284766, 36.616264807982425), (-119.13906420284766, 36.53710170085306), (-119.13906420284766, 36.45785850302791), (-119.23207840138082, 36.433031486044094), (-119.23207840138082, 36.512253642746515), (-119.23207840138082, 36.59139591977724)),)}" -"fireEvent/2023-02-17_0x8085210000000000","FireEvent","FireEvent at L10 S2 Cell 0x8085210000000000 on 2023-02-17","2023-02-17","2023-02-17","P1D",1,1,"[LatLong 38.49527 -121.96437]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06095,dcid:northamerica,dcid:s2CellId/0x8085204400000000,dcid:s2CellId/0x8085205400000000,dcid:s2CellId/0x8085205c00000000,dcid:s2CellId/0x8085210000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",4,"[3.12515 SquareKilometer]",3.12515,342.58,289.41,"n",8.54,"2023-02-17","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.510270284625605), (-121.99280779590266, 38.43456088254056), (-121.90179543138471, 38.462199289647856), (-121.90179543138471, 38.537925598738894), (-121.99280779590266, 38.510270284625605)),)}" -"fireEvent/2023-02-02_0x809db10000000000","FireEvent","FireEvent at L10 S2 Cell 0x809db10000000000 on 2023-02-02","2023-02-02","2023-02-02","P1D",1,1,"[LatLong 40.23486 -120.66025]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06063,dcid:northamerica,dcid:s2CellId/0x809db0f400000000,dcid:s2CellId/0x809db0fc00000000,dcid:s2CellId/0x809db10000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.018 SquareKilometer]",2.018,305.3,262.39,"n",1.05,"2023-02-02","{'type': 'Polygon', 'coordinates': (((-120.7120023484522, 40.24294521918271), (-120.7120023484522, 40.168596011082016), (-120.61998952842978, 40.19549082752908), (-120.61998952842978, 40.26985179667404), (-120.7120023484522, 40.24294521918271)),)}" -"fireEvent/2023-01-17_0x80d9310000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d9310000000000 on 2023-01-17","2023-01-17","2023-01-17","P1D",1,1,"[LatLong 32.36765 -117.03233]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d9310000000000,dcid:s2CellId/0x80d9316400000000,dcid:s2CellId/0x80d9316c00000000,dcid:wikidataId/Q2088119,dcid:wikidataId/Q58731",3,"[2.5781 SquareKilometer]",2.5781,304.21,280.73,"n",1.05,"2023-01-17","{'type': 'Polygon', 'coordinates': (((-117.07940822560565, 32.39872950090179), (-117.07940822560565, 32.31480850427524), (-116.98524219342079, 32.33651897516448), (-116.98524219342079, 32.42047001297981), (-117.07940822560565, 32.39872950090179)),)}" -"fireEvent/2023-02-20_0x54d10d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x54d10d0000000000 on 2023-02-20","2023-02-20","2023-02-20","P1D",1,1,"[LatLong 41.22318 -123.91735]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06023,dcid:northamerica,dcid:s2CellId/0x54d10d0000000000,dcid:s2CellId/0x54d10ddc00000000,dcid:s2CellId/0x54d10e5c00000000,dcid:s2CellId/0x54d10e6400000000,dcid:s2CellId/0x54d10e6c00000000,dcid:s2CellId/0x54d10e7400000000,dcid:s2CellId/0x54d10f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[5.15135 SquareKilometer]",5.15135,354.76,291.81,"n",27.17,"2023-02-20","{'type': 'Polygon', 'coordinates': (((-123.83537783956557, 41.21221558284898), (-123.92787048065873, 41.18143411603011), (-123.99940295441057, 41.234067876044605), (-124.07112954251315, 41.28671512267137), (-123.97844908119757, 41.3177409275206), (-123.90681624160965, 41.26497132163325), (-123.83537783956557, 41.21221558284898)),)}" -"fireEvent/2023-01-23_0x80e97f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80e97f0000000000 on 2023-01-23","2023-01-23","2023-01-27","P5D",5,5,"[LatLong 34.84521 -119.47016]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06083,dcid:northamerica,dcid:s2CellId/0x80e97e2c00000000,dcid:s2CellId/0x80e97e3400000000,dcid:s2CellId/0x80e97e4c00000000,dcid:s2CellId/0x80e97f0000000000,dcid:s2CellId/0x80e97fa400000000,dcid:s2CellId/0x80e97fac00000000,dcid:s2CellId/0x80e97fb400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[2.37517 SquareKilometer]",2.37517,350.81,295.74,"n",9.94,"2023-01-23,2023-01-24,2023-01-25,2023-01-26,2023-01-27","{'type': 'Polygon', 'coordinates': (((-119.51077084299, 34.83948061816375), (-119.51077084299, 34.758805996121794), (-119.41793235298398, 34.783376641123795), (-119.41793235298398, 34.86407698186899), (-119.51077084299, 34.83948061816375)),)}" -"fireEvent/2023-03-08_0x8094c90000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094c90000000000 on 2023-03-08","2023-03-08","2023-03-08","P1D",1,1,"[LatLong 36.17639 -119.74260]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094c90000000000,dcid:s2CellId/0x8094c97400000000,dcid:s2CellId/0x8094c99c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.29198 SquareKilometer]",2.29198,337.34,278.61,"n",3.48,"2023-03-08","{'type': 'Polygon', 'coordinates': (((-119.78892484955995, 36.20338340883046), (-119.78892484955995, 36.12413379123651), (-119.69626771448172, 36.149347987538164), (-119.69626771448172, 36.228619807644506), (-119.78892484955995, 36.20338340883046)),)}" -"fireEvent/2023-02-13_0x80903f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80903d0000000000 on 2023-02-13","2023-02-13","2023-02-13","P1D",1,1,"[LatLong 37.73247 -121.35988]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x80903c2400000000,dcid:s2CellId/0x80903d0000000000,dcid:s2CellId/0x80903eac00000000,dcid:s2CellId/0x80903f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.1488 SquareKilometer]",2.1488,340.66,294.6,"n",4.78,"2023-02-13","{'type': 'Polygon', 'coordinates': (((-121.26263661074441, 37.81392448887689), (-121.26263661074441, 37.73708152324151), (-121.35416313685073, 37.710140825873815), (-121.44561789291927, 37.68313095604201), (-121.44561789291927, 37.75993648447068), (-121.35416313685073, 37.78696513099894), (-121.26263661074441, 37.81392448887689)),)}" -"fireEvent/2023-01-23_0x8096d50000000000","FireEvent","FireEvent at L10 S2 Cell 0x8096d50000000000 on 2023-01-23","2023-01-23","2023-01-26","P4D",4,3,"[LatLong 37.79749 -120.11273]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06109,dcid:northamerica,dcid:s2CellId/0x8096d50000000000,dcid:s2CellId/0x8096d57c00000000,dcid:s2CellId/0x8096d59c00000000,dcid:s2CellId/0x80972a9c00000000,dcid:s2CellId/0x80972b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[2.18166 SquareKilometer]",2.18166,340.54,287.01,"n",3.78,"2023-01-23,2023-01-25,2023-01-26","{'type': 'Polygon', 'coordinates': (((-120.06652363285929, 37.771745570591364), (-120.15893030899788, 37.74580020187008), (-120.15893030899788, 37.8231938580761), (-120.15893030899788, 37.90050398235046), (-120.06652363285929, 37.926485165746335), (-120.06652363285929, 37.84915723847933), (-120.06652363285929, 37.771745570591364)),)}" -"fireEvent/2023-02-06_0x80d16d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d16d0000000000 on 2023-02-06","2023-02-06","2023-02-06","P1D",1,1,"[LatLong 33.85517 -114.47674]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04012,dcid:northamerica,dcid:s2CellId/0x80d16d0000000000,dcid:s2CellId/0x80d16d1400000000,dcid:s2CellId/0x80d16d2400000000,dcid:s2CellId/0x80d16d3400000000,dcid:s2CellId/0x80d16d4400000000,dcid:s2CellId/0x80d16d6400000000,dcid:s2CellId/0x80d16d6c00000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",7,"[7.67347 SquareKilometer]",7.67347,367.0,357.96,"n",331.14,"2023-02-06","{'type': 'Polygon', 'coordinates': (((-114.52426397902158, 33.88709555416414), (-114.52426397902158, 33.80319522777779), (-114.42921481897034, 33.82320149214735), (-114.42921481897034, 33.90712585436565), (-114.52426397902158, 33.88709555416414)),)}" -"fireEvent/2023-02-06_0x8090530000000000","FireEvent","FireEvent at L10 S2 Cell 0x80904d0000000000 on 2023-02-06","2023-02-06","2023-02-06","P1D",1,1,"[LatLong 37.58483 -121.12521]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x80904d0000000000,dcid:s2CellId/0x80904d7c00000000,dcid:s2CellId/0x80904f0000000000,dcid:s2CellId/0x80904f9400000000,dcid:s2CellId/0x8090522400000000,dcid:s2CellId/0x8090530000000000,dcid:s2CellId/0x8091b4dc00000000,dcid:s2CellId/0x8091b50000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",8,"[4.32708 SquareKilometer]",4.32708,338.03,287.68,"n",2.83,"2023-02-06","{'type': 'MultiPolygon', 'coordinates': [(((-120.98763211526173, 37.58629746111499), (-121.07937052658627, 37.55962219720914), (-121.1710388833767, 37.53287726197025), (-121.1710388833767, 37.60998399136611), (-121.1710388833767, 37.68700924798782), (-121.07937052658627, 37.713792107889624), (-121.07937052658627, 37.636747995836885), (-120.98763211526173, 37.6634422122698), (-120.98763211526173, 37.58629746111499)),), (((-121.17103888337672, 37.45568932972217), (-121.26263661074441, 37.4288944060384), (-121.26263661074441, 37.50606293735081), (-121.1710388833767, 37.53287726197025), (-121.17103888337672, 37.45568932972217)),)]}" -"fireEvent/2023-02-12_0x8094290000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094290000000000 on 2023-02-12","2023-02-12","2023-02-12","P1D",1,1,"[LatLong 37.32915 -119.55717]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06039,dcid:northamerica,dcid:s2CellId/0x8094290000000000,dcid:s2CellId/0x8094293c00000000,dcid:s2CellId/0x8094294c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.23055 SquareKilometer]",2.23055,299.47,274.3,"n",1.16,"2023-02-12","{'type': 'Polygon', 'coordinates': (((-119.60354950502408, 37.35552745160059), (-119.60354950502408, 37.27735895346938), (-119.51077084299, 37.302718937652955), (-119.51077084299, 37.380906429606696), (-119.60354950502408, 37.35552745160059)),)}" -"fireEvent/2023-02-20_0x54d3e30000000000","FireEvent","FireEvent at L10 S2 Cell 0x54d15f0000000000 on 2023-02-20","2023-02-20","2023-02-20","P1D",1,1,"[LatLong 40.93394 -123.88475]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06023,dcid:northamerica,dcid:s2CellId/0x54d15e3400000000,dcid:s2CellId/0x54d15e4c00000000,dcid:s2CellId/0x54d15f0000000000,dcid:s2CellId/0x54d15fb400000000,dcid:s2CellId/0x54d3e10000000000,dcid:s2CellId/0x54d3e1f400000000,dcid:s2CellId/0x54d3e1fc00000000,dcid:s2CellId/0x54d3e21c00000000,dcid:s2CellId/0x54d3e30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[6.10311 SquareKilometer]",6.10311,343.04,294.93,"n",46.97,"2023-02-20","{'type': 'Polygon', 'coordinates': (((-124.01120455766761, 40.849147421528926), (-123.91946070957886, 40.87972665089066), (-123.99050231911558, 40.93193999734144), (-123.8985725188299, 40.962569950683395), (-123.8276237504466, 40.91023590743991), (-123.7568661838358, 40.85791688622407), (-123.84860998990712, 40.827527949546344), (-123.94026150527637, 40.79706911642794), (-124.01120455766761, 40.849147421528926)),)}" -"fireEvent/2023-03-25_0x8084c10000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084c10000000000 on 2023-03-25","2023-03-25","2023-03-27","P3D",3,2,"[LatLong 38.80681 -121.96437]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084c06c00000000,dcid:s2CellId/0x8084c10000000000,dcid:s2CellId/0x8084c25400000000,dcid:s2CellId/0x8084c30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.06751 SquareKilometer]",2.06751,326.05,293.34,"n",5.44,"2023-03-25,2023-03-27","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.81227184229434), (-121.90179543138471, 38.83999267404077), (-121.90179543138471, 38.764602101272494), (-121.90179543138471, 38.68912724158433), (-121.99280779590266, 38.66143874752344), (-121.99280779590266, 38.73689733332498), (-121.99280779590266, 38.81227184229434)),)}" -"fireEvent/2023-02-17_0x8090990000000000","FireEvent","FireEvent at L10 S2 Cell 0x8090990000000000 on 2023-02-17","2023-02-17","2023-02-19","P3D",3,2,"[LatLong 38.21902 -120.54518]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06009,dcid:northamerica,dcid:s2CellId/0x8090988c00000000,dcid:s2CellId/0x8090989400000000,dcid:s2CellId/0x809098bc00000000,dcid:s2CellId/0x8090990000000000,dcid:s2CellId/0x8090997c00000000,dcid:s2CellId/0x80909b0000000000,dcid:s2CellId/0x80909bd400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.21676 SquareKilometer]",3.21676,339.62,288.39,"n",2.84,"2023-02-17,2023-02-19","{'type': 'Polygon', 'coordinates': (((-120.52790957361556, 38.257532040519735), (-120.52790957361556, 38.18079594647173), (-120.61998952842978, 38.154366127206046), (-120.7120023484522, 38.12786456645258), (-120.7120023484522, 38.2045663181075), (-120.61998952842978, 38.23108510610075), (-120.52790957361556, 38.257532040519735)),)}" -"fireEvent/2023-02-21_0x80d7950000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7950000000000 on 2023-02-21","2023-02-21","2023-02-21","P1D",1,1,"[LatLong 32.22197 -115.33709]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d794e400000000,dcid:s2CellId/0x80d7950000000000,dcid:s2CellId/0x80d7951c00000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",3,"[2.62994 SquareKilometer]",2.62994,341.66,312.54,"n",35.63,"2023-02-21","{'type': 'Polygon', 'coordinates': (((-115.3785719022423, 32.27141580503958), (-115.3785719022423, 32.1865831450277), (-115.28375849518459, 32.20681969840767), (-115.28375849518459, 32.291680994135106), (-115.3785719022423, 32.27141580503958)),)}" -"fireEvent/2023-02-22_0x809aa70000000000","FireEvent","FireEvent at L10 S2 Cell 0x809aa10000000000 on 2023-02-22","2023-02-22","2023-02-22","P1D",1,1,"[LatLong 38.14519 -121.30841]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x809aa10000000000,dcid:s2CellId/0x809aa14c00000000,dcid:s2CellId/0x809aa6c400000000,dcid:s2CellId/0x809aa70000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.12355 SquareKilometer]",2.12355,328.55,287.85,"n",2.58,"2023-02-22","{'type': 'Polygon', 'coordinates': (((-121.44561789291927, 38.06633970127007), (-121.44561789291927, 38.14273448666555), (-121.35416313685073, 38.169853815308585), (-121.26263661074441, 38.196903281604015), (-121.26263661074441, 38.12047318795499), (-121.35416313685073, 38.09344131890122), (-121.44561789291927, 38.06633970127007)),)}" -"fireEvent/2023-02-08_0x80848f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084850000000000 on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 38.93064 -122.22001]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084850000000000,dcid:s2CellId/0x8084858400000000,dcid:s2CellId/0x80848e4c00000000,dcid:s2CellId/0x80848f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.0522 SquareKilometer]",2.0522,334.11,295.76,"n",13.85,"2023-02-08,2023-02-09","{'type': 'Polygon', 'coordinates': (((-122.17460498684162, 38.83188135199408), (-122.26538872869685, 38.80393792806426), (-122.26538872869685, 38.87909599346539), (-122.26538872869685, 38.95416992095992), (-122.17460498684162, 38.9821450862104), (-122.17460498684162, 38.907055393086274), (-122.17460498684162, 38.83188135199408)),)}" -"fireEvent/2023-01-31_0x8084990000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084970000000000 on 2023-01-31","2023-01-31","2023-02-01","P2D",2,2,"[LatLong 38.90934 -121.99849]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084962400000000,dcid:s2CellId/0x8084963400000000,dcid:s2CellId/0x8084970000000000,dcid:s2CellId/0x8084990000000000,dcid:s2CellId/0x8084997400000000,dcid:s2CellId/0x80849a3c00000000,dcid:s2CellId/0x80849b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.10807 SquareKilometer]",4.10807,354.76,288.07,"n",7.09,"2023-01-31,2023-02-01","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 39.0378885979975), (-121.99280779590266, 38.96276770349571), (-121.99280779590266, 38.88756204233199), (-122.08374449567626, 38.85975615372649), (-122.08374449567626, 38.93494605995725), (-122.17460498684162, 38.907055393086274), (-122.17460498684162, 38.9821450862104), (-122.08374449567627, 39.01005140863375), (-121.99280779590266, 39.0378885979975)),)}" -"fireEvent/2023-02-08_0x54d4990000000000","FireEvent","FireEvent at L10 S2 Cell 0x54d4990000000000 on 2023-02-08","2023-02-08","2023-02-11","P4D",4,3,"[LatLong 40.14521 -123.46228]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06105,dcid:northamerica,dcid:s2CellId/0x54d498b400000000,dcid:s2CellId/0x54d498bc00000000,dcid:s2CellId/0x54d4990000000000,dcid:s2CellId/0x54d4a26400000000,dcid:s2CellId/0x54d4a2e400000000,dcid:s2CellId/0x54d4a2ec00000000,dcid:s2CellId/0x54d4a2f400000000,dcid:s2CellId/0x54d4a30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",8,"[4.93369 SquareKilometer]",4.93369,344.72,294.21,"n",62.5,"2023-02-08,2023-02-10,2023-02-11","{'type': 'Polygon', 'coordinates': (((-123.60320855276242, 40.159382098605334), (-123.51283904569657, 40.188930829812435), (-123.44368098277349, 40.13738797622512), (-123.37470731145442, 40.0858635123691), (-123.4648917259653, 40.056547606398325), (-123.53395808290452, 40.107955842950716), (-123.60320855276242, 40.159382098605334)),)}" -"fireEvent/2023-02-08_0x8083730000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083130000000000 on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 39.41636 -122.14622]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:northamerica,dcid:s2CellId/0x8083124400000000,dcid:s2CellId/0x8083130000000000,dcid:s2CellId/0x8083730000000000,dcid:s2CellId/0x8083737400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.0239 SquareKilometer]",2.0239,340.79,292.33,"n",12.31,"2023-02-08,2023-02-09","{'type': 'MultiPolygon', 'coordinates': [(((-122.17460498684162, 39.28165587862677), (-122.26538872869685, 39.25361974158061), (-122.26538872869685, 39.328269615478135), (-122.17460498684162, 39.35632047530068), (-122.17460498684162, 39.28165587862677)),), (((-122.17460498684162, 39.430899396295715), (-122.08374449567626, 39.45889527860518), (-122.08374449567626, 39.38430194908448), (-122.17460498684162, 39.35632047530068), (-122.17460498684162, 39.430899396295715)),)]}" -"fireEvent/2023-01-27_0x80d65f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d65f0000000000 on 2023-01-27","2023-01-27","2023-01-27","P1D",1,1,"[LatLong 32.62272 -114.54208]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04027,dcid:northamerica,dcid:s2CellId/0x80d65e0c00000000,dcid:s2CellId/0x80d65e3400000000,dcid:s2CellId/0x80d65f0000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",3,"[2.6251 SquareKilometer]",2.6251,367.0,298.2,"n",4.84,"2023-01-27","{'type': 'Polygon', 'coordinates': (((-114.61928990191176, 32.686238988626556), (-114.61928990191176, 32.601380600508776), (-114.52426397902158, 32.62110549021124), (-114.52426397902158, 32.705990765439765), (-114.61928990191176, 32.686238988626556)),)}" -"fireEvent/2023-03-07_0x80a27b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80a27b0000000000 on 2023-03-07","2023-03-07","2023-03-08","P2D",2,2,"[LatLong 39.61225 -118.55062]","dcid:Earth,dcid:country/USA,dcid:geoId/32,dcid:geoId/32001,dcid:northamerica,dcid:s2CellId/0x80a27a4c00000000,dcid:s2CellId/0x80a27a5400000000,dcid:s2CellId/0x80a27abc00000000,dcid:s2CellId/0x80a27aec00000000,dcid:s2CellId/0x80a27af400000000,dcid:s2CellId/0x80a27afc00000000,dcid:s2CellId/0x80a27b0000000000,dcid:s2CellId/0x80a27b2400000000,dcid:s2CellId/0x80a27b3400000000,dcid:s2CellId/0x80a27b3c00000000,dcid:s2CellId/0x80a27bac00000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",11,"[7.40379 SquareKilometer]",7.40379,352.23,283.64,"n",17.63,"2023-03-07,2023-03-08","{'type': 'Polygon', 'coordinates': (((-118.57979810860881, 39.63771777073999), (-118.57979810860881, 39.56163680447531), (-118.4863962961138, 39.5865742114197), (-118.4863962961138, 39.66266778628226), (-118.57979810860881, 39.63771777073999)),)}" -"fireEvent/2023-01-06_0x80cf5d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80cf430000000000 on 2023-01-06","2023-01-06","2023-01-06","P1D",1,1,"[LatLong 35.55573 -115.42597]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80cf430000000000,dcid:s2CellId/0x80cf432c00000000,dcid:s2CellId/0x80cf5cac00000000,dcid:s2CellId/0x80cf5d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.43909 SquareKilometer]",2.43909,343.4,283.86,"n",3.87,"2023-01-06","{'type': 'Polygon', 'coordinates': (((-115.5681083893613, 35.482715048732345), (-115.5681083893613, 35.56460070429775), (-115.47335544292073, 35.58600617105782), (-115.3785719022423, 35.60733295233472), (-115.3785719022423, 35.52540546365499), (-115.47335544292073, 35.50409953767375), (-115.5681083893613, 35.482715048732345)),)}" -"fireEvent/2023-03-26_0x8094790000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094770000000000 on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 36.78430 -120.11273]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8094770000000000,dcid:s2CellId/0x809477cc00000000,dcid:s2CellId/0x8094790000000000,dcid:s2CellId/0x809479c400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.24538 SquareKilometer]",2.24538,336.19,293.13,"n",2.34,"2023-03-26,2023-03-27","{'type': 'Polygon', 'coordinates': (((-120.06652363285929, 36.679343295179756), (-120.15893030899788, 36.653672228439554), (-120.15893030899788, 36.732206182076574), (-120.15893030899788, 36.810660560355714), (-120.06652363285929, 36.83637336328723), (-120.06652363285929, 36.75789822396875), (-120.06652363285929, 36.679343295179756)),)}" -"fireEvent/2023-02-14_0x8083250000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083250000000000 on 2023-02-14","2023-02-14","2023-02-17","P4D",4,3,"[LatLong 39.64036 -121.85626]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:northamerica,dcid:s2CellId/0x8083250000000000,dcid:s2CellId/0x8083257c00000000,dcid:s2CellId/0x8083258400000000,dcid:s2CellId/0x8083259c00000000,dcid:s2CellId/0x808325bc00000000,dcid:s2CellId/0x80832f0000000000,dcid:s2CellId/0x80832fbc00000000,dcid:s2CellId/0x80833ac400000000,dcid:s2CellId/0x80833b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[4.03851 SquareKilometer]",4.03851,345.96,293.21,"n",15.18,"2023-02-14,2023-02-15,2023-02-17","{'type': 'Polygon', 'coordinates': (((-121.90179543138471, 39.66366133679624), (-121.81070794913828, 39.69147458174664), (-121.71954589932093, 39.71921697980668), (-121.71954589932093, 39.64474111961013), (-121.81070794913828, 39.617012297346776), (-121.81070794913828, 39.54246309252981), (-121.90179543138471, 39.51467741266122), (-121.90179543138471, 39.58921273290782), (-121.90179543138471, 39.66366133679624)),)}" -"fireEvent/2023-02-13_0x80d13b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d1390000000000 on 2023-02-13","2023-02-13","2023-02-13","P1D",1,1,"[LatLong 33.58312 -114.57178]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06065,dcid:northamerica,dcid:s2CellId/0x80d1390000000000,dcid:s2CellId/0x80d1397c00000000,dcid:s2CellId/0x80d1398400000000,dcid:s2CellId/0x80d13a2c00000000,dcid:s2CellId/0x80d13b0000000000,dcid:s2CellId/0x80d13bd400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[5.14447 SquareKilometer]",5.14447,355.7,289.95,"n",15.57,"2023-02-13","{'type': 'Polygon', 'coordinates': (((-114.71429184441094, 33.51096047591866), (-114.71429184441094, 33.59502928061842), (-114.61928990191176, 33.615140915382845), (-114.52426397902158, 33.635175624754545), (-114.52426397902158, 33.55105718216274), (-114.61928990191176, 33.53104722357586), (-114.71429184441094, 33.51096047591866)),)}" -"fireEvent/2023-03-07_0x8094a50000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094a50000000000 on 2023-03-07","2023-03-07","2023-03-08","P2D",2,2,"[LatLong 36.20234 -119.99140]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094a4c400000000,dcid:s2CellId/0x8094a50000000000,dcid:s2CellId/0x8094ae5c00000000,dcid:s2CellId/0x8094af0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.28421 SquareKilometer]",2.28421,332.69,294.9,"n",2.39,"2023-03-07,2023-03-08","{'type': 'Polygon', 'coordinates': (((-120.06652363285929, 36.20635508236253), (-119.97405342347365, 36.23182560661413), (-119.97405342347365, 36.15269831052497), (-119.97405342347365, 36.07349347026282), (-120.06652363285929, 36.04806788044641), (-120.06652363285929, 36.12725014536185), (-120.06652363285929, 36.20635508236253)),)}" -"fireEvent/2023-02-20_0x80c3690000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c3690000000000 on 2023-02-20","2023-02-20","2023-02-20","P1D",1,1,"[LatLong 34.42872 -117.37927]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80c3686c00000000,dcid:s2CellId/0x80c3690000000000,dcid:s2CellId/0x80c36f0000000000,dcid:s2CellId/0x80c36f1400000000,dcid:s2CellId/0x80c36f6c00000000,dcid:s2CellId/0x80c3720400000000,dcid:s2CellId/0x80c3730000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.90832 SquareKilometer]",4.90832,355.21,304.63,"n",9.43,"2023-02-20","{'type': 'MultiPolygon', 'coordinates': [(((-117.4556388069492, 34.38460909769327), (-117.4556388069492, 34.46664522632916), (-117.4556388069492, 34.54860813299157), (-117.36164757079143, 34.57137699422246), (-117.36164757079143, 34.489389141032945), (-117.36164757079143, 34.40732785707689), (-117.4556388069492, 34.38460909769327)),), (((-117.54958462854715, 34.525765807815226), (-117.54958462854715, 34.607630244794315), (-117.4556388069492, 34.630497439767254), (-117.4556388069492, 34.54860813299157), (-117.54958462854715, 34.525765807815226)),)]}" -"fireEvent/2023-03-20_0x80d6f50000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d6f50000000000 on 2023-03-20","2023-03-20","2023-03-20","P1D",1,1,"[LatLong 32.77368 -114.53020]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04027,dcid:northamerica,dcid:s2CellId/0x80d6f4b400000000,dcid:s2CellId/0x80d6f4cc00000000,dcid:s2CellId/0x80d6f4d400000000,dcid:s2CellId/0x80d6f50000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",4,"[3.92795 SquareKilometer]",3.92795,346.35,283.56,"n",5.98,"2023-03-20","{'type': 'Polygon', 'coordinates': (((-114.61928990191176, 32.771030052053916), (-114.61928990191176, 32.686238988626556), (-114.52426397902158, 32.705990765439765), (-114.52426397902158, 32.790808521465856), (-114.61928990191176, 32.771030052053916)),)}" -"fireEvent/2023-01-04_0x80d65f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d65f0000000000 on 2023-01-04","2023-01-04","2023-01-04","P1D",1,1,"[LatLong 32.61039 -114.60147]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04027,dcid:northamerica,dcid:s2CellId/0x80d65ea400000000,dcid:s2CellId/0x80d65eac00000000,dcid:s2CellId/0x80d65f0000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",3,"[2.62533 SquareKilometer]",2.62533,347.6,299.35,"n",28.6,"2023-01-04","{'type': 'Polygon', 'coordinates': (((-114.61928990191176, 32.686238988626556), (-114.61928990191176, 32.601380600508776), (-114.52426397902158, 32.62110549021124), (-114.52426397902158, 32.705990765439765), (-114.61928990191176, 32.686238988626556)),)}" -"fireEvent/2023-02-13_0x8090690000000000","FireEvent","FireEvent at L10 S2 Cell 0x8090650000000000 on 2023-02-13","2023-02-13","2023-02-15","P3D",3,2,"[LatLong 37.97433 -120.99337]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090640400000000,dcid:s2CellId/0x8090650000000000,dcid:s2CellId/0x8090662400000000,dcid:s2CellId/0x809066a400000000,dcid:s2CellId/0x809066ac00000000,dcid:s2CellId/0x8090670000000000,dcid:s2CellId/0x8090689c00000000,dcid:s2CellId/0x8090690000000000,dcid:s2CellId/0x8090703c00000000,dcid:s2CellId/0x8090705400000000,dcid:s2CellId/0x8090710000000000,dcid:s2CellId/0x8090715c00000000,dcid:s2CellId/0x8090716400000000,dcid:s2CellId/0x8090724400000000,dcid:s2CellId/0x8090730000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",15,"[10.70761 SquareKilometer]",10.70761,343.64,296.25,"n",5.98,"2023-02-13,2023-02-15","{'type': 'MultiPolygon', 'coordinates': [(((-121.07937052658627, 37.94443166315593), (-121.07937052658627, 38.021146378682644), (-120.98763211526173, 38.047932166418306), (-120.98763211526173, 37.97119956073253), (-120.98763211526173, 37.89438400124386), (-121.07937052658627, 37.86763420544945), (-121.1710388833767, 37.840814274426336), (-121.1710388833767, 37.917593515599634), (-121.07937052658627, 37.94443166315593)),), (((-121.07937052658627, 38.097778093730795), (-121.07937052658627, 38.021146378682644), (-121.1710388833767, 37.994290226708266), (-121.26263661074441, 37.967363990551995), (-121.26263661074441, 38.043960006034105), (-121.1710388833767, 38.07090414902015), (-121.07937052658627, 38.097778093730795)),)]}" -"fireEvent/2023-03-06_0x80d70b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d70b0000000000 on 2023-03-06","2023-03-06","2023-03-08","P3D",3,2,"[LatLong 32.57063 -115.24227]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d70a8c00000000,dcid:s2CellId/0x80d70b0000000000,dcid:s2CellId/0x80d7a70000000000,dcid:s2CellId/0x80d7a7c400000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",4,"[2.61547 SquareKilometer]",2.61547,333.7,297.21,"n",4.05,"2023-03-06,2023-03-08","{'type': 'MultiPolygon', 'coordinates': [(((-115.28375849518459, 32.54587551383132), (-115.28375849518459, 32.63047572713295), (-115.18891595142229, 32.65077919770483), (-115.18891595142229, 32.5661512898709), (-115.28375849518459, 32.54587551383132)),), (((-115.09404500241959, 32.58635275421574), (-115.09404500241959, 32.50163095253783), (-115.18891595142229, 32.48145723709342), (-115.18891595142229, 32.5661512898709), (-115.09404500241959, 32.58635275421574)),)]}" -"fireEvent/2023-03-26_0x809aad0000000000","FireEvent","FireEvent at L10 S2 Cell 0x809aad0000000000 on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 38.14008 -121.58266]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06067,dcid:northamerica,dcid:s2CellId/0x809aad0000000000,dcid:s2CellId/0x809aad9c00000000,dcid:s2CellId/0x809ab10000000000,dcid:s2CellId/0x809ab16400000000,dcid:s2CellId/0x809ab17c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.17023 SquareKilometer]",3.17023,339.33,296.01,"n",4.24,"2023-03-26,2023-03-27","{'type': 'MultiPolygon', 'coordinates': [(((-121.53700031324804, 38.11554557922101), (-121.62830983522124, 38.08828737798534), (-121.62830983522124, 38.164563906252226), (-121.53700031324804, 38.1918398342251), (-121.53700031324804, 38.11554557922101)),), (((-121.53700031324804, 38.26805113233758), (-121.44561789291927, 38.295275053513606), (-121.44561789291927, 38.21904635446754), (-121.53700031324804, 38.1918398342251), (-121.53700031324804, 38.26805113233758)),)]}" -"fireEvent/2023-01-24_0x80849d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083630000000000 on 2023-01-24","2023-01-24","2023-01-28","P5D",5,4,"[LatLong 39.09280 -122.13486]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x808362f400000000,dcid:s2CellId/0x808362fc00000000,dcid:s2CellId/0x8083630000000000,dcid:s2CellId/0x8083769c00000000,dcid:s2CellId/0x8083770000000000,dcid:s2CellId/0x8083790000000000,dcid:s2CellId/0x8083790c00000000,dcid:s2CellId/0x80837d0000000000,dcid:s2CellId/0x80837d2c00000000,dcid:s2CellId/0x808482ac00000000,dcid:s2CellId/0x8084830000000000,dcid:s2CellId/0x80848e4400000000,dcid:s2CellId/0x80848f0000000000,dcid:s2CellId/0x80849b0000000000,dcid:s2CellId/0x80849b8c00000000,dcid:s2CellId/0x80849c6c00000000,dcid:s2CellId/0x80849c7400000000,dcid:s2CellId/0x80849d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",18,"[10.21353 SquareKilometer]",10.21353,342.89,292.21,"n",8.6,"2023-01-24,2023-01-26,2023-01-27,2023-01-28","{'type': 'MultiPolygon', 'coordinates': [(((-122.08374449567627, 39.160007530943815), (-122.08374449567627, 39.08507197362498), 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0x54cb8f0000000000 on 2023-02-02","2023-02-02","2023-02-02","P1D",1,1,"[LatLong 41.47058 -120.70951]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06049,dcid:northamerica,dcid:s2CellId/0x54cb8f0000000000,dcid:s2CellId/0x54cb8f4400000000,dcid:s2CellId/0x54cb8f5400000000,dcid:s2CellId/0x54cb8f5c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[3.06277 SquareKilometer]",3.06277,327.62,272.03,"n",5.28,"2023-02-02","{'type': 'Polygon', 'coordinates': (((-120.69596078270568, 41.51225665619832), (-120.78974579669705, 41.48457453497503), (-120.72303221281992, 41.42894920721651), (-120.62936599977766, 41.45651647172395), (-120.69596078270568, 41.51225665619832)),)}" -"fireEvent/2023-03-08_0x8084c50000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084c30000000000 on 2023-03-08","2023-03-08","2023-03-08","P1D",1,1,"[LatLong 38.71304 -121.94731]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084c30000000000,dcid:s2CellId/0x8084c37c00000000,dcid:s2CellId/0x8084c48400000000,dcid:s2CellId/0x8084c50000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.07172 SquareKilometer]",2.07172,327.93,290.03,"n",5.75,"2023-03-08","{'type': 'Polygon', 'coordinates': (((-121.81070794913828, 38.792237598880945), (-121.81070794913828, 38.71674657625675), (-121.90179543138471, 38.68912724158433), (-121.99280779590266, 38.66143874752344), (-121.99280779590266, 38.73689733332498), (-121.90179543138471, 38.764602101272494), (-121.81070794913828, 38.792237598880945)),)}" -"fireEvent/2023-02-22_0x8083690000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083690000000000 on 2023-02-22","2023-02-22","2023-02-22","P1D",1,1,"[LatLong 39.28620 -122.03829]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:northamerica,dcid:s2CellId/0x8083690000000000,dcid:s2CellId/0x8083696400000000,dcid:s2CellId/0x8083696c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.03153 SquareKilometer]",2.03153,346.39,290.44,"n",6.02,"2023-02-22","{'type': 'Polygon', 'coordinates': (((-122.08374449567626, 39.30962273731574), (-122.08374449567627, 39.23485785874378), (-121.99280779590266, 39.26274043589892), (-121.99280779590266, 39.337520028847024), (-122.08374449567626, 39.30962273731574)),)}" -"fireEvent/2023-02-15_0x8085050000000000","FireEvent","FireEvent at L10 S2 Cell 0x8085010000000000 on 2023-02-15","2023-02-15","2023-02-17","P3D",3,2,"[LatLong 38.37512 -122.31075]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:northamerica,dcid:s2CellId/0x8085010000000000,dcid:s2CellId/0x8085010c00000000,dcid:s2CellId/0x8085050000000000,dcid:s2CellId/0x8085053400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",4,"[2.0825 SquareKilometer]",2.0825,331.0,285.88,"n",3.64,"2023-02-15,2023-02-17","{'type': 'MultiPolygon', 'coordinates': [(((-122.17460498684162, 38.379078759434165), (-122.17460498684162, 38.3033208084114), (-122.26538872869685, 38.27549513645561), (-122.26538872869685, 38.35123562794486), (-122.17460498684162, 38.379078759434165)),), (((-122.35609518371197, 38.32332484178081), (-122.35609518371197, 38.39896548537001), (-122.26538872869685, 38.42689363138317), (-122.26538872869685, 38.35123562794486), (-122.35609518371197, 38.32332484178081)),)]}" -"fireEvent/2023-03-18_0x8094c30000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094c30000000000 on 2023-03-18","2023-03-18","2023-03-18","P1D",1,1,"[LatLong 36.35999 -119.64992]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06031,dcid:geoId/06107,dcid:northamerica,dcid:s2CellId/0x8094c30000000000,dcid:s2CellId/0x8094c3f400000000,dcid:s2CellId/0x8094c3fc00000000,dcid:s2CellId/0x8094e26c00000000,dcid:s2CellId/0x8094e30000000000,dcid:s2CellId/0x8094e70000000000,dcid:s2CellId/0x8094e7bc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.56314 SquareKilometer]",4.56314,352.28,289.38,"n",5.79,"2023-03-18","{'type': 'MultiPolygon', 'coordinates': [(((-119.60354950502408, 36.33300058072124), (-119.69626771448172, 36.30781343778186), (-119.69626771448172, 36.38692856339861), (-119.60354950502408, 36.4121373569022), (-119.60354950502408, 36.33300058072124)),), (((-119.51077084299, 36.59535309054964), (-119.41793235298398, 36.62046053996235), (-119.41793235298398, 36.54144005071771), (-119.51077084299, 36.516353582387346), (-119.51077084299, 36.59535309054964)),), (((-119.60354950502408, 36.49119510273238), (-119.51077084299, 36.516353582387346), (-119.51077084299, 36.437274521555786), (-119.60354950502408, 36.4121373569022), (-119.60354950502408, 36.49119510273238)),)]}" -"fireEvent/2023-01-01_0x80d7b50000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d6330000000000 on 2023-01-01","2023-01-01","2023-01-05","P5D",5,4,"[LatLong 32.16937 -114.85675]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d6330000000000,dcid:s2CellId/0x80d6337400000000,dcid:s2CellId/0x80d6337c00000000,dcid:s2CellId/0x80d6338c00000000,dcid:s2CellId/0x80d6339400000000,dcid:s2CellId/0x80d633ec00000000,dcid:s2CellId/0x80d633f400000000,dcid:s2CellId/0x80d6343c00000000,dcid:s2CellId/0x80d6344400000000,dcid:s2CellId/0x80d634e400000000,dcid:s2CellId/0x80d6350000000000,dcid:s2CellId/0x80d6351c00000000,dcid:s2CellId/0x80d7b4d400000000,dcid:s2CellId/0x80d7b50000000000,dcid:s2CellId/0x80d7b6cc00000000,dcid:s2CellId/0x80d7b6d400000000,dcid:s2CellId/0x80d7b70000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",17,"[11.87124 SquareKilometer]",11.87124,367.0,344.76,"n",83.76,"2023-01-01,2023-01-02,2023-01-03,2023-01-05","{'type': 'MultiPolygon', 'coordinates': [(((-114.99914638140322, 32.26708735189506), (-115.09404500241959, 32.24707198896053), (-115.09404500241959, 32.33199011749119), (-114.99914638140322, 32.35203367788002), (-114.90422082333554, 32.37200299165679), (-114.90422082333554, 32.287028613932726), (-114.99914638140322, 32.26708735189506)),), (((-114.80926906488743, 32.22182818489056), (-114.80926906488743, 32.13669611068431), (-114.90422082333554, 32.11688553304868), (-114.90422082333554, 32.20198930823536), (-114.90422082333554, 32.287028613932726), (-114.80926906488743, 32.306895593204814), (-114.80926906488743, 32.22182818489056)),)]}" -"fireEvent/2023-02-10_0x8096d90000000000","FireEvent","FireEvent at L10 S2 Cell 0x8096d70000000000 on 2023-02-10","2023-02-10","2023-02-13","P4D",4,3,"[LatLong 37.82341 -120.02030]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06109,dcid:northamerica,dcid:s2CellId/0x8096d70000000000,dcid:s2CellId/0x8096d70c00000000,dcid:s2CellId/0x8096d71400000000,dcid:s2CellId/0x8096d76400000000,dcid:s2CellId/0x8096d76c00000000,dcid:s2CellId/0x8096d77400000000,dcid:s2CellId/0x8096d8e400000000,dcid:s2CellId/0x8096d8fc00000000,dcid:s2CellId/0x8096d90000000000,dcid:s2CellId/0x8096d90c00000000,dcid:s2CellId/0x8096d91400000000,dcid:s2CellId/0x8096d91c00000000,dcid:s2CellId/0x8096d9b400000000,dcid:s2CellId/0x8096d9bc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",14,"[10.93174 SquareKilometer]",10.93174,352.33,295.8,"n",30.2,"2023-02-10,2023-02-12,2023-02-13","{'type': 'Polygon', 'coordinates': (((-119.881520291274, 37.90086572453295), (-119.881520291274, 37.823418373939894), (-119.97405342347365, 37.79761838238845), (-120.06652363285929, 37.771745570591364), (-120.06652363285929, 37.84915723847933), (-119.97405342347365, 37.87504794829335), (-119.881520291274, 37.90086572453295)),)}" -"fireEvent/2023-03-17_0x809a150000000000","FireEvent","FireEvent at L10 S2 Cell 0x809a150000000000 on 2023-03-17","2023-03-17","2023-03-17","P1D",1,1,"[LatLong 38.61503 -120.48184]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06017,dcid:northamerica,dcid:s2CellId/0x809a150000000000,dcid:s2CellId/0x809a155400000000,dcid:s2CellId/0x809a3f0000000000,dcid:s2CellId/0x809a3ffc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.12031 SquareKilometer]",2.12031,336.84,291.49,"n",3.88,"2023-03-17","{'type': 'Polygon', 'coordinates': (((-120.43576307692442, 38.590069533051576), (-120.52790957361556, 38.56362878155043), (-120.52790957361556, 38.63993981922657), (-120.52790957361556, 38.716165110244546), (-120.43576307692442, 38.74263759514314), (-120.43576307692442, 38.66639654013268), (-120.43576307692442, 38.590069533051576)),)}" -"fireEvent/2023-01-02_0x80c2b50000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c2b50000000000 on 2023-01-02","2023-01-02","2023-01-02","P1D",1,1,"[LatLong 33.87834 -118.34619]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c2b50000000000,dcid:s2CellId/0x80c2b53c00000000,dcid:s2CellId/0x80dd345400000000,dcid:s2CellId/0x80dd350000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.46579 SquareKilometer]",2.46579,301.96,283.36,"n",0.85,"2023-01-02","{'type': 'MultiPolygon', 'coordinates': [(((-118.39294170620582, 33.82562180473932), (-118.39294170620582, 33.90767960394744), (-118.29943499572406, 33.9310390246925), (-118.29943499572406, 33.848953872494164), (-118.39294170620582, 33.82562180473932)),), (((-118.20587682407124, 33.8722154192009), (-118.20587682407124, 33.79003345093331), (-118.29943499572406, 33.76679933456592), (-118.29943499572406, 33.848953872494164), (-118.20587682407124, 33.8722154192009)),)]}" -"fireEvent/2023-02-06_0x8091050000000000","FireEvent","FireEvent at L10 S2 Cell 0x8091030000000000 on 2023-02-06","2023-02-06","2023-02-09","P4D",4,3,"[LatLong 37.61405 -120.75798]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06047,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x8091030000000000,dcid:s2CellId/0x8091039c00000000,dcid:s2CellId/0x8091050000000000,dcid:s2CellId/0x8091053400000000,dcid:s2CellId/0x80910f0000000000,dcid:s2CellId/0x80910f4400000000,dcid:s2CellId/0x8091130000000000,dcid:s2CellId/0x8091131400000000,dcid:s2CellId/0x8091133c00000000,dcid:s2CellId/0x8091170000000000,dcid:s2CellId/0x8091179400000000,dcid:s2CellId/0x80913f0000000000,dcid:s2CellId/0x80913fa400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",13,"[6.55418 SquareKilometer]",6.55418,351.31,291.56,"n",4.7,"2023-02-06,2023-02-07,2023-02-09","{'type': 'MultiPolygon', 'coordinates': [(((-120.80394744373858, 37.40739967641065), (-120.80394744373858, 37.484827340180566), (-120.80394744373858, 37.56217349052067), (-120.80394744373855, 37.6394378546288), (-120.7120023484522, 37.665902427887914), (-120.7120023484522, 37.588619247244885), (-120.7120023484522, 37.511254067709565), (-120.7120023484522, 37.43380716167879), (-120.80394744373858, 37.40739967641065)),), (((-120.61998952842978, 37.46014421227437), (-120.61998952842978, 37.38259651612187), (-120.7120023484522, 37.35627880381976), (-120.7120023484522, 37.43380716167879), (-120.61998952842978, 37.46014421227437)),), (((-120.61998952842978, 37.46014421227437), (-120.61998952842978, 37.537610243626965), (-120.52790957361556, 37.563895592993696), (-120.52790957361556, 37.48641055294733), (-120.61998952842978, 37.46014421227437)),), (((-120.43576307692442, 37.43501988834095), (-120.52790957361556, 37.408843635627235), (-120.52790957361556, 37.48641055294733), (-120.43576307692442, 37.51260591001308), (-120.43576307692442, 37.43501988834095)),)]}" -"fireEvent/2023-02-02_0x54cd7f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x54cd7f0000000000 on 2023-02-02","2023-02-02","2023-02-02","P1D",1,1,"[LatLong 40.81295 -122.12326]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06089,dcid:northamerica,dcid:s2CellId/0x54cd7e2c00000000,dcid:s2CellId/0x54cd7f0000000000,dcid:s2CellId/0x54d2802c00000000,dcid:s2CellId/0x54d2810000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.0118 SquareKilometer]",2.0118,316.46,277.42,"n",1.97,"2023-02-02","{'type': 'Polygon', 'coordinates': (((-122.07514833257954, 40.869937113625745), (-122.00721741257856, 40.81623815916073), (-122.09927338341384, 40.78772605476484), (-122.19125045849158, 40.75914079007819), (-122.25939215890025, 40.81260767001019), (-122.1673100903644, 40.84130903005775), (-122.07514833257954, 40.869937113625745)),)}" -"fireEvent/2023-02-08_0x8085210000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084df0000000000 on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 38.57692 -121.97575]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06095,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084de1400000000,dcid:s2CellId/0x8084df0000000000,dcid:s2CellId/0x8085202c00000000,dcid:s2CellId/0x8085203400000000,dcid:s2CellId/0x8085210000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",5,"[2.08071 SquareKilometer]",2.08071,343.77,295.21,"n",11.91,"2023-02-08,2023-02-09","{'type': 'Polygon', 'coordinates': (((-121.90179543138471, 38.462199289647856), (-121.99280779590266, 38.43456088254056), (-121.99280779590266, 38.510270284625605), (-121.99280779590266, 38.585896319149406), (-121.90179543138471, 38.61356832875711), (-121.90179543138471, 38.537925598738894), (-121.90179543138471, 38.462199289647856)),)}" -"fireEvent/2023-03-01_0x80eaf90000000000","FireEvent","FireEvent at L10 S2 Cell 0x80eae50000000000 on 2023-03-01","2023-03-01","2023-03-02","P2D",2,2,"[LatLong 35.73758 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-"fireEvent/2023-02-08_0x80d7c50000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7c50000000000 on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 32.08173 -115.14741]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7c4dc00000000,dcid:s2CellId/0x80d7c4e400000000,dcid:s2CellId/0x80d7c50000000000,dcid:s2CellId/0x80d7c52400000000,dcid:s2CellId/0x80d7c90000000000,dcid:s2CellId/0x80d7c95c00000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",6,"[3.96094 SquareKilometer]",3.96094,342.0,304.14,"n",39.56,"2023-02-08,2023-02-09","{'type': 'MultiPolygon', 'coordinates': [(((-115.09404500241959, 32.07704259018568), (-115.18891595142229, 32.057010591540205), (-115.18891595142229, 32.14202858870148), (-115.09404500241959, 32.16208932703202), (-115.09404500241959, 32.07704259018568)),), (((-115.09404500241959, 32.24707198896053), (-114.99914638140322, 32.26708735189506), (-114.99914638140322, 32.182076294930475), (-115.09404500241959, 32.16208932703202), 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((-120.06652363285929, 36.91476841587199), (-120.06652363285929, 36.83637336328723), (-119.97405342347365, 36.86201501351553), (-119.97405342347365, 36.94043049355481), (-120.06652363285929, 36.91476841587199))), (((-120.3435506342276, 36.75902257287933), (-120.34355063422758, 36.83735562297489), (-120.25127284433846, 36.8632307113465), (-120.25127284433846, 36.784876873442236), (-120.3435506342276, 36.75902257287933)),)]}" -"fireEvent/2023-01-24_0x809ca30000000000","FireEvent","FireEvent at L10 S2 Cell 0x809ca30000000000 on 2023-01-24","2023-01-24","2023-01-24","P1D",1,1,"[LatLong 39.43214 -121.30841]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:geoId/06115,dcid:northamerica,dcid:s2CellId/0x809ca30000000000,dcid:s2CellId/0x809ca38400000000,dcid:s2CellId/0x809ca47c00000000,dcid:s2CellId/0x809ca48400000000,dcid:s2CellId/0x809ca50000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.07105 SquareKilometer]",3.07105,320.08,276.81,"n",1.53,"2023-01-24","{'type': 'Polygon', 'coordinates': (((-121.26263661074441, 39.483266287272535), (-121.26263661074441, 39.40828552033575), (-121.35416313685073, 39.38098292464055), (-121.44561789291927, 39.35360871343016), (-121.44561789291927, 39.42856123811598), (-121.35416313685073, 39.45594962310902), (-121.26263661074441, 39.483266287272535)),)}" -"fireEvent/2023-02-01_0x809c930000000000","FireEvent","FireEvent at L10 S2 Cell 0x809c930000000000 on 2023-02-01","2023-02-01","2023-02-01","P1D",1,1,"[LatLong 39.63644 -121.12521]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06063,dcid:northamerica,dcid:s2CellId/0x809c930000000000,dcid:s2CellId/0x809c938400000000,dcid:s2CellId/0x809c939400000000,dcid:s2CellId/0x809c939c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[3.06163 SquareKilometer]",3.06163,344.42,280.12,"n",6.24,"2023-02-01","{'type': 'Polygon', 'coordinates': (((-121.1710388833767, 39.66023770903055), (-121.1710388833767, 39.58541818705814), (-121.07937052658627, 39.612604240032645), (-121.07937052658627, 39.68743721730411), (-121.1710388833767, 39.66023770903055)),)}" -"fireEvent/2023-01-29_0x54d4790000000000","FireEvent","FireEvent at L10 S2 Cell 0x54d3890000000000 on 2023-01-29","2023-01-29","2023-01-31","P3D",3,2,"[LatLong 40.49879 -123.77534]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06023,dcid:northamerica,dcid:s2CellId/0x54d3883c00000000,dcid:s2CellId/0x54d3890000000000,dcid:s2CellId/0x54d4790000000000,dcid:s2CellId/0x54d4799400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.00192 SquareKilometer]",2.00192,332.71,281.19,"n",4.41,"2023-01-29,2023-01-31","{'type': 'MultiPolygon', 'coordinates': [(((-123.70049822514551, 40.42522833582968), (-123.79132396242879, 40.39527764865095), (-123.86141054001804, 40.44690605911238), (-123.77049305755222, 40.47697512444182), (-123.70049822514551, 40.42522833582968)),), (((-123.84067520047952, 40.528738100451406), (-123.7495757059824, 40.558857301706794), (-123.67948580703302, 40.50697565055471), (-123.77049305755222, 40.47697512444182), (-123.84067520047952, 40.528738100451406)),)]}" -"fireEvent/2023-02-15_0x8092730000000000","FireEvent","FireEvent at L10 S2 Cell 0x8092730000000000 on 2023-02-15","2023-02-15","2023-02-15","P1D",1,1,"[LatLong 36.48535 -121.48561]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06053,dcid:northamerica,dcid:s2CellId/0x809272e400000000,dcid:s2CellId/0x8092730000000000,dcid:s2CellId/0x8092731c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.21573 SquareKilometer]",2.21573,349.71,293.5,"n",9.07,"2023-02-15","{'type': 'Polygon', 'coordinates': (((-121.53700031324804, 36.49466838986812), (-121.53700031324804, 36.41661666511552), (-121.44561789291927, 36.44336363689261), (-121.44561789291927, 36.52143773982046), (-121.53700031324804, 36.49466838986812)),)}" -"fireEvent/2023-02-08_0x80956d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8095690000000000 on 2023-02-08","2023-02-08","2023-02-10","P3D",3,3,"[LatLong 36.63852 -118.90628]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06107,dcid:northamerica,dcid:s2CellId/0x8095690000000000,dcid:s2CellId/0x8095695400000000,dcid:s2CellId/0x8095695c00000000,dcid:s2CellId/0x80956c3400000000,dcid:s2CellId/0x80956c3c00000000,dcid:s2CellId/0x80956d0000000000,dcid:s2CellId/0x80956ea400000000,dcid:s2CellId/0x80956eac00000000,dcid:s2CellId/0x80956f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[5.71264 SquareKilometer]",5.71264,342.6,289.21,"n",5.79,"2023-02-08,2023-02-09,2023-02-10","{'type': 'Polygon', 'coordinates': (((-119.04599270243568, 36.72016386785025), (-118.95286453849957, 36.7449068112452), (-118.85968035209078, 36.76957609688757), (-118.8596803520908, 36.69043224866218), (-118.8596803520908, 36.61120737300191), (-118.95286453849957, 36.58657881730618), (-118.95286453849957, 36.66578322345074), (-119.04599270243568, 36.64106065984325), (-119.04599270243568, 36.72016386785025)),)}" -"fireEvent/2023-02-18_0x8092530000000000","FireEvent","FireEvent at L10 S2 Cell 0x8092530000000000 on 2023-02-18","2023-02-18","2023-02-18","P1D",1,1,"[LatLong 36.47183 -120.94174]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06069,dcid:northamerica,dcid:s2CellId/0x8092530000000000,dcid:s2CellId/0x8092538400000000,dcid:s2CellId/0x8092538c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.23677 SquareKilometer]",2.23677,336.3,295.41,"n",3.79,"2023-02-18","{'type': 'Polygon', 'coordinates': (((-120.98763211526173, 36.49782625892822), (-120.98763211526173, 36.41948656533546), (-120.89582422732902, 36.445783528063096), (-120.89582422732902, 36.524145296812684), (-120.98763211526173, 36.49782625892822)),)}" -"fireEvent/2023-01-04_0x80d76f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d76f0000000000 on 2023-01-04","2023-01-04","2023-01-04","P1D",1,1,"[LatLong 32.72659 -115.42597]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d76f0000000000,dcid:s2CellId/0x80d76f5400000000,dcid:s2CellId/0x80d76f5c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.59894 SquareKilometer]",2.59894,347.83,290.85,"n",8.82,"2023-01-04","{'type': 'Polygon', 'coordinates': (((-115.47335544292073, 32.75853653053172), (-115.47335544292073, 32.67412456932842), (-115.3785719022423, 32.69460416981107), (-115.3785719022423, 32.779043713972804), (-115.47335544292073, 32.75853653053172)),)}" -"fireEvent/2023-02-15_0x80845b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084450000000000 on 2023-02-15","2023-02-15","2023-02-17","P3D",3,2,"[LatLong 38.51748 -122.58252]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8084450000000000,dcid:s2CellId/0x8084454c00000000,dcid:s2CellId/0x8084570000000000,dcid:s2CellId/0x8084572400000000,dcid:s2CellId/0x80845b0000000000,dcid:s2CellId/0x80845b5400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",6,"[3.09508 SquareKilometer]",3.09508,336.42,291.53,"n",3.5,"2023-02-15,2023-02-17","{'type': 'MultiPolygon', 'coordinates': [(((-122.44672381753844, 38.59734459614429), (-122.44672381753844, 38.52196905593188), (-122.5372740990185, 38.49387172650253), (-122.62774550019422, 38.465707290702724), (-122.62774550019422, 38.541048824246204), (-122.5372740990185, 38.569230320025724), (-122.44672381753844, 38.59734459614429)),), (((-122.35609518371197, 38.47452361214821), (-122.44672381753844, 38.44651073306092), (-122.44672381753844, 38.52196905593188), (-122.35609518371197, 38.549998981659485), (-122.35609518371197, 38.47452361214821)),)]}" -"fireEvent/2023-02-10_0x80c3570000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c3570000000000 on 2023-02-10","2023-02-10","2023-02-10","P1D",1,1,"[LatLong 34.23570 -117.22058]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80c3570000000000,dcid:s2CellId/0x80c3576c00000000,dcid:s2CellId/0x80c3577400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.47226 SquareKilometer]",2.47226,333.96,286.31,"n",4.91,"2023-02-10","{'type': 'Polygon', 'coordinates': (((-117.26761160397515, 34.26558118262346), (-117.26761160397515, 34.18327624878457), (-117.17353159273283, 34.20577201206521), (-117.17353159273283, 34.28810246007675), (-117.26761160397515, 34.26558118262346)),)}" -"fireEvent/2023-02-08_0x80e8350000000000","FireEvent","FireEvent at L10 S2 Cell 0x80e8350000000000 on 2023-02-08","2023-02-08","2023-02-08","P1D",1,1,"[LatLong 34.27990 -118.95869]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06111,dcid:northamerica,dcid:s2CellId/0x80e8347400000000,dcid:s2CellId/0x80e8350000000000,dcid:s2CellId/0x80e9cb0000000000,dcid:s2CellId/0x80e9cbf400000000,dcid:s2CellId/0x80e9cd0000000000,dcid:s2CellId/0x80e9cd7400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.6269 SquareKilometer]",3.6269,345.92,302.76,"n",11.0,"2023-02-08","{'type': 'Polygon', 'coordinates': (((-119.04599270243568, 34.23193851002654), (-119.04599270243568, 34.31331655905895), (-119.04599270243568, 34.39462388102809), (-118.95286453849957, 34.41868959827641), (-118.8596803520908, 34.44268533206974), (-118.85968035209078, 34.36132499295383), (-118.95286453849957, 34.337355700566725), (-118.95286453849957, 34.25595085868918), (-119.04599270243568, 34.23193851002654)),)}" -"fireEvent/2023-01-30_0x8083530000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083510000000000 on 2023-01-30","2023-01-30","2023-01-31","P2D",2,2,"[LatLong 39.27201 -121.79362]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:geoId/06101,dcid:northamerica,dcid:s2CellId/0x8083509400000000,dcid:s2CellId/0x808350bc00000000,dcid:s2CellId/0x8083510000000000,dcid:s2CellId/0x8083530000000000,dcid:s2CellId/0x8083531400000000,dcid:s2CellId/0x80835aa400000000,dcid:s2CellId/0x80835b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.08444 SquareKilometer]",4.08444,353.2,286.72,"n",19.49,"2023-01-30,2023-01-31","{'type': 'Polygon', 'coordinates': (((-121.62830983522124, 39.29864655751711), (-121.71954589932093, 39.27105917309169), (-121.81070794913828, 39.2434012936763), (-121.90179543138471, 39.21567320309416), (-121.90179543138471, 39.29055326593883), (-121.81070794913828, 39.31829606252554), (-121.71954589932093, 39.34596854075605), (-121.62830983522124, 39.373570417177156), (-121.62830983522124, 39.29864655751711)),)}" -"fireEvent/2023-02-06_0x8090750000000000","FireEvent","FireEvent at L10 S2 Cell 0x8090710000000000 on 2023-02-06","2023-02-06","2023-02-07","P2D",2,2,"[LatLong 38.04605 -121.12521]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090710000000000,dcid:s2CellId/0x809071ec00000000,dcid:s2CellId/0x8090750000000000,dcid:s2CellId/0x8090751400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.13425 SquareKilometer]",2.13425,326.64,277.29,"n",3.01,"2023-02-06,2023-02-07","{'type': 'MultiPolygon', 'coordinates': [(((-121.26263661074441, 38.043960006034105), (-121.26263661074441, 38.12047318795499), (-121.1710388833767, 38.147435026035545), (-121.1710388833767, 38.07090414902015), (-121.26263661074441, 38.043960006034105)),), (((-121.07937052658627, 38.097778093730795), (-121.07937052658627, 38.021146378682644), (-121.1710388833767, 37.994290226708266), (-121.1710388833767, 38.07090414902015), (-121.07937052658627, 38.097778093730795)),)]}" -"fireEvent/2023-03-16_0x80d16f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d16f0000000000 on 2023-03-16","2023-03-16","2023-03-16","P1D",1,1,"[LatLong 33.90313 -114.42327]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04012,dcid:northamerica,dcid:s2CellId/0x80d16e0400000000,dcid:s2CellId/0x80d16e1c00000000,dcid:s2CellId/0x80d16f0000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",3,"[2.5576 SquareKilometer]",2.5576,345.63,297.05,"n",9.57,"2023-03-16","{'type': 'Polygon', 'coordinates': (((-114.42921481897034, 33.90712585436565), (-114.42921481897034, 33.82320149214735), (-114.33414316655818, 33.843130223746485), (-114.33414316655818, 33.92707848788263), (-114.42921481897034, 33.90712585436565)),)}" -"fireEvent/2023-02-07_0x80c2b10000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c2b10000000000 on 2023-02-07","2023-02-07","2023-02-09","P3D",3,2,"[LatLong 33.93697 -118.43968]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c2b10000000000,dcid:s2CellId/0x80c2b15400000000,dcid:s2CellId/0x80c2b30000000000,dcid:s2CellId/0x80c2b3fc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.45871 SquareKilometer]",2.45871,343.53,302.66,"n",13.39,"2023-02-07,2023-02-09","{'type': 'Polygon', 'coordinates': (((-118.4863962961138, 33.966210733729376), (-118.39294170620582, 33.9896678408122), (-118.39294170620582, 33.90767960394744), (-118.39294170620582, 33.82562180473932), (-118.4863962961138, 33.8022194627579), (-118.4863962961138, 33.884249771818084), (-118.4863962961138, 33.966210733729376)),)}" -"fireEvent/2023-02-04_0x80d7a50000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7a50000000000 on 2023-02-04","2023-02-04","2023-02-06","P3D",3,2,"[LatLong 32.44917 -115.14148]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7a50000000000,dcid:s2CellId/0x80d7a5fc00000000,dcid:s2CellId/0x80d7a6cc00000000,dcid:s2CellId/0x80d7a70000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",4,"[2.61953 SquareKilometer]",2.61953,333.43,302.76,"n",6.19,"2023-02-04,2023-02-06","{'type': 'Polygon', 'coordinates': (((-115.09404500241959, 32.416843256562224), (-115.18891595142229, 32.396697488156796), (-115.18891595142229, 32.48145723709342), (-115.18891595142229, 32.5661512898709), (-115.09404500241959, 32.58635275421574), (-115.09404500241959, 32.50163095253783), (-115.09404500241959, 32.416843256562224)),)}" -"fireEvent/2023-02-04_0x80da430000000000","FireEvent","FireEvent at L10 S2 Cell 0x80da430000000000 on 2023-02-04","2023-02-04","2023-02-05","P2D",2,2,"[LatLong 33.50381 -116.08867]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06065,dcid:northamerica,dcid:s2CellId/0x80da430000000000,dcid:s2CellId/0x80da436400000000,dcid:s2CellId/0x80da5ce400000000,dcid:s2CellId/0x80da5d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.54069 SquareKilometer]",2.54069,348.27,307.03,"n",3.33,"2023-02-04,2023-02-05","{'type': 'Polygon', 'coordinates': (((-116.04138886338704, 33.472693644443034), (-116.13594306437999, 33.45139667485967), (-116.13594306437999, 33.53486765773682), (-116.13594306437999, 33.61826847586996), (-116.04138886338704, 33.63961794361283), (-116.04138886338704, 33.55619097791635), (-116.04138886338704, 33.472693644443034)),)}" -"fireEvent/2023-01-25_0x8085070000000000","FireEvent","FireEvent at L10 S2 Cell 0x8085030000000000 on 2023-01-25","2023-01-25","2023-01-28","P4D",4,3,"[LatLong 38.40301 -122.22001]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8085030000000000,dcid:s2CellId/0x808503d400000000,dcid:s2CellId/0x8085069400000000,dcid:s2CellId/0x8085070000000000,dcid:s2CellId/0x8085a70000000000,dcid:s2CellId/0x8085a7c400000000,dcid:s2CellId/0x8085aedc00000000,dcid:s2CellId/0x8085af0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",8,"[4.16365 SquareKilometer]",4.16365,340.07,291.31,"n",4.05,"2023-01-25,2023-01-26,2023-01-28","{'type': 'MultiPolygon', 'coordinates': [(((-122.26538872869685, 38.35123562794486), (-122.26538872869685, 38.27549513645561), (-122.35609518371197, 38.24760192398743), (-122.35609518371197, 38.32332484178081), (-122.26538872869685, 38.35123562794486)),), (((-122.5372740990185, 38.267301489341314), (-122.44672381753844, 38.295346696588034), (-122.44672381753844, 38.2196414669709), (-122.5372740990185, 38.19161406269585), (-122.5372740990185, 38.267301489341314)),), (((-122.44672381753844, 38.14385442266954), (-122.44672381753844, 38.2196414669709), (-122.35609518371197, 38.24760192398743), (-122.35609518371197, 38.171796976749924), (-122.44672381753844, 38.14385442266954)),), (((-122.26538872869685, 38.42689363138317), (-122.17460498684162, 38.45475400902146), (-122.17460498684162, 38.379078759434165), (-122.26538872869685, 38.35123562794486), (-122.26538872869685, 38.42689363138317)),)]}" -"fireEvent/2023-02-18_0x8094250000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094250000000000 on 2023-02-18","2023-02-18","2023-02-19","P2D",2,2,"[LatLong 37.24840 -119.65571]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06039,dcid:northamerica,dcid:s2CellId/0x8094243400000000,dcid:s2CellId/0x8094250000000000,dcid:s2CellId/0x8094310000000000,dcid:s2CellId/0x809431ac00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.23399 SquareKilometer]",2.23399,345.09,293.0,"n",4.64,"2023-02-18,2023-02-19","{'type': 'MultiPolygon', 'coordinates': [(((-119.69626771448172, 37.173694542784204), (-119.69626771448172, 37.25192602751666), (-119.60354950502408, 37.27735895346938), (-119.60354950502408, 37.19910814898932), (-119.69626771448172, 37.173694542784204)),), (((-119.51077084299, 37.22444893017269), (-119.51077084299, 37.14609669288529), (-119.60354950502408, 37.12077532426294), (-119.60354950502408, 37.19910814898932), (-119.51077084299, 37.22444893017269)),)]}" -"fireEvent/2023-01-02_0x80c2c30000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c2c30000000000 on 2023-01-02","2023-01-02","2023-01-02","P1D",1,1,"[LatLong 34.17095 -118.15908]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c2c30000000000,dcid:s2CellId/0x80c2c3c400000000,dcid:s2CellId/0x80c2c3cc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.45141 SquareKilometer]",2.45141,298.34,277.71,"n",0.45,"2023-01-02","{'type': 'Polygon', 'coordinates': (((-118.20587682407124, 34.2002433918674), (-118.20587682407124, 34.118342161375), (-118.1122678531936, 34.14161353880244), (-118.1122678531936, 34.22354120793316), (-118.20587682407124, 34.2002433918674)),)}" -"fireEvent/2023-02-22_0x80d9df0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d9df0000000000 on 2023-02-22","2023-02-22","2023-02-22","P1D",1,1,"[LatLong 32.74909 -115.71018]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d9df0000000000,dcid:s2CellId/0x80d9dfb400000000,dcid:s2CellId/0x80d9dfbc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.59256 SquareKilometer]",2.59256,306.94,283.45,"n",1.61,"2023-02-22","{'type': 'Polygon', 'coordinates': (((-115.75751959733307, 32.78083278420529), (-115.75751959733307, 32.69657070793154), (-115.66283001554785, 32.71729983340048), (-115.66283001554785, 32.80158972121298), (-115.75751959733307, 32.78083278420529)),)}" -"fireEvent/2023-03-27_0x809a150000000000","FireEvent","FireEvent at L10 S2 Cell 0x809a150000000000 on 2023-03-27","2023-03-27","2023-03-27","P1D",1,1,"[LatLong 38.59576 -120.49912]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06017,dcid:northamerica,dcid:s2CellId/0x809a14ec00000000,dcid:s2CellId/0x809a150000000000,dcid:s2CellId/0x809a3f0000000000,dcid:s2CellId/0x809a3ff400000000,dcid:s2CellId/0x809a400c00000000,dcid:s2CellId/0x809a410000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.18127 SquareKilometer]",3.18127,339.22,291.42,"n",5.62,"2023-03-27","{'type': 'Polygon', 'coordinates': (((-120.52790957361556, 38.56362878155043), (-120.52790957361556, 38.63993981922657), (-120.61998952842978, 38.613410423372706), (-120.61998952842978, 38.689619841758045), (-120.52790957361556, 38.716165110244546), (-120.43576307692442, 38.74263759514314), (-120.43576307692442, 38.66639654013268), (-120.43576307692442, 38.590069533051576), (-120.52790957361556, 38.56362878155043)),)}" -"fireEvent/2023-03-02_0x8084970000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084970000000000 on 2023-03-02","2023-03-02","2023-03-02","P1D",1,1,"[LatLong 38.91128 -122.03829]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084970000000000,dcid:s2CellId/0x8084978c00000000,dcid:s2CellId/0x8084983c00000000,dcid:s2CellId/0x8084990000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.05367 SquareKilometer]",2.05367,336.55,286.93,"n",2.33,"2023-03-02","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.88756204233199), (-122.08374449567626, 38.85975615372649), (-122.08374449567626, 38.93494605995725), (-122.08374449567627, 39.01005140863375), (-121.99280779590266, 39.0378885979975), (-121.99280779590266, 38.96276770349571), (-121.99280779590266, 38.88756204233199)),)}" -"fireEvent/2023-02-13_0x809a150000000000","FireEvent","FireEvent at L10 S2 Cell 0x809a150000000000 on 2023-02-13","2023-02-13","2023-02-15","P3D",3,2,"[LatLong 38.59868 -120.52215]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06017,dcid:northamerica,dcid:s2CellId/0x809a14d400000000,dcid:s2CellId/0x809a14dc00000000,dcid:s2CellId/0x809a150000000000,dcid:s2CellId/0x809a152400000000,dcid:s2CellId/0x809a154400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[2.123 SquareKilometer]",2.123,334.54,295.88,"n",22.5,"2023-02-13,2023-02-15","{'type': 'Polygon', 'coordinates': (((-120.52790957361556, 38.63993981922657), (-120.52790957361556, 38.56362878155043), (-120.43576307692442, 38.590069533051576), (-120.43576307692442, 38.66639654013268), (-120.52790957361556, 38.63993981922657)),)}" -"fireEvent/2023-01-24_0x80d7c70000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7b90000000000 on 2023-01-24","2023-01-24","2023-01-27","P4D",4,4,"[LatLong 32.27950 -115.14148]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7b90000000000,dcid:s2CellId/0x80d7b94400000000,dcid:s2CellId/0x80d7c62400000000,dcid:s2CellId/0x80d7c70000000000,dcid:s2CellId/0x80d7cb0000000000,dcid:s2CellId/0x80d7cb0400000000,dcid:s2CellId/0x80d7ce4c00000000,dcid:s2CellId/0x80d7cf0000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",8,"[5.27353 SquareKilometer]",5.27353,341.03,300.06,"n",10.57,"2023-01-24,2023-01-25,2023-01-26,2023-01-27","{'type': 'MultiPolygon', 'coordinates': [(((-115.18891595142229, 32.2269827091063), (-115.18891595142229, 32.31187249427941), (-115.09404500241959, 32.33199011749119), (-115.09404500241959, 32.24707198896053), (-115.09404500241959, 32.16208932703202), (-115.18891595142229, 32.14202858870148), (-115.18891595142229, 32.2269827091063)),), (((-114.90422082333554, 32.287028613932726), (-114.90422082333554, 32.20198930823536), (-114.99914638140322, 32.182076294930475), (-114.99914638140322, 32.26708735189506), (-114.90422082333554, 32.287028613932726)),), (((-115.09404500241959, 32.07704259018568), (-115.09404500241959, 32.16208932703202), (-114.99914638140322, 32.182076294930475), (-114.99914638140322, 32.09700096546918), (-115.09404500241959, 32.07704259018568)),)]}" -"fireEvent/2023-02-09_0x54d16f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x54d16f0000000000 on 2023-02-09","2023-02-09","2023-02-09","P1D",1,1,"[LatLong 41.10441 -123.91554]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06023,dcid:northamerica,dcid:s2CellId/0x54d16e9c00000000,dcid:s2CellId/0x54d16eb400000000,dcid:s2CellId/0x54d16f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.04884 SquareKilometer]",2.04884,350.67,291.65,"n",26.16,"2023-02-09","{'type': 'Polygon', 'coordinates': (((-123.85653166253309, 41.12881430645295), (-123.94883585367289, 41.098083231954774), (-123.8775963618726, 41.045599131818285), (-123.78538604060175, 41.07620890851114), (-123.85653166253309, 41.12881430645295)),)}" -"fireEvent/2023-03-25_0x8091730000000000","FireEvent","FireEvent at L10 S2 Cell 0x80910d0000000000 on 2023-03-25","2023-03-25","2023-03-25","P1D",1,1,"[LatLong 37.34629 -120.76373]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06047,dcid:northamerica,dcid:s2CellId/0x80910cd400000000,dcid:s2CellId/0x80910d0000000000,dcid:s2CellId/0x809172d400000000,dcid:s2CellId/0x8091730000000000,dcid:s2CellId/0x8091732c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.28597 SquareKilometer]",3.28597,342.93,272.11,"n",2.82,"2023-03-25","{'type': 'Polygon', 'coordinates': (((-120.7120023484522, 37.27866927107142), (-120.80394744373855, 37.25230091111856), (-120.80394744373858, 37.32989077427852), (-120.80394744373858, 37.40739967641065), (-120.7120023484522, 37.43380716167879), (-120.7120023484522, 37.35627880381976), (-120.7120023484522, 37.27866927107142)),)}" -"fireEvent/2023-03-03_0x80d7690000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d75d0000000000 on 2023-03-03","2023-03-03","2023-03-04","P2D",2,2,"[LatLong 32.87473 -115.52074]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d75d0000000000,dcid:s2CellId/0x80d75df400000000,dcid:s2CellId/0x80d7690000000000,dcid:s2CellId/0x80d7694400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.59547 SquareKilometer]",2.59547,338.41,304.97,"n",25.48,"2023-03-03,2023-03-04","{'type': 'MultiPolygon', 'coordinates': [(((-115.3785719022423, 32.86341617929968), (-115.3785719022423, 32.779043713972804), (-115.47335544292073, 32.75853653053172), (-115.47335544292073, 32.84288161267371), (-115.3785719022423, 32.86341617929968)),), (((-115.5681083893613, 32.82227272901859), (-115.5681083893613, 32.90652316752118), (-115.47335544292073, 32.92715937663604), (-115.47335544292073, 32.84288161267371), (-115.5681083893613, 32.82227272901859)),)]}" -"fireEvent/2023-02-15_0x8095b50000000000","FireEvent","FireEvent at L10 S2 Cell 0x8095b10000000000 on 2023-02-15","2023-02-15","2023-02-21","P7D",7,6,"[LatLong 37.00267 -119.26113]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8095b04400000000,dcid:s2CellId/0x8095b0e400000000,dcid:s2CellId/0x8095b0ec00000000,dcid:s2CellId/0x8095b10000000000,dcid:s2CellId/0x8095b40400000000,dcid:s2CellId/0x8095b41400000000,dcid:s2CellId/0x8095b41c00000000,dcid:s2CellId/0x8095b44400000000,dcid:s2CellId/0x8095b50000000000,dcid:s2CellId/0x8095b55c00000000,dcid:s2CellId/0x8095b57400000000,dcid:s2CellId/0x8095b57c00000000,dcid:s2CellId/0x8095b58400000000,dcid:s2CellId/0x8095b58c00000000,dcid:s2CellId/0x8095b59400000000,dcid:s2CellId/0x8095b59c00000000,dcid:s2CellId/0x8095b5a400000000,dcid:s2CellId/0x8095b5ac00000000,dcid:s2CellId/0x8095b5bc00000000,dcid:s2CellId/0x8095b5e400000000,dcid:s2CellId/0x8095b5ec00000000,dcid:s2CellId/0x8095b5f400000000,dcid:s2CellId/0x8095b6ac00000000,dcid:s2CellId/0x8095b6b400000000,dcid:s2CellId/0x8095b6d400000000,dcid:s2CellId/0x8095b70000000000,dcid:s2CellId/0x8095ba6400000000,dcid:s2CellId/0x8095bb0000000000,dcid:s2CellId/0x8095c80c00000000,dcid:s2CellId/0x8095c90000000000,dcid:s2CellId/0x8095ca9c00000000,dcid:s2CellId/0x8095caa400000000,dcid:s2CellId/0x8095cb0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",33,"[15.75816 SquareKilometer]",15.75816,355.07,300.25,"n",46.55,"2023-02-15,2023-02-17,2023-02-18,2023-02-19,2023-02-20,2023-02-21","{'type': 'Polygon', 'coordinates': (((-119.41793235298401, 37.171345095632404), (-119.32503466239531, 37.196520276094965), (-119.23207840138082, 37.22162197959509), (-119.23207840138082, 37.14312963671413), (-119.23207840138082, 37.064555014740314), (-119.13906420284766, 37.08954447124001), (-119.13906420284766, 37.01086829061775), (-119.23207840138082, 36.9858984053218), (-119.32503466239531, 36.96085514133606), (-119.32503466239531, 37.039492061946596), (-119.41793235298398, 37.014355866428566), (-119.41793235298401, 37.09289141158824), (-119.41793235298401, 37.171345095632404)),)}" -"fireEvent/2023-01-26_0x8084e70000000000","FireEvent","FireEvent at L10 S2 Cell 0x8084e70000000000 on 2023-01-26","2023-01-26","2023-01-26","P1D",1,1,"[LatLong 38.60981 -122.03829]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084e70000000000,dcid:s2CellId/0x8084e7c400000000,dcid:s2CellId/0x8084e8fc00000000,dcid:s2CellId/0x8084e90000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.07117 SquareKilometer]",2.07117,348.12,291.67,"n",4.91,"2023-01-26","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.585896319149406), (-122.08374449567626, 38.55815555109186), (-122.08374449567626, 38.63368138324296), (-122.08374449567626, 38.7091235838646), (-121.99280779590266, 38.73689733332498), (-121.99280779590266, 38.66143874752344), (-121.99280779590266, 38.585896319149406)),)}" -"fireEvent/2023-01-12_0x80d9150000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d9150000000000 on 2023-01-12","2023-01-12","2023-01-12","P1D",1,1,"[LatLong 32.51650 -116.74965]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d9150000000000,dcid:s2CellId/0x80d9158400000000,dcid:s2CellId/0x80d9158c00000000,dcid:wikidataId/Q2360428,dcid:wikidataId/Q58731",3,"[2.57931 SquareKilometer]",2.57931,322.1,280.5,"n",3.31,"2023-01-12","{'type': 'Polygon', 'coordinates': (((-116.79678490847915, 32.54768494325667), (-116.79678490847915, 32.46373828347083), (-116.70249504859957, 32.48526559805921), (-116.70249504859957, 32.56924165418696), (-116.79678490847915, 32.54768494325667)),)}" -"fireEvent/2023-01-28_0x80c3130000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c3130000000000 on 2023-01-28","2023-01-28","2023-01-28","P1D",1,1,"[LatLong 34.49466 -117.61415]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80c3126c00000000,dcid:s2CellId/0x80c312b400000000,dcid:s2CellId/0x80c3130000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.44911 SquareKilometer]",2.44911,321.27,273.97,"n",2.81,"2023-01-28","{'type': 'Polygon', 'coordinates': (((-117.64348435403741, 34.502850247756115), (-117.64348435403741, 34.42093763167103), (-117.54958462854715, 34.4438279801098), (-117.54958462854715, 34.525765807815226), (-117.64348435403741, 34.502850247756115)),)}" -"fireEvent/2023-03-26_0x8090750000000000","FireEvent","FireEvent at L10 S2 Cell 0x8090750000000000 on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 38.09571 -121.21685]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090750000000000,dcid:s2CellId/0x8090757400000000,dcid:s2CellId/0x809aa0cc00000000,dcid:s2CellId/0x809aa0d400000000,dcid:s2CellId/0x809aa10000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.19035 SquareKilometer]",3.19035,334.35,294.95,"n",2.22,"2023-03-26,2023-03-27","{'type': 'MultiPolygon', 'coordinates': [(((-121.1710388833767, 38.147435026035545), (-121.1710388833767, 38.07090414902015), 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(-118.96248174499246, 41.85528577165443), (-119.0267373723986, 41.91291619013493)),)}" -"fireEvent/2023-01-23_0x80853f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8085390000000000 on 2023-01-23","2023-01-23","2023-01-23","P1D",1,1,"[LatLong 38.28629 -121.85626]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06095,dcid:northamerica,dcid:s2CellId/0x8085390000000000,dcid:s2CellId/0x808539ec00000000,dcid:s2CellId/0x80853f0000000000,dcid:s2CellId/0x80853ffc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",4,"[2.09856 SquareKilometer]",2.09856,297.63,277.58,"n",0.5,"2023-01-23","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.20693488934502), (-121.99280779590266, 38.282892940885574), (-121.90179543138471, 38.31049689758648), (-121.81070794913828, 38.33803225682059), (-121.81070794913828, 38.26203923045015), (-121.90179543138471, 38.23452130172675), (-121.99280779590266, 38.20693488934502)),)}" -"fireEvent/2023-01-01_0x8083950000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083950000000000 on 2023-01-01","2023-01-01","2023-01-01","P1D",1,1,"[LatLong 39.15524 -122.65600]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06033,dcid:northamerica,dcid:s2CellId/0x8083944400000000,dcid:s2CellId/0x8083946c00000000,dcid:s2CellId/0x8083950000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.02103 SquareKilometer]",2.02103,301.45,274.51,"n",0.82,"2023-01-01","{'type': 'Polygon', 'coordinates': (((-122.71813749631639, 39.18698471783738), (-122.71813749631639, 39.11241008566069), (-122.62774550019422, 39.140788234265145), (-122.62774550019422, 39.21537813301912), (-122.71813749631639, 39.18698471783738)),)}" -"fireEvent/2023-03-17_0x80a0e90000000000","FireEvent","FireEvent at L10 S2 Cell 0x80a0e90000000000 on 2023-03-17","2023-03-17","2023-03-17","P1D",1,1,"[LatLong 41.13956 -117.59654]","dcid:Earth,dcid:country/USA,dcid:geoId/32,dcid:geoId/32013,dcid:northamerica,dcid:s2CellId/0x80a0e90000000000,dcid:s2CellId/0x80a0e92c00000000,dcid:s2CellId/0x80a0e93400000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",3,"[2.03742 SquareKilometer]",2.03742,343.23,296.22,"n",20.01,"2023-03-17","{'type': 'Polygon', 'coordinates': (((-117.64348435403741, 41.1646741177087), (-117.64348435403741, 41.090082392578815), (-117.54958462854715, 41.11439677948815), (-117.54958462854715, 41.18899708980876), (-117.64348435403741, 41.1646741177087)),)}" -"fireEvent/2023-02-18_0x80ea5b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80ea5b0000000000 on 2023-02-18","2023-02-18","2023-02-18","P1D",1,1,"[LatLong 35.47196 -119.19139]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80ea5a3400000000,dcid:s2CellId/0x80ea5a3c00000000,dcid:s2CellId/0x80ea5a4c00000000,dcid:s2CellId/0x80ea5b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[3.52191 SquareKilometer]",3.52191,301.47,271.49,"n",1.49,"2023-02-18","{'type': 'Polygon', 'coordinates': (((-119.23207840138082, 35.47625041156115), (-119.23207840138082, 35.396018943340835), (-119.13906420284766, 35.420553079599216), (-119.13906420284766, 35.50080836032674), (-119.23207840138082, 35.47625041156115)),)}" -"fireEvent/2023-03-25_0x8094e70000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094e30000000000 on 2023-03-25","2023-03-25","2023-03-27","P3D",3,2,"[LatLong 36.53855 -119.44695]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06031,dcid:geoId/06107,dcid:northamerica,dcid:s2CellId/0x8094e22400000000,dcid:s2CellId/0x8094e22c00000000,dcid:s2CellId/0x8094e30000000000,dcid:s2CellId/0x8094e50000000000,dcid:s2CellId/0x8094e5dc00000000,dcid:s2CellId/0x8094e67400000000,dcid:s2CellId/0x8094e70000000000,dcid:s2CellId/0x8094fa6400000000,dcid:s2CellId/0x8094fb0000000000,dcid:s2CellId/0x8094fd0000000000,dcid:s2CellId/0x8094fd1c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",11,"[6.82657 SquareKilometer]",6.82657,344.21,299.21,"n",6.88,"2023-03-25,2023-03-27","{'type': 'Polygon', 'coordinates': (((-119.60354950502408, 36.57017350866958), (-119.60354950502408, 36.6490722675175), (-119.51077084299, 36.674272739182356), (-119.41793235298401, 36.69940095775546), (-119.41793235298398, 36.62046053996235), (-119.41793235298398, 36.54144005071771), (-119.51077084299, 36.516353582387346), (-119.51077084299, 36.437274521555786), 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SquareKilometer]",8.21246,340.24,293.12,"n",20.04,"2023-02-08,2023-02-09,2023-02-10","{'type': 'MultiPolygon', 'coordinates': [(((-121.81070794913828, 39.16842067392795), (-121.90179543138471, 39.14070749598967), (-121.90179543138471, 39.21567320309416), (-121.81070794913828, 39.2434012936763), (-121.81070794913828, 39.16842067392795)),), (((-121.81070794913828, 39.09335442361682), (-121.81070794913828, 39.16842067392795), (-121.71954589932093, 39.19606374838049), (-121.71954589932093, 39.27105917309169), (-121.62830983522124, 39.29864655751711), (-121.62830983522124, 39.22363643515711), (-121.53700031324804, 39.25113845152714), (-121.53700031324804, 39.1760274894232), (-121.62830983522124, 39.148540269420884), (-121.71954589932093, 39.12098248645304), (-121.71954589932093, 39.045815609296426), (-121.81070794913828, 39.018202765231806), (-121.81070794913828, 39.09335442361682)),), (((-121.62830983522124, 38.99809069591985), (-121.71954589932093, 38.970563341057584), (-121.71954589932093, 39.045815609296426), (-121.62830983522124, 39.07335828179249), (-121.62830983522124, 38.99809069591985)),), (((-121.53700031324804, 39.1760274894232), (-121.44561789291927, 39.203443864834576), (-121.44561789291927, 39.12823197970606), (-121.53700031324804, 39.10083049925948), (-121.53700031324804, 39.1760274894232)),)]}" -"fireEvent/2023-02-08_0x809c950000000000","FireEvent","FireEvent at L10 S2 Cell 0x809c950000000000 on 2023-02-08","2023-02-08","2023-02-08","P1D",1,1,"[LatLong 39.60965 -121.19967]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:northamerica,dcid:s2CellId/0x809c945c00000000,dcid:s2CellId/0x809c94f400000000,dcid:s2CellId/0x809c950000000000,dcid:s2CellId/0x809c957c00000000,dcid:s2CellId/0x809cbf0000000000,dcid:s2CellId/0x809cbfd400000000,dcid:s2CellId/0x809cbfdc00000000,dcid:s2CellId/0x809cbfe400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",8,"[6.11717 SquareKilometer]",6.11717,337.78,287.95,"n",3.89,"2023-02-08","{'type': 'Polygon', 'coordinates': (((-121.1710388833767, 39.66023770903055), (-121.1710388833767, 39.58541818705814), (-121.26263661074441, 39.55815975879043), (-121.35416313685073, 39.53082922928807), (-121.35416313685073, 39.60562152971405), (-121.26263661074441, 39.63296572194452), (-121.1710388833767, 39.66023770903055)),)}" -"fireEvent/2023-02-14_0x8094c10000000000","FireEvent","FireEvent at L10 S2 Cell 0x8094930000000000 on 2023-02-14","2023-02-14","2023-02-16","P3D",3,2,"[LatLong 36.49371 -119.82944]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094928c00000000,dcid:s2CellId/0x8094930000000000,dcid:s2CellId/0x8094c10000000000,dcid:s2CellId/0x8094c16400000000,dcid:s2CellId/0x8094c21400000000,dcid:s2CellId/0x8094c30000000000,dcid:s2CellId/0x8094e70000000000,dcid:s2CellId/0x8094e7b400000000,dcid:s2CellId/0x8094ecdc00000000,dcid:s2CellId/0x8094ecf400000000,dcid:s2CellId/0x8094ed0000000000,dcid:s2CellId/0x8094ef0000000000,dcid:s2CellId/0x8094ef3c00000000,dcid:s2CellId/0x8094ef4400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",14,"[9.10435 SquareKilometer]",9.10435,332.38,292.18,"n",11.85,"2023-02-14,2023-02-16","{'type': 'MultiPolygon', 'coordinates': [(((-119.78892484955995, 36.36164840353892), (-119.69626771448172, 36.38692856339861), (-119.60354950502408, 36.4121373569022), (-119.60354950502408, 36.33300058072124), (-119.69626771448172, 36.30781343778186), (-119.78892484955995, 36.28255505122062), 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-115.42597]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d7690000000000,dcid:s2CellId/0x80d7692400000000,dcid:s2CellId/0x80d7692c00000000,dcid:s2CellId/0x80d7693c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[3.89745 SquareKilometer]",3.89745,349.12,308.56,"n",47.43,"2023-01-19","{'type': 'Polygon', 'coordinates': (((-115.47335544292073, 32.84288161267371), (-115.47335544292073, 32.75853653053172), (-115.3785719022423, 32.779043713972804), (-115.3785719022423, 32.86341617929968), (-115.47335544292073, 32.84288161267371)),)}" -"fireEvent/2023-02-20_0x80833b0000000000","FireEvent","FireEvent at L10 S2 Cell 0x8083250000000000 on 2023-02-20","2023-02-20","2023-02-22","P3D",3,3,"[LatLong 39.64036 -121.85626]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:northamerica,dcid:s2CellId/0x8083250000000000,dcid:s2CellId/0x8083259400000000,dcid:s2CellId/0x808326d400000000,dcid:s2CellId/0x8083270000000000,dcid:s2CellId/0x8083272c00000000,dcid:s2CellId/0x80833adc00000000,dcid:s2CellId/0x80833b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.02584 SquareKilometer]",3.02584,352.15,292.84,"n",11.25,"2023-02-20,2023-02-21,2023-02-22","{'type': 'Polygon', 'coordinates': (((-121.81070794913828, 39.54246309252981), (-121.90179543138471, 39.51467741266122), (-121.90179543138471, 39.58921273290782), (-121.90179543138471, 39.66366133679624), (-121.90179543138471, 39.73802301630229), (-121.81070794913828, 39.76584973823246), (-121.81070794913828, 39.69147458174664), (-121.81070794913828, 39.617012297346776), (-121.81070794913828, 39.54246309252981)),)}" -"fireEvent/2023-01-02_0x80c49d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80c49d0000000000 on 2023-01-02","2023-01-02","2023-01-02","P1D",1,1,"[LatLong 34.61964 -117.09706]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80c49cbc00000000,dcid:s2CellId/0x80c49cc400000000,dcid:s2CellId/0x80c49d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.45544 SquareKilometer]",2.45544,298.73,274.81,"n",0.82,"2023-01-02","{'type': 'Polygon', 'coordinates': (((-117.17353159273283, 34.61669341815171), (-117.17353159273283, 34.53465606824912), (-117.07940822560565, 34.557178631747604), (-117.07940822560565, 34.6392405323175), (-117.17353159273283, 34.61669341815171)),)}" -"fireEvent/2023-01-05_0x80d79f0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7750000000000 on 2023-01-05","2023-01-05","2023-01-07","P3D",3,3,"[LatLong 32.59005 -115.34895]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7744400000000,dcid:s2CellId/0x80d7750000000000,dcid:s2CellId/0x80d79d0000000000,dcid:s2CellId/0x80d79d8400000000,dcid:s2CellId/0x80d79f0000000000,dcid:s2CellId/0x80d79f4400000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",6,"[3.92016 SquareKilometer]",3.92016,340.55,292.36,"n",4.52,"2023-01-05,2023-01-06,2023-01-07","{'type': 'Polygon', 'coordinates': (((-115.3785719022423, 32.44088749173266), (-115.47335544292073, 32.42049183911604), (-115.47335544292073, 32.505101778412154), (-115.3785719022423, 32.52552561351063), (-115.3785719022423, 32.610097988335994), (-115.28375849518459, 32.63047572713295), (-115.28375849518459, 32.54587551383132), (-115.28375849518459, 32.46120935428951), (-115.3785719022423, 32.44088749173266)),)}" -"fireEvent/2023-03-15_0x80835d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80835d0000000000 on 2023-03-15","2023-03-15","2023-03-16","P2D",2,2,"[LatLong 39.22798 -121.90749]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:northamerica,dcid:s2CellId/0x80835c0c00000000,dcid:s2CellId/0x80835d0000000000,dcid:s2CellId/0x80835f0000000000,dcid:s2CellId/0x80835f3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.04312 SquareKilometer]",2.04312,337.62,290.53,"n",4.12,"2023-03-15,2023-03-16","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 39.26274043589892), (-121.90179543138471, 39.29055326593883), (-121.90179543138471, 39.21567320309416), (-121.90179543138471, 39.14070749598967), (-121.99280779590266, 39.11292450020048), (-121.99280779590266, 39.18787518661573), (-121.99280779590266, 39.26274043589892)),)}" -"fireEvent/2023-02-02_0x8090a50000000000","FireEvent","FireEvent at L10 S2 Cell 0x8090a50000000000 on 2023-02-02","2023-02-02","2023-02-02","P1D",1,1,"[LatLong 38.25870 -120.38967]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06009,dcid:northamerica,dcid:s2CellId/0x8090a50000000000,dcid:s2CellId/0x8090a58400000000,dcid:s2CellId/0x8090a59c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.14773 SquareKilometer]",2.14773,297.02,274.4,"n",0.59,"2023-02-02","{'type': 'Polygon', 'coordinates': (((-120.43576307692442, 38.283906850968414), (-120.43576307692442, 38.20715375350994), (-120.3435506342276, 38.23343927918502), (-120.3435506342276, 38.310209268657324), (-120.43576307692442, 38.283906850968414)),)}" -"fireEvent/2023-03-09_0x80eb050000000000","FireEvent","FireEvent at L10 S2 Cell 0x80eb050000000000 on 2023-03-09","2023-03-09","2023-03-09","P1D",1,1,"[LatLong 35.58257 -119.52817]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80eb046c00000000,dcid:s2CellId/0x80eb047400000000,dcid:s2CellId/0x80eb050000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.33127 SquareKilometer]",2.33127,310.66,274.9,"n",1.96,"2023-03-09","{'type': 'Polygon', 'coordinates': (((-119.60354950502408, 35.617265464719935), (-119.60354950502408, 35.5373559257604), (-119.51077084299, 35.56224449162536), (-119.51077084299, 35.642177706706846), (-119.60354950502408, 35.617265464719935)),)}" -"fireEvent/2023-02-19_0x80d7650000000000","FireEvent","FireEvent at L10 S2 Cell 0x80d7650000000000 on 2023-02-19","2023-02-19","2023-02-20","P2D",2,2,"[LatLong 32.70606 -115.52074]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d7650000000000,dcid:s2CellId/0x80d7650400000000,dcid:s2CellId/0x80d7658c00000000,dcid:s2CellId/0x80d765ac00000000,dcid:s2CellId/0x80d765f400000000,dcid:s2CellId/0x80d76f0000000000,dcid:s2CellId/0x80d76f6400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.89998 SquareKilometer]",3.89998,352.22,313.34,"n",22.51,"2023-02-19,2023-02-20","{'type': 'Polygon', 'coordinates': (((-115.5681083893613, 32.65357093757281), (-115.5681083893613, 32.737955172648526), (-115.47335544292073, 32.75853653053172), (-115.3785719022423, 32.779043713972804), (-115.3785719022423, 32.69460416981107), (-115.47335544292073, 32.67412456932842), (-115.5681083893613, 32.65357093757281)),)}" -"fireEvent/2023-02-12_0x80921d0000000000","FireEvent","FireEvent at L10 S2 Cell 0x80921d0000000000 on 2023-02-12","2023-02-12","2023-02-12","P1D",1,1,"[LatLong 36.79488 -121.35988]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06069,dcid:northamerica,dcid:s2CellId/0x80921c1c00000000,dcid:s2CellId/0x80921c2400000000,dcid:s2CellId/0x80921d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.20223 SquareKilometer]",2.20223,340.59,291.48,"n",9.06,"2023-02-12","{'type': 'Polygon', 'coordinates': (((-121.44561789291927, 36.83295988739003), (-121.44561789291927, 36.75519608151651), (-121.35416313685073, 36.78196379162144), (-121.35416313685073, 36.85974897343489), (-121.44561789291927, 36.83295988739003)),)}" +"fireEvent/2023-03-18_0x8094c30000000000","FireEvent","FireEvent at LatLong(36.35999:-119.64992) on 2023-03-18","2023-03-18","2023-03-18","P1D",1,1,"[LatLong 36.35999 -119.64992]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06031,dcid:geoId/06107,dcid:northamerica,dcid:s2CellId/0x8094c30000000000,dcid:s2CellId/0x8094c3f400000000,dcid:s2CellId/0x8094c3fc00000000,dcid:s2CellId/0x8094e26c00000000,dcid:s2CellId/0x8094e30000000000,dcid:s2CellId/0x8094e70000000000,dcid:s2CellId/0x8094e7bc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.56314 SquareKilometer]",4.56314,352.28,289.38,"n",5.79,"2023-03-18","{'type': 'MultiPolygon', 'coordinates': [(((-119.60354950502408, 36.33300058072124), (-119.69626771448172, 36.30781343778186), (-119.69626771448172, 36.38692856339861), (-119.60354950502408, 36.4121373569022), (-119.60354950502408, 36.33300058072124)),), (((-119.51077084299, 36.59535309054964), (-119.41793235298398, 36.62046053996235), (-119.41793235298398, 36.54144005071771), (-119.51077084299, 36.516353582387346), (-119.51077084299, 36.59535309054964)),), (((-119.60354950502408, 36.49119510273238), (-119.51077084299, 36.516353582387346), (-119.51077084299, 36.437274521555786), (-119.60354950502408, 36.4121373569022), (-119.60354950502408, 36.49119510273238)),)]}" +"fireEvent/2023-02-08_0x8083730000000000","FireEvent","FireEvent at LatLong(39.41636:-122.14622) on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 39.41636 -122.14622]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:northamerica,dcid:s2CellId/0x8083124400000000,dcid:s2CellId/0x8083130000000000,dcid:s2CellId/0x8083730000000000,dcid:s2CellId/0x8083737400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.0239 SquareKilometer]",2.0239,340.79,292.33,"n",12.31,"2023-02-08,2023-02-09","{'type': 'MultiPolygon', 'coordinates': [(((-122.17460498684162, 39.28165587862677), (-122.26538872869685, 39.25361974158061), (-122.26538872869685, 39.328269615478135), (-122.17460498684162, 39.35632047530068), (-122.17460498684162, 39.28165587862677)),), (((-122.17460498684162, 39.430899396295715), (-122.08374449567626, 39.45889527860518), (-122.08374449567626, 39.38430194908448), (-122.17460498684162, 39.35632047530068), (-122.17460498684162, 39.430899396295715)),)]}" +"fireEvent/2023-02-21_0x80d7950000000000","FireEvent","FireEvent at LatLong(32.22197:-115.33709) on 2023-02-21","2023-02-21","2023-02-21","P1D",1,1,"[LatLong 32.22197 -115.33709]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d794e400000000,dcid:s2CellId/0x80d7950000000000,dcid:s2CellId/0x80d7951c00000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",3,"[2.62994 SquareKilometer]",2.62994,341.66,312.54,"n",35.63,"2023-02-21","{'type': 'Polygon', 'coordinates': (((-115.3785719022423, 32.27141580503958), (-115.3785719022423, 32.1865831450277), (-115.28375849518459, 32.20681969840767), (-115.28375849518459, 32.291680994135106), (-115.3785719022423, 32.27141580503958)),)}" +"fireEvent/2023-03-17_0x80911f0000000000","FireEvent","FireEvent at LatLong(37.65705:-120.59122) on 2023-03-17","2023-03-17","2023-03-17","P1D",1,1,"[LatLong 37.65705 -120.59122]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x80911ef400000000,dcid:s2CellId/0x80911f0000000000,dcid:s2CellId/0x80911f8c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.17719 SquareKilometer]",2.17719,298.7,279.63,"n",0.79,"2023-03-17","{'type': 'Polygon', 'coordinates': (((-120.61998952842978, 37.69229621714622), (-120.61998952842978, 37.61499433591427), (-120.52790957361556, 37.641298481904194), (-120.52790957361556, 37.71861894809693), (-120.61998952842978, 37.69229621714622)),)}" +"fireEvent/2023-01-17_0x54d2f30000000000","FireEvent","FireEvent at LatLong(40.57897:-122.41014) on 2023-01-17","2023-01-17","2023-01-19","P3D",3,2,"[LatLong 40.57897 -122.41014]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06089,dcid:northamerica,dcid:s2CellId/0x54d2ed0000000000,dcid:s2CellId/0x54d2edcc00000000,dcid:s2CellId/0x54d2eefc00000000,dcid:s2CellId/0x54d2ef0000000000,dcid:s2CellId/0x54d2f20400000000,dcid:s2CellId/0x54d2f30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[2.99636 SquareKilometer]",2.99636,333.46,285.87,"n",4.0,"2023-01-17,2023-01-19","{'type': 'Polygon', 'coordinates': (((-122.46670276167934, 40.67294896838062), (-122.39843998380442, 40.61985308236519), (-122.33036585771102, 40.566779656552605), (-122.42181745860849, 40.53813661115969), (-122.51318898831984, 40.509422095374156), (-122.58146692701277, 40.56226388040892), (-122.4899938832872, 40.591094269775446), (-122.55835872296645, 40.64407400405238), (-122.46670276167934, 40.67294896838062)),)}" +"fireEvent/2023-02-06_0x80845b0000000000","FireEvent","FireEvent at LatLong(38.59279:-122.58252) on 2023-02-06","2023-02-06","2023-02-08","P3D",3,2,"[LatLong 38.59279 -122.58252]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8084430000000000,dcid:s2CellId/0x8084432400000000,dcid:s2CellId/0x8084450000000000,dcid:s2CellId/0x8084453400000000,dcid:s2CellId/0x8084453c00000000,dcid:s2CellId/0x808445ac00000000,dcid:s2CellId/0x808445bc00000000,dcid:s2CellId/0x8084507c00000000,dcid:s2CellId/0x8084510000000000,dcid:s2CellId/0x80845a9c00000000,dcid:s2CellId/0x80845b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",11,"[7.21649 SquareKilometer]",7.21649,335.28,292.94,"n",5.78,"2023-02-06,2023-02-08","{'type': 'Polygon', 'coordinates': (((-122.44672381753844, 38.44651073306092), (-122.5372740990185, 38.41843056369658), (-122.5372740990185, 38.49387172650253), (-122.62774550019422, 38.465707290702724), (-122.62774550019422, 38.541048824246204), (-122.62774550019422, 38.61630776476597), (-122.5372740990185, 38.64450610716198), (-122.5372740990185, 38.569230320025724), (-122.44672381753844, 38.59734459614429), (-122.44672381753844, 38.52196905593188), (-122.44672381753844, 38.44651073306092)),)}" +"fireEvent/2023-02-22_0x8083690000000000","FireEvent","FireEvent at LatLong(39.28620:-122.03829) on 2023-02-22","2023-02-22","2023-02-22","P1D",1,1,"[LatLong 39.28620 -122.03829]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:northamerica,dcid:s2CellId/0x8083690000000000,dcid:s2CellId/0x8083696400000000,dcid:s2CellId/0x8083696c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.03153 SquareKilometer]",2.03153,346.39,290.44,"n",6.02,"2023-02-22","{'type': 'Polygon', 'coordinates': (((-122.08374449567626, 39.30962273731574), (-122.08374449567627, 39.23485785874378), (-121.99280779590266, 39.26274043589892), (-121.99280779590266, 39.337520028847024), (-122.08374449567626, 39.30962273731574)),)}" +"fireEvent/2023-02-08_0x54d4990000000000","FireEvent","FireEvent at LatLong(40.14521:-123.46228) on 2023-02-08","2023-02-08","2023-02-11","P4D",4,3,"[LatLong 40.14521 -123.46228]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06105,dcid:northamerica,dcid:s2CellId/0x54d498b400000000,dcid:s2CellId/0x54d498bc00000000,dcid:s2CellId/0x54d4990000000000,dcid:s2CellId/0x54d4a26400000000,dcid:s2CellId/0x54d4a2e400000000,dcid:s2CellId/0x54d4a2ec00000000,dcid:s2CellId/0x54d4a2f400000000,dcid:s2CellId/0x54d4a30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",8,"[4.93369 SquareKilometer]",4.93369,344.72,294.21,"n",62.5,"2023-02-08,2023-02-10,2023-02-11","{'type': 'Polygon', 'coordinates': (((-123.60320855276242, 40.159382098605334), (-123.51283904569657, 40.188930829812435), (-123.44368098277349, 40.13738797622512), (-123.37470731145442, 40.0858635123691), (-123.4648917259653, 40.056547606398325), (-123.53395808290452, 40.107955842950716), (-123.60320855276242, 40.159382098605334)),)}" +"fireEvent/2023-02-13_0x8090e10000000000","FireEvent","FireEvent at LatLong(37.74409:-120.57396) on 2023-02-13","2023-02-13","2023-02-18","P6D",6,5,"[LatLong 37.74409 -120.57396]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06047,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x8090e10000000000,dcid:s2CellId/0x8090e1a400000000,dcid:s2CellId/0x8090e30000000000,dcid:s2CellId/0x8090e38400000000,dcid:s2CellId/0x8090e47c00000000,dcid:s2CellId/0x8090e48400000000,dcid:s2CellId/0x8090e49400000000,dcid:s2CellId/0x8090e49c00000000,dcid:s2CellId/0x8090e4dc00000000,dcid:s2CellId/0x8090e50000000000,dcid:s2CellId/0x8090fcd400000000,dcid:s2CellId/0x8090fd0000000000,dcid:s2CellId/0x8090fd2c00000000,dcid:s2CellId/0x8091010000000000,dcid:s2CellId/0x809101b400000000,dcid:s2CellId/0x809101dc00000000,dcid:s2CellId/0x809102cc00000000,dcid:s2CellId/0x809102f400000000,dcid:s2CellId/0x8091030000000000,dcid:s2CellId/0x809103e400000000,dcid:s2CellId/0x8091042400000000,dcid:s2CellId/0x8091050000000000,dcid:s2CellId/0x80910f0000000000,dcid:s2CellId/0x80910f7c00000000,dcid:s2CellId/0x809114bc00000000,dcid:s2CellId/0x8091150000000000,dcid:s2CellId/0x809116bc00000000,dcid:s2CellId/0x8091170000000000,dcid:s2CellId/0x8091186400000000,dcid:s2CellId/0x8091188c00000000,dcid:s2CellId/0x8091190000000000,dcid:s2CellId/0x80911a6c00000000,dcid:s2CellId/0x80911abc00000000,dcid:s2CellId/0x80911b0000000000,dcid:s2CellId/0x80911b3400000000,dcid:s2CellId/0x80911ccc00000000,dcid:s2CellId/0x80911d0000000000,dcid:s2CellId/0x80911d5c00000000,dcid:s2CellId/0x80911eac00000000,dcid:s2CellId/0x80911f0000000000,dcid:s2CellId/0x8091226c00000000,dcid:s2CellId/0x8091228400000000,dcid:s2CellId/0x8091229400000000,dcid:s2CellId/0x809122b400000000,dcid:s2CellId/0x8091230000000000,dcid:s2CellId/0x80913d0000000000,dcid:s2CellId/0x80913d3400000000,dcid:s2CellId/0x80913f0000000000,dcid:s2CellId/0x80913f8400000000,dcid:s2CellId/0x8091407400000000,dcid:s2CellId/0x8091410000000000,dcid:s2CellId/0x8091ab0000000000,dcid:s2CellId/0x8091ab9c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",53,"[33.7678 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35.56224449162536), (-119.51077084299, 35.642177706706846), (-119.60354950502408, 35.617265464719935)),)}" +"fireEvent/2023-02-07_0x80dd370000000000","FireEvent","FireEvent at LatLong(33.76312:-118.29359) on 2023-02-07","2023-02-07","2023-02-08","P2D",2,2,"[LatLong 33.76312 -118.29359]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80dd360400000000,dcid:s2CellId/0x80dd360c00000000,dcid:s2CellId/0x80dd364c00000000,dcid:s2CellId/0x80dd370000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.46968 SquareKilometer]",2.46968,337.59,282.55,"n",6.07,"2023-02-07,2023-02-08","{'type': 'Polygon', 'coordinates': (((-118.29943499572406, 33.76679933456592), (-118.29943499572406, 33.68457580456745), (-118.20587682407124, 33.70778227614814), (-118.20587682407124, 33.79003345093331), (-118.29943499572406, 33.76679933456592)),)}" +"fireEvent/2023-02-06_0x8091050000000000","FireEvent","FireEvent at LatLong(37.61405:-120.75798) on 2023-02-06","2023-02-06","2023-02-09","P4D",4,3,"[LatLong 37.61405 -120.75798]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06047,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x8091030000000000,dcid:s2CellId/0x8091039c00000000,dcid:s2CellId/0x8091050000000000,dcid:s2CellId/0x8091053400000000,dcid:s2CellId/0x80910f0000000000,dcid:s2CellId/0x80910f4400000000,dcid:s2CellId/0x8091130000000000,dcid:s2CellId/0x8091131400000000,dcid:s2CellId/0x8091133c00000000,dcid:s2CellId/0x8091170000000000,dcid:s2CellId/0x8091179400000000,dcid:s2CellId/0x80913f0000000000,dcid:s2CellId/0x80913fa400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",13,"[6.55418 SquareKilometer]",6.55418,351.31,291.56,"n",4.7,"2023-02-06,2023-02-07,2023-02-09","{'type': 'MultiPolygon', 'coordinates': [(((-120.80394744373858, 37.40739967641065), (-120.80394744373858, 37.484827340180566), (-120.80394744373858, 37.56217349052067), (-120.80394744373855, 37.6394378546288), (-120.7120023484522, 37.665902427887914), 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-119.64992]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8094f70000000000,dcid:s2CellId/0x8094f77400000000,dcid:s2CellId/0x8094fb0000000000,dcid:s2CellId/0x8094fb5400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.269 SquareKilometer]",2.269,331.0,288.63,"n",2.34,"2023-02-14","{'type': 'MultiPolygon', 'coordinates': [(((-119.69626771448172, 36.6237998027113), (-119.69626771448172, 36.70259781153337), (-119.60354950502408, 36.727891074425536), (-119.60354950502408, 36.6490722675175), (-119.69626771448172, 36.6237998027113)),), (((-119.51077084299, 36.674272739182356), (-119.51077084299, 36.59535309054964), (-119.60354950502408, 36.57017350866958), (-119.60354950502408, 36.6490722675175), (-119.51077084299, 36.674272739182356)),)]}" +"fireEvent/2023-01-25_0x8085070000000000","FireEvent","FireEvent at LatLong(38.40301:-122.22001) on 2023-01-25","2023-01-25","2023-01-28","P4D",4,3,"[LatLong 38.40301 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-120.54518]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06009,dcid:northamerica,dcid:s2CellId/0x8090988c00000000,dcid:s2CellId/0x8090989400000000,dcid:s2CellId/0x809098bc00000000,dcid:s2CellId/0x8090990000000000,dcid:s2CellId/0x8090997c00000000,dcid:s2CellId/0x80909b0000000000,dcid:s2CellId/0x80909bd400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.21676 SquareKilometer]",3.21676,339.62,288.39,"n",2.84,"2023-02-17,2023-02-19","{'type': 'Polygon', 'coordinates': (((-120.52790957361556, 38.257532040519735), (-120.52790957361556, 38.18079594647173), (-120.61998952842978, 38.154366127206046), (-120.7120023484522, 38.12786456645258), (-120.7120023484522, 38.2045663181075), (-120.61998952842978, 38.23108510610075), (-120.52790957361556, 38.257532040519735)),)}" +"fireEvent/2023-03-27_0x809b490000000000","FireEvent","FireEvent at LatLong(38.97972:-121.48561) on 2023-03-27","2023-03-27","2023-03-27","P1D",1,1,"[LatLong 38.97972 -121.48561]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06115,dcid:northamerica,dcid:s2CellId/0x809b483400000000,dcid:s2CellId/0x809b484c00000000,dcid:s2CellId/0x809b490000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.0695 SquareKilometer]",2.0695,335.65,293.44,"n",1.83,"2023-03-27","{'type': 'Polygon', 'coordinates': (((-121.53700031324804, 39.02554770418372), (-121.53700031324804, 38.950179329514846), (-121.44561789291927, 38.977550401022924), (-121.44561789291927, 39.05293408349499), (-121.53700031324804, 39.02554770418372)),)}" +"fireEvent/2023-01-19_0x80d7690000000000","FireEvent","FireEvent at LatLong(32.81099:-115.42597) on 2023-01-19","2023-01-19","2023-01-19","P1D",1,1,"[LatLong 32.81099 -115.42597]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d7690000000000,dcid:s2CellId/0x80d7692400000000,dcid:s2CellId/0x80d7692c00000000,dcid:s2CellId/0x80d7693c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[3.89745 SquareKilometer]",3.89745,349.12,308.56,"n",47.43,"2023-01-19","{'type': 'Polygon', 'coordinates': (((-115.47335544292073, 32.84288161267371), (-115.47335544292073, 32.75853653053172), (-115.3785719022423, 32.779043713972804), (-115.3785719022423, 32.86341617929968), (-115.47335544292073, 32.84288161267371)),)}" +"fireEvent/2023-02-17_0x8085210000000000","FireEvent","FireEvent at LatLong(38.49527:-121.96437) on 2023-02-17","2023-02-17","2023-02-17","P1D",1,1,"[LatLong 38.49527 -121.96437]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06095,dcid:northamerica,dcid:s2CellId/0x8085204400000000,dcid:s2CellId/0x8085205400000000,dcid:s2CellId/0x8085205c00000000,dcid:s2CellId/0x8085210000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",4,"[3.12515 SquareKilometer]",3.12515,342.58,289.41,"n",8.54,"2023-02-17","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.510270284625605), (-121.99280779590266, 38.43456088254056), (-121.90179543138471, 38.462199289647856), (-121.90179543138471, 38.537925598738894), (-121.99280779590266, 38.510270284625605)),)}" +"fireEvent/2023-01-05_0x80d79f0000000000","FireEvent","FireEvent at LatLong(32.59005:-115.34895) on 2023-01-05","2023-01-05","2023-01-07","P3D",3,3,"[LatLong 32.59005 -115.34895]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7744400000000,dcid:s2CellId/0x80d7750000000000,dcid:s2CellId/0x80d79d0000000000,dcid:s2CellId/0x80d79d8400000000,dcid:s2CellId/0x80d79f0000000000,dcid:s2CellId/0x80d79f4400000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",6,"[3.92016 SquareKilometer]",3.92016,340.55,292.36,"n",4.52,"2023-01-05,2023-01-06,2023-01-07","{'type': 'Polygon', 'coordinates': (((-115.3785719022423, 32.44088749173266), (-115.47335544292073, 32.42049183911604), (-115.47335544292073, 32.505101778412154), (-115.3785719022423, 32.52552561351063), (-115.3785719022423, 32.610097988335994), (-115.28375849518459, 32.63047572713295), (-115.28375849518459, 32.54587551383132), (-115.28375849518459, 32.46120935428951), (-115.3785719022423, 32.44088749173266)),)}" +"fireEvent/2023-02-10_0x80ce210000000000","FireEvent","FireEvent at LatLong(34.75337:-114.57178) on 2023-02-10","2023-02-10","2023-02-10","P1D",1,1,"[LatLong 34.75337 -114.57178]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80ce210000000000,dcid:s2CellId/0x80ce21c400000000,dcid:s2CellId/0x80ce21dc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.50494 SquareKilometer]",2.50494,346.0,308.7,"n",10.48,"2023-02-10","{'type': 'Polygon', 'coordinates': (((-114.61928990191176, 34.78469582571491), (-114.61928990191176, 34.70164859500177), (-114.52426397902158, 34.72198748448121), (-114.52426397902158, 34.805056766588905), (-114.61928990191176, 34.78469582571491)),)}" +"fireEvent/2023-02-06_0x8090530000000000","FireEvent","FireEvent at LatLong(37.58483:-121.12521) on 2023-02-06","2023-02-06","2023-02-06","P1D",1,1,"[LatLong 37.58483 -121.12521]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x80904d0000000000,dcid:s2CellId/0x80904d7c00000000,dcid:s2CellId/0x80904f0000000000,dcid:s2CellId/0x80904f9400000000,dcid:s2CellId/0x8090522400000000,dcid:s2CellId/0x8090530000000000,dcid:s2CellId/0x8091b4dc00000000,dcid:s2CellId/0x8091b50000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",8,"[4.32708 SquareKilometer]",4.32708,338.03,287.68,"n",2.83,"2023-02-06","{'type': 'MultiPolygon', 'coordinates': [(((-120.98763211526173, 37.58629746111499), (-121.07937052658627, 37.55962219720914), (-121.1710388833767, 37.53287726197025), (-121.1710388833767, 37.60998399136611), (-121.1710388833767, 37.68700924798782), (-121.07937052658627, 37.713792107889624), (-121.07937052658627, 37.636747995836885), (-120.98763211526173, 37.6634422122698), (-120.98763211526173, 37.58629746111499)),), (((-121.17103888337672, 37.45568932972217), (-121.26263661074441, 37.4288944060384), (-121.26263661074441, 37.50606293735081), (-121.1710388833767, 37.53287726197025), (-121.17103888337672, 37.45568932972217)),)]}" +"fireEvent/2023-01-01_0x8083950000000000","FireEvent","FireEvent at LatLong(39.15524:-122.65600) on 2023-01-01","2023-01-01","2023-01-01","P1D",1,1,"[LatLong 39.15524 -122.65600]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06033,dcid:northamerica,dcid:s2CellId/0x8083944400000000,dcid:s2CellId/0x8083946c00000000,dcid:s2CellId/0x8083950000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.02103 SquareKilometer]",2.02103,301.45,274.51,"n",0.82,"2023-01-01","{'type': 'Polygon', 'coordinates': (((-122.71813749631639, 39.18698471783738), (-122.71813749631639, 39.11241008566069), (-122.62774550019422, 39.140788234265145), (-122.62774550019422, 39.21537813301912), (-122.71813749631639, 39.18698471783738)),)}" +"fireEvent/2023-01-19_0x80da5f0000000000","FireEvent","FireEvent at LatLong(33.63016:-116.10640) on 2023-01-19","2023-01-19","2023-01-20","P2D",2,2,"[LatLong 33.63016 -116.10640]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06065,dcid:northamerica,dcid:s2CellId/0x80da5e9c00000000,dcid:s2CellId/0x80da5f0000000000,dcid:s2CellId/0x80da670000000000,dcid:s2CellId/0x80da67e400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.53867 SquareKilometer]",2.53867,335.07,298.96,"n",3.35,"2023-01-19,2023-01-20","{'type': 'MultiPolygon', 'coordinates': [(((-116.13594306437999, 33.61826847586996), (-116.13594306437999, 33.70159871661542), (-116.04138886338704, 33.72297412899629), (-116.04138886338704, 33.63961794361283), (-116.13594306437999, 33.61826847586996)),), (((-115.94679974061097, 33.66089273880476), (-115.94679974061097, 33.577439763005614), (-116.04138886338704, 33.55619097791635), (-116.04138886338704, 33.63961794361283), (-115.94679974061097, 33.66089273880476)),)]}" +"fireEvent/2023-01-21_0x8084450000000000","FireEvent","FireEvent at LatLong(38.53926:-122.58817) on 2023-01-21","2023-01-21","2023-01-31","P11D",11,8,"[LatLong 38.53926 -122.58817]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8084446400000000,dcid:s2CellId/0x8084448400000000,dcid:s2CellId/0x808444bc00000000,dcid:s2CellId/0x8084450000000000,dcid:s2CellId/0x80844f0000000000,dcid:s2CellId/0x80844f5c00000000,dcid:s2CellId/0x8084506c00000000,dcid:s2CellId/0x8084510000000000,dcid:s2CellId/0x80845a3c00000000,dcid:s2CellId/0x80845a8400000000,dcid:s2CellId/0x80845ab400000000,dcid:s2CellId/0x80845abc00000000,dcid:s2CellId/0x80845b0000000000,dcid:s2CellId/0x80845d0000000000,dcid:s2CellId/0x80845d7400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",15,"[5.15431 SquareKilometer]",5.15431,346.56,295.09,"n",4.76,"2023-01-21,2023-01-23,2023-01-24,2023-01-25,2023-01-26,2023-01-28,2023-01-30,2023-01-31","{'type': 'Polygon', 'coordinates': (((-122.44672381753844, 38.52196905593188), (-122.44672381753844, 38.44651073306092), (-122.5372740990185, 38.41843056369658), (-122.62774550019422, 38.39028340170879), (-122.62774550019422, 38.465707290702724), (-122.62774550019422, 38.541048824246204), (-122.5372740990185, 38.569230320025724), (-122.5372740990185, 38.64450610716198), (-122.44672381753844, 38.67263711706448), (-122.44672381753844, 38.59734459614429), (-122.44672381753844, 38.52196905593188)),)}" +"fireEvent/2023-02-18_0x80ea5b0000000000","FireEvent","FireEvent at LatLong(35.47196:-119.19139) on 2023-02-18","2023-02-18","2023-02-18","P1D",1,1,"[LatLong 35.47196 -119.19139]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80ea5a3400000000,dcid:s2CellId/0x80ea5a3c00000000,dcid:s2CellId/0x80ea5a4c00000000,dcid:s2CellId/0x80ea5b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[3.52191 SquareKilometer]",3.52191,301.47,271.49,"n",1.49,"2023-02-18","{'type': 'Polygon', 'coordinates': (((-119.23207840138082, 35.47625041156115), (-119.23207840138082, 35.396018943340835), (-119.13906420284766, 35.420553079599216), (-119.13906420284766, 35.50080836032674), (-119.23207840138082, 35.47625041156115)),)}" +"fireEvent/2023-01-30_0x8083530000000000","FireEvent","FireEvent at LatLong(39.27201:-121.79362) on 2023-01-30","2023-01-30","2023-01-31","P2D",2,2,"[LatLong 39.27201 -121.79362]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:geoId/06101,dcid:northamerica,dcid:s2CellId/0x8083509400000000,dcid:s2CellId/0x808350bc00000000,dcid:s2CellId/0x8083510000000000,dcid:s2CellId/0x8083530000000000,dcid:s2CellId/0x8083531400000000,dcid:s2CellId/0x80835aa400000000,dcid:s2CellId/0x80835b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.08444 SquareKilometer]",4.08444,353.2,286.72,"n",19.49,"2023-01-30,2023-01-31","{'type': 'Polygon', 'coordinates': (((-121.62830983522124, 39.29864655751711), (-121.71954589932093, 39.27105917309169), (-121.81070794913828, 39.2434012936763), (-121.90179543138471, 39.21567320309416), (-121.90179543138471, 39.29055326593883), (-121.81070794913828, 39.31829606252554), (-121.71954589932093, 39.34596854075605), (-121.62830983522124, 39.373570417177156), (-121.62830983522124, 39.29864655751711)),)}" +"fireEvent/2023-03-26_0x8094790000000000","FireEvent","FireEvent at LatLong(36.78430:-120.11273) on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 36.78430 -120.11273]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8094770000000000,dcid:s2CellId/0x809477cc00000000,dcid:s2CellId/0x8094790000000000,dcid:s2CellId/0x809479c400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.24538 SquareKilometer]",2.24538,336.19,293.13,"n",2.34,"2023-03-26,2023-03-27","{'type': 'Polygon', 'coordinates': (((-120.06652363285929, 36.679343295179756), (-120.15893030899788, 36.653672228439554), (-120.15893030899788, 36.732206182076574), (-120.15893030899788, 36.810660560355714), (-120.06652363285929, 36.83637336328723), (-120.06652363285929, 36.75789822396875), (-120.06652363285929, 36.679343295179756)),)}" +"fireEvent/2023-03-15_0x80835d0000000000","FireEvent","FireEvent at LatLong(39.22798:-121.90749) on 2023-03-15","2023-03-15","2023-03-16","P2D",2,2,"[LatLong 39.22798 -121.90749]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:northamerica,dcid:s2CellId/0x80835c0c00000000,dcid:s2CellId/0x80835d0000000000,dcid:s2CellId/0x80835f0000000000,dcid:s2CellId/0x80835f3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.04312 SquareKilometer]",2.04312,337.62,290.53,"n",4.12,"2023-03-15,2023-03-16","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 39.26274043589892), (-121.90179543138471, 39.29055326593883), (-121.90179543138471, 39.21567320309416), (-121.90179543138471, 39.14070749598967), (-121.99280779590266, 39.11292450020048), (-121.99280779590266, 39.18787518661573), (-121.99280779590266, 39.26274043589892)),)}" +"fireEvent/2023-02-04_0x80da430000000000","FireEvent","FireEvent at LatLong(33.50381:-116.08867) on 2023-02-04","2023-02-04","2023-02-05","P2D",2,2,"[LatLong 33.50381 -116.08867]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06065,dcid:northamerica,dcid:s2CellId/0x80da430000000000,dcid:s2CellId/0x80da436400000000,dcid:s2CellId/0x80da5ce400000000,dcid:s2CellId/0x80da5d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.54069 SquareKilometer]",2.54069,348.27,307.03,"n",3.33,"2023-02-04,2023-02-05","{'type': 'Polygon', 'coordinates': (((-116.04138886338704, 33.472693644443034), (-116.13594306437999, 33.45139667485967), (-116.13594306437999, 33.53486765773682), (-116.13594306437999, 33.61826847586996), (-116.04138886338704, 33.63961794361283), (-116.04138886338704, 33.55619097791635), (-116.04138886338704, 33.472693644443034)),)}" +"fireEvent/2023-02-02_0x809db10000000000","FireEvent","FireEvent at LatLong(40.23486:-120.66025) on 2023-02-02","2023-02-02","2023-02-02","P1D",1,1,"[LatLong 40.23486 -120.66025]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06063,dcid:northamerica,dcid:s2CellId/0x809db0f400000000,dcid:s2CellId/0x809db0fc00000000,dcid:s2CellId/0x809db10000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.018 SquareKilometer]",2.018,305.3,262.39,"n",1.05,"2023-02-02","{'type': 'Polygon', 'coordinates': (((-120.7120023484522, 40.24294521918271), (-120.7120023484522, 40.168596011082016), (-120.61998952842978, 40.19549082752908), (-120.61998952842978, 40.26985179667404), (-120.7120023484522, 40.24294521918271)),)}" +"fireEvent/2023-02-20_0x80c3690000000000","FireEvent","FireEvent at LatLong(34.42872:-117.37927) on 2023-02-20","2023-02-20","2023-02-20","P1D",1,1,"[LatLong 34.42872 -117.37927]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80c3686c00000000,dcid:s2CellId/0x80c3690000000000,dcid:s2CellId/0x80c36f0000000000,dcid:s2CellId/0x80c36f1400000000,dcid:s2CellId/0x80c36f6c00000000,dcid:s2CellId/0x80c3720400000000,dcid:s2CellId/0x80c3730000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.90832 SquareKilometer]",4.90832,355.21,304.63,"n",9.43,"2023-02-20","{'type': 'MultiPolygon', 'coordinates': [(((-117.4556388069492, 34.38460909769327), (-117.4556388069492, 34.46664522632916), (-117.4556388069492, 34.54860813299157), (-117.36164757079143, 34.57137699422246), (-117.36164757079143, 34.489389141032945), (-117.36164757079143, 34.40732785707689), (-117.4556388069492, 34.38460909769327)),), (((-117.54958462854715, 34.525765807815226), (-117.54958462854715, 34.607630244794315), (-117.4556388069492, 34.630497439767254), (-117.4556388069492, 34.54860813299157), (-117.54958462854715, 34.525765807815226)),)]}" +"fireEvent/2023-02-08_0x8084fd0000000000","FireEvent","FireEvent at LatLong(38.50499:-122.18028) on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 38.50499 -122.18028]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:northamerica,dcid:s2CellId/0x8084fccc00000000,dcid:s2CellId/0x8084fd0000000000,dcid:s2CellId/0x8085010000000000,dcid:s2CellId/0x808501cc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",4,"[2.07628 SquareKilometer]",2.07628,326.07,293.6,"n",2.23,"2023-02-08,2023-02-09","{'type': 'MultiPolygon', 'coordinates': [(((-122.26538872869685, 38.502468904624024), (-122.17460498684162, 38.53034631548853), (-122.17460498684162, 38.45475400902146), (-122.26538872869685, 38.42689363138317), (-122.26538872869685, 38.502468904624024)),), (((-122.26538872869685, 38.35123562794486), (-122.35609518371197, 38.32332484178081), (-122.35609518371197, 38.39896548537001), (-122.26538872869685, 38.42689363138317), (-122.26538872869685, 38.35123562794486)),)]}" +"fireEvent/2023-02-13_0x54d2cf0000000000","FireEvent","FireEvent at LatLong(40.33882:-122.23019) on 2023-02-13","2023-02-13","2023-02-15","P3D",3,3,"[LatLong 40.33882 -122.23019]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06103,dcid:northamerica,dcid:s2CellId/0x54d2cf0000000000,dcid:s2CellId/0x54d2cf4400000000,dcid:s2CellId/0x54d2cf5c00000000,dcid:s2CellId/0x54d2cf6400000000,dcid:s2CellId/0x54d2cf6c00000000,dcid:s2CellId/0x54d2d10000000000,dcid:s2CellId/0x54d2d18400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[2.96764 SquareKilometer]",2.96764,345.4,296.49,"n",8.2,"2023-02-13,2023-02-14,2023-02-15","{'type': 'Polygon', 'coordinates': (((-122.21841379971892, 40.379400310140525), (-122.15098615943583, 40.326535161629536), (-122.24194930724602, 40.29828030933025), (-122.33283494131578, 40.26995470792364), (-122.40046668560171, 40.322591065014805), (-122.3094793837314, 40.35103111609896), (-122.21841379971892, 40.379400310140525)),)}" +"fireEvent/2023-02-06_0x80915b0000000000","FireEvent","FireEvent at LatLong(37.30542:-120.48184) on 2023-02-06","2023-02-06","2023-02-07","P2D",2,2,"[LatLong 37.30542 -120.48184]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06047,dcid:northamerica,dcid:s2CellId/0x8091430000000000,dcid:s2CellId/0x8091434c00000000,dcid:s2CellId/0x80914f0000000000,dcid:s2CellId/0x80914f9400000000,dcid:s2CellId/0x80914fec00000000,dcid:s2CellId/0x8091501400000000,dcid:s2CellId/0x8091510000000000,dcid:s2CellId/0x80915acc00000000,dcid:s2CellId/0x80915b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[4.41107 SquareKilometer]",4.41107,356.61,284.68,"n",6.12,"2023-02-06,2023-02-07","{'type': 'MultiPolygon', 'coordinates': [(((-120.34355063422758, 37.305669184325005), (-120.3435506342276, 37.38343796695286), (-120.25127284433846, 37.4094525873983), (-120.25127284433846, 37.33166450998572), (-120.25127284433846, 37.25379475261621), (-120.3435506342276, 37.227818933892436), (-120.43576307692442, 37.20177205672942), (-120.43576307692442, 37.27960268252231), (-120.34355063422758, 37.305669184325005)),), (((-120.52790957361556, 37.3311951171772), (-120.43576307692442, 37.35735205316665), (-120.43576307692442, 37.27960268252231), (-120.52790957361556, 37.25346527602409), (-120.52790957361556, 37.3311951171772)),)]}" +"fireEvent/2023-02-06_0x8090750000000000","FireEvent","FireEvent at LatLong(38.04605:-121.12521) on 2023-02-06","2023-02-06","2023-02-07","P2D",2,2,"[LatLong 38.04605 -121.12521]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090710000000000,dcid:s2CellId/0x809071ec00000000,dcid:s2CellId/0x8090750000000000,dcid:s2CellId/0x8090751400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.13425 SquareKilometer]",2.13425,326.64,277.29,"n",3.01,"2023-02-06,2023-02-07","{'type': 'MultiPolygon', 'coordinates': [(((-121.26263661074441, 38.043960006034105), (-121.26263661074441, 38.12047318795499), (-121.1710388833767, 38.147435026035545), (-121.1710388833767, 38.07090414902015), (-121.26263661074441, 38.043960006034105)),), (((-121.07937052658627, 38.097778093730795), (-121.07937052658627, 38.021146378682644), (-121.1710388833767, 37.994290226708266), (-121.1710388833767, 38.07090414902015), (-121.07937052658627, 38.097778093730795)),)]}" +"fireEvent/2023-01-26_0x8084e70000000000","FireEvent","FireEvent at LatLong(38.60981:-122.03829) on 2023-01-26","2023-01-26","2023-01-26","P1D",1,1,"[LatLong 38.60981 -122.03829]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084e70000000000,dcid:s2CellId/0x8084e7c400000000,dcid:s2CellId/0x8084e8fc00000000,dcid:s2CellId/0x8084e90000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.07117 SquareKilometer]",2.07117,348.12,291.67,"n",4.91,"2023-01-26","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.585896319149406), (-122.08374449567626, 38.55815555109186), (-122.08374449567626, 38.63368138324296), (-122.08374449567626, 38.7091235838646), (-121.99280779590266, 38.73689733332498), (-121.99280779590266, 38.66143874752344), (-121.99280779590266, 38.585896319149406)),)}" +"fireEvent/2023-03-07_0x8094a50000000000","FireEvent","FireEvent at LatLong(36.20234:-119.99140) on 2023-03-07","2023-03-07","2023-03-08","P2D",2,2,"[LatLong 36.20234 -119.99140]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094a4c400000000,dcid:s2CellId/0x8094a50000000000,dcid:s2CellId/0x8094ae5c00000000,dcid:s2CellId/0x8094af0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.28421 SquareKilometer]",2.28421,332.69,294.9,"n",2.39,"2023-03-07,2023-03-08","{'type': 'Polygon', 'coordinates': (((-120.06652363285929, 36.20635508236253), (-119.97405342347365, 36.23182560661413), (-119.97405342347365, 36.15269831052497), (-119.97405342347365, 36.07349347026282), (-120.06652363285929, 36.04806788044641), (-120.06652363285929, 36.12725014536185), (-120.06652363285929, 36.20635508236253)),)}" +"fireEvent/2023-02-08_0x809b990000000000","FireEvent","FireEvent at LatLong(39.21832:-120.75798) on 2023-02-08","2023-02-08","2023-02-08","P1D",1,1,"[LatLong 39.21832 -120.75798]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06061,dcid:northamerica,dcid:s2CellId/0x809b990000000000,dcid:s2CellId/0x809b996400000000,dcid:s2CellId/0x809b997400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.07602 SquareKilometer]",2.07602,305.34,276.36,"n",1.07,"2023-02-08","{'type': 'Polygon', 'coordinates': (((-120.80394744373855, 39.24263772504066), (-120.80394744373855, 39.16714989698495), (-120.7120023484522, 39.193946808225185), (-120.7120023484522, 39.269449088826086), (-120.80394744373855, 39.24263772504066)),)}" +"fireEvent/2023-02-17_0x80848f0000000000","FireEvent","FireEvent at LatLong(38.85551:-122.22001) on 2023-02-17","2023-02-17","2023-02-17","P1D",1,1,"[LatLong 38.85551 -122.22001]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x80848f0000000000,dcid:s2CellId/0x80848f9400000000,dcid:s2CellId/0x80848fc400000000,dcid:s2CellId/0x80848fcc00000000,dcid:s2CellId/0x80848fec00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[4.10527 SquareKilometer]",4.10527,342.34,291.77,"n",23.31,"2023-02-17","{'type': 'Polygon', 'coordinates': (((-122.26538872869685, 38.87909599346539), (-122.26538872869685, 38.80393792806426), (-122.17460498684162, 38.83188135199408), (-122.17460498684162, 38.907055393086274), (-122.26538872869685, 38.87909599346539)),)}" +"fireEvent/2023-01-27_0x80d5d10000000000","FireEvent","FireEvent at LatLong(32.68570:-114.00123) on 2023-01-27","2023-01-27","2023-01-27","P1D",1,1,"[LatLong 32.68570 -114.00123]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04027,dcid:northamerica,dcid:s2CellId/0x80d5d10000000000,dcid:s2CellId/0x80d5d11c00000000,dcid:s2CellId/0x80d5d6ec00000000,dcid:s2CellId/0x80d5d70000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",4,"[2.63233 SquareKilometer]",2.63233,351.31,297.55,"n",9.3,"2023-01-27","{'type': 'Polygon', 'coordinates': (((-113.95364658268294, 32.73786508789439), (-113.95364658268294, 32.652753258290254), (-114.0488007261198, 32.63350963491579), (-114.14393537153407, 32.61418990174488), (-114.14393537153407, 32.69924914124556), (-114.0488007261198, 32.71859524067644), (-113.95364658268294, 32.73786508789439)),)}" +"fireEvent/2023-01-12_0x80d65d0000000000","FireEvent","FireEvent at LatLong(32.59410:-114.57772) on 2023-01-12","2023-01-12","2023-01-12","P1D",1,1,"[LatLong 32.59410 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-119.18558]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06107,dcid:northamerica,dcid:s2CellId/0x8095170000000000,dcid:s2CellId/0x809517b400000000,dcid:s2CellId/0x809517bc00000000,dcid:s2CellId/0x80953d0000000000,dcid:s2CellId/0x80953d0c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[2.28707 SquareKilometer]",2.28707,328.26,287.55,"n",4.19,"2023-02-13,2023-02-14,2023-02-15","{'type': 'Polygon', 'coordinates': (((-119.23207840138082, 36.59139591977724), (-119.13906420284766, 36.616264807982425), (-119.13906420284766, 36.53710170085306), (-119.13906420284766, 36.45785850302791), (-119.23207840138082, 36.433031486044094), (-119.23207840138082, 36.512253642746515), (-119.23207840138082, 36.59139591977724)),)}" +"fireEvent/2023-02-17_0x8084c10000000000","FireEvent","FireEvent at LatLong(38.80086:-121.95300) on 2023-02-17","2023-02-17","2023-02-17","P1D",1,1,"[LatLong 38.80086 -121.95300]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084c05c00000000,dcid:s2CellId/0x8084c06400000000,dcid:s2CellId/0x8084c10000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.06506 SquareKilometer]",2.06506,342.8,271.77,"n",6.09,"2023-02-17","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.81227184229434), (-121.99280779590266, 38.73689733332498), (-121.90179543138471, 38.764602101272494), (-121.90179543138471, 38.83999267404077), (-121.99280779590266, 38.81227184229434)),)}" +"fireEvent/2023-02-23_0x80eae30000000000","FireEvent","FireEvent at LatLong(35.71937:-119.37149) on 2023-02-23","2023-02-23","2023-02-23","P1D",1,1,"[LatLong 35.71937 -119.37149]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80eae30000000000,dcid:s2CellId/0x80eae36400000000,dcid:s2CellId/0x80eae3ac00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.32886 SquareKilometer]",2.32886,326.92,287.13,"n",3.53,"2023-02-23","{'type': 'Polygon', 'coordinates': (((-119.41793235298398, 35.74689982999827), (-119.41793235298401, 35.66701930371646), (-119.32503466239531, 35.69178999395241), (-119.32503466239531, 35.77169372701799), (-119.41793235298398, 35.74689982999827)),)}" +"fireEvent/2023-02-22_0x80946f0000000000","FireEvent","FireEvent at LatLong(36.86831:-119.93358) on 2023-02-22","2023-02-22","2023-02-23","P2D",2,2,"[LatLong 36.86831 -119.93358]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x80946e7c00000000,dcid:s2CellId/0x80946f0000000000,dcid:s2CellId/0x80947b0000000000,dcid:s2CellId/0x80947b2400000000,dcid:s2CellId/0x80947d0000000000,dcid:s2CellId/0x80947d6c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.37541 SquareKilometer]",3.37541,345.34,287.31,"n",7.49,"2023-02-22,2023-02-23","{'type': 'MultiPolygon', 'coordinates': [(((-119.97405342347365, 36.86201501351553), 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'Polygon', 'coordinates': (((-114.61928990191176, 32.771030052053916), (-114.61928990191176, 32.686238988626556), (-114.52426397902158, 32.705990765439765), (-114.52426397902158, 32.790808521465856), (-114.61928990191176, 32.771030052053916)),)}" +"fireEvent/2023-01-19_0x80dd350000000000","FireEvent","FireEvent at LatLong(33.87834:-118.34619) on 2023-01-19","2023-01-19","2023-01-20","P2D",2,2,"[LatLong 33.87834 -118.34619]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c2b50000000000,dcid:s2CellId/0x80c2b52400000000,dcid:s2CellId/0x80c2b53400000000,dcid:s2CellId/0x80dd345c00000000,dcid:s2CellId/0x80dd350000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.69779 SquareKilometer]",3.69779,296.75,282.83,"n",1.59,"2023-01-19,2023-01-20","{'type': 'MultiPolygon', 'coordinates': [(((-118.20587682407124, 33.8722154192009), (-118.20587682407124, 33.79003345093331), (-118.29943499572406, 33.76679933456592), (-118.29943499572406, 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(-120.69596078270568, 41.51225665619832)),)}" +"fireEvent/2023-01-27_0x80d65f0000000000","FireEvent","FireEvent at LatLong(32.62272:-114.54208) on 2023-01-27","2023-01-27","2023-01-27","P1D",1,1,"[LatLong 32.62272 -114.54208]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04027,dcid:northamerica,dcid:s2CellId/0x80d65e0c00000000,dcid:s2CellId/0x80d65e3400000000,dcid:s2CellId/0x80d65f0000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",3,"[2.6251 SquareKilometer]",2.6251,367.0,298.2,"n",4.84,"2023-01-27","{'type': 'Polygon', 'coordinates': (((-114.61928990191176, 32.686238988626556), (-114.61928990191176, 32.601380600508776), (-114.52426397902158, 32.62110549021124), (-114.52426397902158, 32.705990765439765), (-114.61928990191176, 32.686238988626556)),)}" +"fireEvent/2023-02-16_0x80d7490000000000","FireEvent","FireEvent at LatLong(33.07521:-115.34895) on 2023-02-16","2023-02-16","2023-02-16","P1D",1,1,"[LatLong 33.07521 -115.34895]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d748e400000000,dcid:s2CellId/0x80d748ec00000000,dcid:s2CellId/0x80d7490000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.58433 SquareKilometer]",2.58433,340.42,296.24,"n",4.19,"2023-02-16","{'type': 'Polygon', 'coordinates': (((-115.3785719022423, 33.11612672382202), (-115.3785719022423, 33.03195811961158), (-115.28375849518459, 33.052472062640916), (-115.28375849518459, 33.13666731039678), (-115.3785719022423, 33.11612672382202)),)}" +"fireEvent/2023-02-13_0x80d13b0000000000","FireEvent","FireEvent at LatLong(33.58312:-114.57178) on 2023-02-13","2023-02-13","2023-02-13","P1D",1,1,"[LatLong 33.58312 -114.57178]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06065,dcid:northamerica,dcid:s2CellId/0x80d1390000000000,dcid:s2CellId/0x80d1397c00000000,dcid:s2CellId/0x80d1398400000000,dcid:s2CellId/0x80d13a2c00000000,dcid:s2CellId/0x80d13b0000000000,dcid:s2CellId/0x80d13bd400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[5.14447 SquareKilometer]",5.14447,355.7,289.95,"n",15.57,"2023-02-13","{'type': 'Polygon', 'coordinates': (((-114.71429184441094, 33.51096047591866), (-114.71429184441094, 33.59502928061842), (-114.61928990191176, 33.615140915382845), (-114.52426397902158, 33.635175624754545), (-114.52426397902158, 33.55105718216274), (-114.61928990191176, 33.53104722357586), (-114.71429184441094, 33.51096047591866)),)}" +"fireEvent/2023-02-22_0x80d9df0000000000","FireEvent","FireEvent at LatLong(32.74909:-115.71018) on 2023-02-22","2023-02-22","2023-02-22","P1D",1,1,"[LatLong 32.74909 -115.71018]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d9df0000000000,dcid:s2CellId/0x80d9dfb400000000,dcid:s2CellId/0x80d9dfbc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.59256 SquareKilometer]",2.59256,306.94,283.45,"n",1.61,"2023-02-22","{'type': 'Polygon', 'coordinates': (((-115.75751959733307, 32.78083278420529), (-115.75751959733307, 32.69657070793154), (-115.66283001554785, 32.71729983340048), (-115.66283001554785, 32.80158972121298), (-115.75751959733307, 32.78083278420529)),)}" +"fireEvent/2023-02-08_0x80d7c50000000000","FireEvent","FireEvent at LatLong(32.08173:-115.14741) on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 32.08173 -115.14741]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7c4dc00000000,dcid:s2CellId/0x80d7c4e400000000,dcid:s2CellId/0x80d7c50000000000,dcid:s2CellId/0x80d7c52400000000,dcid:s2CellId/0x80d7c90000000000,dcid:s2CellId/0x80d7c95c00000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",6,"[3.96094 SquareKilometer]",3.96094,342.0,304.14,"n",39.56,"2023-02-08,2023-02-09","{'type': 'MultiPolygon', 'coordinates': [(((-115.09404500241959, 32.07704259018568), (-115.18891595142229, 32.057010591540205), (-115.18891595142229, 32.14202858870148), (-115.09404500241959, 32.16208932703202), (-115.09404500241959, 32.07704259018568)),), (((-115.09404500241959, 32.24707198896053), (-114.99914638140322, 32.26708735189506), (-114.99914638140322, 32.182076294930475), (-115.09404500241959, 32.16208932703202), (-115.09404500241959, 32.24707198896053)),)]}" +"fireEvent/2023-01-02_0x80c2c30000000000","FireEvent","FireEvent at LatLong(34.17095:-118.15908) on 2023-01-02","2023-01-02","2023-01-02","P1D",1,1,"[LatLong 34.17095 -118.15908]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c2c30000000000,dcid:s2CellId/0x80c2c3c400000000,dcid:s2CellId/0x80c2c3cc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.45141 SquareKilometer]",2.45141,298.34,277.71,"n",0.45,"2023-01-02","{'type': 'Polygon', 'coordinates': (((-118.20587682407124, 34.2002433918674), (-118.20587682407124, 34.118342161375), (-118.1122678531936, 34.14161353880244), (-118.1122678531936, 34.22354120793316), (-118.20587682407124, 34.2002433918674)),)}" +"fireEvent/2023-01-17_0x80d9310000000000","FireEvent","FireEvent at LatLong(32.36765:-117.03233) on 2023-01-17","2023-01-17","2023-01-17","P1D",1,1,"[LatLong 32.36765 -117.03233]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d9310000000000,dcid:s2CellId/0x80d9316400000000,dcid:s2CellId/0x80d9316c00000000,dcid:wikidataId/Q2088119,dcid:wikidataId/Q58731",3,"[2.5781 SquareKilometer]",2.5781,304.21,280.73,"n",1.05,"2023-01-17","{'type': 'Polygon', 'coordinates': (((-117.07940822560565, 32.39872950090179), (-117.07940822560565, 32.31480850427524), (-116.98524219342079, 32.33651897516448), (-116.98524219342079, 32.42047001297981), (-117.07940822560565, 32.39872950090179)),)}" +"fireEvent/2023-01-22_0x80d7730000000000","FireEvent","FireEvent at LatLong(32.66256:-115.33117) on 2023-01-22","2023-01-22","2023-01-24","P3D",3,2,"[LatLong 32.66256 -115.33117]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7730000000000,dcid:s2CellId/0x80d7734400000000,dcid:s2CellId/0x80d7770000000000,dcid:s2CellId/0x80d777e400000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",4,"[2.61009 SquareKilometer]",2.61009,332.31,298.7,"n",2.4,"2023-01-22,2023-01-24","{'type': 'MultiPolygon', 'coordinates': [(((-115.3785719022423, 32.69460416981107), (-115.28375849518459, 32.71500954782312), (-115.28375849518459, 32.63047572713295), (-115.3785719022423, 32.610097988335994), (-115.3785719022423, 32.69460416981107)),), (((-115.3785719022423, 32.52552561351063), (-115.47335544292073, 32.505101778412154), (-115.47335544292073, 32.58964617062371), (-115.3785719022423, 32.610097988335994), (-115.3785719022423, 32.52552561351063)),)]}" +"fireEvent/2023-02-08_0x8084bd0000000000","FireEvent","FireEvent at LatLong(38.91874:-121.99849) on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 38.91874 -121.99849]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084962c00000000,dcid:s2CellId/0x8084970000000000,dcid:s2CellId/0x8084ba5c00000000,dcid:s2CellId/0x8084bb0000000000,dcid:s2CellId/0x8084bd0000000000,dcid:s2CellId/0x8084bd3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.08578 SquareKilometer]",3.08578,333.72,292.7,"n",6.89,"2023-02-08,2023-02-09","{'type': 'Polygon', 'coordinates': (((-121.90179543138471, 38.99052003451348), (-121.81070794913828, 39.018202765231806), (-121.81070794913828, 38.942965923417724), (-121.90179543138471, 38.91529872827276), (-121.99280779590266, 38.88756204233199), (-122.08374449567626, 38.85975615372649), (-122.08374449567626, 38.93494605995725), (-121.99280779590266, 38.96276770349571), (-121.90179543138471, 38.99052003451348)),)}" +"fireEvent/2023-02-10_0x80d7b50000000000","FireEvent","FireEvent at LatLong(32.38917:-114.89829) on 2023-02-10","2023-02-10","2023-02-12","P3D",3,3,"[LatLong 32.38917 -114.89829]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d64cb400000000,dcid:s2CellId/0x80d64d0000000000,dcid:s2CellId/0x80d7b50000000000,dcid:s2CellId/0x80d7b5cc00000000,dcid:s2CellId/0x80d7c90000000000,dcid:s2CellId/0x80d7c91c00000000,dcid:s2CellId/0x80d7cb0000000000,dcid:s2CellId/0x80d7cb6c00000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",8,"[5.27073 SquareKilometer]",5.27073,341.66,301.14,"n",12.68,"2023-02-10,2023-02-11,2023-02-12","{'type': 'MultiPolygon', 'coordinates': [(((-114.90422082333554, 32.287028613932726), (-114.90422082333554, 32.20198930823536), (-114.99914638140322, 32.182076294930475), (-115.09404500241959, 32.16208932703202), (-115.09404500241959, 32.24707198896053), (-114.99914638140322, 32.26708735189506), (-114.99914638140322, 32.35203367788002), (-114.90422082333554, 32.37200299165679), (-114.90422082333554, 32.287028613932726)),), (((-114.80926906488743, 32.47683458066355), (-114.80926906488743, 32.39189787714385), (-114.90422082333554, 32.37200299165679), (-114.90422082333554, 32.45691198535573), (-114.80926906488743, 32.47683458066355)),)]}" +"fireEvent/2023-03-25_0x8084c10000000000","FireEvent","FireEvent at LatLong(38.80681:-121.96437) on 2023-03-25","2023-03-25","2023-03-27","P3D",3,2,"[LatLong 38.80681 -121.96437]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084c06c00000000,dcid:s2CellId/0x8084c10000000000,dcid:s2CellId/0x8084c25400000000,dcid:s2CellId/0x8084c30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.06751 SquareKilometer]",2.06751,326.05,293.34,"n",5.44,"2023-03-25,2023-03-27","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.81227184229434), (-121.90179543138471, 38.83999267404077), (-121.90179543138471, 38.764602101272494), (-121.90179543138471, 38.68912724158433), (-121.99280779590266, 38.66143874752344), (-121.99280779590266, 38.73689733332498), (-121.99280779590266, 38.81227184229434)),)}" +"fireEvent/2023-01-22_0x80cf430000000000","FireEvent","FireEvent at LatLong(35.53371:-115.45559) on 2023-01-22","2023-01-22","2023-01-22","P1D",1,1,"[LatLong 35.53371 -115.45559]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80cf42c400000000,dcid:s2CellId/0x80cf430000000000,dcid:s2CellId/0x80cf5cbc00000000,dcid:s2CellId/0x80cf5d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.44 SquareKilometer]",2.44,346.66,281.4,"n",5.03,"2023-01-22","{'type': 'Polygon', 'coordinates': (((-115.3785719022423, 35.60733295233472), (-115.3785719022423, 35.52540546365499), (-115.47335544292073, 35.50409953767375), (-115.5681083893613, 35.482715048732345), (-115.5681083893613, 35.56460070429775), (-115.47335544292073, 35.58600617105782), (-115.3785719022423, 35.60733295233472)),)}" +"fireEvent/2023-01-28_0x80c3130000000000","FireEvent","FireEvent at LatLong(34.49466:-117.61415) on 2023-01-28","2023-01-28","2023-01-28","P1D",1,1,"[LatLong 34.49466 -117.61415]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80c3126c00000000,dcid:s2CellId/0x80c312b400000000,dcid:s2CellId/0x80c3130000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.44911 SquareKilometer]",2.44911,321.27,273.97,"n",2.81,"2023-01-28","{'type': 'Polygon', 'coordinates': (((-117.64348435403741, 34.502850247756115), (-117.64348435403741, 34.42093763167103), (-117.54958462854715, 34.4438279801098), (-117.54958462854715, 34.525765807815226), (-117.64348435403741, 34.502850247756115)),)}" +"fireEvent/2023-01-31_0x80d13f0000000000","FireEvent","FireEvent at LatLong(33.64814:-114.63710) on 2023-01-31","2023-01-31","2023-02-02","P3D",3,2,"[LatLong 33.64814 -114.63710]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06065,dcid:northamerica,dcid:s2CellId/0x80d13c3400000000,dcid:s2CellId/0x80d13d0000000000,dcid:s2CellId/0x80d13e5400000000,dcid:s2CellId/0x80d13f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.56762 SquareKilometer]",2.56762,342.18,295.34,"n",6.63,"2023-01-31,2023-02-02","{'type': 'Polygon', 'coordinates': (((-114.52426397902158, 33.71922177939378), (-114.52426397902158, 33.635175624754545), (-114.61928990191176, 33.615140915382845), (-114.71429184441094, 33.59502928061842), (-114.71429184441097, 33.67902618540428), (-114.61928990191176, 33.69916251294337), (-114.52426397902158, 33.71922177939378)),)}" +"fireEvent/2023-02-10_0x80c3570000000000","FireEvent","FireEvent at LatLong(34.23570:-117.22058) on 2023-02-10","2023-02-10","2023-02-10","P1D",1,1,"[LatLong 34.23570 -117.22058]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80c3570000000000,dcid:s2CellId/0x80c3576c00000000,dcid:s2CellId/0x80c3577400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.47226 SquareKilometer]",2.47226,333.96,286.31,"n",4.91,"2023-02-10","{'type': 'Polygon', 'coordinates': (((-117.26761160397515, 34.26558118262346), (-117.26761160397515, 34.18327624878457), (-117.17353159273283, 34.20577201206521), (-117.17353159273283, 34.28810246007675), (-117.26761160397515, 34.26558118262346)),)}" +"fireEvent/2023-02-20_0x54d3e30000000000","FireEvent","FireEvent at LatLong(40.93394:-123.88475) on 2023-02-20","2023-02-20","2023-02-20","P1D",1,1,"[LatLong 40.93394 -123.88475]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06023,dcid:northamerica,dcid:s2CellId/0x54d15e3400000000,dcid:s2CellId/0x54d15e4c00000000,dcid:s2CellId/0x54d15f0000000000,dcid:s2CellId/0x54d15fb400000000,dcid:s2CellId/0x54d3e10000000000,dcid:s2CellId/0x54d3e1f400000000,dcid:s2CellId/0x54d3e1fc00000000,dcid:s2CellId/0x54d3e21c00000000,dcid:s2CellId/0x54d3e30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[6.10311 SquareKilometer]",6.10311,343.04,294.93,"n",46.97,"2023-02-20","{'type': 'Polygon', 'coordinates': (((-124.01120455766761, 40.849147421528926), (-123.91946070957886, 40.87972665089066), (-123.99050231911558, 40.93193999734144), (-123.8985725188299, 40.962569950683395), (-123.8276237504466, 40.91023590743991), (-123.7568661838358, 40.85791688622407), (-123.84860998990712, 40.827527949546344), (-123.94026150527637, 40.79706911642794), (-124.01120455766761, 40.849147421528926)),)}" +"fireEvent/2023-02-08_0x8083590000000000","FireEvent","FireEvent at LatLong(39.27349:-121.63401) on 2023-02-08","2023-02-08","2023-02-10","P3D",3,3,"[LatLong 39.27349 -121.63401]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06101,dcid:geoId/06115,dcid:northamerica,dcid:s2CellId/0x808354cc00000000,dcid:s2CellId/0x8083550000000000,dcid:s2CellId/0x8083590000000000,dcid:s2CellId/0x8083591c00000000,dcid:s2CellId/0x8084a90000000000,dcid:s2CellId/0x8084a99400000000,dcid:s2CellId/0x8084aaa400000000,dcid:s2CellId/0x8084ab0000000000,dcid:s2CellId/0x8084af0000000000,dcid:s2CellId/0x8084afdc00000000,dcid:s2CellId/0x8084b30000000000,dcid:s2CellId/0x8084b39c00000000,dcid:s2CellId/0x809b510000000000,dcid:s2CellId/0x809b515400000000,dcid:s2CellId/0x809b540400000000,dcid:s2CellId/0x809b550000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",16,"[8.21246 SquareKilometer]",8.21246,340.24,293.12,"n",20.04,"2023-02-08,2023-02-09,2023-02-10","{'type': 'MultiPolygon', 'coordinates': [(((-121.81070794913828, 39.16842067392795), (-121.90179543138471, 39.14070749598967), (-121.90179543138471, 39.21567320309416), (-121.81070794913828, 39.2434012936763), (-121.81070794913828, 39.16842067392795)),), (((-121.81070794913828, 39.09335442361682), (-121.81070794913828, 39.16842067392795), (-121.71954589932093, 39.19606374838049), (-121.71954589932093, 39.27105917309169), (-121.62830983522124, 39.29864655751711), (-121.62830983522124, 39.22363643515711), (-121.53700031324804, 39.25113845152714), (-121.53700031324804, 39.1760274894232), (-121.62830983522124, 39.148540269420884), (-121.71954589932093, 39.12098248645304), (-121.71954589932093, 39.045815609296426), (-121.81070794913828, 39.018202765231806), (-121.81070794913828, 39.09335442361682)),), (((-121.62830983522124, 38.99809069591985), (-121.71954589932093, 38.970563341057584), (-121.71954589932093, 39.045815609296426), (-121.62830983522124, 39.07335828179249), (-121.62830983522124, 38.99809069591985)),), (((-121.53700031324804, 39.1760274894232), (-121.44561789291927, 39.203443864834576), (-121.44561789291927, 39.12823197970606), (-121.53700031324804, 39.10083049925948), (-121.53700031324804, 39.1760274894232)),)]}" +"fireEvent/2023-01-06_0x80cf5d0000000000","FireEvent","FireEvent at LatLong(35.55573:-115.42597) on 2023-01-06","2023-01-06","2023-01-06","P1D",1,1,"[LatLong 35.55573 -115.42597]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80cf430000000000,dcid:s2CellId/0x80cf432c00000000,dcid:s2CellId/0x80cf5cac00000000,dcid:s2CellId/0x80cf5d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.43909 SquareKilometer]",2.43909,343.4,283.86,"n",3.87,"2023-01-06","{'type': 'Polygon', 'coordinates': (((-115.5681083893613, 35.482715048732345), (-115.5681083893613, 35.56460070429775), (-115.47335544292073, 35.58600617105782), (-115.3785719022423, 35.60733295233472), (-115.3785719022423, 35.52540546365499), (-115.47335544292073, 35.50409953767375), (-115.5681083893613, 35.482715048732345)),)}" +"fireEvent/2023-01-02_0x80d7af0000000000","FireEvent","FireEvent at LatLong(32.44097:-115.00508) on 2023-01-02","2023-01-02","2023-01-02","P1D",1,1,"[LatLong 32.44097 -115.00508]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7ae0400000000,dcid:s2CellId/0x80d7ae1c00000000,dcid:s2CellId/0x80d7af0000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",3,"[2.62574 SquareKilometer]",2.62574,345.79,300.55,"n",33.0,"2023-01-02","{'type': 'Polygon', 'coordinates': (((-115.09404500241959, 32.50163095253783), (-115.09404500241959, 32.416843256562224), (-114.99914638140322, 32.43691481682768), (-114.99914638140322, 32.52173031511323), (-115.09404500241959, 32.50163095253783)),)}" +"fireEvent/2023-02-15_0x8092db0000000000","FireEvent","FireEvent at LatLong(35.89531:-121.03351) on 2023-02-15","2023-02-15","2023-02-15","P1D",1,1,"[LatLong 35.89531 -121.03351]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06053,dcid:northamerica,dcid:s2CellId/0x8092db0000000000,dcid:s2CellId/0x8092dbec00000000,dcid:s2CellId/0x8092dbf400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.26338 SquareKilometer]",2.26338,333.02,292.38,"n",3.38,"2023-02-15","{'type': 'Polygon', 'coordinates': (((-121.07937052658627, 35.92160807483137), (-121.07937052658627, 35.842757347952094), (-120.98763211526173, 35.8689609102411), (-120.98763211526173, 35.947835377412154), (-121.07937052658627, 35.92160807483137)),)}" +"fireEvent/2023-02-14_0x8094a50000000000","FireEvent","FireEvent at LatLong(36.19279:-120.02608) on 2023-02-14","2023-02-14","2023-02-14","P1D",1,1,"[LatLong 36.19279 -120.02608]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094a45c00000000,dcid:s2CellId/0x8094a50000000000,dcid:s2CellId/0x8094af0000000000,dcid:s2CellId/0x8094af3400000000,dcid:s2CellId/0x8094b27400000000,dcid:s2CellId/0x8094b30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.42808 SquareKilometer]",3.42808,335.21,293.78,"n",5.68,"2023-02-14","{'type': 'MultiPolygon', 'coordinates': [(((-120.06652363285929, 36.20635508236253), (-119.97405342347365, 36.23182560661413), (-119.97405342347365, 36.15269831052497), (-119.97405342347365, 36.07349347026282), (-120.06652363285929, 36.04806788044641), (-120.06652363285929, 36.12725014536185), (-120.06652363285929, 36.20635508236253)),), (((-119.881520291274, 36.0988488632732), (-119.881520291274, 36.01954412977965), (-119.97405342347365, 35.99421140364652), (-119.97405342347365, 36.07349347026282), (-119.881520291274, 36.0988488632732)),)]}" +"fireEvent/2023-02-12_0x80921d0000000000","FireEvent","FireEvent at LatLong(36.79488:-121.35988) on 2023-02-12","2023-02-12","2023-02-12","P1D",1,1,"[LatLong 36.79488 -121.35988]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06069,dcid:northamerica,dcid:s2CellId/0x80921c1c00000000,dcid:s2CellId/0x80921c2400000000,dcid:s2CellId/0x80921d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.20223 SquareKilometer]",2.20223,340.59,291.48,"n",9.06,"2023-02-12","{'type': 'Polygon', 'coordinates': (((-121.44561789291927, 36.83295988739003), (-121.44561789291927, 36.75519608151651), (-121.35416313685073, 36.78196379162144), (-121.35416313685073, 36.85974897343489), (-121.44561789291927, 36.83295988739003)),)}" +"fireEvent/2023-03-08_0x8084c50000000000","FireEvent","FireEvent at LatLong(38.71304:-121.94731) on 2023-03-08","2023-03-08","2023-03-08","P1D",1,1,"[LatLong 38.71304 -121.94731]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084c30000000000,dcid:s2CellId/0x8084c37c00000000,dcid:s2CellId/0x8084c48400000000,dcid:s2CellId/0x8084c50000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.07172 SquareKilometer]",2.07172,327.93,290.03,"n",5.75,"2023-03-08","{'type': 'Polygon', 'coordinates': (((-121.81070794913828, 38.792237598880945), (-121.81070794913828, 38.71674657625675), (-121.90179543138471, 38.68912724158433), (-121.99280779590266, 38.66143874752344), (-121.99280779590266, 38.73689733332498), (-121.90179543138471, 38.764602101272494), (-121.81070794913828, 38.792237598880945)),)}" +"fireEvent/2023-01-29_0x54d4790000000000","FireEvent","FireEvent at LatLong(40.49879:-123.77534) on 2023-01-29","2023-01-29","2023-01-31","P3D",3,2,"[LatLong 40.49879 -123.77534]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06023,dcid:northamerica,dcid:s2CellId/0x54d3883c00000000,dcid:s2CellId/0x54d3890000000000,dcid:s2CellId/0x54d4790000000000,dcid:s2CellId/0x54d4799400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.00192 SquareKilometer]",2.00192,332.71,281.19,"n",4.41,"2023-01-29,2023-01-31","{'type': 'MultiPolygon', 'coordinates': [(((-123.70049822514551, 40.42522833582968), (-123.79132396242879, 40.39527764865095), (-123.86141054001804, 40.44690605911238), (-123.77049305755222, 40.47697512444182), (-123.70049822514551, 40.42522833582968)),), (((-123.84067520047952, 40.528738100451406), (-123.7495757059824, 40.558857301706794), (-123.67948580703302, 40.50697565055471), (-123.77049305755222, 40.47697512444182), (-123.84067520047952, 40.528738100451406)),)]}" +"fireEvent/2023-01-23_0x80d7a30000000000","FireEvent","FireEvent at LatLong(32.42898:-115.23634) on 2023-01-23","2023-01-23","2023-01-24","P2D",2,2,"[LatLong 32.42898 -115.23634]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7a30000000000,dcid:s2CellId/0x80d7a32c00000000,dcid:s2CellId/0x80d7a61c00000000,dcid:s2CellId/0x80d7a70000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",4,"[2.6215 SquareKilometer]",2.6215,325.92,278.0,"n",2.75,"2023-01-23,2023-01-24","{'type': 'MultiPolygon', 'coordinates': [(((-115.18891595142229, 32.396697488156796), (-115.28375849518459, 32.376477697313184), (-115.28375849518459, 32.46120935428951), (-115.18891595142229, 32.48145723709342), (-115.18891595142229, 32.396697488156796)),), (((-115.18891595142229, 32.5661512898709), (-115.09404500241959, 32.58635275421574), (-115.09404500241959, 32.50163095253783), (-115.18891595142229, 32.48145723709342), (-115.18891595142229, 32.5661512898709)),)]}" +"fireEvent/2023-02-15_0x8084190000000000","FireEvent","FireEvent at LatLong(38.55466:-122.94377) on 2023-02-15","2023-02-15","2023-02-15","P1D",1,1,"[LatLong 38.55466 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-121.39990]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090090000000000,dcid:s2CellId/0x809009f400000000,dcid:s2CellId/0x809aa0e400000000,dcid:s2CellId/0x809aa10000000000,dcid:s2CellId/0x809aa12400000000,dcid:s2CellId/0x809aa22c00000000,dcid:s2CellId/0x809aa30000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.18813 SquareKilometer]",3.18813,332.26,295.34,"n",5.05,"2023-02-13,2023-02-14,2023-02-15","{'type': 'MultiPolygon', 'coordinates': [(((-121.35416313685073, 38.016945946005436), (-121.44561789291927, 37.989862251655644), (-121.44561789291927, 38.06633970127007), (-121.35416313685073, 38.09344131890122), (-121.35416313685073, 38.016945946005436)),), (((-121.35416313685073, 38.24618318229601), (-121.26263661074441, 38.273250034494005), (-121.26263661074441, 38.196903281604015), (-121.26263661074441, 38.12047318795499), (-121.35416313685073, 38.09344131890122), (-121.35416313685073, 38.169853815308585), (-121.35416313685073, 38.24618318229601)),)]}" +"fireEvent/2023-03-26_0x809aad0000000000","FireEvent","FireEvent at LatLong(38.14008:-121.58266) on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 38.14008 -121.58266]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06067,dcid:northamerica,dcid:s2CellId/0x809aad0000000000,dcid:s2CellId/0x809aad9c00000000,dcid:s2CellId/0x809ab10000000000,dcid:s2CellId/0x809ab16400000000,dcid:s2CellId/0x809ab17c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.17023 SquareKilometer]",3.17023,339.33,296.01,"n",4.24,"2023-03-26,2023-03-27","{'type': 'MultiPolygon', 'coordinates': [(((-121.53700031324804, 38.11554557922101), (-121.62830983522124, 38.08828737798534), (-121.62830983522124, 38.164563906252226), (-121.53700031324804, 38.1918398342251), (-121.53700031324804, 38.11554557922101)),), (((-121.53700031324804, 38.26805113233758), (-121.44561789291927, 38.295275053513606), (-121.44561789291927, 38.21904635446754), (-121.53700031324804, 38.1918398342251), (-121.53700031324804, 38.26805113233758)),)]}" +"fireEvent/2023-03-07_0x80a27b0000000000","FireEvent","FireEvent at LatLong(39.61225:-118.55062) on 2023-03-07","2023-03-07","2023-03-08","P2D",2,2,"[LatLong 39.61225 -118.55062]","dcid:Earth,dcid:country/USA,dcid:geoId/32,dcid:geoId/32001,dcid:northamerica,dcid:s2CellId/0x80a27a4c00000000,dcid:s2CellId/0x80a27a5400000000,dcid:s2CellId/0x80a27abc00000000,dcid:s2CellId/0x80a27aec00000000,dcid:s2CellId/0x80a27af400000000,dcid:s2CellId/0x80a27afc00000000,dcid:s2CellId/0x80a27b0000000000,dcid:s2CellId/0x80a27b2400000000,dcid:s2CellId/0x80a27b3400000000,dcid:s2CellId/0x80a27b3c00000000,dcid:s2CellId/0x80a27bac00000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",11,"[7.40379 SquareKilometer]",7.40379,352.23,283.64,"n",17.63,"2023-03-07,2023-03-08","{'type': 'Polygon', 'coordinates': (((-118.57979810860881, 39.63771777073999), (-118.57979810860881, 39.56163680447531), (-118.4863962961138, 39.5865742114197), (-118.4863962961138, 39.66266778628226), (-118.57979810860881, 39.63771777073999)),)}" +"fireEvent/2023-02-03_0x80e8350000000000","FireEvent","FireEvent at LatLong(34.26672:-118.97033) on 2023-02-03","2023-02-03","2023-02-03","P1D",1,1,"[LatLong 34.26672 -118.97033]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06111,dcid:northamerica,dcid:s2CellId/0x80e8341400000000,dcid:s2CellId/0x80e8350000000000,dcid:s2CellId/0x80e9cd0000000000,dcid:s2CellId/0x80e9cd0400000000,dcid:s2CellId/0x80e9cd1c00000000,dcid:s2CellId/0x80e9cd7c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[4.83745 SquareKilometer]",4.83745,339.7,295.52,"n",5.02,"2023-02-03","{'type': 'MultiPolygon', 'coordinates': [(((-118.95286453849957, 34.25595085868918), (-119.04599270243568, 34.23193851002654), (-119.04599270243568, 34.31331655905895), (-118.95286453849957, 34.337355700566725), (-118.95286453849957, 34.25595085868918)),), (((-118.95286453849957, 34.41868959827641), 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(-120.25127284433846, 36.8632307113465), (-120.25127284433846, 36.784876873442236), (-120.25127284433846, 36.706443376822236), (-120.34355063422758, 36.680610078824635), (-120.3435506342276, 36.75902257287933), (-120.34355063422758, 36.83735562297489)),)}" +"fireEvent/2023-02-15_0x80845b0000000000","FireEvent","FireEvent at LatLong(38.51748:-122.58252) on 2023-02-15","2023-02-15","2023-02-17","P3D",3,2,"[LatLong 38.51748 -122.58252]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06055,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8084450000000000,dcid:s2CellId/0x8084454c00000000,dcid:s2CellId/0x8084570000000000,dcid:s2CellId/0x8084572400000000,dcid:s2CellId/0x80845b0000000000,dcid:s2CellId/0x80845b5400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",6,"[3.09508 SquareKilometer]",3.09508,336.42,291.53,"n",3.5,"2023-02-15,2023-02-17","{'type': 'MultiPolygon', 'coordinates': [(((-122.44672381753844, 38.59734459614429), 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-114.85675]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d6330000000000,dcid:s2CellId/0x80d6337400000000,dcid:s2CellId/0x80d6337c00000000,dcid:s2CellId/0x80d6338c00000000,dcid:s2CellId/0x80d6339400000000,dcid:s2CellId/0x80d633ec00000000,dcid:s2CellId/0x80d633f400000000,dcid:s2CellId/0x80d6343c00000000,dcid:s2CellId/0x80d6344400000000,dcid:s2CellId/0x80d634e400000000,dcid:s2CellId/0x80d6350000000000,dcid:s2CellId/0x80d6351c00000000,dcid:s2CellId/0x80d7b4d400000000,dcid:s2CellId/0x80d7b50000000000,dcid:s2CellId/0x80d7b6cc00000000,dcid:s2CellId/0x80d7b6d400000000,dcid:s2CellId/0x80d7b70000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",17,"[11.87124 SquareKilometer]",11.87124,367.0,344.76,"n",83.76,"2023-01-01,2023-01-02,2023-01-03,2023-01-05","{'type': 'MultiPolygon', 'coordinates': [(((-114.99914638140322, 32.26708735189506), (-115.09404500241959, 32.24707198896053), (-115.09404500241959, 32.33199011749119), (-114.99914638140322, 32.35203367788002), 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(((-121.1710388833767, 39.66023770903055), (-121.1710388833767, 39.58541818705814), (-121.26263661074441, 39.55815975879043), (-121.35416313685073, 39.53082922928807), (-121.35416313685073, 39.60562152971405), (-121.26263661074441, 39.63296572194452), (-121.1710388833767, 39.66023770903055)),)}" +"fireEvent/2023-02-02_0x80d7b90000000000","FireEvent","FireEvent at LatLong(32.26175:-115.09998) on 2023-02-02","2023-02-02","2023-02-04","P3D",3,2,"[LatLong 32.26175 -115.09998]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7b81c00000000,dcid:s2CellId/0x80d7b90000000000,dcid:s2CellId/0x80d7c0c400000000,dcid:s2CellId/0x80d7c10000000000,dcid:s2CellId/0x80d7c30000000000,dcid:s2CellId/0x80d7c35400000000,dcid:s2CellId/0x80d7c4ac00000000,dcid:s2CellId/0x80d7c50000000000,dcid:s2CellId/0x80d7db0000000000,dcid:s2CellId/0x80d7db5400000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",10,"[6.59638 SquareKilometer]",6.59638,342.82,306.64,"n",19.32,"2023-02-02,2023-02-04","{'type': 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-120.76373]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06047,dcid:northamerica,dcid:s2CellId/0x80910cd400000000,dcid:s2CellId/0x80910d0000000000,dcid:s2CellId/0x809172d400000000,dcid:s2CellId/0x8091730000000000,dcid:s2CellId/0x8091732c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.28597 SquareKilometer]",3.28597,342.93,272.11,"n",2.82,"2023-03-25","{'type': 'Polygon', 'coordinates': (((-120.7120023484522, 37.27866927107142), (-120.80394744373855, 37.25230091111856), (-120.80394744373858, 37.32989077427852), (-120.80394744373858, 37.40739967641065), (-120.7120023484522, 37.43380716167879), (-120.7120023484522, 37.35627880381976), (-120.7120023484522, 37.27866927107142)),)}" +"fireEvent/2023-02-13_0x8090570000000000","FireEvent","FireEvent at LatLong(37.57910:-121.06217) on 2023-02-13","2023-02-13","2023-02-15","P3D",3,2,"[LatLong 37.57910 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-118.95869]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06111,dcid:northamerica,dcid:s2CellId/0x80e8347400000000,dcid:s2CellId/0x80e8350000000000,dcid:s2CellId/0x80e9cb0000000000,dcid:s2CellId/0x80e9cbf400000000,dcid:s2CellId/0x80e9cd0000000000,dcid:s2CellId/0x80e9cd7400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.6269 SquareKilometer]",3.6269,345.92,302.76,"n",11.0,"2023-02-08","{'type': 'Polygon', 'coordinates': (((-119.04599270243568, 34.23193851002654), (-119.04599270243568, 34.31331655905895), (-119.04599270243568, 34.39462388102809), (-118.95286453849957, 34.41868959827641), (-118.8596803520908, 34.44268533206974), (-118.85968035209078, 34.36132499295383), (-118.95286453849957, 34.337355700566725), (-118.95286453849957, 34.25595085868918), (-119.04599270243568, 34.23193851002654)),)}" +"fireEvent/2023-03-26_0x8084450000000000","FireEvent","FireEvent at LatLong(38.53222:-122.61079) on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 38.53222 -122.61079]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06097,dcid:northamerica,dcid:s2CellId/0x8084441400000000,dcid:s2CellId/0x8084450000000000,dcid:s2CellId/0x80844e8400000000,dcid:s2CellId/0x80844e9c00000000,dcid:s2CellId/0x80844f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",5,"[3.09657 SquareKilometer]",3.09657,338.76,292.62,"n",6.06,"2023-03-26,2023-03-27","{'type': 'Polygon', 'coordinates': (((-122.62774550019422, 38.541048824246204), (-122.5372740990185, 38.569230320025724), (-122.5372740990185, 38.49387172650253), (-122.5372740990185, 38.41843056369658), (-122.62774550019422, 38.39028340170879), (-122.62774550019422, 38.465707290702724), (-122.62774550019422, 38.541048824246204)),)}" +"fireEvent/2023-01-16_0x80eaf90000000000","FireEvent","FireEvent at LatLong(35.58413:-119.27856) on 2023-01-16","2023-01-16","2023-01-18","P3D",3,2,"[LatLong 35.58413 -119.27856]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80eaf90000000000,dcid:s2CellId/0x80eaf95c00000000,dcid:s2CellId/0x80eaff0000000000,dcid:s2CellId/0x80eaff3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.33749 SquareKilometer]",2.33749,332.85,278.88,"n",2.59,"2023-01-16,2023-01-18","{'type': 'Polygon', 'coordinates': (((-119.23207840138082, 35.63648603631758), (-119.23207840138082, 35.556406222206114), (-119.32503466239531, 35.53175350399878), (-119.41793235298398, 35.50702987289793), (-119.41793235298398, 35.58706253975614), (-119.32503466239531, 35.61180980810941), (-119.23207840138082, 35.63648603631758)),)}" +"fireEvent/2023-02-13_0x8090690000000000","FireEvent","FireEvent at LatLong(37.97433:-120.99337) on 2023-02-13","2023-02-13","2023-02-15","P3D",3,2,"[LatLong 37.97433 -120.99337]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090640400000000,dcid:s2CellId/0x8090650000000000,dcid:s2CellId/0x8090662400000000,dcid:s2CellId/0x809066a400000000,dcid:s2CellId/0x809066ac00000000,dcid:s2CellId/0x8090670000000000,dcid:s2CellId/0x8090689c00000000,dcid:s2CellId/0x8090690000000000,dcid:s2CellId/0x8090703c00000000,dcid:s2CellId/0x8090705400000000,dcid:s2CellId/0x8090710000000000,dcid:s2CellId/0x8090715c00000000,dcid:s2CellId/0x8090716400000000,dcid:s2CellId/0x8090724400000000,dcid:s2CellId/0x8090730000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",15,"[10.70761 SquareKilometer]",10.70761,343.64,296.25,"n",5.98,"2023-02-13,2023-02-15","{'type': 'MultiPolygon', 'coordinates': [(((-121.07937052658627, 37.94443166315593), (-121.07937052658627, 38.021146378682644), (-120.98763211526173, 38.047932166418306), (-120.98763211526173, 37.97119956073253), (-120.98763211526173, 37.89438400124386), (-121.07937052658627, 37.86763420544945), (-121.1710388833767, 37.840814274426336), (-121.1710388833767, 37.917593515599634), (-121.07937052658627, 37.94443166315593)),), (((-121.07937052658627, 38.097778093730795), (-121.07937052658627, 38.021146378682644), (-121.1710388833767, 37.994290226708266), (-121.26263661074441, 37.967363990551995), (-121.26263661074441, 38.043960006034105), (-121.1710388833767, 38.07090414902015), (-121.07937052658627, 38.097778093730795)),)]}" +"fireEvent/2023-02-13_0x809a150000000000","FireEvent","FireEvent at LatLong(38.59868:-120.52215) on 2023-02-13","2023-02-13","2023-02-15","P3D",3,2,"[LatLong 38.59868 -120.52215]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06017,dcid:northamerica,dcid:s2CellId/0x809a14d400000000,dcid:s2CellId/0x809a14dc00000000,dcid:s2CellId/0x809a150000000000,dcid:s2CellId/0x809a152400000000,dcid:s2CellId/0x809a154400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[2.123 SquareKilometer]",2.123,334.54,295.88,"n",22.5,"2023-02-13,2023-02-15","{'type': 'Polygon', 'coordinates': (((-120.52790957361556, 38.63993981922657), (-120.52790957361556, 38.56362878155043), (-120.43576307692442, 38.590069533051576), (-120.43576307692442, 38.66639654013268), (-120.52790957361556, 38.63993981922657)),)}" +"fireEvent/2023-02-09_0x54d16f0000000000","FireEvent","FireEvent at LatLong(41.10441:-123.91554) on 2023-02-09","2023-02-09","2023-02-09","P1D",1,1,"[LatLong 41.10441 -123.91554]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06023,dcid:northamerica,dcid:s2CellId/0x54d16e9c00000000,dcid:s2CellId/0x54d16eb400000000,dcid:s2CellId/0x54d16f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.04884 SquareKilometer]",2.04884,350.67,291.65,"n",26.16,"2023-02-09","{'type': 'Polygon', 'coordinates': (((-123.85653166253309, 41.12881430645295), (-123.94883585367289, 41.098083231954774), (-123.8775963618726, 41.045599131818285), (-123.78538604060175, 41.07620890851114), (-123.85653166253309, 41.12881430645295)),)}" +"fireEvent/2023-02-14_0x80ea570000000000","FireEvent","FireEvent at LatLong(35.50403:-119.27856) on 2023-02-14","2023-02-14","2023-02-14","P1D",1,1,"[LatLong 35.50403 -119.27856]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80ea570000000000,dcid:s2CellId/0x80ea577400000000,dcid:s2CellId/0x80eafaec00000000,dcid:s2CellId/0x80eafb0000000000,dcid:s2CellId/0x80eafd0000000000,dcid:s2CellId/0x80eafd0400000000,dcid:s2CellId/0x80eaff0000000000,dcid:s2CellId/0x80eaff2400000000,dcid:s2CellId/0x80eaff2c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[5.84321 SquareKilometer]",5.84321,340.56,292.86,"n",8.12,"2023-02-14","{'type': 'MultiPolygon', 'coordinates': [(((-119.23207840138082, 35.47625041156115), (-119.32503466239531, 35.45162141848549), (-119.32503466239531, 35.53175350399878), (-119.23207840138082, 35.556406222206114), (-119.23207840138082, 35.47625041156115)),), (((-119.23207840138082, 35.63648603631758), (-119.32503466239531, 35.61180980810941), (-119.32503466239531, 35.53175350399878), (-119.41793235298398, 35.50702987289793), (-119.41793235298398, 35.58706253975614), (-119.41793235298401, 35.66701930371646), (-119.32503466239531, 35.69178999395241), (-119.23207840138082, 35.716489517297106), (-119.23207840138082, 35.63648603631758)),)]}" +"fireEvent/2023-02-10_0x8096d90000000000","FireEvent","FireEvent at LatLong(37.82341:-120.02030) on 2023-02-10","2023-02-10","2023-02-13","P4D",4,3,"[LatLong 37.82341 -120.02030]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06109,dcid:northamerica,dcid:s2CellId/0x8096d70000000000,dcid:s2CellId/0x8096d70c00000000,dcid:s2CellId/0x8096d71400000000,dcid:s2CellId/0x8096d76400000000,dcid:s2CellId/0x8096d76c00000000,dcid:s2CellId/0x8096d77400000000,dcid:s2CellId/0x8096d8e400000000,dcid:s2CellId/0x8096d8fc00000000,dcid:s2CellId/0x8096d90000000000,dcid:s2CellId/0x8096d90c00000000,dcid:s2CellId/0x8096d91400000000,dcid:s2CellId/0x8096d91c00000000,dcid:s2CellId/0x8096d9b400000000,dcid:s2CellId/0x8096d9bc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",14,"[10.93174 SquareKilometer]",10.93174,352.33,295.8,"n",30.2,"2023-02-10,2023-02-12,2023-02-13","{'type': 'Polygon', 'coordinates': (((-119.881520291274, 37.90086572453295), (-119.881520291274, 37.823418373939894), (-119.97405342347365, 37.79761838238845), (-120.06652363285929, 37.771745570591364), (-120.06652363285929, 37.84915723847933), (-119.97405342347365, 37.87504794829335), (-119.881520291274, 37.90086572453295)),)}" +"fireEvent/2023-02-02_0x54cd7f0000000000","FireEvent","FireEvent at LatLong(40.81295:-122.12326) on 2023-02-02","2023-02-02","2023-02-02","P1D",1,1,"[LatLong 40.81295 -122.12326]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06089,dcid:northamerica,dcid:s2CellId/0x54cd7e2c00000000,dcid:s2CellId/0x54cd7f0000000000,dcid:s2CellId/0x54d2802c00000000,dcid:s2CellId/0x54d2810000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.0118 SquareKilometer]",2.0118,316.46,277.42,"n",1.97,"2023-02-02","{'type': 'Polygon', 'coordinates': (((-122.07514833257954, 40.869937113625745), (-122.00721741257856, 40.81623815916073), (-122.09927338341384, 40.78772605476484), (-122.19125045849158, 40.75914079007819), (-122.25939215890025, 40.81260767001019), (-122.1673100903644, 40.84130903005775), (-122.07514833257954, 40.869937113625745)),)}" +"fireEvent/2023-01-06_0x809cfd0000000000","FireEvent","FireEvent at LatLong(39.96225:-121.03351) on 2023-01-06","2023-01-06","2023-01-06","P1D",1,1,"[LatLong 39.96225 -121.03351]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06063,dcid:northamerica,dcid:s2CellId/0x809cfd0000000000,dcid:s2CellId/0x809cfdc400000000,dcid:s2CellId/0x809cfdec00000000,dcid:s2CellId/0x809cfe7400000000,dcid:s2CellId/0x809cff0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.03453 SquareKilometer]",3.03453,328.71,275.78,"n",10.18,"2023-01-06","{'type': 'Polygon', 'coordinates': (((-121.07937052658627, 39.91140659033674), (-121.07937052658627, 39.98588584374218), (-120.98763211526173, 40.013064009667254), (-120.89582422732902, 40.04016874842176), (-120.89582422732902, 39.96566448927563), (-120.98763211526173, 39.93857220307052), (-121.07937052658627, 39.91140659033674)),)}" +"fireEvent/2023-02-08_0x80848f0000000000","FireEvent","FireEvent at LatLong(38.93064:-122.22001) on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 38.93064 -122.22001]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084850000000000,dcid:s2CellId/0x8084858400000000,dcid:s2CellId/0x80848e4c00000000,dcid:s2CellId/0x80848f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.0522 SquareKilometer]",2.0522,334.11,295.76,"n",13.85,"2023-02-08,2023-02-09","{'type': 'Polygon', 'coordinates': (((-122.17460498684162, 38.83188135199408), (-122.26538872869685, 38.80393792806426), (-122.26538872869685, 38.87909599346539), (-122.26538872869685, 38.95416992095992), (-122.17460498684162, 38.9821450862104), (-122.17460498684162, 38.907055393086274), (-122.17460498684162, 38.83188135199408)),)}" +"fireEvent/2023-03-08_0x8094c90000000000","FireEvent","FireEvent at LatLong(36.17639:-119.74260) on 2023-03-08","2023-03-08","2023-03-08","P1D",1,1,"[LatLong 36.17639 -119.74260]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094c90000000000,dcid:s2CellId/0x8094c97400000000,dcid:s2CellId/0x8094c99c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.29198 SquareKilometer]",2.29198,337.34,278.61,"n",3.48,"2023-03-08","{'type': 'Polygon', 'coordinates': (((-119.78892484955995, 36.20338340883046), (-119.78892484955995, 36.12413379123651), (-119.69626771448172, 36.149347987538164), (-119.69626771448172, 36.228619807644506), (-119.78892484955995, 36.20338340883046)),)}" +"fireEvent/2023-03-18_0x80dd350000000000","FireEvent","FireEvent at LatLong(33.82611:-118.24681) on 2023-03-18","2023-03-18","2023-03-18","P1D",1,1,"[LatLong 33.82611 -118.24681]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80dd34fc00000000,dcid:s2CellId/0x80dd350000000000,dcid:s2CellId/0x80dd359c00000000,dcid:s2CellId/0x80dd4b0000000000,dcid:s2CellId/0x80dd4bac00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.70076 SquareKilometer]",3.70076,297.55,284.36,"n",0.7,"2023-03-18","{'type': 'Polygon', 'coordinates': (((-118.20587682407124, 33.8722154192009), (-118.20587682407124, 33.79003345093331), (-118.29943499572406, 33.76679933456592), (-118.39294170620582, 33.74349483462569), (-118.39294170620582, 33.82562180473932), (-118.29943499572406, 33.848953872494164), (-118.20587682407124, 33.8722154192009)),)}" +"fireEvent/2023-01-23_0x80e97f0000000000","FireEvent","FireEvent at LatLong(34.84521:-119.47016) on 2023-01-23","2023-01-23","2023-01-27","P5D",5,5,"[LatLong 34.84521 -119.47016]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06083,dcid:northamerica,dcid:s2CellId/0x80e97e2c00000000,dcid:s2CellId/0x80e97e3400000000,dcid:s2CellId/0x80e97e4c00000000,dcid:s2CellId/0x80e97f0000000000,dcid:s2CellId/0x80e97fa400000000,dcid:s2CellId/0x80e97fac00000000,dcid:s2CellId/0x80e97fb400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[2.37517 SquareKilometer]",2.37517,350.81,295.74,"n",9.94,"2023-01-23,2023-01-24,2023-01-25,2023-01-26,2023-01-27","{'type': 'Polygon', 'coordinates': (((-119.51077084299, 34.83948061816375), (-119.51077084299, 34.758805996121794), (-119.41793235298398, 34.783376641123795), (-119.41793235298398, 34.86407698186899), (-119.51077084299, 34.83948061816375)),)}" +"fireEvent/2023-01-04_0x80d65f0000000000","FireEvent","FireEvent at LatLong(32.61039:-114.60147) on 2023-01-04","2023-01-04","2023-01-04","P1D",1,1,"[LatLong 32.61039 -114.60147]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04027,dcid:northamerica,dcid:s2CellId/0x80d65ea400000000,dcid:s2CellId/0x80d65eac00000000,dcid:s2CellId/0x80d65f0000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",3,"[2.62533 SquareKilometer]",2.62533,347.6,299.35,"n",28.6,"2023-01-04","{'type': 'Polygon', 'coordinates': (((-114.61928990191176, 32.686238988626556), (-114.61928990191176, 32.601380600508776), (-114.52426397902158, 32.62110549021124), (-114.52426397902158, 32.705990765439765), (-114.61928990191176, 32.686238988626556)),)}" +"fireEvent/2023-01-25_0x80ec050000000000","FireEvent","FireEvent at LatLong(34.74818:-120.29742) on 2023-01-25","2023-01-25","2023-01-25","P1D",1,1,"[LatLong 34.74818 -120.29742]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06083,dcid:northamerica,dcid:s2CellId/0x80ec050000000000,dcid:s2CellId/0x80ec057c00000000,dcid:s2CellId/0x80ec0e8400000000,dcid:s2CellId/0x80ec0f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.34865 SquareKilometer]",2.34865,329.35,294.47,"n",2.69,"2023-01-25","{'type': 'Polygon', 'coordinates': (((-120.25127284433846, 34.72062891210619), (-120.3435506342276, 34.69539140251545), (-120.3435506342276, 34.7756870620793), (-120.3435506342276, 34.855911425114904), (-120.25127284433846, 34.881201654610386), (-120.25127284433846, 34.80095104252741), (-120.25127284433846, 34.72062891210619)),)}" +"fireEvent/2023-02-08_0x8094250000000000","FireEvent","FireEvent at LatLong(37.23862:-119.65571) on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 37.23862 -119.65571]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06039,dcid:northamerica,dcid:s2CellId/0x8094244c00000000,dcid:s2CellId/0x8094250000000000,dcid:s2CellId/0x80942ea400000000,dcid:s2CellId/0x80942eac00000000,dcid:s2CellId/0x80942eb400000000,dcid:s2CellId/0x80942f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.34742 SquareKilometer]",3.34742,346.83,294.81,"n",10.98,"2023-02-08,2023-02-09","{'type': 'Polygon', 'coordinates': (((-119.69626771448172, 37.173694542784204), (-119.69626771448172, 37.25192602751666), (-119.60354950502408, 37.27735895346938), (-119.51077084299, 37.302718937652955), (-119.51077084299, 37.22444893017269), (-119.60354950502408, 37.19910814898932), (-119.69626771448172, 37.173694542784204)),)}" +"fireEvent/2023-02-23_0x80eaf90000000000","FireEvent","FireEvent at LatLong(35.67612:-119.21464) on 2023-02-23","2023-02-23","2023-02-23","P1D",1,1,"[LatLong 35.67612 -119.21464]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80eaf08c00000000,dcid:s2CellId/0x80eaf10000000000,dcid:s2CellId/0x80eaf90000000000,dcid:s2CellId/0x80eaf9ac00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.33702 SquareKilometer]",2.33702,337.32,284.91,"n",8.92,"2023-02-23","{'type': 'MultiPolygon', 'coordinates': [(((-119.23207840138082, 35.556406222206114), (-119.32503466239531, 35.53175350399878), (-119.32503466239531, 35.61180980810941), (-119.23207840138082, 35.63648603631758), (-119.23207840138082, 35.556406222206114)),), (((-119.23207840138082, 35.716489517297106), (-119.13906420284766, 35.74111761532614), (-119.13906420284766, 35.66109096570328), (-119.23207840138082, 35.63648603631758), (-119.23207840138082, 35.716489517297106)),)]}" +"fireEvent/2023-02-09_0x80ead70000000000","FireEvent","FireEvent at LatLong(36.03832:-119.37149) on 2023-02-09","2023-02-09","2023-02-09","P1D",1,1,"[LatLong 36.03832 -119.37149]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06107,dcid:northamerica,dcid:s2CellId/0x80ead70000000000,dcid:s2CellId/0x80ead73400000000,dcid:s2CellId/0x80eb2aa400000000,dcid:s2CellId/0x80eb2aec00000000,dcid:s2CellId/0x80eb2b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.4589 SquareKilometer]",3.4589,339.15,294.32,"n",2.37,"2023-02-09","{'type': 'MultiPolygon', 'coordinates': [(((-119.32503466239531, 36.09053752380865), (-119.32503466239531, 36.01094289980543), (-119.41793235298398, 35.98608067023123), (-119.41793235298398, 36.065652945020474), (-119.32503466239531, 36.09053752380865)),), (((-119.51077084299, 36.040696832060384), (-119.51077084299, 36.12016897103913), (-119.41793235298398, 36.14514734350813), (-119.41793235298398, 36.065652945020474), (-119.51077084299, 36.040696832060384)),)]}" +"fireEvent/2023-01-23_0x8096d50000000000","FireEvent","FireEvent at LatLong(37.79749:-120.11273) on 2023-01-23","2023-01-23","2023-01-26","P4D",4,3,"[LatLong 37.79749 -120.11273]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06109,dcid:northamerica,dcid:s2CellId/0x8096d50000000000,dcid:s2CellId/0x8096d57c00000000,dcid:s2CellId/0x8096d59c00000000,dcid:s2CellId/0x80972a9c00000000,dcid:s2CellId/0x80972b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[2.18166 SquareKilometer]",2.18166,340.54,287.01,"n",3.78,"2023-01-23,2023-01-25,2023-01-26","{'type': 'Polygon', 'coordinates': (((-120.06652363285929, 37.771745570591364), (-120.15893030899788, 37.74580020187008), (-120.15893030899788, 37.8231938580761), (-120.15893030899788, 37.90050398235046), (-120.06652363285929, 37.926485165746335), (-120.06652363285929, 37.84915723847933), (-120.06652363285929, 37.771745570591364)),)}" +"fireEvent/2023-03-02_0x8084970000000000","FireEvent","FireEvent at LatLong(38.91128:-122.03829) on 2023-03-02","2023-03-02","2023-03-02","P1D",1,1,"[LatLong 38.91128 -122.03829]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084970000000000,dcid:s2CellId/0x8084978c00000000,dcid:s2CellId/0x8084983c00000000,dcid:s2CellId/0x8084990000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.05367 SquareKilometer]",2.05367,336.55,286.93,"n",2.33,"2023-03-02","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.88756204233199), (-122.08374449567626, 38.85975615372649), (-122.08374449567626, 38.93494605995725), (-122.08374449567627, 39.01005140863375), (-121.99280779590266, 39.0378885979975), (-121.99280779590266, 38.96276770349571), (-121.99280779590266, 38.88756204233199)),)}" +"fireEvent/2023-02-18_0x8092530000000000","FireEvent","FireEvent at LatLong(36.47183:-120.94174) on 2023-02-18","2023-02-18","2023-02-18","P1D",1,1,"[LatLong 36.47183 -120.94174]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06069,dcid:northamerica,dcid:s2CellId/0x8092530000000000,dcid:s2CellId/0x8092538400000000,dcid:s2CellId/0x8092538c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.23677 SquareKilometer]",2.23677,336.3,295.41,"n",3.79,"2023-02-18","{'type': 'Polygon', 'coordinates': (((-120.98763211526173, 36.49782625892822), (-120.98763211526173, 36.41948656533546), (-120.89582422732902, 36.445783528063096), (-120.89582422732902, 36.524145296812684), (-120.98763211526173, 36.49782625892822)),)}" +"fireEvent/2023-02-09_0x54b59b0000000000","FireEvent","FireEvent at LatLong(41.87104:-119.04195) on 2023-02-09","2023-02-09","2023-02-09","P1D",1,1,"[LatLong 41.87104 -119.04195]","dcid:Earth,dcid:country/USA,dcid:geoId/32,dcid:geoId/32013,dcid:northamerica,dcid:s2CellId/0x54b59b0000000000,dcid:s2CellId/0x54b59b8c00000000,dcid:s2CellId/0x54b59b9400000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",3,"[2.05106 SquareKilometer]",2.05106,352.49,291.49,"n",23.14,"2023-02-09","{'type': 'Polygon', 'coordinates': (((-119.0267373723986, 41.91291619013493), (-119.12151923305626, 41.88672088814777), (-119.05713115299496, 41.829201927316994), (-118.96248174499246, 41.85528577165443), (-119.0267373723986, 41.91291619013493)),)}" +"fireEvent/2023-02-24_0x8091550000000000","FireEvent","FireEvent at LatLong(37.24081:-120.24550) on 2023-02-24","2023-02-24","2023-02-24","P1D",1,1,"[LatLong 37.24081 -120.24550]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06047,dcid:northamerica,dcid:s2CellId/0x8091541c00000000,dcid:s2CellId/0x8091543c00000000,dcid:s2CellId/0x8091550000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.21318 SquareKilometer]",2.21318,303.07,275.74,"n",1.03,"2023-02-24","{'type': 'Polygon', 'coordinates': (((-120.25127284433846, 37.25379475261621), (-120.25127284433846, 37.17584359712822), (-120.15893030899788, 37.20172848568334), (-120.15893030899788, 37.279699242747455), (-120.25127284433846, 37.25379475261621)),)}" +"fireEvent/2023-02-13_0x80903f0000000000","FireEvent","FireEvent at LatLong(37.73247:-121.35988) on 2023-02-13","2023-02-13","2023-02-13","P1D",1,1,"[LatLong 37.73247 -121.35988]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x80903c2400000000,dcid:s2CellId/0x80903d0000000000,dcid:s2CellId/0x80903eac00000000,dcid:s2CellId/0x80903f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.1488 SquareKilometer]",2.1488,340.66,294.6,"n",4.78,"2023-02-13","{'type': 'Polygon', 'coordinates': (((-121.26263661074441, 37.81392448887689), (-121.26263661074441, 37.73708152324151), (-121.35416313685073, 37.710140825873815), (-121.44561789291927, 37.68313095604201), (-121.44561789291927, 37.75993648447068), (-121.35416313685073, 37.78696513099894), (-121.26263661074441, 37.81392448887689)),)}" +"fireEvent/2023-02-08_0x809aaf0000000000","FireEvent","FireEvent at LatLong(38.09097:-121.49132) on 2023-02-08","2023-02-08","2023-02-08","P1D",1,1,"[LatLong 38.09097 -121.49132]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x809aa90000000000,dcid:s2CellId/0x809aa9c400000000,dcid:s2CellId/0x809aaa5c00000000,dcid:s2CellId/0x809aab0000000000,dcid:s2CellId/0x809aaefc00000000,dcid:s2CellId/0x809aaf0000000000,dcid:s2CellId/0x809aaf0400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.2415 SquareKilometer]",4.2415,346.02,292.04,"n",6.56,"2023-02-08","{'type': 'Polygon', 'coordinates': (((-121.44561789291927, 38.21904635446754), (-121.44561789291927, 38.14273448666555), (-121.44561789291927, 38.06633970127007), (-121.53700031324804, 38.039168618933935), (-121.62830983522124, 38.01192835722662), (-121.62830983522124, 38.08828737798534), (-121.53700031324804, 38.11554557922101), (-121.53700031324804, 38.1918398342251), (-121.44561789291927, 38.21904635446754)),)}" +"fireEvent/2023-01-06_0x80d7630000000000","FireEvent","FireEvent at LatLong(32.68546:-115.61547) on 2023-01-06","2023-01-06","2023-01-06","P1D",1,1,"[LatLong 32.68546 -115.61547]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d7630000000000,dcid:s2CellId/0x80d763b400000000,dcid:s2CellId/0x80d763bc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.5982 SquareKilometer]",2.5982,355.3,307.38,"n",20.06,"2023-01-06","{'type': 'Polygon', 'coordinates': (((-115.66283001554785, 32.71729983340048), (-115.66283001554785, 32.63294346781638), (-115.5681083893613, 32.65357093757281), (-115.5681083893613, 32.737955172648526), (-115.66283001554785, 32.71729983340048)),)}" +"fireEvent/2023-01-09_0x80d6350000000000","FireEvent","FireEvent at LatLong(32.23974:-114.85081) on 2023-01-09","2023-01-09","2023-01-09","P1D",1,1,"[LatLong 32.23974 -114.85081]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d6345c00000000,dcid:s2CellId/0x80d6349c00000000,dcid:s2CellId/0x80d634f400000000,dcid:s2CellId/0x80d6350000000000",4,"[3.96009 SquareKilometer]",3.96009,339.27,313.93,"n",73.15,"2023-01-09","{'type': 'Polygon', 'coordinates': (((-114.90422082333554, 32.287028613932726), (-114.90422082333554, 32.20198930823536), (-114.80926906488743, 32.22182818489056), (-114.80926906488743, 32.306895593204814), (-114.90422082333554, 32.287028613932726)),)}" +"fireEvent/2023-03-25_0x80936f0000000000","FireEvent","FireEvent at LatLong(36.33966:-120.29742) on 2023-03-25","2023-03-25","2023-03-25","P1D",1,1,"[LatLong 36.33966 -120.29742]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8093650000000000,dcid:s2CellId/0x8093655400000000,dcid:s2CellId/0x80936f0000000000,dcid:s2CellId/0x80936ffc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.26092 SquareKilometer]",2.26092,338.76,290.16,"n",5.64,"2023-03-25","{'type': 'Polygon', 'coordinates': (((-120.43576307692442, 36.26157181199122), (-120.43576307692442, 36.340354799856954), (-120.34355063422758, 36.36617166395524), (-120.25127284433846, 36.391918797186285), (-120.25127284433846, 36.313091522676416), (-120.3435506342276, 36.28736647095043), (-120.43576307692442, 36.26157181199122)),)}" +"fireEvent/2023-03-17_0x80a0e90000000000","FireEvent","FireEvent at LatLong(41.13956:-117.59654) on 2023-03-17","2023-03-17","2023-03-17","P1D",1,1,"[LatLong 41.13956 -117.59654]","dcid:Earth,dcid:country/USA,dcid:geoId/32,dcid:geoId/32013,dcid:northamerica,dcid:s2CellId/0x80a0e90000000000,dcid:s2CellId/0x80a0e92c00000000,dcid:s2CellId/0x80a0e93400000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",3,"[2.03742 SquareKilometer]",2.03742,343.23,296.22,"n",20.01,"2023-03-17","{'type': 'Polygon', 'coordinates': (((-117.64348435403741, 41.1646741177087), (-117.64348435403741, 41.090082392578815), (-117.54958462854715, 41.11439677948815), (-117.54958462854715, 41.18899708980876), (-117.64348435403741, 41.1646741177087)),)}" +"fireEvent/2023-01-31_0x8094290000000000","FireEvent","FireEvent at LatLong(37.22554:-119.64992) on 2023-01-31","2023-01-31","2023-02-04","P5D",5,4,"[LatLong 37.22554 -119.64992]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06039,dcid:northamerica,dcid:s2CellId/0x8094250000000000,dcid:s2CellId/0x809425b400000000,dcid:s2CellId/0x8094286400000000,dcid:s2CellId/0x8094287c00000000,dcid:s2CellId/0x8094289400000000,dcid:s2CellId/0x809428bc00000000,dcid:s2CellId/0x809428c400000000,dcid:s2CellId/0x8094290000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",8,"[3.34329 SquareKilometer]",3.34329,338.9,283.46,"n",5.43,"2023-01-31,2023-02-01,2023-02-02,2023-02-04","{'type': 'MultiPolygon', 'coordinates': [(((-119.60354950502408, 37.35552745160059), (-119.51077084299, 37.380906429606696), (-119.51077084299, 37.302718937652955), (-119.60354950502408, 37.27735895346938), (-119.60354950502408, 37.35552745160059)),), (((-119.60354950502408, 37.19910814898932), (-119.69626771448172, 37.173694542784204), (-119.69626771448172, 37.25192602751666), (-119.60354950502408, 37.27735895346938), (-119.60354950502408, 37.19910814898932)),)]}" +"fireEvent/2023-01-04_0x80d76f0000000000","FireEvent","FireEvent at LatLong(32.72659:-115.42597) on 2023-01-04","2023-01-04","2023-01-04","P1D",1,1,"[LatLong 32.72659 -115.42597]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d76f0000000000,dcid:s2CellId/0x80d76f5400000000,dcid:s2CellId/0x80d76f5c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.59894 SquareKilometer]",2.59894,347.83,290.85,"n",8.82,"2023-01-04","{'type': 'Polygon', 'coordinates': (((-115.47335544292073, 32.75853653053172), (-115.47335544292073, 32.67412456932842), (-115.3785719022423, 32.69460416981107), (-115.3785719022423, 32.779043713972804), (-115.47335544292073, 32.75853653053172)),)}" +"fireEvent/2023-02-15_0x8095b50000000000","FireEvent","FireEvent at LatLong(37.00267:-119.26113) on 2023-02-15","2023-02-15","2023-02-21","P7D",7,6,"[LatLong 37.00267 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SquareKilometer]",15.75816,355.07,300.25,"n",46.55,"2023-02-15,2023-02-17,2023-02-18,2023-02-19,2023-02-20,2023-02-21","{'type': 'Polygon', 'coordinates': (((-119.41793235298401, 37.171345095632404), (-119.32503466239531, 37.196520276094965), (-119.23207840138082, 37.22162197959509), (-119.23207840138082, 37.14312963671413), (-119.23207840138082, 37.064555014740314), (-119.13906420284766, 37.08954447124001), (-119.13906420284766, 37.01086829061775), (-119.23207840138082, 36.9858984053218), (-119.32503466239531, 36.96085514133606), (-119.32503466239531, 37.039492061946596), (-119.41793235298398, 37.014355866428566), (-119.41793235298401, 37.09289141158824), (-119.41793235298401, 37.171345095632404)),)}" +"fireEvent/2023-02-18_0x8094250000000000","FireEvent","FireEvent at LatLong(37.24840:-119.65571) on 2023-02-18","2023-02-18","2023-02-19","P2D",2,2,"[LatLong 37.24840 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-118.43968]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c2b10000000000,dcid:s2CellId/0x80c2b15400000000,dcid:s2CellId/0x80c2b30000000000,dcid:s2CellId/0x80c2b3fc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.45871 SquareKilometer]",2.45871,343.53,302.66,"n",13.39,"2023-02-07,2023-02-09","{'type': 'Polygon', 'coordinates': (((-118.4863962961138, 33.966210733729376), (-118.39294170620582, 33.9896678408122), (-118.39294170620582, 33.90767960394744), (-118.39294170620582, 33.82562180473932), (-118.4863962961138, 33.8022194627579), (-118.4863962961138, 33.884249771818084), (-118.4863962961138, 33.966210733729376)),)}" +"fireEvent/2023-02-14_0x8094c10000000000","FireEvent","FireEvent at LatLong(36.49371:-119.82944) on 2023-02-14","2023-02-14","2023-02-16","P3D",3,2,"[LatLong 36.49371 -119.82944]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094928c00000000,dcid:s2CellId/0x8094930000000000,dcid:s2CellId/0x8094c10000000000,dcid:s2CellId/0x8094c16400000000,dcid:s2CellId/0x8094c21400000000,dcid:s2CellId/0x8094c30000000000,dcid:s2CellId/0x8094e70000000000,dcid:s2CellId/0x8094e7b400000000,dcid:s2CellId/0x8094ecdc00000000,dcid:s2CellId/0x8094ecf400000000,dcid:s2CellId/0x8094ed0000000000,dcid:s2CellId/0x8094ef0000000000,dcid:s2CellId/0x8094ef3c00000000,dcid:s2CellId/0x8094ef4400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",14,"[9.10435 SquareKilometer]",9.10435,332.38,292.18,"n",11.85,"2023-02-14,2023-02-16","{'type': 'MultiPolygon', 'coordinates': [(((-119.78892484955995, 36.36164840353892), (-119.69626771448172, 36.38692856339861), (-119.60354950502408, 36.4121373569022), (-119.60354950502408, 36.33300058072124), (-119.69626771448172, 36.30781343778186), (-119.78892484955995, 36.28255505122062), 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-122.15757]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:northamerica,dcid:s2CellId/0x808362bc00000000,dcid:s2CellId/0x8083630000000000,dcid:s2CellId/0x80837a5400000000,dcid:s2CellId/0x80837b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.03855 SquareKilometer]",2.03855,335.81,288.82,"n",2.01,"2023-01-31","{'type': 'MultiPolygon', 'coordinates': [(((-122.26538872869685, 39.104064455903135), (-122.26538872869685, 39.17888461552509), (-122.17460498684162, 39.20690582223145), (-122.17460498684162, 39.132070524198696), (-122.26538872869685, 39.104064455903135)),), (((-122.08374449567627, 39.160007530943815), (-122.08374449567627, 39.08507197362498), (-122.17460498684162, 39.057150204742555), (-122.17460498684162, 39.132070524198696), (-122.08374449567627, 39.160007530943815)),)]}" +"fireEvent/2023-01-02_0x80d7070000000000","FireEvent","FireEvent at LatLong(32.65892:-115.07625) on 2023-01-02","2023-01-02","2023-01-02","P1D",1,1,"[LatLong 32.65892 -115.07625]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7061400000000,dcid:s2CellId/0x80d7066c00000000,dcid:s2CellId/0x80d7070000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",3,"[2.61267 SquareKilometer]",2.61267,356.58,300.12,"n",19.19,"2023-01-02","{'type': 'Polygon', 'coordinates': (((-115.09404500241959, 32.671008212834636), (-115.09404500241959, 32.58635275421574), (-114.99914638140322, 32.60647972155236), (-114.99914638140322, 32.69116258740858), (-115.09404500241959, 32.671008212834636)),)}" +"fireEvent/2023-01-24_0x80849d0000000000","FireEvent","FireEvent at LatLong(39.09280:-122.13486) on 2023-01-24","2023-01-24","2023-01-28","P5D",5,4,"[LatLong 39.09280 -122.13486]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x808362f400000000,dcid:s2CellId/0x808362fc00000000,dcid:s2CellId/0x8083630000000000,dcid:s2CellId/0x8083769c00000000,dcid:s2CellId/0x8083770000000000,dcid:s2CellId/0x8083790000000000,dcid:s2CellId/0x8083790c00000000,dcid:s2CellId/0x80837d0000000000,dcid:s2CellId/0x80837d2c00000000,dcid:s2CellId/0x808482ac00000000,dcid:s2CellId/0x8084830000000000,dcid:s2CellId/0x80848e4400000000,dcid:s2CellId/0x80848f0000000000,dcid:s2CellId/0x80849b0000000000,dcid:s2CellId/0x80849b8c00000000,dcid:s2CellId/0x80849c6c00000000,dcid:s2CellId/0x80849c7400000000,dcid:s2CellId/0x80849d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",18,"[10.21353 SquareKilometer]",10.21353,342.89,292.21,"n",8.6,"2023-01-24,2023-01-26,2023-01-27,2023-01-28","{'type': 'MultiPolygon', 'coordinates': [(((-122.08374449567627, 39.160007530943815), (-122.08374449567627, 39.08507197362498), 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on 2023-02-09","2023-02-09","2023-02-09","P1D",1,1,"[LatLong 32.42976 -117.12648]","dcid:Earth,dcid:s2CellId/0x80d9350000000000,dcid:s2CellId/0x80d935fc00000000,dcid:s2CellId/0x80d94a0400000000,dcid:s2CellId/0x80d94b0000000000",4,"[2.57212 SquareKilometer]",2.57212,328.01,284.04,"n",1.7,"2023-02-09","{'type': 'Polygon', 'coordinates': (((-117.17353159273283, 32.544509987226014), (-117.07940822560565, 32.56638086365544), (-117.07940822560565, 32.482587100563286), (-117.07940822560565, 32.39872950090179), (-117.17353159273283, 32.3769183699734), (-117.17353159273283, 32.460745992059394), (-117.17353159273283, 32.544509987226014)),)}" +"fireEvent/2023-03-03_0x80948f0000000000","FireEvent","FireEvent at LatLong(36.49539:-120.02030) on 2023-03-03","2023-03-03","2023-03-03","P1D",1,1,"[LatLong 36.49539 -120.02030]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8094850000000000,dcid:s2CellId/0x8094859c00000000,dcid:s2CellId/0x80948e4400000000,dcid:s2CellId/0x80948f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.26479 SquareKilometer]",2.26479,339.48,291.4,"n",5.26,"2023-03-03","{'type': 'Polygon', 'coordinates': (((-119.881520291274, 36.57303994189822), (-119.881520291274, 36.49420457905506), (-119.97405342347365, 36.46873908649985), (-120.06652363285929, 36.44320277938829), (-120.06652363285929, 36.52199526983154), (-119.97405342347365, 36.54755307417071), (-119.881520291274, 36.57303994189822)),)}" +"fireEvent/2023-03-01_0x80eaf90000000000","FireEvent","FireEvent at LatLong(35.73758:-119.28437) on 2023-03-01","2023-03-01","2023-03-02","P2D",2,2,"[LatLong 35.73758 -119.28437]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06029,dcid:northamerica,dcid:s2CellId/0x80eae4fc00000000,dcid:s2CellId/0x80eae50000000000,dcid:s2CellId/0x80eaf90000000000,dcid:s2CellId/0x80eaf96400000000,dcid:s2CellId/0x80eaf97400000000,dcid:s2CellId/0x80eafc9400000000,dcid:s2CellId/0x80eafd0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.49974 SquareKilometer]",3.49974,335.6,288.75,"n",5.3,"2023-03-01,2023-03-02","{'type': 'MultiPolygon', 'coordinates': [(((-119.23207840138082, 35.63648603631758), (-119.23207840138082, 35.556406222206114), (-119.32503466239531, 35.53175350399878), (-119.32503466239531, 35.61180980810941), (-119.23207840138082, 35.63648603631758)),), (((-119.32503466239531, 35.77169372701799), (-119.23207840138082, 35.79641633090737), (-119.23207840138082, 35.716489517297106), (-119.32503466239531, 35.69178999395241), (-119.32503466239531, 35.77169372701799)),), (((-119.41793235298398, 35.58706253975614), (-119.41793235298401, 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'coordinates': (((-122.44672381753844, 38.52196905593188), (-122.5372740990185, 38.49387172650253), (-122.62774550019422, 38.465707290702724), (-122.71813749631639, 38.437476047170406), (-122.71813749631639, 38.51280040712088), (-122.62774550019422, 38.541048824246204), (-122.5372740990185, 38.569230320025724), (-122.44672381753844, 38.59734459614429), (-122.44672381753844, 38.52196905593188)),)}" +"fireEvent/2023-03-03_0x80d7690000000000","FireEvent","FireEvent at LatLong(32.87473:-115.52074) on 2023-03-03","2023-03-03","2023-03-04","P2D",2,2,"[LatLong 32.87473 -115.52074]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d75d0000000000,dcid:s2CellId/0x80d75df400000000,dcid:s2CellId/0x80d7690000000000,dcid:s2CellId/0x80d7694400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.59547 SquareKilometer]",2.59547,338.41,304.97,"n",25.48,"2023-03-03,2023-03-04","{'type': 'MultiPolygon', 'coordinates': [(((-115.3785719022423, 32.86341617929968), (-115.3785719022423, 32.779043713972804), (-115.47335544292073, 32.75853653053172), (-115.47335544292073, 32.84288161267371), (-115.3785719022423, 32.86341617929968)),), (((-115.5681083893613, 32.82227272901859), (-115.5681083893613, 32.90652316752118), (-115.47335544292073, 32.92715937663604), (-115.47335544292073, 32.84288161267371), (-115.5681083893613, 32.82227272901859)),)]}" +"fireEvent/2023-01-24_0x809ca30000000000","FireEvent","FireEvent at LatLong(39.43214:-121.30841) on 2023-01-24","2023-01-24","2023-01-24","P1D",1,1,"[LatLong 39.43214 -121.30841]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:geoId/06115,dcid:northamerica,dcid:s2CellId/0x809ca30000000000,dcid:s2CellId/0x809ca38400000000,dcid:s2CellId/0x809ca47c00000000,dcid:s2CellId/0x809ca48400000000,dcid:s2CellId/0x809ca50000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.07105 SquareKilometer]",3.07105,320.08,276.81,"n",1.53,"2023-01-24","{'type': 'Polygon', 'coordinates': (((-121.26263661074441, 39.483266287272535), (-121.26263661074441, 39.40828552033575), (-121.35416313685073, 39.38098292464055), (-121.44561789291927, 39.35360871343016), (-121.44561789291927, 39.42856123811598), (-121.35416313685073, 39.45594962310902), (-121.26263661074441, 39.483266287272535)),)}" +"fireEvent/2023-02-14_0x8093770000000000","FireEvent","FireEvent at LatLong(36.47132:-120.38967) on 2023-02-14","2023-02-14","2023-02-14","P1D",1,1,"[LatLong 36.47132 -120.38967]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:northamerica,dcid:s2CellId/0x8093770000000000,dcid:s2CellId/0x8093777400000000,dcid:s2CellId/0x8093790000000000,dcid:s2CellId/0x809379cc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.25413 SquareKilometer]",2.25413,331.82,291.3,"n",4.78,"2023-02-14","{'type': 'Polygon', 'coordinates': (((-120.43576307692442, 36.41906007532748), (-120.43576307692442, 36.49768733054752), (-120.3435506342276, 36.52354795442271), (-120.25127284433846, 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-121.63401]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:geoId/06101,dcid:geoId/06115,dcid:northamerica,dcid:s2CellId/0x808352d400000000,dcid:s2CellId/0x8083530000000000,dcid:s2CellId/0x8083541400000000,dcid:s2CellId/0x8083550000000000,dcid:s2CellId/0x8083555c00000000,dcid:s2CellId/0x8084a84c00000000,dcid:s2CellId/0x8084a90000000000,dcid:s2CellId/0x809cab0000000000,dcid:s2CellId/0x809cab3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[5.11827 SquareKilometer]",5.11827,344.88,287.29,"n",5.74,"2023-02-22,2023-02-23","{'type': 'MultiPolygon', 'coordinates': [(((-121.71954589932093, 39.34596854075605), (-121.62830983522124, 39.373570417177156), (-121.62830983522124, 39.29864655751711), (-121.53700031324804, 39.32616316459139), (-121.53700031324804, 39.25113845152714), (-121.62830983522124, 39.22363643515711), (-121.71954589932093, 39.19606374838049), (-121.71954589932093, 39.27105917309169), (-121.71954589932093, 39.34596854075605)),), 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(-120.3435506342276, 36.208483658436926), (-120.3435506342276, 36.28736647095043), (-120.34355063422758, 36.36617166395524)),)}" +"fireEvent/2023-02-20_0x80833b0000000000","FireEvent","FireEvent at LatLong(39.64036:-121.85626) on 2023-02-20","2023-02-20","2023-02-22","P3D",3,3,"[LatLong 39.64036 -121.85626]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:northamerica,dcid:s2CellId/0x8083250000000000,dcid:s2CellId/0x8083259400000000,dcid:s2CellId/0x808326d400000000,dcid:s2CellId/0x8083270000000000,dcid:s2CellId/0x8083272c00000000,dcid:s2CellId/0x80833adc00000000,dcid:s2CellId/0x80833b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.02584 SquareKilometer]",3.02584,352.15,292.84,"n",11.25,"2023-02-20,2023-02-21,2023-02-22","{'type': 'Polygon', 'coordinates': (((-121.81070794913828, 39.54246309252981), (-121.90179543138471, 39.51467741266122), (-121.90179543138471, 39.58921273290782), (-121.90179543138471, 39.66366133679624), (-121.90179543138471, 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40.013064009667254), (-120.89582422732902, 40.04016874842176)),)}" +"fireEvent/2023-02-08_0x8085210000000000","FireEvent","FireEvent at LatLong(38.57692:-121.97575) on 2023-02-08","2023-02-08","2023-02-09","P2D",2,2,"[LatLong 38.57692 -121.97575]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06095,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084de1400000000,dcid:s2CellId/0x8084df0000000000,dcid:s2CellId/0x8085202c00000000,dcid:s2CellId/0x8085203400000000,dcid:s2CellId/0x8085210000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",5,"[2.08071 SquareKilometer]",2.08071,343.77,295.21,"n",11.91,"2023-02-08,2023-02-09","{'type': 'Polygon', 'coordinates': (((-121.90179543138471, 38.462199289647856), (-121.99280779590266, 38.43456088254056), (-121.99280779590266, 38.510270284625605), (-121.99280779590266, 38.585896319149406), (-121.90179543138471, 38.61356832875711), (-121.90179543138471, 38.537925598738894), (-121.90179543138471, 38.462199289647856)),)}" +"fireEvent/2023-02-12_0x8094290000000000","FireEvent","FireEvent at LatLong(37.32915:-119.55717) on 2023-02-12","2023-02-12","2023-02-12","P1D",1,1,"[LatLong 37.32915 -119.55717]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06039,dcid:northamerica,dcid:s2CellId/0x8094290000000000,dcid:s2CellId/0x8094293c00000000,dcid:s2CellId/0x8094294c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.23055 SquareKilometer]",2.23055,299.47,274.3,"n",1.16,"2023-02-12","{'type': 'Polygon', 'coordinates': (((-119.60354950502408, 37.35552745160059), (-119.60354950502408, 37.27735895346938), (-119.51077084299, 37.302718937652955), (-119.51077084299, 37.380906429606696), (-119.60354950502408, 37.35552745160059)),)}" +"fireEvent/2023-03-16_0x80d16f0000000000","FireEvent","FireEvent at LatLong(33.90313:-114.42327) on 2023-03-16","2023-03-16","2023-03-16","P1D",1,1,"[LatLong 33.90313 -114.42327]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04012,dcid:northamerica,dcid:s2CellId/0x80d16e0400000000,dcid:s2CellId/0x80d16e1c00000000,dcid:s2CellId/0x80d16f0000000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",3,"[2.5576 SquareKilometer]",2.5576,345.63,297.05,"n",9.57,"2023-03-16","{'type': 'Polygon', 'coordinates': (((-114.42921481897034, 33.90712585436565), (-114.42921481897034, 33.82320149214735), (-114.33414316655818, 33.843130223746485), (-114.33414316655818, 33.92707848788263), (-114.42921481897034, 33.90712585436565)),)}" +"fireEvent/2023-02-15_0x8092730000000000","FireEvent","FireEvent at LatLong(36.48535:-121.48561) on 2023-02-15","2023-02-15","2023-02-15","P1D",1,1,"[LatLong 36.48535 -121.48561]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06053,dcid:northamerica,dcid:s2CellId/0x809272e400000000,dcid:s2CellId/0x8092730000000000,dcid:s2CellId/0x8092731c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.21573 SquareKilometer]",2.21573,349.71,293.5,"n",9.07,"2023-02-15","{'type': 'Polygon', 'coordinates': (((-121.53700031324804, 36.49466838986812), (-121.53700031324804, 36.41661666511552), (-121.44561789291927, 36.44336363689261), (-121.44561789291927, 36.52143773982046), (-121.53700031324804, 36.49466838986812)),)}" +"fireEvent/2023-03-25_0x8094e70000000000","FireEvent","FireEvent at LatLong(36.53855:-119.44695) on 2023-03-25","2023-03-25","2023-03-27","P3D",3,2,"[LatLong 36.53855 -119.44695]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06031,dcid:geoId/06107,dcid:northamerica,dcid:s2CellId/0x8094e22400000000,dcid:s2CellId/0x8094e22c00000000,dcid:s2CellId/0x8094e30000000000,dcid:s2CellId/0x8094e50000000000,dcid:s2CellId/0x8094e5dc00000000,dcid:s2CellId/0x8094e67400000000,dcid:s2CellId/0x8094e70000000000,dcid:s2CellId/0x8094fa6400000000,dcid:s2CellId/0x8094fb0000000000,dcid:s2CellId/0x8094fd0000000000,dcid:s2CellId/0x8094fd1c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",11,"[6.82657 SquareKilometer]",6.82657,344.21,299.21,"n",6.88,"2023-03-25,2023-03-27","{'type': 'Polygon', 'coordinates': (((-119.60354950502408, 36.57017350866958), (-119.60354950502408, 36.6490722675175), (-119.51077084299, 36.674272739182356), (-119.41793235298401, 36.69940095775546), (-119.41793235298398, 36.62046053996235), (-119.41793235298398, 36.54144005071771), (-119.51077084299, 36.516353582387346), (-119.51077084299, 36.437274521555786), (-119.60354950502408, 36.4121373569022), (-119.60354950502408, 36.49119510273238), (-119.60354950502408, 36.57017350866958)),)}" +"fireEvent/2023-01-12_0x80d64f0000000000","FireEvent","FireEvent at LatLong(32.39774:-114.75585) on 2023-01-12","2023-01-12","2023-01-12","P1D",1,1,"[LatLong 32.39774 -114.75585]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d648d400000000,dcid:s2CellId/0x80d6490000000000,dcid:s2CellId/0x80d6492c00000000,dcid:s2CellId/0x80d64ed400000000,dcid:s2CellId/0x80d64f0000000000",5,"[3.94984 SquareKilometer]",3.94984,337.67,280.07,"n",11.91,"2023-01-12","{'type': 'Polygon', 'coordinates': (((-114.80926906488743, 32.47683458066355), (-114.71429184441097, 32.496682423392954), (-114.71429184441097, 32.41171815478524), (-114.71429184441094, 32.326688109961154), (-114.80926906488743, 32.306895593204814), (-114.80926906488743, 32.39189787714385), (-114.80926906488743, 32.47683458066355)),)}" +"fireEvent/2023-01-02_0x80c49d0000000000","FireEvent","FireEvent at LatLong(34.61964:-117.09706) on 2023-01-02","2023-01-02","2023-01-02","P1D",1,1,"[LatLong 34.61964 -117.09706]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06071,dcid:northamerica,dcid:s2CellId/0x80c49cbc00000000,dcid:s2CellId/0x80c49cc400000000,dcid:s2CellId/0x80c49d0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.45544 SquareKilometer]",2.45544,298.73,274.81,"n",0.82,"2023-01-02","{'type': 'Polygon', 'coordinates': (((-117.17353159273283, 34.61669341815171), (-117.17353159273283, 34.53465606824912), (-117.07940822560565, 34.557178631747604), (-117.07940822560565, 34.6392405323175), (-117.17353159273283, 34.61669341815171)),)}" +"fireEvent/2023-02-06_0x8094af0000000000","FireEvent","FireEvent at LatLong(36.10040:-120.02030) on 2023-02-06","2023-02-06","2023-02-06","P1D",1,1,"[LatLong 36.10040 -120.02030]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06031,dcid:northamerica,dcid:s2CellId/0x8094af0000000000,dcid:s2CellId/0x8094af1c00000000,dcid:s2CellId/0x8094af2400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.28556 SquareKilometer]",2.28556,334.6,287.55,"n",4.13,"2023-02-06","{'type': 'Polygon', 'coordinates': (((-120.06652363285929, 36.12725014536185), (-120.06652363285929, 36.04806788044641), (-119.97405342347365, 36.07349347026282), (-119.97405342347365, 36.15269831052497), (-120.06652363285929, 36.12725014536185)),)}" +"fireEvent/2023-03-27_0x8090430000000000","FireEvent","FireEvent at LatLong(37.81581:-121.12521) on 2023-03-27","2023-03-27","2023-03-27","P1D",1,1,"[LatLong 37.81581 -121.12521]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090430000000000,dcid:s2CellId/0x8090435c00000000,dcid:s2CellId/0x8090436400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.15323 SquareKilometer]",2.15323,352.06,296.83,"n",6.22,"2023-03-27","{'type': 'Polygon', 'coordinates': (((-121.1710388833767, 37.840814274426336), (-121.1710388833767, 37.76395276415482), (-121.07937052658627, 37.79075426610106), (-121.07937052658627, 37.86763420544945), (-121.1710388833767, 37.840814274426336)),)}" +"fireEvent/2023-03-27_0x809a150000000000","FireEvent","FireEvent at LatLong(38.59576:-120.49912) on 2023-03-27","2023-03-27","2023-03-27","P1D",1,1,"[LatLong 38.59576 -120.49912]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06017,dcid:northamerica,dcid:s2CellId/0x809a14ec00000000,dcid:s2CellId/0x809a150000000000,dcid:s2CellId/0x809a3f0000000000,dcid:s2CellId/0x809a3ff400000000,dcid:s2CellId/0x809a400c00000000,dcid:s2CellId/0x809a410000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[3.18127 SquareKilometer]",3.18127,339.22,291.42,"n",5.62,"2023-03-27","{'type': 'Polygon', 'coordinates': (((-120.52790957361556, 38.56362878155043), (-120.52790957361556, 38.63993981922657), (-120.61998952842978, 38.613410423372706), (-120.61998952842978, 38.689619841758045), (-120.52790957361556, 38.716165110244546), (-120.43576307692442, 38.74263759514314), (-120.43576307692442, 38.66639654013268), (-120.43576307692442, 38.590069533051576), (-120.52790957361556, 38.56362878155043)),)}" +"fireEvent/2023-03-26_0x8090750000000000","FireEvent","FireEvent at LatLong(38.09571:-121.21685) on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 38.09571 -121.21685]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06077,dcid:northamerica,dcid:s2CellId/0x8090750000000000,dcid:s2CellId/0x8090757400000000,dcid:s2CellId/0x809aa0cc00000000,dcid:s2CellId/0x809aa0d400000000,dcid:s2CellId/0x809aa10000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",5,"[3.19035 SquareKilometer]",3.19035,334.35,294.95,"n",2.22,"2023-03-26,2023-03-27","{'type': 'MultiPolygon', 'coordinates': [(((-121.1710388833767, 38.147435026035545), (-121.1710388833767, 38.07090414902015), (-121.26263661074441, 38.043960006034105), (-121.26263661074441, 38.12047318795499), (-121.1710388833767, 38.147435026035545)),), (((-121.35416313685073, 38.09344131890122), (-121.35416313685073, 38.169853815308585), (-121.26263661074441, 38.196903281604015), (-121.26263661074441, 38.12047318795499), (-121.35416313685073, 38.09344131890122)),)]}" +"fireEvent/2023-02-19_0x80d7650000000000","FireEvent","FireEvent at LatLong(32.70606:-115.52074) on 2023-02-19","2023-02-19","2023-02-20","P2D",2,2,"[LatLong 32.70606 -115.52074]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06025,dcid:northamerica,dcid:s2CellId/0x80d7650000000000,dcid:s2CellId/0x80d7650400000000,dcid:s2CellId/0x80d7658c00000000,dcid:s2CellId/0x80d765ac00000000,dcid:s2CellId/0x80d765f400000000,dcid:s2CellId/0x80d76f0000000000,dcid:s2CellId/0x80d76f6400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.89998 SquareKilometer]",3.89998,352.22,313.34,"n",22.51,"2023-02-19,2023-02-20","{'type': 'Polygon', 'coordinates': (((-115.5681083893613, 32.65357093757281), (-115.5681083893613, 32.737955172648526), (-115.47335544292073, 32.75853653053172), (-115.3785719022423, 32.779043713972804), (-115.3785719022423, 32.69460416981107), (-115.47335544292073, 32.67412456932842), (-115.5681083893613, 32.65357093757281)),)}" +"fireEvent/2023-03-06_0x80d70b0000000000","FireEvent","FireEvent at LatLong(32.57063:-115.24227) on 2023-03-06","2023-03-06","2023-03-08","P3D",3,2,"[LatLong 32.57063 -115.24227]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d70a8c00000000,dcid:s2CellId/0x80d70b0000000000,dcid:s2CellId/0x80d7a70000000000,dcid:s2CellId/0x80d7a7c400000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",4,"[2.61547 SquareKilometer]",2.61547,333.7,297.21,"n",4.05,"2023-03-06,2023-03-08","{'type': 'MultiPolygon', 'coordinates': [(((-115.28375849518459, 32.54587551383132), (-115.28375849518459, 32.63047572713295), (-115.18891595142229, 32.65077919770483), (-115.18891595142229, 32.5661512898709), (-115.28375849518459, 32.54587551383132)),), (((-115.09404500241959, 32.58635275421574), (-115.09404500241959, 32.50163095253783), (-115.18891595142229, 32.48145723709342), (-115.18891595142229, 32.5661512898709), (-115.09404500241959, 32.58635275421574)),)]}" +"fireEvent/2023-01-23_0x809cd50000000000","FireEvent","FireEvent at LatLong(39.79791:-121.58266) on 2023-01-23","2023-01-23","2023-01-25","P3D",3,2,"[LatLong 39.79791 -121.58266]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06007,dcid:northamerica,dcid:s2CellId/0x809cd50000000000,dcid:s2CellId/0x809cd53c00000000,dcid:s2CellId/0x809cd70000000000,dcid:s2CellId/0x809cd71400000000,dcid:s2CellId/0x809cd71c00000000,dcid:s2CellId/0x809cd73c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",6,"[4.03683 SquareKilometer]",4.03683,355.66,288.44,"n",16.93,"2023-01-23,2023-01-25","{'type': 'Polygon', 'coordinates': (((-121.62830983522124, 39.74688824941822), (-121.62830983522124, 39.82129004760166), (-121.53700031324804, 39.84890307417943), (-121.44561789291927, 39.87644431059195), (-121.44561789291927, 39.802016284462454), (-121.53700031324804, 39.774488110500045), (-121.62830983522124, 39.74688824941822)),)}" +"fireEvent/2023-01-23_0x80853f0000000000","FireEvent","FireEvent at LatLong(38.28629:-121.85626) on 2023-01-23","2023-01-23","2023-01-23","P1D",1,1,"[LatLong 38.28629 -121.85626]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06095,dcid:northamerica,dcid:s2CellId/0x8085390000000000,dcid:s2CellId/0x808539ec00000000,dcid:s2CellId/0x80853f0000000000,dcid:s2CellId/0x80853ffc00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion,dcid:wikidataId/Q213205,dcid:wikidataId/Q3271661",4,"[2.09856 SquareKilometer]",2.09856,297.63,277.58,"n",0.5,"2023-01-23","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 38.20693488934502), (-121.99280779590266, 38.282892940885574), (-121.90179543138471, 38.31049689758648), (-121.81070794913828, 38.33803225682059), (-121.81070794913828, 38.26203923045015), (-121.90179543138471, 38.23452130172675), (-121.99280779590266, 38.20693488934502)),)}" +"fireEvent/2023-02-20_0x54d10d0000000000","FireEvent","FireEvent at LatLong(41.22318:-123.91735) on 2023-02-20","2023-02-20","2023-02-20","P1D",1,1,"[LatLong 41.22318 -123.91735]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06023,dcid:northamerica,dcid:s2CellId/0x54d10d0000000000,dcid:s2CellId/0x54d10ddc00000000,dcid:s2CellId/0x54d10e5c00000000,dcid:s2CellId/0x54d10e6400000000,dcid:s2CellId/0x54d10e6c00000000,dcid:s2CellId/0x54d10e7400000000,dcid:s2CellId/0x54d10f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[5.15135 SquareKilometer]",5.15135,354.76,291.81,"n",27.17,"2023-02-20","{'type': 'Polygon', 'coordinates': (((-123.83537783956557, 41.21221558284898), (-123.92787048065873, 41.18143411603011), (-123.99940295441057, 41.234067876044605), (-124.07112954251315, 41.28671512267137), (-123.97844908119757, 41.3177409275206), (-123.90681624160965, 41.26497132163325), (-123.83537783956557, 41.21221558284898)),)}" +"fireEvent/2023-03-26_0x8091010000000000","FireEvent","FireEvent at LatLong(37.58756:-120.84989) on 2023-03-26","2023-03-26","2023-03-27","P2D",2,2,"[LatLong 37.58756 -120.84989]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06099,dcid:northamerica,dcid:s2CellId/0x8091010000000000,dcid:s2CellId/0x8091018400000000,dcid:s2CellId/0x8091022c00000000,dcid:s2CellId/0x8091024c00000000,dcid:s2CellId/0x8091030000000000,dcid:s2CellId/0x80911b0000000000,dcid:s2CellId/0x80911b3c00000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[3.26345 SquareKilometer]",3.26345,341.18,293.6,"n",4.45,"2023-03-26,2023-03-27","{'type': 'MultiPolygon', 'coordinates': [(((-120.89582422732902, 37.612902773234545), (-120.80394744373855, 37.6394378546288), (-120.7120023484522, 37.665902427887914), (-120.7120023484522, 37.588619247244885), (-120.80394744373858, 37.56217349052067), (-120.89582422732902, 37.535657341922445), (-120.89582422732902, 37.612902773234545)),), (((-120.61998952842978, 37.61499433591427), (-120.61998952842978, 37.537610243626965), (-120.7120023484522, 37.511254067709565), (-120.7120023484522, 37.588619247244885), (-120.61998952842978, 37.61499433591427)),)]}" +"fireEvent/2023-01-24_0x80d7c70000000000","FireEvent","FireEvent at LatLong(32.27950:-115.14148) on 2023-01-24","2023-01-24","2023-01-27","P4D",4,4,"[LatLong 32.27950 -115.14148]","dcid:Earth,dcid:country/MEX,dcid:northamerica,dcid:s2CellId/0x80d7b90000000000,dcid:s2CellId/0x80d7b94400000000,dcid:s2CellId/0x80d7c62400000000,dcid:s2CellId/0x80d7c70000000000,dcid:s2CellId/0x80d7cb0000000000,dcid:s2CellId/0x80d7cb0400000000,dcid:s2CellId/0x80d7ce4c00000000,dcid:s2CellId/0x80d7cf0000000000,dcid:wikidataId/Q1477270,dcid:wikidataId/Q58731",8,"[5.27353 SquareKilometer]",5.27353,341.03,300.06,"n",10.57,"2023-01-24,2023-01-25,2023-01-26,2023-01-27","{'type': 'MultiPolygon', 'coordinates': [(((-115.18891595142229, 32.2269827091063), (-115.18891595142229, 32.31187249427941), (-115.09404500241959, 32.33199011749119), (-115.09404500241959, 32.24707198896053), (-115.09404500241959, 32.16208932703202), (-115.18891595142229, 32.14202858870148), (-115.18891595142229, 32.2269827091063)),), (((-114.90422082333554, 32.287028613932726), (-114.90422082333554, 32.20198930823536), (-114.99914638140322, 32.182076294930475), (-114.99914638140322, 32.26708735189506), (-114.90422082333554, 32.287028613932726)),), (((-115.09404500241959, 32.07704259018568), (-115.09404500241959, 32.16208932703202), (-114.99914638140322, 32.182076294930475), (-114.99914638140322, 32.09700096546918), (-115.09404500241959, 32.07704259018568)),)]}" +"fireEvent/2023-03-27_0x80c2d10000000000","FireEvent","FireEvent at LatLong(34.06595:-118.02446) on 2023-03-27","2023-03-27","2023-03-27","P1D",1,1,"[LatLong 34.06595 -118.02446]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c2d0b400000000,dcid:s2CellId/0x80c2d0c400000000,dcid:s2CellId/0x80c2d10000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.46115 SquareKilometer]",2.46115,323.9,278.28,"n",2.3,"2023-03-27","{'type': 'Polygon', 'coordinates': (((-118.1122678531936, 34.059614889814924), (-118.1122678531936, 33.97754564726115), (-118.01860874756083, 34.00069236114518), (-118.01860874756083, 34.08278833318326), (-118.1122678531936, 34.059614889814924)),)}" +"fireEvent/2023-02-08_0x80956d0000000000","FireEvent","FireEvent at LatLong(36.63852:-118.90628) on 2023-02-08","2023-02-08","2023-02-10","P3D",3,3,"[LatLong 36.63852 -118.90628]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06019,dcid:geoId/06107,dcid:northamerica,dcid:s2CellId/0x8095690000000000,dcid:s2CellId/0x8095695400000000,dcid:s2CellId/0x8095695c00000000,dcid:s2CellId/0x80956c3400000000,dcid:s2CellId/0x80956c3c00000000,dcid:s2CellId/0x80956d0000000000,dcid:s2CellId/0x80956ea400000000,dcid:s2CellId/0x80956eac00000000,dcid:s2CellId/0x80956f0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",9,"[5.71264 SquareKilometer]",5.71264,342.6,289.21,"n",5.79,"2023-02-08,2023-02-09,2023-02-10","{'type': 'Polygon', 'coordinates': (((-119.04599270243568, 36.72016386785025), (-118.95286453849957, 36.7449068112452), (-118.85968035209078, 36.76957609688757), (-118.8596803520908, 36.69043224866218), (-118.8596803520908, 36.61120737300191), (-118.95286453849957, 36.58657881730618), (-118.95286453849957, 36.66578322345074), (-119.04599270243568, 36.64106065984325), (-119.04599270243568, 36.72016386785025)),)}" +"fireEvent/2023-02-06_0x80d16d0000000000","FireEvent","FireEvent at LatLong(33.85517:-114.47674) on 2023-02-06","2023-02-06","2023-02-06","P1D",1,1,"[LatLong 33.85517 -114.47674]","dcid:Earth,dcid:country/USA,dcid:geoId/04,dcid:geoId/04012,dcid:northamerica,dcid:s2CellId/0x80d16d0000000000,dcid:s2CellId/0x80d16d1400000000,dcid:s2CellId/0x80d16d2400000000,dcid:s2CellId/0x80d16d3400000000,dcid:s2CellId/0x80d16d4400000000,dcid:s2CellId/0x80d16d6400000000,dcid:s2CellId/0x80d16d6c00000000,dcid:usc/MountainDivision,dcid:usc/WestRegion",7,"[7.67347 SquareKilometer]",7.67347,367.0,357.96,"n",331.14,"2023-02-06","{'type': 'Polygon', 'coordinates': (((-114.52426397902158, 33.88709555416414), (-114.52426397902158, 33.80319522777779), (-114.42921481897034, 33.82320149214735), (-114.42921481897034, 33.90712585436565), (-114.52426397902158, 33.88709555416414)),)}" +"fireEvent/2023-01-06_0x80dce70000000000","FireEvent","FireEvent at LatLong(33.71042:-117.69042) on 2023-01-06","2023-01-06","2023-01-07","P2D",2,2,"[LatLong 33.71042 -117.69042]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06059,dcid:northamerica,dcid:s2CellId/0x80dcc30000000000,dcid:s2CellId/0x80dcc31c00000000,dcid:s2CellId/0x80dce70000000000,dcid:s2CellId/0x80dce73400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",4,"[2.49041 SquareKilometer]",2.49041,303.65,278.77,"n",0.6,"2023-01-06,2023-01-07","{'type': 'MultiPolygon', 'coordinates': [(((-117.73733730424752, 33.5751727543498), (-117.83114280240233, 33.55240330188513), (-117.83114280240233, 33.63497147549895), (-117.73733730424752, 33.65776852203245), (-117.73733730424752, 33.5751727543498)),), (((-117.73733730424752, 33.74029521156066), (-117.64348435403741, 33.7630480860941), (-117.64348435403741, 33.68049415262919), (-117.73733730424752, 33.65776852203245), (-117.73733730424752, 33.74029521156066)),)]}" +"fireEvent/2023-01-31_0x8084990000000000","FireEvent","FireEvent at LatLong(38.90934:-121.99849) on 2023-01-31","2023-01-31","2023-02-01","P2D",2,2,"[LatLong 38.90934 -121.99849]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06011,dcid:geoId/06113,dcid:northamerica,dcid:s2CellId/0x8084962400000000,dcid:s2CellId/0x8084963400000000,dcid:s2CellId/0x8084970000000000,dcid:s2CellId/0x8084990000000000,dcid:s2CellId/0x8084997400000000,dcid:s2CellId/0x80849a3c00000000,dcid:s2CellId/0x80849b0000000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",7,"[4.10807 SquareKilometer]",4.10807,354.76,288.07,"n",7.09,"2023-01-31,2023-02-01","{'type': 'Polygon', 'coordinates': (((-121.99280779590266, 39.0378885979975), (-121.99280779590266, 38.96276770349571), (-121.99280779590266, 38.88756204233199), (-122.08374449567626, 38.85975615372649), (-122.08374449567626, 38.93494605995725), (-122.17460498684162, 38.907055393086274), (-122.17460498684162, 38.9821450862104), (-122.08374449567627, 39.01005140863375), (-121.99280779590266, 39.0378885979975)),)}" +"fireEvent/2023-01-24_0x80c3170000000000","FireEvent","FireEvent at LatLong(34.36849:-117.69042) on 2023-01-24","2023-01-24","2023-01-24","P1D",1,1,"[LatLong 34.36849 -117.69042]","dcid:Earth,dcid:country/USA,dcid:geoId/06,dcid:geoId/06037,dcid:northamerica,dcid:s2CellId/0x80c3170000000000,dcid:s2CellId/0x80c3173c00000000,dcid:s2CellId/0x80c3174400000000,dcid:usc/PacificDivision,dcid:usc/WestRegion",3,"[2.4519 SquareKilometer]",2.4519,330.06,281.99,"n",5.45,"2023-01-24","{'type': 'Polygon', 'coordinates': (((-117.73733730424752, 34.39797441220154), (-117.73733730424752, 34.31601454830803), (-117.64348435403741, 34.33895221283812), (-117.64348435403741, 34.42093763167103), (-117.73733730424752, 34.39797441220154)),)}" diff --git a/scripts/earthengine/test_data/sample_floods_events.csv b/scripts/earthengine/test_data/sample_floods_events.csv index f5200e63bb..b2e95f25f2 100644 --- a/scripts/earthengine/test_data/sample_floods_events.csv +++ b/scripts/earthengine/test_data/sample_floods_events.csv @@ -1,10 +1,10 @@ -"dcid","typeOf","name","startDate","endDate","observationPeriod","DurationDays","startLocation","affectedPlace","AffectedPlaceCount","ContainedInPlaceCount","area","AreaSqKm","subEvents","observationDate","geoJsonCoordinatesDP1" -"floodEvent/2022-10_0x39fb030000000000","FloodEvent","FloodEvent at LatLong(25.03584:88.20716) on 2022-10","2022-10","2022-10","P1D",1,"[LatLong 25.03584 88.20716]","dcid:s2CellId/0x39fb074400000000,dcid:s2CellId/0x39fb030000000000,dcid:Earth,dcid:s2CellId/0x39fb030400000000,dcid:s2CellId/0x39fb031400000000,dcid:s2CellId/0x39fb070000000000,dcid:s2CellId/0x39fb03a400000000",6,7,"[3.60933 SquareKilometer]",3.609328,"","2022-10","{'type': 'MultiPolygon', 'coordinates': [(((88.16816661672841, 24.987930457273897), (88.16816661672841, 25.082797955021128), (88.24611830999973, 25.083734806160862), (88.24611830999973, 24.988864715366525), (88.16816661672841, 24.987930457273897)),), (((88.32393091263926, 24.98975679359349), (88.32393091263926, 24.89485740029704), (88.24611830999973, 24.893967808439232), (88.24611830999973, 24.988864715366525), (88.32393091263926, 24.98975679359349)),)]}" -"floodEvent/2022-10_0x39f1a90000000000","FloodEvent","FloodEvent at LatLong(24.82228:86.78185) on 2022-10","2022-10","2022-10","P1D",1,"[LatLong 24.82228 86.78185]","dcid:s2CellId/0x39f1072400000000,dcid:s2CellId/0x39f1070000000000,dcid:Earth,dcid:s2CellId/0x39f1a95c00000000,dcid:s2CellId/0x39f1a90000000000",4,5,"[1.80634 SquareKilometer]",1.806339,"","2022-10","{'type': 'Polygon', 'coordinates': (((86.74163739293384, 24.9636595181691), (86.82203408381292, 24.965389147310105), (86.82203408381292, 24.870557703590148), (86.82203408381292, 24.775700454671043), (86.74163739293384, 24.773980497142173), (86.74163739293384, 24.86883290014557), (86.74163739293384, 24.9636595181691)),)}" -"floodEvent/2022-10_0x39f2cf0000000000","FloodEvent","FloodEvent at LatLong(25.05296:85.03894) on 2022-10","2022-10","2022-10","P1D",1,"[LatLong 25.05296 85.03894]","dcid:s2CellId/0x39f2ce6400000000,dcid:s2CellId/0x39f2cf0000000000,dcid:Earth,dcid:s2CellId/0x39f2d01c00000000,dcid:s2CellId/0x39f2d10000000000",4,5,"[1.80441 SquareKilometer]",1.8044069999999999,"","2022-10","{'type': 'Polygon', 'coordinates': (((85.02334601407406, 25.105671247006093), (85.10643727766721, 25.108427924255686), (85.10643727766721, 25.0137784684534), (85.10643727766721, 24.91910228280929), (85.02334601407406, 24.916360836175645), (85.02334601407406, 25.01102939043017), (85.02334601407406, 25.105671247006093)),)}" -"floodEvent/2022-10_0x39f2fb0000000000","FloodEvent","FloodEvent at LatLong(25.00855:85.50457) on 2022-10","2022-10","2022-10","P1D",1,"[LatLong 25.00855 85.50457]","dcid:s2CellId/0x39f2fa1400000000,dcid:s2CellId/0x39f2fb0000000000,dcid:Earth",2,3,"[0.9023 SquareKilometer]",0.9023,"","2022-10","{'type': 'Polygon', 'coordinates': (((85.4375574061058, 24.929568460361843), (85.52002399545074, 24.932061071646416), (85.52002399545074, 25.026773319001666), (85.4375574061058, 25.024273772791044), (85.4375574061058, 24.929568460361843)),)}" -"floodEvent/2022-10_0x39925b0000000000","FloodEvent","FloodEvent at LatLong(25.12651:84.44352) on 2022-10","2022-10","2022-10","P1D",1,"[LatLong 25.12651 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+"floodEvent/2022-10_0x398dad0000000000","FloodEvent","FloodEvent at LatLong(24.83720:84.14351) on 2022-10","2022-10","2022-10","P1D",1,1,"[LatLong 24.83720 84.14351]","dcid:s2CellId/0x398dad0000000000,dcid:s2CellId/0x398dad0c00000000,dcid:s2CellId/0x398dad1400000000",3,"[1.8073 SquareKilometer]",1.8073,"2022-10","{'type': 'Polygon', 'coordinates': (((84.10128611741789, 24.788239718921737), (84.1857114651512, 24.79153608914476), (84.1857114651512, 24.886146090200345), (84.10128611741789, 24.882840466824423), (84.10128611741789, 24.788239718921737)),)}" +"floodEvent/2022-10_0x39e5410000000000","FloodEvent","FloodEvent at LatLong(25.97770:87.81567) on 2022-10","2022-10","2022-10","P1D",1,1,"[LatLong 25.97770 87.81567]","dcid:s2CellId/0x39e5410000000000,dcid:s2CellId/0x39e5413400000000,dcid:s2CellId/0x39e5489400000000,dcid:s2CellId/0x39e5490000000000,dcid:s2CellId/0x39e5493400000000,dcid:s2CellId/0x39e5495400000000,dcid:s2CellId/0x39e54ed400000000,dcid:s2CellId/0x39e54f0000000000",8,"[4.4824 SquareKilometer]",4.4824,"2022-10","{'type': 'MultiPolygon', 'coordinates': [(((87.77633327357327, 26.024367791331297), (87.85497548307694, 26.025550458330905), (87.85497548307694, 25.931002171995136), (87.77633327357327, 25.92982255544202), (87.77633327357327, 26.024367791331297)),), (((87.85497548307694, 25.836419867259345), (87.85497548307694, 25.741804261933925), (87.77633327357327, 25.740630788088815), (87.69755397032972, 25.73941290701931), (87.69755397032972, 25.834022239067483), (87.77633327357327, 25.83524331510538), (87.85497548307694, 25.836419867259345)),)]}" diff --git a/scripts/earthengine/test_data/sample_floods_events.tmcf b/scripts/earthengine/test_data/sample_floods_events.tmcf index df055fe033..48b300abe2 100644 --- a/scripts/earthengine/test_data/sample_floods_events.tmcf +++ b/scripts/earthengine/test_data/sample_floods_events.tmcf @@ -5,9 +5,9 @@ name: C:Events->name startDate: C:Events->startDate endDate: C:Events->endDate observationPeriod: C:Events->observationPeriod +numberOfDays: C:Events->numberOfDays startLocation: C:Events->startLocation affectedPlace: C:Events->affectedPlace area: C:Events->area -subEvents: C:Events->subEvents observationDate: C:Events->observationDate geoJsonCoordinatesDP1: C:Events->geoJsonCoordinatesDP1 \ No newline at end of file diff --git a/scripts/earthengine/test_data/sample_floods_output.csv b/scripts/earthengine/test_data/sample_floods_output.csv index 2f2e9da247..f645858cf9 100644 --- a/scripts/earthengine/test_data/sample_floods_output.csv +++ b/scripts/earthengine/test_data/sample_floods_output.csv @@ -29,7 +29,7 @@ "0.895735","2022-10","25.911904","84.437145","dcid:s2CellId/0x39928d5c00000000",13,1 "0.896002","2022-10","25.875972","84.437145","dcid:s2CellId/0x39928d8400000000",13,1 "0.896002","2022-10","25.875972","86.440388","dcid:s2CellId/0x39ee11bc00000000",13,1 -"1.792270","2022-10","25.858005","84.181125","dcid:s2CellId/0x399266cc00000000",26,2 +"0.896135","2022-10","25.858005","84.181125","dcid:s2CellId/0x399266cc00000000",13,1 "0.896202","2022-10","25.849022","84.500027","dcid:s2CellId/0x399293dc00000000",13,1 "0.896268","2022-10","25.840039","84.500027","dcid:s2CellId/0x3992916400000000",13,1 "0.896335","2022-10","25.831056","84.500027","dcid:s2CellId/0x3992916c00000000",13,1 @@ -40,8 +40,8 @@ "0.896468","2022-10","25.813090","87.796844","dcid:s2CellId/0x39e5489400000000",13,1 "0.896534","2022-10","25.804107","84.607825","dcid:s2CellId/0x3992bd8400000000",13,1 "0.896667","2022-10","25.786140","84.625791","dcid:s2CellId/0x3992bd6c00000000",13,1 -"1.793401","2022-10","25.781649","84.904269","dcid:s2CellId/0x3992b28c00000000",26,2 -"1.793401","2022-10","25.781649","84.913252","dcid:s2CellId/0x3992b29400000000",26,2 +"1.793401","2022-10","25.781649","84.904269","dcid:s2CellId/0x3992b28c00000000",13,1 +"1.793401","2022-10","25.781649","84.913252","dcid:s2CellId/0x3992b29400000000",13,1 "0.896667","2022-10","25.786140","85.173764","dcid:s2CellId/0x39ed44bc00000000",13,1 "0.896667","2022-10","25.786140","87.769895","dcid:s2CellId/0x39e54ed400000000",13,1 "0.896734","2022-10","25.777157","85.101898","dcid:s2CellId/0x39ed4ffc00000000",13,1 @@ -58,7 +58,7 @@ "0.896999","2022-10","25.741224","84.419179","dcid:s2CellId/0x3992855c00000000",13,1 "0.896999","2022-10","25.741224","84.652741","dcid:s2CellId/0x3992a32400000000",13,1 "0.896999","2022-10","25.741224","84.661724","dcid:s2CellId/0x3992a33c00000000",13,1 -"1.794065","2022-10","25.736733","84.688673","dcid:s2CellId/0x3992a35c00000000",26,2 +"1.794065","2022-10","25.736733","84.688673","dcid:s2CellId/0x3992a35c00000000",13,1 "0.896999","2022-10","25.741224","85.056983","dcid:s2CellId/0x39ed51b400000000",13,1 "0.896999","2022-10","25.741224","85.173764","dcid:s2CellId/0x39ed5b6c00000000",13,1 "0.897065","2022-10","25.732241","84.122735","dcid:s2CellId/0x39927acc00000000",13,1 @@ -72,23 +72,23 @@ "0.897065","2022-10","25.732241","84.643758","dcid:s2CellId/0x3992a2dc00000000",13,1 "0.897065","2022-10","25.732241","84.697657","dcid:s2CellId/0x3992a49c00000000",13,1 "0.897065","2022-10","25.732241","84.706640","dcid:s2CellId/0x3992a49400000000",13,1 -"3.588394","2022-10","25.727750","84.747064","dcid:s2CellId/0x3992a51400000000",52,4 +"2.691329","2022-10","25.727750","84.747064","dcid:s2CellId/0x3992a51400000000",13,1 "0.897065","2022-10","25.732241","84.760539","dcid:s2CellId/0x3992a56c00000000",13,1 "0.897132","2022-10","25.723258","84.104768","dcid:s2CellId/0x39927aac00000000",13,1 "0.897132","2022-10","25.723258","84.158667","dcid:s2CellId/0x39927b3c00000000",13,1 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"0.900875","2022-10","25.211218","86.188860","dcid:s2CellId/0x39f221ec00000000",13,1 @@ -818,7 +818,7 @@ "0.900875","2022-10","25.211218","86.835647","dcid:s2CellId/0x39f1b5cc00000000",13,1 "0.900875","2022-10","25.211218","86.844630","dcid:s2CellId/0x39f1b5b400000000",13,1 "0.900875","2022-10","25.211218","86.853613","dcid:s2CellId/0x39f1b5ac00000000",13,1 -"1.801749","2022-10","25.211218","86.867088","dcid:s2CellId/0x39f1b50400000000",26,2 +"0.900875","2022-10","25.211218","86.867088","dcid:s2CellId/0x39f1b50400000000",13,1 "0.900875","2022-10","25.211218","86.880563","dcid:s2CellId/0x39f1b51c00000000",13,1 "0.900875","2022-10","25.211218","86.889546","dcid:s2CellId/0x39f1b52400000000",13,1 "0.900875","2022-10","25.211218","87.051243","dcid:s2CellId/0x39f0486400000000",13,1 @@ -826,32 +826,32 @@ "0.900875","2022-10","25.211218","87.069209","dcid:s2CellId/0x39f047d400000000",13,1 "0.900875","2022-10","25.211218","87.078192","dcid:s2CellId/0x39f047cc00000000",13,1 "0.900940","2022-10","25.202235","84.491044","dcid:s2CellId/0x398d6cc400000000",13,1 -"1.801944","2022-10","25.197744","86.826664","dcid:s2CellId/0x39f1b42c00000000",26,2 +"1.801944","2022-10","25.197744","86.826664","dcid:s2CellId/0x39f1b42c00000000",13,1 "0.900940","2022-10","25.202235","86.835647","dcid:s2CellId/0x39f1b43400000000",13,1 "0.900940","2022-10","25.202235","86.844630","dcid:s2CellId/0x39f1b44c00000000",13,1 "0.900940","2022-10","25.202235","86.853613","dcid:s2CellId/0x39f1b45400000000",13,1 -"1.801879","2022-10","25.202235","86.867088","dcid:s2CellId/0x39f1b4fc00000000",26,2 +"0.900940","2022-10","25.202235","86.867088","dcid:s2CellId/0x39f1b4fc00000000",13,1 "0.900940","2022-10","25.202235","87.051243","dcid:s2CellId/0x39f0488c00000000",13,1 "0.900940","2022-10","25.202235","87.060226","dcid:s2CellId/0x39f0488400000000",13,1 "0.900940","2022-10","25.202235","87.069209","dcid:s2CellId/0x39f0462c00000000",13,1 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+"1.802074","2022-10","25.188761","87.078192","dcid:s2CellId/0x39f0463c00000000",13,1 "0.901005","2022-10","25.193252","87.105142","dcid:s2CellId/0x39f046f400000000",13,1 "0.901005","2022-10","25.193252","87.114125","dcid:s2CellId/0x39f046ec00000000",13,1 -"1.802009","2022-10","25.193252","87.127599","dcid:s2CellId/0x39f046c400000000",26,2 +"0.901005","2022-10","25.193252","87.127599","dcid:s2CellId/0x39f046c400000000",13,1 "0.901005","2022-10","25.193252","87.141074","dcid:s2CellId/0x39f046cc00000000",13,1 "0.901005","2022-10","25.193252","87.203956","dcid:s2CellId/0x39f041c400000000",13,1 "0.901005","2022-10","25.193252","87.212939","dcid:s2CellId/0x39f041dc00000000",13,1 "0.901005","2022-10","25.193252","87.230906","dcid:s2CellId/0x39f06a7400000000",13,1 "0.901005","2022-10","25.193252","87.796844","dcid:s2CellId/0x39fa946c00000000",13,1 "0.901005","2022-10","25.193252","87.814811","dcid:s2CellId/0x39fa946400000000",13,1 -"1.802204","2022-10","25.179777","87.114125","dcid:s2CellId/0x39f0469400000000",26,2 +"1.802204","2022-10","25.179777","87.114125","dcid:s2CellId/0x39f0469400000000",13,1 "0.901070","2022-10","25.184269","87.123108","dcid:s2CellId/0x39f046bc00000000",13,1 "0.901070","2022-10","25.184269","87.230906","dcid:s2CellId/0x39f06a0c00000000",13,1 "0.901070","2022-10","25.184269","87.239889","dcid:s2CellId/0x39f06a1400000000",13,1 @@ -864,10 +864,10 @@ "0.901200","2022-10","25.166303","87.069209","dcid:s2CellId/0x39f0460400000000",13,1 "0.901200","2022-10","25.166303","87.150057","dcid:s2CellId/0x39f0415400000000",13,1 "0.901200","2022-10","25.166303","87.778878","dcid:s2CellId/0x39fa93fc00000000",13,1 -"1.802594","2022-10","25.152828","87.060226","dcid:s2CellId/0x39f04f5400000000",26,2 +"1.802594","2022-10","25.152828","87.060226","dcid:s2CellId/0x39f04f5400000000",13,1 "0.901264","2022-10","25.157320","87.787861","dcid:s2CellId/0x39fa93ec00000000",13,1 "0.901264","2022-10","25.157320","87.886676","dcid:s2CellId/0x39faec8c00000000",13,1 -"1.802724","2022-10","25.143845","87.787861","dcid:s2CellId/0x39fa93c400000000",26,2 +"1.802724","2022-10","25.143845","87.787861","dcid:s2CellId/0x39fa93c400000000",13,1 "0.901394","2022-10","25.139353","87.778878","dcid:s2CellId/0x39fa93dc00000000",13,1 "0.901394","2022-10","25.139353","87.895659","dcid:s2CellId/0x39faec5c00000000",13,1 "0.901459","2022-10","25.130370","87.778878","dcid:s2CellId/0x39fa93d400000000",13,1 @@ -885,12 +885,12 @@ "0.901783","2022-10","25.085454","87.823794","dcid:s2CellId/0x39fa928400000000",13,1 "0.901783","2022-10","25.085454","87.841760","dcid:s2CellId/0x39fa92a400000000",13,1 "0.901848","2022-10","25.076471","87.814811","dcid:s2CellId/0x39fa8d8400000000",13,1 -"1.803760","2022-10","25.071980","87.823794","dcid:s2CellId/0x39fa8d7c00000000",26,2 -"1.803760","2022-10","25.071980","87.832777","dcid:s2CellId/0x39fa8d6400000000",26,2 +"1.803760","2022-10","25.071980","87.823794","dcid:s2CellId/0x39fa8d7c00000000",13,1 +"1.803760","2022-10","25.071980","87.832777","dcid:s2CellId/0x39fa8d6400000000",13,1 "0.901848","2022-10","25.076471","87.850743","dcid:s2CellId/0x39fa8d5400000000",13,1 "0.901912","2022-10","25.067488","87.841760","dcid:s2CellId/0x39fa8d5c00000000",13,1 "0.902042","2022-10","25.049522","85.039016","dcid:s2CellId/0x39f2ce6400000000",13,1 -"1.804084","2022-10","25.049522","87.909134","dcid:s2CellId/0x39faf24400000000",26,2 +"0.902042","2022-10","25.049522","87.909134","dcid:s2CellId/0x39faf24400000000",13,1 "0.902042","2022-10","25.049522","88.219052","dcid:s2CellId/0x39fb031400000000",13,1 "0.902106","2022-10","25.040539","87.868710","dcid:s2CellId/0x39faf2dc00000000",13,1 "0.902106","2022-10","25.040539","87.877693","dcid:s2CellId/0x39faf2e400000000",13,1 @@ -905,23 +905,23 @@ "0.902171","2022-10","25.031555","88.219052","dcid:s2CellId/0x39fb03a400000000",13,1 "0.902300","2022-10","25.013589","85.506140","dcid:s2CellId/0x39f2fa1400000000",13,1 "0.902365","2022-10","25.004606","85.092915","dcid:s2CellId/0x39f2d01c00000000",13,1 -"1.804923","2022-10","24.991131","87.967524","dcid:s2CellId/0x39faf12c00000000",26,2 +"1.804923","2022-10","24.991131","87.967524","dcid:s2CellId/0x39faf12c00000000",13,1 "0.902558","2022-10","24.977656","87.976507","dcid:s2CellId/0x39faf72c00000000",13,1 "0.902623","2022-10","24.968673","87.958541","dcid:s2CellId/0x39faf6c400000000",13,1 -"1.805439","2022-10","24.955199","87.940575","dcid:s2CellId/0x39faf69c00000000",26,2 +"1.805439","2022-10","24.955199","87.940575","dcid:s2CellId/0x39faf69c00000000",13,1 "0.902687","2022-10","24.959690","87.949558","dcid:s2CellId/0x39faf69400000000",13,1 "0.902752","2022-10","24.950707","86.817681","dcid:s2CellId/0x39f1a95c00000000",13,1 "0.902880","2022-10","24.932741","87.922608","dcid:s2CellId/0x39faf5cc00000000",13,1 "0.902880","2022-10","24.932741","87.931592","dcid:s2CellId/0x39faf5d400000000",13,1 -"1.805954","2022-10","24.919266","87.922608","dcid:s2CellId/0x39faf5c400000000",26,2 +"1.805954","2022-10","24.919266","87.922608","dcid:s2CellId/0x39faf5c400000000",13,1 "0.903009","2022-10","24.914774","88.263968","dcid:s2CellId/0x39fb074400000000",13,1 "0.903073","2022-10","24.905791","87.922608","dcid:s2CellId/0x39faf5ec00000000",13,1 "0.903073","2022-10","24.905791","87.931592","dcid:s2CellId/0x39faf5e400000000",13,1 "0.903138","2022-10","24.896808","87.922608","dcid:s2CellId/0x39faf5f400000000",13,1 "0.903138","2022-10","24.896808","87.931592","dcid:s2CellId/0x39faf5fc00000000",13,1 -"1.806468","2022-10","24.883333","87.922608","dcid:s2CellId/0x39fa5f5c00000000",26,2 -"1.806468","2022-10","24.883333","87.931592","dcid:s2CellId/0x39fa5f5400000000",26,2 -"1.806468","2022-10","24.883333","87.940575","dcid:s2CellId/0x39fa58ac00000000",26,2 +"1.806468","2022-10","24.883333","87.922608","dcid:s2CellId/0x39fa5f5c00000000",13,1 +"1.806468","2022-10","24.883333","87.931592","dcid:s2CellId/0x39fa5f5400000000",13,1 +"1.806468","2022-10","24.883333","87.940575","dcid:s2CellId/0x39fa58ac00000000",13,1 "0.903330","2022-10","24.869859","87.922608","dcid:s2CellId/0x39fa5f4400000000",13,1 "0.903330","2022-10","24.869859","87.931592","dcid:s2CellId/0x39fa5f4c00000000",13,1 "0.903330","2022-10","24.869859","87.940575","dcid:s2CellId/0x39fa58b400000000",13,1 diff --git a/scripts/earthengine/test_data/sample_floods_output_filtered.csv b/scripts/earthengine/test_data/sample_floods_output_filtered.csv index 7c20e7fac5..882185bb8f 100644 --- a/scripts/earthengine/test_data/sample_floods_output_filtered.csv +++ b/scripts/earthengine/test_data/sample_floods_output_filtered.csv @@ -1,126 +1,90 @@ "area","date","latitude","longitude","s2CellId","s2Level","water" -"1.792270","2022-10","25.858005","84.181125","dcid:s2CellId/0x399266cc00000000",13,2 -"1.793401","2022-10","25.781649","84.904269","dcid:s2CellId/0x3992b28c00000000",13,2 -"1.793401","2022-10","25.781649","84.913252","dcid:s2CellId/0x3992b29400000000",13,2 -"1.794065","2022-10","25.736733","84.688673","dcid:s2CellId/0x3992a35c00000000",13,2 -"3.588394","2022-10","25.727750","84.747064","dcid:s2CellId/0x3992a51400000000",13,4 -"1.794264","2022-10","25.723258","84.181125","dcid:s2CellId/0x39927b5c00000000",13,2 -"1.794264","2022-10","25.723258","84.621300","dcid:s2CellId/0x3992a29400000000",13,2 -"1.794264","2022-10","25.723258","84.809946","dcid:s2CellId/0x3992afac00000000",13,2 -"1.794462","2022-10","25.709783","84.872828","dcid:s2CellId/0x3992ac3400000000",13,2 -"1.794727","2022-10","25.691817","84.392229","dcid:s2CellId/0x3992845400000000",13,2 -"1.794926","2022-10","25.678342","85.142323","dcid:s2CellId/0x39ed5a2c00000000",13,2 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+"1.801033","2022-10","25.260626","87.653114","dcid:s2CellId/0x39fa988400000000",13,1 +"1.801033","2022-10","25.260626","87.662097","dcid:s2CellId/0x39fa987c00000000",13,1 +"1.801033","2022-10","25.260626","87.814811","dcid:s2CellId/0x39fa958400000000",13,1 +"1.801033","2022-10","25.260626","87.832777","dcid:s2CellId/0x39fa956400000000",13,1 +"1.801163","2022-10","25.251643","86.593102","dcid:s2CellId/0x39f1c00c00000000",13,1 +"1.801163","2022-10","25.251643","86.602085","dcid:s2CellId/0x39f1c07400000000",13,1 +"1.801684","2022-10","25.215710","86.638018","dcid:s2CellId/0x39f1bf1400000000",13,1 +"1.801684","2022-10","25.215710","86.647001","dcid:s2CellId/0x39f1bf3c00000000",13,1 +"1.801684","2022-10","25.215710","86.655984","dcid:s2CellId/0x39f1bf3400000000",13,1 +"1.801684","2022-10","25.215710","86.664967","dcid:s2CellId/0x39f1b8cc00000000",13,1 +"1.801684","2022-10","25.215710","86.673950","dcid:s2CellId/0x39f1b8c400000000",13,1 +"1.801684","2022-10","25.215710","87.832777","dcid:s2CellId/0x39fa94e400000000",13,1 +"1.801944","2022-10","25.197744","86.826664","dcid:s2CellId/0x39f1b42c00000000",13,1 +"1.802074","2022-10","25.188761","87.060226","dcid:s2CellId/0x39f0489c00000000",13,1 +"1.802074","2022-10","25.188761","87.069209","dcid:s2CellId/0x39f0462400000000",13,1 +"1.802074","2022-10","25.188761","87.078192","dcid:s2CellId/0x39f0463c00000000",13,1 +"1.802204","2022-10","25.179777","87.114125","dcid:s2CellId/0x39f0469400000000",13,1 +"1.802594","2022-10","25.152828","87.060226","dcid:s2CellId/0x39f04f5400000000",13,1 +"1.802724","2022-10","25.143845","87.787861","dcid:s2CellId/0x39fa93c400000000",13,1 +"1.803760","2022-10","25.071980","87.823794","dcid:s2CellId/0x39fa8d7c00000000",13,1 +"1.803760","2022-10","25.071980","87.832777","dcid:s2CellId/0x39fa8d6400000000",13,1 +"1.804923","2022-10","24.991131","87.967524","dcid:s2CellId/0x39faf12c00000000",13,1 +"1.805439","2022-10","24.955199","87.940575","dcid:s2CellId/0x39faf69c00000000",13,1 +"1.805954","2022-10","24.919266","87.922608","dcid:s2CellId/0x39faf5c400000000",13,1 +"1.806468","2022-10","24.883333","87.922608","dcid:s2CellId/0x39fa5f5c00000000",13,1 +"1.806468","2022-10","24.883333","87.931592","dcid:s2CellId/0x39fa5f5400000000",13,1 +"1.806468","2022-10","24.883333","87.940575","dcid:s2CellId/0x39fa58ac00000000",13,1 diff --git a/scripts/earthengine/test_data/sample_floods_place_svobs.csv b/scripts/earthengine/test_data/sample_floods_place_svobs.csv index fcdb8d3b1e..f68e4a0e2f 100644 --- a/scripts/earthengine/test_data/sample_floods_place_svobs.csv +++ b/scripts/earthengine/test_data/sample_floods_place_svobs.csv @@ -1,25 +1,26 @@ "observationAbout","observationDate","observationPeriod","area","count" -"s2CellId/0x39fb030000000000","2022-10","P1M",2.706,1 -"s2CellId/0x39fb070000000000","2022-10","P1M",0.903,1 "s2CellId/0x39e5410000000000","2022-10","P1M",0.896,1 "s2CellId/0x39e5490000000000","2022-10","P1M",2.69,1 "s2CellId/0x39e54f0000000000","2022-10","P1M",0.897,1 -"s2CellId/0x39f3cd0000000000","2022-10","P1M",0.904,1 +"s2CellId/0x39f2cf0000000000","2022-10","P1M",0.902,1 +"s2CellId/0x39f2d10000000000","2022-10","P1M",0.902,1 +"s2CellId/0x39fb030000000000","2022-10","P1M",2.706,1 +"s2CellId/0x39fb070000000000","2022-10","P1M",0.903,1 "s2CellId/0x39925b0000000000","2022-10","P1M",5.369,1 "s2CellId/0x3992590000000000","2022-10","P1M",0.895,1 "s2CellId/0x39925f0000000000","2022-10","P1M",4.476,1 "s2CellId/0x39928d0000000000","2022-10","P1M",3.583,1 "s2CellId/0x39928b0000000000","2022-10","P1M",3.583,1 -"s2CellId/0x3992670000000000","2022-10","P1M",1.792,1 +"s2CellId/0x3992670000000000","2022-10","P1M",0.896,1 "s2CellId/0x3992930000000000","2022-10","P1M",0.896,1 "s2CellId/0x3992910000000000","2022-10","P1M",2.689,1 "s2CellId/0x3992970000000000","2022-10","P1M",2.689,1 "s2CellId/0x3992bd0000000000","2022-10","P1M",3.587,1 "s2CellId/0x39928f0000000000","2022-10","P1M",3.587,1 "s2CellId/0x3992890000000000","2022-10","P1M",0.897,1 -"s2CellId/0x3992a30000000000","2022-10","P1M",10.765,1 -"s2CellId/0x3992850000000000","2022-10","P1M",17.949,1 -"s2CellId/0x39927b0000000000","2022-10","P1M",8.074,1 +"s2CellId/0x3992a30000000000","2022-10","P1M",9.868,1 +"s2CellId/0x3992850000000000","2022-10","P1M",17.051,1 +"s2CellId/0x39927b0000000000","2022-10","P1M",7.177,1 "s2CellId/0x3992990000000000","2022-10","P1M",6.281,1 "s2CellId/0x39ed330000000000","2022-10","P1M",0.895,1 "s2CellId/0x39ed350000000000","2022-10","P1M",4.474,1 @@ -28,11 +29,11 @@ "s2CellId/0x39ed450000000000","2022-10","P1M",0.897,1 "s2CellId/0x39ed4f0000000000","2022-10","P1M",0.897,1 "s2CellId/0x39ed510000000000","2022-10","P1M",1.794,1 -"s2CellId/0x39ed5b0000000000","2022-10","P1M",2.692,1 -"s2CellId/0x3992a50000000000","2022-10","P1M",8.971,1 +"s2CellId/0x39ed5b0000000000","2022-10","P1M",1.794,1 +"s2CellId/0x3992a50000000000","2022-10","P1M",8.074,1 "s2CellId/0x39927d0000000000","2022-10","P1M",1.794,1 "s2CellId/0x3992870000000000","2022-10","P1M",8.076,1 -"s2CellId/0x3992af0000000000","2022-10","P1M",5.383,1 +"s2CellId/0x3992af0000000000","2022-10","P1M",4.486,1 "s2CellId/0x3992ad0000000000","2022-10","P1M",5.384,1 "s2CellId/0x3992710000000000","2022-10","P1M",8.975,1 "s2CellId/0x39929b0000000000","2022-10","P1M",8.974,1 @@ -43,9 +44,9 @@ "s2CellId/0x3992ab0000000000","2022-10","P1M",0.898,1 "s2CellId/0x39ed570000000000","2022-10","P1M",6.283,1 "s2CellId/0x3992830000000000","2022-10","P1M",0.898,1 -"s2CellId/0x3992a10000000000","2022-10","P1M",1.795,1 +"s2CellId/0x3992a10000000000","2022-10","P1M",0.898,1 "s2CellId/0x3992a90000000000","2022-10","P1M",8.081,1 -"s2CellId/0x3992770000000000","2022-10","P1M",7.183,1 +"s2CellId/0x3992770000000000","2022-10","P1M",6.285,1 "s2CellId/0x39ed590000000000","2022-10","P1M",3.591,1 "s2CellId/0x39ed610000000000","2022-10","P1M",2.694,1 "s2CellId/0x39ed630000000000","2022-10","P1M",0.898,1 @@ -65,7 +66,7 @@ "s2CellId/0x39f2730000000000","2022-10","P1M",8.989,1 "s2CellId/0x39f2870000000000","2022-10","P1M",2.697,1 "s2CellId/0x39f27d0000000000","2022-10","P1M",5.393,1 -"s2CellId/0x39f27b0000000000","2022-10","P1M",3.596,1 +"s2CellId/0x39f27b0000000000","2022-10","P1M",1.798,1 "s2CellId/0x398d510000000000","2022-10","P1M",0.899,1 "s2CellId/0x39f20d0000000000","2022-10","P1M",6.295,1 "s2CellId/0x398d5b0000000000","2022-10","P1M",2.698,1 @@ -89,60 +90,60 @@ "s2CellId/0x39f0170000000000","2022-10","P1M",20.69,1 "s2CellId/0x39f1f90000000000","2022-10","P1M",0.899,1 "s2CellId/0x39f1e50000000000","2022-10","P1M",0.899,1 -"s2CellId/0x39f0110000000000","2022-10","P1M",15.292,1 +"s2CellId/0x39f0110000000000","2022-10","P1M",14.392,1 "s2CellId/0x39f1e90000000000","2022-10","P1M",10.794,1 "s2CellId/0x39f1c30000000000","2022-10","P1M",5.396,1 "s2CellId/0x39fab10000000000","2022-10","P1M",0.899,1 -"s2CellId/0x39faa70000000000","2022-10","P1M",15.293,1 +"s2CellId/0x39faa70000000000","2022-10","P1M",14.393,1 "s2CellId/0x39f0310000000000","2022-10","P1M",0.899,1 -"s2CellId/0x39f00f0000000000","2022-10","P1M",6.296,1 -"s2CellId/0x39f0090000000000","2022-10","P1M",8.995,1 +"s2CellId/0x39f00f0000000000","2022-10","P1M",5.397,1 +"s2CellId/0x39f0090000000000","2022-10","P1M",8.096,1 "s2CellId/0x39f1ef0000000000","2022-10","P1M",1.799,1 "s2CellId/0x39fabb0000000000","2022-10","P1M",1.799,1 -"s2CellId/0x39f1f70000000000","2022-10","P1M",6.299,1 +"s2CellId/0x39f1f70000000000","2022-10","P1M",5.399,1 "s2CellId/0x39f1cd0000000000","2022-10","P1M",5.398,1 "s2CellId/0x39f1f10000000000","2022-10","P1M",3.599,1 "s2CellId/0x39f1cf0000000000","2022-10","P1M",0.9,1 "s2CellId/0x39f0330000000000","2022-10","P1M",2.699,1 "s2CellId/0x39f21b0000000000","2022-10","P1M",7.199,1 -"s2CellId/0x39f00b0000000000","2022-10","P1M",9.001,1 +"s2CellId/0x39f00b0000000000","2022-10","P1M",8.101,1 "s2CellId/0x39faa10000000000","2022-10","P1M",18.001,1 "s2CellId/0x39f21d0000000000","2022-10","P1M",6.3,1 -"s2CellId/0x39f1cb0000000000","2022-10","P1M",17.104,1 -"s2CellId/0x39f0350000000000","2022-10","P1M",18.005,1 +"s2CellId/0x39f1cb0000000000","2022-10","P1M",16.204,1 +"s2CellId/0x39f0350000000000","2022-10","P1M",16.204,1 "s2CellId/0x39fabd0000000000","2022-10","P1M",2.7,1 "s2CellId/0x39f0150000000000","2022-10","P1M",4.501,1 "s2CellId/0x39f2190000000000","2022-10","P1M",9.001,1 "s2CellId/0x39f21f0000000000","2022-10","P1M",14.405,1 "s2CellId/0x39f1f50000000000","2022-10","P1M",11.704,1 -"s2CellId/0x39f1f30000000000","2022-10","P1M",31.511,1 -"s2CellId/0x39f1ed0000000000","2022-10","P1M",17.105,1 -"s2CellId/0x39f03f0000000000","2022-10","P1M",18.906,1 +"s2CellId/0x39f1f30000000000","2022-10","P1M",28.81,1 +"s2CellId/0x39f1ed0000000000","2022-10","P1M",16.205,1 +"s2CellId/0x39f03f0000000000","2022-10","P1M",17.105,1 "s2CellId/0x39f26b0000000000","2022-10","P1M",6.302,1 -"s2CellId/0x39f2150000000000","2022-10","P1M",24.306,1 +"s2CellId/0x39f2150000000000","2022-10","P1M",23.406,1 "s2CellId/0x39f2170000000000","2022-10","P1M",4.501,1 "s2CellId/0x39f1eb0000000000","2022-10","P1M",6.302,1 "s2CellId/0x39f1c10000000000","2022-10","P1M",20.709,1 "s2CellId/0x39f1c90000000000","2022-10","P1M",6.302,1 "s2CellId/0x39f0370000000000","2022-10","P1M",12.605,1 -"s2CellId/0x39f1c70000000000","2022-10","P1M",5.402,1 -"s2CellId/0x39f0390000000000","2022-10","P1M",12.606,1 +"s2CellId/0x39f1c70000000000","2022-10","P1M",4.502,1 +"s2CellId/0x39f0390000000000","2022-10","P1M",10.805,1 "s2CellId/0x39faa30000000000","2022-10","P1M",4.502,1 -"s2CellId/0x39fabf0000000000","2022-10","P1M",9.904,1 +"s2CellId/0x39fabf0000000000","2022-10","P1M",9.004,1 "s2CellId/0x39fa990000000000","2022-10","P1M",8.105,1 -"s2CellId/0x39fa970000000000","2022-10","P1M",3.602,1 -"s2CellId/0x39fa950000000000","2022-10","P1M",17.114,1 +"s2CellId/0x39fa970000000000","2022-10","P1M",2.702,1 +"s2CellId/0x39fa950000000000","2022-10","P1M",16.213,1 "s2CellId/0x39f0410000000000","2022-10","P1M",14.412,1 "s2CellId/0x39faeb0000000000","2022-10","P1M",3.603,1 "s2CellId/0x39f0490000000000","2022-10","P1M",9.009,1 -"s2CellId/0x39f0470000000000","2022-10","P1M",30.63,1 +"s2CellId/0x39f0470000000000","2022-10","P1M",28.828,1 "s2CellId/0x39f06b0000000000","2022-10","P1M",4.504,1 -"s2CellId/0x39f1bf0000000000","2022-10","P1M",12.611,1 +"s2CellId/0x39f1bf0000000000","2022-10","P1M",11.71,1 "s2CellId/0x398d6b0000000000","2022-10","P1M",0.901,1 "s2CellId/0x39f2230000000000","2022-10","P1M",0.901,1 "s2CellId/0x39f1b90000000000","2022-10","P1M",5.405,1 "s2CellId/0x39f1b70000000000","2022-10","P1M",1.801,1 -"s2CellId/0x39f1b50000000000","2022-10","P1M",21.621,1 +"s2CellId/0x39f1b50000000000","2022-10","P1M",18.918,1 "s2CellId/0x398d6d0000000000","2022-10","P1M",1.802,1 "s2CellId/0x39f2210000000000","2022-10","P1M",1.802,1 "s2CellId/0x398d130000000000","2022-10","P1M",1.803,1 @@ -150,7 +151,7 @@ "s2CellId/0x39f04f0000000000","2022-10","P1M",1.803,1 "s2CellId/0x39faed0000000000","2022-10","P1M",1.803,1 "s2CellId/0x39fa8d0000000000","2022-10","P1M",6.313,1 -"s2CellId/0x39faf30000000000","2022-10","P1M",8.119,1 +"s2CellId/0x39faf30000000000","2022-10","P1M",7.217,1 "s2CellId/0x39faf10000000000","2022-10","P1M",3.609,1 "s2CellId/0x39faf70000000000","2022-10","P1M",4.513,1 "s2CellId/0x39faf50000000000","2022-10","P1M",7.224,1 @@ -159,33 +160,33 @@ "s2CellId/0x39fa5b0000000000","2022-10","P1M",2.713,1 "s2CellId/0x39ee6d0000000000","2022-10","P1M",0.895,1 "s2CellId/0x39ee110000000000","2022-10","P1M",0.896,1 -"s2CellId/0x39f2cf0000000000","2022-10","P1M",0.902,1 -"s2CellId/0x39f2d10000000000","2022-10","P1M",0.902,1 -"s2CellId/0x398dad0000000000","2022-10","P1M",1.807,1 "s2CellId/0x39f2fb0000000000","2022-10","P1M",0.902,1 "s2CellId/0x39f1a90000000000","2022-10","P1M",0.903,1 "s2CellId/0x39f1070000000000","2022-10","P1M",0.904,1 -"s2CellId/0x39fb030000000000","2022","P1Y",2.706,1 -"s2CellId/0x39fb070000000000","2022","P1Y",0.903,1 +"s2CellId/0x39f3cd0000000000","2022-10","P1M",0.904,1 +"s2CellId/0x398dad0000000000","2022-10","P1M",1.807,1 "s2CellId/0x39e5410000000000","2022","P1Y",0.896,1 "s2CellId/0x39e5490000000000","2022","P1Y",2.69,1 "s2CellId/0x39e54f0000000000","2022","P1Y",0.897,1 -"s2CellId/0x39f3cd0000000000","2022","P1Y",0.904,1 +"s2CellId/0x39f2cf0000000000","2022","P1Y",0.902,1 +"s2CellId/0x39f2d10000000000","2022","P1Y",0.902,1 +"s2CellId/0x39fb030000000000","2022","P1Y",2.706,1 +"s2CellId/0x39fb070000000000","2022","P1Y",0.903,1 "s2CellId/0x39925b0000000000","2022","P1Y",5.369,1 "s2CellId/0x3992590000000000","2022","P1Y",0.895,1 "s2CellId/0x39925f0000000000","2022","P1Y",4.476,1 "s2CellId/0x39928d0000000000","2022","P1Y",3.583,1 "s2CellId/0x39928b0000000000","2022","P1Y",3.583,1 -"s2CellId/0x3992670000000000","2022","P1Y",1.792,1 +"s2CellId/0x3992670000000000","2022","P1Y",0.896,1 "s2CellId/0x3992930000000000","2022","P1Y",0.896,1 "s2CellId/0x3992910000000000","2022","P1Y",2.689,1 "s2CellId/0x3992970000000000","2022","P1Y",2.689,1 "s2CellId/0x3992bd0000000000","2022","P1Y",3.587,1 "s2CellId/0x39928f0000000000","2022","P1Y",3.587,1 "s2CellId/0x3992890000000000","2022","P1Y",0.897,1 -"s2CellId/0x3992a30000000000","2022","P1Y",10.765,1 -"s2CellId/0x3992850000000000","2022","P1Y",17.949,1 -"s2CellId/0x39927b0000000000","2022","P1Y",8.074,1 +"s2CellId/0x3992a30000000000","2022","P1Y",9.868,1 +"s2CellId/0x3992850000000000","2022","P1Y",17.051,1 +"s2CellId/0x39927b0000000000","2022","P1Y",7.177,1 "s2CellId/0x3992990000000000","2022","P1Y",6.281,1 "s2CellId/0x39ed330000000000","2022","P1Y",0.895,1 "s2CellId/0x39ed350000000000","2022","P1Y",4.474,1 @@ -194,11 +195,11 @@ "s2CellId/0x39ed450000000000","2022","P1Y",0.897,1 "s2CellId/0x39ed4f0000000000","2022","P1Y",0.897,1 "s2CellId/0x39ed510000000000","2022","P1Y",1.794,1 -"s2CellId/0x39ed5b0000000000","2022","P1Y",2.692,1 -"s2CellId/0x3992a50000000000","2022","P1Y",8.971,1 +"s2CellId/0x39ed5b0000000000","2022","P1Y",1.794,1 +"s2CellId/0x3992a50000000000","2022","P1Y",8.074,1 "s2CellId/0x39927d0000000000","2022","P1Y",1.794,1 "s2CellId/0x3992870000000000","2022","P1Y",8.076,1 -"s2CellId/0x3992af0000000000","2022","P1Y",5.383,1 +"s2CellId/0x3992af0000000000","2022","P1Y",4.486,1 "s2CellId/0x3992ad0000000000","2022","P1Y",5.384,1 "s2CellId/0x3992710000000000","2022","P1Y",8.975,1 "s2CellId/0x39929b0000000000","2022","P1Y",8.974,1 @@ -209,9 +210,9 @@ "s2CellId/0x3992ab0000000000","2022","P1Y",0.898,1 "s2CellId/0x39ed570000000000","2022","P1Y",6.283,1 "s2CellId/0x3992830000000000","2022","P1Y",0.898,1 -"s2CellId/0x3992a10000000000","2022","P1Y",1.795,1 +"s2CellId/0x3992a10000000000","2022","P1Y",0.898,1 "s2CellId/0x3992a90000000000","2022","P1Y",8.081,1 -"s2CellId/0x3992770000000000","2022","P1Y",7.183,1 +"s2CellId/0x3992770000000000","2022","P1Y",6.285,1 "s2CellId/0x39ed590000000000","2022","P1Y",3.591,1 "s2CellId/0x39ed610000000000","2022","P1Y",2.694,1 "s2CellId/0x39ed630000000000","2022","P1Y",0.898,1 @@ -231,7 +232,7 @@ "s2CellId/0x39f2730000000000","2022","P1Y",8.989,1 "s2CellId/0x39f2870000000000","2022","P1Y",2.697,1 "s2CellId/0x39f27d0000000000","2022","P1Y",5.393,1 -"s2CellId/0x39f27b0000000000","2022","P1Y",3.596,1 +"s2CellId/0x39f27b0000000000","2022","P1Y",1.798,1 "s2CellId/0x398d510000000000","2022","P1Y",0.899,1 "s2CellId/0x39f20d0000000000","2022","P1Y",6.295,1 "s2CellId/0x398d5b0000000000","2022","P1Y",2.698,1 @@ -255,60 +256,60 @@ "s2CellId/0x39f0170000000000","2022","P1Y",20.69,1 "s2CellId/0x39f1f90000000000","2022","P1Y",0.899,1 "s2CellId/0x39f1e50000000000","2022","P1Y",0.899,1 -"s2CellId/0x39f0110000000000","2022","P1Y",15.292,1 +"s2CellId/0x39f0110000000000","2022","P1Y",14.392,1 "s2CellId/0x39f1e90000000000","2022","P1Y",10.794,1 "s2CellId/0x39f1c30000000000","2022","P1Y",5.396,1 "s2CellId/0x39fab10000000000","2022","P1Y",0.899,1 -"s2CellId/0x39faa70000000000","2022","P1Y",15.293,1 +"s2CellId/0x39faa70000000000","2022","P1Y",14.393,1 "s2CellId/0x39f0310000000000","2022","P1Y",0.899,1 -"s2CellId/0x39f00f0000000000","2022","P1Y",6.296,1 -"s2CellId/0x39f0090000000000","2022","P1Y",8.995,1 +"s2CellId/0x39f00f0000000000","2022","P1Y",5.397,1 +"s2CellId/0x39f0090000000000","2022","P1Y",8.096,1 "s2CellId/0x39f1ef0000000000","2022","P1Y",1.799,1 "s2CellId/0x39fabb0000000000","2022","P1Y",1.799,1 -"s2CellId/0x39f1f70000000000","2022","P1Y",6.299,1 +"s2CellId/0x39f1f70000000000","2022","P1Y",5.399,1 "s2CellId/0x39f1cd0000000000","2022","P1Y",5.398,1 "s2CellId/0x39f1f10000000000","2022","P1Y",3.599,1 "s2CellId/0x39f1cf0000000000","2022","P1Y",0.9,1 "s2CellId/0x39f0330000000000","2022","P1Y",2.699,1 "s2CellId/0x39f21b0000000000","2022","P1Y",7.199,1 -"s2CellId/0x39f00b0000000000","2022","P1Y",9.001,1 +"s2CellId/0x39f00b0000000000","2022","P1Y",8.101,1 "s2CellId/0x39faa10000000000","2022","P1Y",18.001,1 "s2CellId/0x39f21d0000000000","2022","P1Y",6.3,1 -"s2CellId/0x39f1cb0000000000","2022","P1Y",17.104,1 -"s2CellId/0x39f0350000000000","2022","P1Y",18.005,1 +"s2CellId/0x39f1cb0000000000","2022","P1Y",16.204,1 +"s2CellId/0x39f0350000000000","2022","P1Y",16.204,1 "s2CellId/0x39fabd0000000000","2022","P1Y",2.7,1 "s2CellId/0x39f0150000000000","2022","P1Y",4.501,1 "s2CellId/0x39f2190000000000","2022","P1Y",9.001,1 "s2CellId/0x39f21f0000000000","2022","P1Y",14.405,1 "s2CellId/0x39f1f50000000000","2022","P1Y",11.704,1 -"s2CellId/0x39f1f30000000000","2022","P1Y",31.511,1 -"s2CellId/0x39f1ed0000000000","2022","P1Y",17.105,1 -"s2CellId/0x39f03f0000000000","2022","P1Y",18.906,1 +"s2CellId/0x39f1f30000000000","2022","P1Y",28.81,1 +"s2CellId/0x39f1ed0000000000","2022","P1Y",16.205,1 +"s2CellId/0x39f03f0000000000","2022","P1Y",17.105,1 "s2CellId/0x39f26b0000000000","2022","P1Y",6.302,1 -"s2CellId/0x39f2150000000000","2022","P1Y",24.306,1 +"s2CellId/0x39f2150000000000","2022","P1Y",23.406,1 "s2CellId/0x39f2170000000000","2022","P1Y",4.501,1 "s2CellId/0x39f1eb0000000000","2022","P1Y",6.302,1 "s2CellId/0x39f1c10000000000","2022","P1Y",20.709,1 "s2CellId/0x39f1c90000000000","2022","P1Y",6.302,1 "s2CellId/0x39f0370000000000","2022","P1Y",12.605,1 -"s2CellId/0x39f1c70000000000","2022","P1Y",5.402,1 -"s2CellId/0x39f0390000000000","2022","P1Y",12.606,1 +"s2CellId/0x39f1c70000000000","2022","P1Y",4.502,1 +"s2CellId/0x39f0390000000000","2022","P1Y",10.805,1 "s2CellId/0x39faa30000000000","2022","P1Y",4.502,1 -"s2CellId/0x39fabf0000000000","2022","P1Y",9.904,1 +"s2CellId/0x39fabf0000000000","2022","P1Y",9.004,1 "s2CellId/0x39fa990000000000","2022","P1Y",8.105,1 -"s2CellId/0x39fa970000000000","2022","P1Y",3.602,1 -"s2CellId/0x39fa950000000000","2022","P1Y",17.114,1 +"s2CellId/0x39fa970000000000","2022","P1Y",2.702,1 +"s2CellId/0x39fa950000000000","2022","P1Y",16.213,1 "s2CellId/0x39f0410000000000","2022","P1Y",14.412,1 "s2CellId/0x39faeb0000000000","2022","P1Y",3.603,1 "s2CellId/0x39f0490000000000","2022","P1Y",9.009,1 -"s2CellId/0x39f0470000000000","2022","P1Y",30.63,1 +"s2CellId/0x39f0470000000000","2022","P1Y",28.828,1 "s2CellId/0x39f06b0000000000","2022","P1Y",4.504,1 -"s2CellId/0x39f1bf0000000000","2022","P1Y",12.611,1 +"s2CellId/0x39f1bf0000000000","2022","P1Y",11.71,1 "s2CellId/0x398d6b0000000000","2022","P1Y",0.901,1 "s2CellId/0x39f2230000000000","2022","P1Y",0.901,1 "s2CellId/0x39f1b90000000000","2022","P1Y",5.405,1 "s2CellId/0x39f1b70000000000","2022","P1Y",1.801,1 -"s2CellId/0x39f1b50000000000","2022","P1Y",21.621,1 +"s2CellId/0x39f1b50000000000","2022","P1Y",18.918,1 "s2CellId/0x398d6d0000000000","2022","P1Y",1.802,1 "s2CellId/0x39f2210000000000","2022","P1Y",1.802,1 "s2CellId/0x398d130000000000","2022","P1Y",1.803,1 @@ -316,7 +317,7 @@ "s2CellId/0x39f04f0000000000","2022","P1Y",1.803,1 "s2CellId/0x39faed0000000000","2022","P1Y",1.803,1 "s2CellId/0x39fa8d0000000000","2022","P1Y",6.313,1 -"s2CellId/0x39faf30000000000","2022","P1Y",8.119,1 +"s2CellId/0x39faf30000000000","2022","P1Y",7.217,1 "s2CellId/0x39faf10000000000","2022","P1Y",3.609,1 "s2CellId/0x39faf70000000000","2022","P1Y",4.513,1 "s2CellId/0x39faf50000000000","2022","P1Y",7.224,1 @@ -325,9 +326,8 @@ "s2CellId/0x39fa5b0000000000","2022","P1Y",2.713,1 "s2CellId/0x39ee6d0000000000","2022","P1Y",0.895,1 "s2CellId/0x39ee110000000000","2022","P1Y",0.896,1 -"s2CellId/0x39f2cf0000000000","2022","P1Y",0.902,1 -"s2CellId/0x39f2d10000000000","2022","P1Y",0.902,1 -"s2CellId/0x398dad0000000000","2022","P1Y",1.807,1 "s2CellId/0x39f2fb0000000000","2022","P1Y",0.902,1 "s2CellId/0x39f1a90000000000","2022","P1Y",0.903,1 "s2CellId/0x39f1070000000000","2022","P1Y",0.904,1 +"s2CellId/0x39f3cd0000000000","2022","P1Y",0.904,1 +"s2CellId/0x398dad0000000000","2022","P1Y",1.807,1 diff --git a/scripts/earthengine/test_data/sample_floods_svobs.csv b/scripts/earthengine/test_data/sample_floods_svobs.csv index 7c363ba8d4..af401e61c1 100644 --- a/scripts/earthengine/test_data/sample_floods_svobs.csv +++ b/scripts/earthengine/test_data/sample_floods_svobs.csv @@ -1,10 +1,10 @@ -"dcid","observationDate","affectedPlace","area","observationDate" -"floodEvent/2022-10_0x39e5410000000000","2022-10","s2CellId/0x39e5413400000000,s2CellId/0x39e5489400000000,s2CellId/0x39e5493400000000,s2CellId/0x39e5495400000000,s2CellId/0x39e54ed400000000",4.482403,"2022-10" -"floodEvent/2022-10_0x39f1a90000000000","2022-10","s2CellId/0x39f1072400000000,s2CellId/0x39f1a95c00000000",1.806339,"2022-10" -"floodEvent/2022-10_0x39f2fb0000000000","2022-10","s2CellId/0x39f2fa1400000000",0.9023,"2022-10" -"floodEvent/2022-10_0x39f3cd0000000000","2022-10","s2CellId/0x39f3cdac00000000",0.903843,"2022-10" -"floodEvent/2022-10_0x39ee6d0000000000","2022-10","s2CellId/0x39ee11bc00000000,s2CellId/0x39ee6d2c00000000",1.791068,"2022-10" 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+"floodEvent/2022-10_0x39ee6d0000000000","2022-10","dcid:s2CellId/0x39ee110000000000,dcid:s2CellId/0x39ee11bc00000000,dcid:s2CellId/0x39ee6d0000000000,dcid:s2CellId/0x39ee6d2c00000000",1.791 +"floodEvent/2022-10_0x398dad0000000000","2022-10","dcid:s2CellId/0x398dad0000000000,dcid:s2CellId/0x398dad0c00000000,dcid:s2CellId/0x398dad1400000000",1.807 +"floodEvent/2022-10_0x39f2cf0000000000","2022-10","dcid:s2CellId/0x39f2ce6400000000,dcid:s2CellId/0x39f2cf0000000000,dcid:s2CellId/0x39f2d01c00000000,dcid:s2CellId/0x39f2d10000000000",1.804 +"floodEvent/2022-10_0x39e5410000000000","2022-10","dcid:s2CellId/0x39e5410000000000,dcid:s2CellId/0x39e5413400000000,dcid:s2CellId/0x39e5489400000000,dcid:s2CellId/0x39e5490000000000,dcid:s2CellId/0x39e5493400000000,dcid:s2CellId/0x39e5495400000000,dcid:s2CellId/0x39e54ed400000000,dcid:s2CellId/0x39e54f0000000000",4.482 +"floodEvent/2022-10_0x39f1a90000000000","2022-10","dcid:s2CellId/0x39f1070000000000,dcid:s2CellId/0x39f1072400000000,dcid:s2CellId/0x39f1a90000000000,dcid:s2CellId/0x39f1a95c00000000",1.806 diff --git a/scripts/earthengine/test_data/sample_floods_svobs.tmcf b/scripts/earthengine/test_data/sample_floods_svobs.tmcf index d49575dbff..8ec4fd7abe 100644 --- a/scripts/earthengine/test_data/sample_floods_svobs.tmcf +++ b/scripts/earthengine/test_data/sample_floods_svobs.tmcf @@ -3,5 +3,4 @@ typeOf: C:SVObs->dcid:StatVarObservation dcid: C:SVObs->dcid observationDate: C:SVObs->observationDate affectedPlace: C:SVObs->affectedPlace -area: C:SVObs->area -observationDate: C:SVObs->observationDate \ No newline at end of file +area: C:SVObs->area \ No newline at end of file diff --git a/scripts/earthengine/utils.py b/scripts/earthengine/utils.py index 67fa3de8be..2c1673a780 100644 --- a/scripts/earthengine/utils.py +++ b/scripts/earthengine/utils.py @@ -14,24 +14,24 @@ """Utility functions""" import csv -import datacommons as dc import datetime +from datetime import date +from datetime import datetime import glob import os import pickle import re -import s2sphere import sys import tempfile +from typing import Union from absl import logging -from datetime import date -from datetime import datetime +import datacommons as dc from dateutil.relativedelta import relativedelta from geopy import distance -from s2sphere import LatLng, Cell, CellId +import s2sphere +from s2sphere import Cell, CellId, LatLng from shapely.geometry import Polygon -from typing import Union _SCRIPTS_DIR = os.path.dirname(__file__) sys.path.append(_SCRIPTS_DIR) @@ -43,25 +43,26 @@ from config_map import ConfigMap, read_py_dict_from_file, write_py_dict_to_file from dc_api_wrapper import dc_api_wrapper +# Constants +_MAX_LATITUDE = 90.0 +_MAX_LONGITUDE = 180.0 +_DC_API_ROOT = 'http://autopush.api.datacommons.org' + # Utilities for dicts. def dict_filter_values(pvs: dict, config: dict = {}) -> bool: - '''Returns true if the property values are allowed by the config. + """Returns true if the property values are allowed by the config. + removes the properties not allowed by the config from the dict. Args: pvs: dictionary with property values to be filtered. - config: dictionary with a per property filter settings: - { - : { - 'min': ', - 'max': ', - 'regex': ', - }, - } + config: dictionary with a per property filter settings: { : { 'min': + ', 'max': ', 'regex': ', }, } + Returns: True if the key:values in pvs meet all config criteria. - ''' + """ props = list(pvs.keys()) is_allowed = True for p in props: @@ -79,9 +80,17 @@ def dict_filter_values(pvs: dict, config: dict = {}) -> bool: if value > prop_config['max']: allow_value = False if 'regex' in prop_config: + if not isinstance(value, str): + value = str(value) matches = re.search(prop_config['regex'], value) if not matches: allow_value = False + if 'ignore' in prop_config: + if not isinstance(value, str): + value = str(value) + matches = re.search(prop_config['ignore'], value) + if matches: + allow_value = False if not allow_value: pvs.pop(p) is_allowed = False @@ -92,22 +101,22 @@ def dict_filter_values(pvs: dict, config: dict = {}) -> bool: def is_s2_cell_id(dcid: str) -> bool: - '''Returns true if the dcid is an s2 cell id.''' + """Returns true if the dcid is an s2 cell id.""" return strip_namespace(dcid).startswith('s2CellId/') def s2_cell_from_latlng(lat: float, lng: float, level: int) -> CellId: - '''Returns an S2 CellId object of level for the given location lat/lng. + """Returns an S2 CellId object of level for the given location lat/lng. - Args: - lat: Latitude in degrees - lng: Longitude in degrees - level: desired S2 level for cell id. - Should be <30, the max s2 level supported. + Args: + lat: Latitude in degrees + lng: Longitude in degrees + level: desired S2 level for cell id. Should be <30, the max s2 level + supported. - Returns: - CellId object oof the desired level that contains the lat/lng point. - ''' + Returns: + CellId object oof the desired level that contains the lat/lng point. + """ assert level >= 0 and level <= 30 ll = s2sphere.LatLng.from_degrees(lat, lng) cell = s2sphere.CellId.from_lat_lng(ll) @@ -117,21 +126,21 @@ def s2_cell_from_latlng(lat: float, lng: float, level: int) -> CellId: def s2_cell_to_hex_str(s2cell_id: Union[int, CellId]) -> str: - '''Returns the s2 cell id in hex.''' + """Returns the s2 cell id in hex.""" if isinstance(s2cell_id, CellId): s2cell_id = s2cell_id.id() return f'{s2cell_id:#018x}' def s2_cell_to_dcid(s2cell_id: Union[int, CellId]) -> str: - '''Returns the dcid for the s2 cell of the form s2CellId/0x1234.''' + """Returns the dcid for the s2 cell of the form s2CellId/0x1234.""" if isinstance(s2cell_id, CellId): s2cell_id = s2cell_id.id() return 'dcid:s2CellId/' + s2_cell_to_hex_str(s2cell_id) def s2_cell_from_dcid(s2_dcid: Union[str, int, CellId]) -> CellId: - '''Returns the s2 CellId object for the s2 cell.''' + """Returns the s2 CellId object for the s2 cell.""" if isinstance(s2_dcid, str): return s2sphere.CellId(int(s2_dcid[s2_dcid.find('/') + 1:], 16)) if isinstance(s2_dcid, int): @@ -142,12 +151,12 @@ def s2_cell_from_dcid(s2_dcid: Union[str, int, CellId]) -> CellId: def s2_cell_latlng_dcid(lat: float, lng: float, level: int) -> str: - '''Returns dcid of the s2 cell of given level containing the point lat/lng.''' + """Returns dcid of the s2 cell of given level containing the point lat/lng.""" return s2_cell_to_dcid(s2_cell_from_latlng(lat, lng, level).id()) def s2_cells_distance(cell_id1: int, cell_id2: int) -> float: - '''Returns the distance between the centroid of two S2 cells in kilometers.''' + """Returns the distance between the centroid of two S2 cells in kilometers.""" p1 = CellId(cell_id1).to_lat_lng() p2 = CellId(cell_id2).to_lat_lng() return distance.distance((p1.lat().degrees, p1.lng().degrees), @@ -155,26 +164,27 @@ def s2_cells_distance(cell_id1: int, cell_id2: int) -> float: def s2_cell_area(cell_id: s2sphere.CellId) -> float: - '''Returns the area of the S2 cell in sqkm + """Returns the area of the S2 cell in sqkm - Converts the are of the S2 cell into sqkm using a fixed radius of 6371 km. + Converts the are of the S2 cell into sqkm using a fixed radius of 6371 km. - Args: - cell_id: S2 CellId + Args: + cell_id: S2 CellId - Returns: - Area of the cell in sq km. - ''' + Returns: + Area of the cell in sq km. + """ _EARTH_RADIUS = 6371 # Radius of Earth in Km. s2_cell = s2_cell_from_dcid(cell_id) return s2sphere.Cell(s2_cell).exact_area() * _EARTH_RADIUS * _EARTH_RADIUS def s2_cell_get_neighbor_ids(s2_cell_id: str) -> list: - '''Returns a list of neighbouring cell dcids for a given s2 cell dcid. - An interior cell will have 8 neighbours: 3 above, 1 left, 1 right and 3 below. - A cell near the edge may have a subset of these. - ''' + """Returns a list of neighbouring cell dcids for a given s2 cell dcid. + + An interior cell will have 8 neighbours: 3 above, 1 left, 1 right and 3 below. + A cell near the edge may have a subset of these. + """ s2_cell = s2_cell_from_dcid(s2_cell_id) return [ s2_cell_to_dcid(cell) @@ -183,7 +193,7 @@ def s2_cell_get_neighbor_ids(s2_cell_id: str) -> list: def s2_cell_to_polygon(s2_cell_id: str) -> Polygon: - '''Returns the polygon with 4 vertices for an s2 cell.''' + """Returns the polygon with 4 vertices for an s2 cell.""" s2_cell = Cell(s2_cell_from_dcid(s2_cell_id)) if not s2_cell: return None @@ -200,14 +210,17 @@ def s2_cell_to_polygon(s2_cell_id: str) -> Polygon: def latlng_cell_area(lat: float, lng: float, height: float, width: float) -> float: - '''Returns the area of the rectangular region in sqkm. - Args: - lat: latitude of a corner in degrees - lng: Longitude of a corner in degrees - width: width in degrees - height: height in degrees - Returns: - area in square kilometers.''' + """Returns the area of the rectangular region in sqkm. + + Args: + lat: latitude of a corner in degrees + lng: Longitude of a corner in degrees + width: width in degrees + height: height in degrees + + Returns: + area in square kilometers. + """ try: bottom_left = (lat, lng) top_left = (min(90, lat + height), lng) @@ -224,33 +237,41 @@ def latlng_cell_area(lat: float, lng: float, height: float, def is_grid_id(dcid: str) -> bool: - '''Returns true if the dcid is a grid id.''' + """Returns true if the dcid is a grid id.""" return strip_namespace(dcid).startswith('grid_') def is_ipcc_id(dcid: str) -> bool: - '''Returns true if the dcid is an ipcc grid id.''' + """Returns true if the dcid is an ipcc grid id.""" return strip_namespace(dcid).startswith('ipcc_') -def grid_id_from_lat_lng(degrees: float, - lat: float, - lng: float, - prefix: str = 'grid_', - suffix: str = '') -> str: - '''Returns the dcid for grid of given degrees for the lat/lng.''' +def grid_id_from_lat_lng( + degrees: float, + lat: float, + lng: float, + prefix: str = 'grid_', + suffix: str = '', + lat_offset: float = 0, + lng_offset: float = 0, +) -> str: + """Returns the dcid for grid of given degrees for the lat/lng.""" # Get lat/lng rounded to the grid degrees degree_str = str_from_number(degrees) if prefix == 'ipcc_': + # Get the dcid prefix with the grid degree, + # such as ipcc_50 for 0.5 deg grids. degree_str = str_from_number(int(degrees * 100)) - lat_str = str_from_number(lat, 2) - lng_str = str_from_number(lng, 2) + lat_rounded = int(lat / degrees) * degrees + lat_offset + lng_rounded = int(lng / degrees) * degrees + lng_offset + lat_str = str_from_number(number=lat_rounded, precision_digits=2) + lng_str = str_from_number(number=lng_rounded, precision_digits=2) return f'dcid:{prefix}{degree_str}/{lat_str}_{lng_str}{suffix}' def grid_id_to_deg_lat_lng( grid_id: str, default_deg: float = 1) -> (float, float, float, str): - '''Returns a tuple of degree, latitude longitude, suffix for the grid id.''' + """Returns a tuple of degree, latitude longitude, suffix for the grid id.""" grid = strip_namespace(grid_id) deg, lat_lng = grid.split('/', 1) if deg is not None: @@ -265,57 +286,75 @@ def grid_id_to_deg_lat_lng( latlngs = lat_lng.split('_') lat = float(latlngs[0]) lng = float(latlngs[1]) + lat_offset = lat - int(lat / deg) * deg + lng_offset = lng - int(lng / deg) * deg suffix = '' if len(latlngs) > 2 and latlngs[2]: suffix = '_' + latlngs[2] - return (deg, lat, lng, suffix) + return (deg, lat, lng, lat_offset, lng_offset, suffix) def grid_get_neighbor_ids(grid_id: str) -> list: - '''Returns all the 8 neighbour ids of the grid.''' + """Returns all the 8 neighbour ids of the grid.""" grid_id = strip_namespace(grid_id) prefix = grid_id[:grid_id.find('_') + 1] - deg, lat, lng, suffix = grid_id_to_deg_lat_lng(grid_id) + deg, lat, lng, lat_deg_offset, lng_deg_offset, suffix = ( + grid_id_to_deg_lat_lng(grid_id)) neighbours = [] for lat_offset in [-1, 0, 1]: for lng_offset in [-1, 0, 1]: if lat_offset != 0 or lng_offset != 0: neighbour_lat = lat + lat_offset * deg neighbour_lng = lng + lng_offset * deg - if abs(neighbour_lat) < 90.0 and abs(neighbour_lng) < 180: + if abs(neighbour_lat) < _MAX_LATITUDE and abs( + neighbour_lng) < _MAX_LONGITUDE: neighbours.append( - grid_id_from_lat_lng(deg, neighbour_lat, neighbour_lng, - prefix, suffix)) + grid_id_from_lat_lng( + deg, + neighbour_lat, + neighbour_lng, + prefix, + suffix, + lat_deg_offset, + lng_deg_offset, + )) return neighbours def grid_ids_distance(grid1: str, grid2: str) -> float: - '''Returns the distance between grid points.''' - deg1, lat1, lng1, suffix1 = grid_id_to_deg_lat_lng(grid1) - deg2, lat2, lng2, suffix2 = grid_id_to_deg_lat_lng(grid2) + """Returns the distance between grid points.""" + deg1, lat1, lng1, lat1_offset, lng1_offset, suffix1 = grid_id_to_deg_lat_lng( + grid1) + deg2, lat2, lng2, lat2_offset, lng2_offset, suffix2 = grid_id_to_deg_lat_lng( + grid2) return distance.distance((lat1, lng1), (lat2, lng2)).km def grid_area(grid: str) -> float: - '''Returns the area for the grid.''' - deg, lat, lng, suffix = grid_id_to_deg_lat_lng(grid) + """Returns the area for the grid.""" + deg, lat, lng, lat_offset, lng_offset, suffix = grid_id_to_deg_lat_lng(grid) return latlng_cell_area(lat, lng, deg, deg) def grid_to_polygon(grid: str) -> Polygon: - '''Returns the rectangular polygon for the grid. - Assumes the lat/lng from the dcid is the center.''' - deg, lat, lng, suffix = grid_id_to_deg_lat_lng(grid) + """Returns the rectangular polygon for the grid. + + Assumes the lat/lng from the dcid is the center. + """ + deg, lat, lng, lat_offset, lng_offset, suffix = grid_id_to_deg_lat_lng(grid) bottom_left_lat = max(lat - deg / 2, -90) bottom_left_lng = max(lng - deg / 2, -180) - return Polygon.from_bounds(bottom_left_lng, bottom_left_lat, - min(bottom_left_lng + deg, 180), - min(bottom_left_lat + deg, 90)) + return Polygon.from_bounds( + bottom_left_lng, + bottom_left_lat, + min(bottom_left_lng + deg, 180), + min(bottom_left_lat + deg, 90), + ) def place_id_to_lat_lng(placeid: str, dc_api_lookup: bool = True) -> (float, float): - '''Returns the lat/lng degrees for the place.''' + """Returns the lat/lng degrees for the place.""" lat = None lng = None if is_s2_cell_id(placeid): @@ -323,7 +362,8 @@ def place_id_to_lat_lng(placeid: str, point = s2_cell.to_lat_lng() return (point.lat().degrees, point.lng().degrees) if is_grid_id(placeid) or is_ipcc_id(placeid): - deg, lat, lng, suffix = grid_id_to_deg_lat_lng(placeid) + deg, lat, lng, lat_offset, lng_offset, suffix = grid_id_to_deg_lat_lng( + placeid) elif dc_api_lookup: # Get the lat/lng from the DC API latlng = [] @@ -337,7 +377,8 @@ def place_id_to_lat_lng(placeid: str, 'prop': prop, }, use_cache=True, - api_root='http://autopush.api.datacommons.org') + api_root=_DC_API_ROOT, + ) if not resp or placeid not in resp: return (0, 0) values = resp[placeid] @@ -350,14 +391,14 @@ def place_id_to_lat_lng(placeid: str, def place_distance(place1: str, place2: str) -> float: - '''Returns the distance between two places.''' + """Returns the distance between two places.""" lat1, lng1 = place_id_to_lat_lng(place1) lat2, lng2 = place_id_to_lat_lng(place2) return distance.distance((lat1, lng1), (lat2, lng2)).km def place_area(place: str) -> float: - '''Returns the area for the place in sqkm.''' + """Returns the area for the place in sqkm.""" if is_s2_cell_id(place): s2_cell = s2_cell_from_dcid(place) return s2_cell_area(s2_cell) @@ -368,7 +409,7 @@ def place_area(place: str) -> float: def place_to_polygon(place_id: str) -> Polygon: - '''Returns the polygon for the place.''' + """Returns the polygon for the place.""" if is_s2_cell_id(place_id): return s2_cell_to_polygon(place_id) if is_grid_id(place_id) or is_ipcc_id(place_id): @@ -380,18 +421,18 @@ def place_to_polygon(place_id: str) -> Polygon: def strip_namespace(dcid: str) -> str: - '''Returns the id without the namespace prefix.''' + """Returns the id without the namespace prefix.""" return dcid[dcid.find(':') + 1:] def add_namespace(dcid: str, prefix: str = 'dcid:') -> str: - '''Returns the dcid with the namespace set to prefix.''' + """Returns the dcid with the namespace set to prefix.""" return f'{prefix}{strip_namespace(dcid)}' def str_get_numeric_value( value: Union[str, list, int, float]) -> Union[int, float, None]: - '''Returns the numeric value from input string or None.''' + """Returns the numeric value from input string or None.""" if isinstance(value, list): value = value[0] if isinstance(value, int) or isinstance(value, float): @@ -422,9 +463,11 @@ def str_get_numeric_value( def str_from_number(number: Union[int, float], precision_digits: int = None) -> str: - '''Returns the number converted to string. - Ints and floats with 0 decimal parts get int strings. - Floats get precision digits.''' + """Returns the number converted to string. + + Ints and floats with 0 decimal parts get int strings. Floats get precision + digits. + """ # Check if number is an integer or float without any decimals. if int(number) == number: number_int = int(number) @@ -445,21 +488,23 @@ def str_format_float(data: float, precision_digits: int = 6): def date_today(date_format: str = '%Y-%m-%d') -> str: - '''Returns today's date in the given format.''' + """Returns today's date in the given format.""" return date.today().strftime(date_format) def date_yesterday(date_format: str = '%Y-%m-%d') -> str: - '''Returns today's date in the given format.''' + """Returns yesterday's date in the given format.""" return date_advance_by_period(date_today(date_format), '-1d', date_format) def date_parse_time_period(time_period: str) -> (int, str): - '''Parse time period into a tuple of (number, unit), - for eg: for 'P1M' returns (1, month). - Time period is assumed to be of the form: P - where duration is a letter: D: days, M; months, Y: years. - .''' + """Parse time period into a tuple of (number, unit), + + for eg: for 'P1M' returns (1, month). + Time period is assumed to be of the form: P + where duration is a letter: D: days, M; months, Y: years. + . + """ # Extract the number and duration letter from the time period. re_pat = r'P?(?P[+-]?[0-9]+)(?P[A-Z])' m = re.search(re_pat, time_period.upper()) @@ -477,7 +522,7 @@ def date_parse_time_period(time_period: str) -> (int, str): def date_advance_by_period(date_str: str, time_period: str, date_format: str = '%Y-%m-%d') -> str: - '''Returns the date string advanced by the time period.''' + """Returns the date string advanced by the time period.""" if not date_str: return '' dt = datetime.strptime(date_str, date_format) @@ -491,10 +536,11 @@ def date_advance_by_period(date_str: str, def date_format_by_time_period(date_str: str, time_period: str) -> str: - '''Returns date in the format of the time_period: P - If the last letter in the time_period is Y, returns date in YYYY, - for 'M', returns date as YYYY-MM, for D returns date as YYYY-MM-DD. - ''' + """Returns date in the format of the time_period: P + + If the last letter in the time_period is Y, returns date in YYYY, + for 'M', returns date as YYYY-MM, for D returns date as YYYY-MM-DD. + """ if not time_period: return date_str (delta, unit) = date_parse_time_period(time_period) diff --git a/scripts/earthengine/utils_test.py b/scripts/earthengine/utils_test.py index 92c6b841b8..1847cf2d31 100644 --- a/scripts/earthengine/utils_test.py +++ b/scripts/earthengine/utils_test.py @@ -15,13 +15,13 @@ import math import os -import s2sphere -import shapely import sys import tempfile import unittest from absl import logging +import s2sphere +import shapely # Allows the following module imports to work when running as a script _SCRIPTS_DIR = os.path.dirname(os.path.dirname(__file__)) @@ -35,7 +35,6 @@ class DictUtilsTest(unittest.TestCase): - dict1 = { 'int_key1': 10, 'int_key2': 20, @@ -47,6 +46,9 @@ class DictUtilsTest(unittest.TestCase): 'string_key2': 'Value1', } + def setUp(self): + self.maxDiff = None + def test_dict_filter_values(self): filter_config = { 'int_key1': { @@ -65,6 +67,9 @@ def test_dict_filter_values(self): 'string_key2': { 'regex': r'^[^ ]*$' }, + 'param1': { + 'ignore': 'drop' + }, } filter_dict = dict(self.dict1) utils.dict_filter_values(filter_dict, filter_config) @@ -73,6 +78,17 @@ def test_dict_filter_values(self): expected_dict.pop('string_key1') self.assertEqual(expected_dict, filter_dict) + # Test ignore + self.assertFalse( + utils.dict_filter_values({'param1': ['value1', 'drop this']}, + filter_config)) + self.assertTrue( + utils.dict_filter_values( + { + 'param1': 'allowed', + 'param2': 'do not drop this' + }, filter_config)) + class S2CellUtilsTest(unittest.TestCase): @@ -83,29 +99,38 @@ def test_is_s2_cell_id(self): self.assertFalse(utils.is_s2_cell_id('0x0000010000000000')) def test_s2_cell_from_latlng(self): - self.assertEqual(s2sphere.CellId(0x11282f0000000000), - utils.s2_cell_from_latlng(10.1, 20.2, 10)) + self.assertEqual( + s2sphere.CellId(0x11282F0000000000), + utils.s2_cell_from_latlng(10.1, 20.2, 10), + ) def test_s2_cell_to_dcid(self): self.assertEqual( 'dcid:s2CellId/0x0000050000000000', - utils.s2_cell_to_dcid(s2sphere.CellId(0x0000050000000000))) - self.assertEqual('dcid:s2CellId/0x0000050000000000', - utils.s2_cell_to_dcid(0x0000050000000000)) + utils.s2_cell_to_dcid(s2sphere.CellId(0x0000050000000000)), + ) + self.assertEqual( + 'dcid:s2CellId/0x0000050000000000', + utils.s2_cell_to_dcid(0x0000050000000000), + ) def test_s2_cell_from_dcid(self): self.assertEqual( s2sphere.CellId(0x0000050000000000), - utils.s2_cell_from_dcid('dcid:s2CellId/0x0000050000000000')) - self.assertEqual(s2sphere.CellId(0x0000070000000000), - utils.s2_cell_from_dcid('s2CellId/0x0000070000000000')) + utils.s2_cell_from_dcid('dcid:s2CellId/0x0000050000000000'), + ) + self.assertEqual( + s2sphere.CellId(0x0000070000000000), + utils.s2_cell_from_dcid('s2CellId/0x0000070000000000'), + ) def test_s2_cell_distance(self): self.assertTrue( - math.isclose(7.84, - utils.s2_cells_distance(0x0000050000000000, - 0x0000070000000000), - rel_tol=1e-2)) + math.isclose( + 7.84, + utils.s2_cells_distance(0x0000050000000000, 0x0000070000000000), + rel_tol=1e-2, + )) def test_s2_cell_area(self): self.assertTrue( @@ -113,15 +138,17 @@ def test_s2_cell_area(self): utils.s2_cell_area(0x0000050000000000), rel_tol=1e-2)) self.assertTrue( - math.isclose(68.95, - utils.s2_cell_area(utils.s2_cell_from_latlng(0, 0, - 10)), - rel_tol=1e-2)) + math.isclose( + 68.95, + utils.s2_cell_area(utils.s2_cell_from_latlng(0, 0, 10)), + rel_tol=1e-2, + )) self.assertTrue( - math.isclose(81.37, - utils.s2_cell_area( - utils.s2_cell_from_latlng(80, 90, 10)), - rel_tol=1e-2)) + math.isclose( + 81.37, + utils.s2_cell_area(utils.s2_cell_from_latlng(80, 90, 10)), + rel_tol=1e-2, + )) def test_s2_cell_get_neighbor_ids(self): s2_cell = utils.s2_cell_from_latlng(10, 20, 10) @@ -134,7 +161,7 @@ def test_s2_cell_get_neighbor_ids(self): 'dcid:s2CellId/0x11281f0000000000', 'dcid:s2CellId/0x1128270000000000', 'dcid:s2CellId/0x1128190000000000', - 'dcid:s2CellId/0x1128250000000000' + 'dcid:s2CellId/0x1128250000000000', ] self.assertEqual(expected_neighbors, neighbors) for n in neighbors: @@ -143,11 +170,14 @@ def test_s2_cell_get_neighbor_ids(self): def test_latlng_cell_area(self): self.assertEqual(12309, int(utils.latlng_cell_area(0, 0, 1, 1))) - self.assertEqual(21, int(utils.latlng_cell_area(80, -80, .1, .1))) + self.assertEqual(21, int(utils.latlng_cell_area(80, -80, 0.1, 0.1))) class GridCellUtilsTest(unittest.TestCase): + def setUp(self): + self.maxDiff = None + def test_is_grid_id(self): self.assertFalse(utils.is_grid_id('')) self.assertFalse(utils.is_grid_id('s2CellId/0x1128250000000000')) @@ -162,16 +192,21 @@ def test_grid_id_from_latlng(self): def test_grid_ids_distance(self): self.assertTrue( - math.isclose(1541.85, - utils.grid_ids_distance( - utils.grid_id_from_lat_lng(1, 10, 20), - utils.grid_id_from_lat_lng(1, 20, 30)), - rel_tol=1e-2)) + math.isclose( + 1541.85, + utils.grid_ids_distance( + utils.grid_id_from_lat_lng(1, 10, 20), + utils.grid_id_from_lat_lng(1, 20, 30), + ), + rel_tol=1e-2, + )) self.assertTrue( - math.isclose(143.84, - utils.grid_ids_distance('ipcc_50/34.25_-85.25_USA', - 'ipcc_50/35.25_-84.25_USA'), - rel_tol=1e-2)) + math.isclose( + 143.84, + utils.grid_ids_distance('ipcc_50/34.25_-85.25_USA', + 'ipcc_50/35.25_-84.25_USA'), + rel_tol=1e-2, + )) def test_grid_area(self): self.assertTrue( @@ -187,10 +222,14 @@ def test_grid_get_neighbor_ids(self): grid_id = 'dcid:ipcc_50/26.25_81.75_IND' neighbors = utils.grid_get_neighbor_ids(grid_id) expected_neighbors = [ - 'dcid:ipcc_50/25.75_81.25_IND', 'dcid:ipcc_50/25.75_81.75_IND', - 'dcid:ipcc_50/25.75_82.25_IND', 'dcid:ipcc_50/26.25_81.25_IND', - 'dcid:ipcc_50/26.25_82.25_IND', 'dcid:ipcc_50/26.75_81.25_IND', - 'dcid:ipcc_50/26.75_81.75_IND', 'dcid:ipcc_50/26.75_82.25_IND' + 'dcid:ipcc_50/25.75_81.25_IND', + 'dcid:ipcc_50/25.75_81.75_IND', + 'dcid:ipcc_50/25.75_82.25_IND', + 'dcid:ipcc_50/26.25_81.25_IND', + 'dcid:ipcc_50/26.25_82.25_IND', + 'dcid:ipcc_50/26.75_81.25_IND', + 'dcid:ipcc_50/26.75_81.75_IND', + 'dcid:ipcc_50/26.75_82.25_IND', ] self.assertEqual(expected_neighbors, neighbors) for n in neighbors: @@ -199,9 +238,14 @@ def test_grid_get_neighbor_ids(self): grid_id = 'dcid:grid_1/10_-65' neighbors = utils.grid_get_neighbor_ids(grid_id) expected_neighbors = [ - 'dcid:grid_1/9_-66', 'dcid:grid_1/9_-65', 'dcid:grid_1/9_-64', - 'dcid:grid_1/10_-66', 'dcid:grid_1/10_-64', 'dcid:grid_1/11_-66', - 'dcid:grid_1/11_-65', 'dcid:grid_1/11_-64' + 'dcid:grid_1/9_-66', + 'dcid:grid_1/9_-65', + 'dcid:grid_1/9_-64', + 'dcid:grid_1/10_-66', + 'dcid:grid_1/10_-64', + 'dcid:grid_1/11_-66', + 'dcid:grid_1/11_-65', + 'dcid:grid_1/11_-64', ] self.assertEqual(expected_neighbors, neighbors) for n in neighbors: @@ -211,32 +255,47 @@ def test_grid_get_neighbor_ids(self): def test_grid_to_polygon(self): self.assertEqual( { - 'coordinates': (((81.5, 26.0), (81.5, 26.5), (82.0, 26.5), - (82.0, 26.0), (81.5, 26.0)),), - 'type': 'Polygon' + 'coordinates': (( + (81.5, 26.0), + (81.5, 26.5), + (82.0, 26.5), + (82.0, 26.0), + (81.5, 26.0), + ),), + 'type': 'Polygon', }, shapely.geometry.mapping( - utils.grid_to_polygon('dcid:ipcc_50/26.25_81.75_IND'))) + utils.grid_to_polygon('dcid:ipcc_50/26.25_81.75_IND')), + ) # Polygon at edge doesn't go over max lat/lng. self.assertEqual( { - 'coordinates': (((179.5, 89.5), (179.5, 90.0), (180.0, 90.0), - (180.0, 89.5), (179.5, 89.5)),), - 'type': 'Polygon' + 'coordinates': (( + (179.5, 89.5), + (179.5, 90.0), + (180.0, 90.0), + (180.0, 89.5), + (179.5, 89.5), + ),), + 'type': 'Polygon', }, - shapely.geometry.mapping(utils.place_to_polygon('grid_1/90_180'))) + shapely.geometry.mapping(utils.place_to_polygon('grid_1/90_180')), + ) self.assertEqual( { - 'coordinates': (((20.04496617551588, 10.074733389893098), - (20.140259352250975, 10.068731256770613), - (20.140259352250975, 10.153784179458425), - (20.04496617551588, 10.159834880513182), - (20.04496617551588, 10.074733389893098)),), - 'type': 'Polygon' + 'coordinates': (( + (20.04496617551588, 10.074733389893098), + (20.140259352250975, 10.068731256770613), + (20.140259352250975, 10.153784179458425), + (20.04496617551588, 10.159834880513182), + (20.04496617551588, 10.074733389893098), + ),), + 'type': 'Polygon', }, shapely.geometry.mapping( - utils.place_to_polygon('s2CellId/0x1128250000000000'))) + utils.place_to_polygon('s2CellId/0x1128250000000000')), + ) class StrUtilsTest(unittest.TestCase): @@ -244,17 +303,25 @@ class StrUtilsTest(unittest.TestCase): def test_strip_namespace(self): self.assertEqual('country/IND', utils.strip_namespace('dcid:country/IND')) - self.assertEqual('ipcc_50/26.25_81.75_IND', - utils.strip_namespace('dcs:ipcc_50/26.25_81.75_IND')) - self.assertEqual('s2CellId/0x1128250000000000', - utils.strip_namespace('s2CellId/0x1128250000000000')) + self.assertEqual( + 'ipcc_50/26.25_81.75_IND', + utils.strip_namespace('dcs:ipcc_50/26.25_81.75_IND'), + ) + self.assertEqual( + 's2CellId/0x1128250000000000', + utils.strip_namespace('s2CellId/0x1128250000000000'), + ) def test_add_namespace(self): self.assertEqual('dcid:country/IND', utils.add_namespace('country/IND')) - self.assertEqual('dcid:ipcc_50/26.25_81.75_IND', - utils.add_namespace('dcs:ipcc_50/26.25_81.75_IND')) - self.assertEqual('dcid:s2CellId/0x1128250000000000', - utils.add_namespace('s2CellId/0x1128250000000000')) + self.assertEqual( + 'dcid:ipcc_50/26.25_81.75_IND', + utils.add_namespace('dcs:ipcc_50/26.25_81.75_IND'), + ) + self.assertEqual( + 'dcid:s2CellId/0x1128250000000000', + utils.add_namespace('s2CellId/0x1128250000000000'), + ) def test_str_get_numeric_vlaue(self): self.assertEqual(10.1, utils.str_get_numeric_value('10.1')) @@ -288,7 +355,8 @@ def test_date_parse_time_period(self): def test_date_advance_by_time_period(self): self.assertEqual( utils.date_today(), - utils.date_advance_by_period(utils.date_yesterday(), 'P1D')) + utils.date_advance_by_period(utils.date_yesterday(), 'P1D'), + ) self.assertEqual('2023-04-10', utils.date_advance_by_period('2023-04-20', 'P-10D')) self.assertEqual( diff --git a/scripts/floods/README.md b/scripts/floods/README.md new file mode 100644 index 0000000000..9046c33360 --- /dev/null +++ b/scripts/floods/README.md @@ -0,0 +1,31 @@ +# Flood events using Earth Engine + +This folder contains scripts to generate global flood events using raster data sets +from Earth Engine. The [Dynamic +World](https://developers.google.com/earth-engine/datasets/catalog/GOOGLE_DYNAMICWORLD_V1) +dataset from Earth Engine is used to find all places classified as water. +The places that are permanently covered in water such as lakes and rivers are +removed using the [land data +set](https://developers.google.com/earth-engine/datasets/catalog/UMD_hansen_global_forest_change_2021_v1_9). + +The locations with non-permanent water over a period of a month are considered as flooded regions. The flooded pixels are aggregated into S2 cells of level 10 (roughly 10kmx10km). A flood event is generated combining neighbouring flooded S2 cells over successive months. + +The scripts output flooded events starting from Jan of the current year along +with the area and count of floods per S2 cell. +These are aggregated to higher levels to generate flood counts and area for a country. + + +To generate new flooded events, run the script: +``` +python generate_floods_events.py +``` + +This uses the events pipeline script +[earthengine/events_pipeline.py](https://github.com/datacommonsorg/data/blob/master/scripts/earthengine/events_pipeline.py) +along with the config +[flood_events_pipeline_config.py](https://github.com/datacommonsorg/data/blob/master/scripts/floods/flood_events_pipeline_config.py) for event generation and aggregation to generate the following outputs: + - flood_events.{csv,tmcf}: Data for flood events + - flood_event_svobs.{csv,tmcf}: Area and count of floods by flood event + - flood_place_svobs.{csv,tmcf}: Area and count of flood events by places + + diff --git a/scripts/floods/flood_event_svobs.tmcf b/scripts/floods/flood_event_svobs.tmcf new file mode 100644 index 0000000000..8ec4fd7abe --- /dev/null +++ b/scripts/floods/flood_event_svobs.tmcf @@ -0,0 +1,6 @@ +Node: E:SVObs->E0 +typeOf: C:SVObs->dcid:StatVarObservation +dcid: C:SVObs->dcid +observationDate: C:SVObs->observationDate +affectedPlace: C:SVObs->affectedPlace +area: C:SVObs->area \ No newline at end of file diff --git a/scripts/floods/flood_events.tmcf b/scripts/floods/flood_events.tmcf new file mode 100644 index 0000000000..50e8f981c4 --- /dev/null +++ b/scripts/floods/flood_events.tmcf @@ -0,0 +1,12 @@ +Node: E:Events->E0 +dcid: C:Events->dcid +typeOf: C:Events->typeOf +name: C:Events->name +startDate: C:Events->startDate +endDate: C:Events->endDate +observationPeriod: C:Events->observationPeriod +startLocation: C:Events->startLocation +affectedPlace: C:Events->affectedPlace +area: C:Events->area +observationDate: C:Events->observationDate +geoJsonCoordinates: C:Events->geoJsonCoordinates diff --git a/scripts/floods/flood_events_pipeline_config.py b/scripts/floods/flood_events_pipeline_config.py new file mode 100644 index 0000000000..81e54b18dc --- /dev/null +++ b/scripts/floods/flood_events_pipeline_config.py @@ -0,0 +1,157 @@ +# Config to generate FloodEvent through the script: events_pipeline.py +{ + 'defaults': { + 'import_name': 'DynamicWorldFloods', + # Set start_date to start of year to be processed. + # Defaults to Jan 1 of current year if left empty. + 'start_date': '', + 'time_period': 'P1M', + + # GCS settings + 'gcs_project': 'datcom', + 'gcs_bucket': 'datcom-prod-imports', + 'gcs_folder': 'scripts/floods', + }, + # State of previous run of the pipeline with input/output for each stage. + 'pipeline_state_file': + 'gs://datcom-prod-imports/scripts/floods/flood_event_pipeline_state_{year}.py', + + # Pipeline stages to generate flood events. + 'stages': [ + # Generate geoTiff from EarthEngine Dynamic World data set. + { + 'stage': 'earthengine', + + # Image loading settings. + 'ee_dataset': 'dynamic_world', + # Image processing settings. + 'ee_reducer': 'max', + 'band': 'water', + + # Filter by band value and remove permanent water + 'band_min': 0.7, + 'ee_mask': 'land', + + # Output image settings + 'scale': 1000, + 'gcs_folder': 'scripts/floods/{stage}', + 'ee_export_image': True, + # Generate monthly images for a year at a time. + # Events are processed annually from Jan-Dec. + 'ee_image_count': 12, + 'skip_existing_output': True, + }, + + # Convert geoTiff to CSV with S2 cells. + { + 'stage': + 'raster_csv', + 's2_level': + 13, + 'aggregate': + None, + 'input_data_filter': { + 'area': { + # pick max area for s2 cell. + # each fire in input is a fixed region. + 'aggregate': 'max' + }, + }, + + # use output from download stage as input + 'input_files': + 'gs://{gcs_bucket}/{gcs_folder}/earthengine/*{year}*.tif', + 'output_dir': + 'gs://{gcs_bucket}/{gcs_folder}/{stage}', + 'skip_existing_output': + True, + }, + + # Generate events from the CSV with flooded S2 cells per month. + { + 'stage': + 'events', + + # Process all data files for the whole year. + 'input_files': + 'gs://{gcs_bucket}/{gcs_folder}/raster_csv/*{year}*raster_csv.csv', + 'output_dir': + 'gs://{gcs_bucket}/{gcs_folder}/{stage}/{import_name}-{stage}-{year}-', + 'event_type': + 'FloodEvent', + + # Input settings. + # Columms of input_csv that are added as event properties + 'data_columns': ['area'], + 'input_rename_columns': { + 'date': 'observationDate', + }, + # Input column for date. + 'date_column': + 'observationDate', + # Columns of input_csv that contains the s2 cell id. + 'place_column': + 's2CellId', + + # Processing settings + # Maximum distance within which 2 events are merged. + 'max_overlap_distance_km': + 0, + # Maximum number of cells of same level in between 2 events to be merged. + 'max_overlap_place_hop': + 2, + # S2 level to which data is aggregated. + 's2_level': + 10, # Events are at resolution of level-10 S2 cells. + 'aggregate': + 'sum', # default aggregation for all properties + # Per property settings + 'property_config': { + 'area': { + 'aggregate': 'sum', + 'unit': 'SquareKilometer', + }, + 'affectedPlace': { + 'aggregate': 'list', + }, + }, + # Treat events at the same location more than 45 days apart as separate events. + 'max_event_interval_days': + 45, + + # Enable DC API lookup for place properties + 'dc_api_enabled': + False, + 'dc_api_batch_size': + 200, + # Cache file for place properties like name, location, typeOf + # Cache is updated with new places looked up. + 'place_property_cache_file': + 'gs://datcom-prod-imports/place_cache/place_properties_cache_with_s2_10.pkl', + + # Output settings. + #'output_delimiter': ';', + 'output_delimiter': + ',', + 'output_svobs': + True, + 'output_affected_place_polygon': + 'geoJsonCoordinates', + 'polygon_simplification_factor': + None, + 'output_geojon_string': + False, + + # Output svobs per place + 'output_place_svobs': + True, + 'output_place_svobs_properties': ['area', 'count'], + 'output_place_svobs_dates': ['YYYY-MM-DD', 'YYYY-MM', 'YYYY'], + # Generate stats for all containedInPlaces for the event. + # Uses the containedInPlace property in the + # place_property_cache_file. + 'aggregate_by_contained_in_place': + True, + }, + ], +} diff --git a/scripts/floods/flood_place_svobs.tmcf b/scripts/floods/flood_place_svobs.tmcf new file mode 100644 index 0000000000..9f9e301e70 --- /dev/null +++ b/scripts/floods/flood_place_svobs.tmcf @@ -0,0 +1,16 @@ +Node: E:EventPlaces->E0 +typeOf: dcs:StatVarObservation +variableMeasured: dcs:Area_FloodEvent +observationAbout: C:EventPlaces->observationAbout +observationDate: C:EventPlaces->observationDate +observationPeriod: C:EventPlaces->observationPeriod +value: C:EventPlaces->area +unit: SquareKilometer + +Node: E:EventPlaces->E1 +typeOf: dcs:StatVarObservation +variableMeasured: dcs:Count_FloodEvent +observationAbout: C:EventPlaces->observationAbout +observationDate: C:EventPlaces->observationDate +observationPeriod: C:EventPlaces->observationPeriod +value: C:EventPlaces->count \ No newline at end of file diff --git a/scripts/floods/generate_floods_events.py b/scripts/floods/generate_floods_events.py new file mode 100644 index 0000000000..42a4ed48b6 --- /dev/null +++ b/scripts/floods/generate_floods_events.py @@ -0,0 +1,87 @@ +# Copyright 2023 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. +"""Script to generate Flood events using the events pipeline. + +The events pipeline is setup with the following stages: + 1. earthengine: + It uses the DynamicWorld data set from EarthEngine to get regions + with water. These are filtered with a land mask to remove permanent + water bodies like lakes. The regions with non-permanent water is + downloaded as a geoTif with 1 sqkm pixels. + + 2. raster_csv + The geoTif is converted into a CSV with each pixel wiht water converted + into an S2 cell of level 13 using the raster_to_csv.py utilities. + + 3. events + The resulting CSV with s2 cells with water is aggregated into events using + the process_events.py. Neighbouring s2 cells with water are collated into + a single event. s2 cells with water in successive time periods are also + added into the same event. + + Once the regions with water are collated into events, the process_events.py + utilities also generate a CSV with StatVar Observations for Area_FloodEvent and + Count_FloodEvent for each events s2 cells at level 10, and places it is + contained in, such as AdministrativeArea, Country, Continent and Earth. + + The generated files including the geoTif, CSVs with S2 cells and events are saved + in GCS. + + The script runs once a month to update flood events for the current year. +""" + +import os +import re +import sys +import time + +from absl import app +from absl import flags +from absl import logging + +_SCRIPTS_DIR = os.path.dirname(__file__) +sys.path.append(_SCRIPTS_DIR) +sys.path.append(os.path.dirname(_SCRIPTS_DIR)) +sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) +sys.path.append(os.path.join(os.path.dirname(_SCRIPTS_DIR), 'earthengine')) +sys.path.append( + os.path.join(os.path.dirname(os.path.dirname(_SCRIPTS_DIR)), 'util')) + +flags.DEFINE_string( + 'flood_pipeline_config', + os.path.join(_SCRIPTS_DIR, 'flood_events_pipeline_config.py'), + 'Config for the pipeline as a py dictionary of json') + +flags.DEFINE_list( + 'flood_pipeline_stages', [], + 'List of stages in the flood events pipeline config to be run.') + +_FLAGS = flags.FLAGS + +import file_util + +from config_map import ConfigMap +from events_pipeline import EventPipeline + + +def main(_): + config = ConfigMap(filename=_FLAGS.flood_pipeline_config) + if _FLAGS.start_date: + config.get('defaults', {})['start_date'] = _FLAGS.start_date + pipeline = EventPipeline(config=config) + pipeline.run(run_stages=_FLAGS.flood_pipeline_stages) + + +if __name__ == '__main__': + app.run(main) diff --git a/scripts/floods/manifest.json b/scripts/floods/manifest.json new file mode 100644 index 0000000000..292190d046 --- /dev/null +++ b/scripts/floods/manifest.json @@ -0,0 +1,18 @@ +{ + "import_specifications": [{ + "import_name": + "DynamicWorld_FloodEvents", + "curator_emails": ["ajaits@google.com"], + "provenance_url": + "https://developers.google.com/earth-engine/datasets/catalog/GOOGLE_DYNAMICWORLD_V1", + "provenance_description": + "Flood events inferred from areas marked with high probability of water outside the permanent water bodies.", + "scripts": ["generate_flood_events.py"], + "import_inputs": [{ + "template_mcf": "", + "cleaned_csv": "" + }], + "cron_schedule": + "0 5 * * *" + }] +} diff --git a/scripts/floods/requirements.txt b/scripts/floods/requirements.txt new file mode 100644 index 0000000000..548a8288df --- /dev/null +++ b/scripts/floods/requirements.txt @@ -0,0 +1,17 @@ +# Requirements for Python code in this directory. +dataclasses +datacommons +earthengine-api +geojson +geopandas +googleapi +google-cloud-logging +lxml +openpyxl +rdp +requests +retry +s2sphere +shapely +urllib3 +xlrd From a4a9c3c8f67f958b4ee76e199e94868433d56080 Mon Sep 17 00:00:00 2001 From: Ajai Date: Wed, 21 Feb 2024 19:23:30 +0000 Subject: [PATCH 05/11] Fix autorefresh manifest for floods script (#986) * autorefresh script for flood events * udpate pipeline config * update floods configs * fix unit tests * add readme * add requirements.txt for ee scripts * fix review comments * address review comments * fix floods manifest * resolve sync conflict --- scripts/floods/manifest.json | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scripts/floods/manifest.json b/scripts/floods/manifest.json index 292190d046..5113b94741 100644 --- a/scripts/floods/manifest.json +++ b/scripts/floods/manifest.json @@ -1,13 +1,13 @@ { "import_specifications": [{ "import_name": - "DynamicWorld_FloodEvents", + "DynamicWorld_FloodEvents_AutoRefresh", "curator_emails": ["ajaits@google.com"], "provenance_url": "https://developers.google.com/earth-engine/datasets/catalog/GOOGLE_DYNAMICWORLD_V1", "provenance_description": "Flood events inferred from areas marked with high probability of water outside the permanent water bodies.", - "scripts": ["generate_flood_events.py"], + "scripts": ["generate_floods_events.py"], "import_inputs": [{ "template_mcf": "", "cleaned_csv": "" From 7021b6c416fceaf7540ecfb715b0931e13a681a8 Mon Sep 17 00:00:00 2001 From: Jehangir Amjad <1021616+jehangiramjad@users.noreply.github.com> Date: Thu, 22 Feb 2024 03:04:57 +0500 Subject: [PATCH 06/11] re-instate the API rate limited (#988) --- scripts/us_usda/quickstats/process.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/scripts/us_usda/quickstats/process.py b/scripts/us_usda/quickstats/process.py index e8312452ca..72f1902503 100644 --- a/scripts/us_usda/quickstats/process.py +++ b/scripts/us_usda/quickstats/process.py @@ -35,7 +35,7 @@ from absl import app from absl import flags from google.cloud import storage -from ratelimit import limits +from ratelimit import limits, sleep_and_retry import requests API_BASE = 'https://quickstats.nass.usda.gov/api' @@ -203,8 +203,8 @@ def get_survey_county_data(year, county, out_dir, usda_api_key): return response -# TODO: determine if the rate limiter needs to be re-enabled. -# @limits(calls=10, period=60) +@sleep_and_retry +@limits(calls=10, period=60) def get_data(params): return requests.get(f'{API_BASE}/api_GET', params=params).json() From 8d57cb898cd660ce5f3aafbaa7b042599e29cf33 Mon Sep 17 00:00:00 2001 From: Ajai Date: Thu, 22 Feb 2024 16:28:18 +0000 Subject: [PATCH 07/11] add modules to local requirements.txt (#989) * add modules to local requirements.txt * add bigquery --- scripts/earthengine/earthengine_image.py | 1 + scripts/earthengine/requirements.txt | 4 ++++ scripts/floods/requirements.txt | 4 ++++ 3 files changed, 9 insertions(+) diff --git a/scripts/earthengine/earthengine_image.py b/scripts/earthengine/earthengine_image.py index a0d7a1185c..6cbfa263c6 100644 --- a/scripts/earthengine/earthengine_image.py +++ b/scripts/earthengine/earthengine_image.py @@ -605,6 +605,7 @@ def ee_process(config) -> list: if config['ee_wait_task'] is True, else a list of tasks launched. ''' ee_tasks = [] + ee.Authenticate() ee.Initialize() config['ee_image_count'] = config.get('ee_image_count', 1) time_period = config.get('time_period', 'P1M') diff --git a/scripts/earthengine/requirements.txt b/scripts/earthengine/requirements.txt index 548a8288df..eeb30941f7 100644 --- a/scripts/earthengine/requirements.txt +++ b/scripts/earthengine/requirements.txt @@ -1,15 +1,19 @@ # Requirements for Python code in this directory. +bigquery dataclasses datacommons earthengine-api geojson geopandas +geopy googleapi google-cloud-logging lxml openpyxl +rasterio rdp requests +requests_cache retry s2sphere shapely diff --git a/scripts/floods/requirements.txt b/scripts/floods/requirements.txt index 548a8288df..eeb30941f7 100644 --- a/scripts/floods/requirements.txt +++ b/scripts/floods/requirements.txt @@ -1,15 +1,19 @@ # Requirements for Python code in this directory. +bigquery dataclasses datacommons earthengine-api geojson geopandas +geopy googleapi google-cloud-logging lxml openpyxl +rasterio rdp requests +requests_cache retry s2sphere shapely From 4a354f0de4b052e19c6689c1fa366248f7b93a60 Mon Sep 17 00:00:00 2001 From: Ajai Date: Thu, 22 Feb 2024 18:07:29 +0000 Subject: [PATCH 08/11] Add project for ee auth (#990) * add modules to local requirements.txt * add bigquery * prune requirements --- scripts/earthengine/earthengine_image.py | 6 +++++- scripts/earthengine/requirements.txt | 4 ---- scripts/floods/requirements.txt | 4 ---- 3 files changed, 5 insertions(+), 9 deletions(-) diff --git a/scripts/earthengine/earthengine_image.py b/scripts/earthengine/earthengine_image.py index 6cbfa263c6..3b5d60859b 100644 --- a/scripts/earthengine/earthengine_image.py +++ b/scripts/earthengine/earthengine_image.py @@ -69,6 +69,8 @@ from counters import Counters +flags.DEFINE_string('ee_gcloud_project', 'datcom-import-automation-prod', + 'Gcloud project with Earth Engine API enabled.') flags.DEFINE_string('ee_dataset', '', 'Load earth engine data set define in config datasets.') flags.DEFINE_string('gcs_output', '', 'Prefix for output file names on GCS.') @@ -169,6 +171,8 @@ } EE_DEFAULT_CONFIG = { + # GCloud project + 'ee_gcloud_project': _FLAGS.ee_gcloud_project, # Image loading settings. 'datasets': _DEFAULT_DATASETS, # Predefined assets 'ee_dataset': _FLAGS.ee_dataset, # Reference to an asset in 'datasets' @@ -606,7 +610,7 @@ def ee_process(config) -> list: ''' ee_tasks = [] ee.Authenticate() - ee.Initialize() + ee.Initialize(project=config.get('ee_gcloud_project')) config['ee_image_count'] = config.get('ee_image_count', 1) time_period = config.get('time_period', 'P1M') cur_date = utils.date_format_by_time_period(utils.date_today(), time_period) diff --git a/scripts/earthengine/requirements.txt b/scripts/earthengine/requirements.txt index eeb30941f7..23f7d8b613 100644 --- a/scripts/earthengine/requirements.txt +++ b/scripts/earthengine/requirements.txt @@ -4,18 +4,14 @@ dataclasses datacommons earthengine-api geojson -geopandas geopy -googleapi google-cloud-logging lxml openpyxl rasterio -rdp requests requests_cache retry s2sphere shapely urllib3 -xlrd diff --git a/scripts/floods/requirements.txt b/scripts/floods/requirements.txt index eeb30941f7..23f7d8b613 100644 --- a/scripts/floods/requirements.txt +++ b/scripts/floods/requirements.txt @@ -4,18 +4,14 @@ dataclasses datacommons earthengine-api geojson -geopandas geopy -googleapi google-cloud-logging lxml openpyxl rasterio -rdp requests requests_cache retry s2sphere shapely urllib3 -xlrd From 7819bbd57d5c73b41434c81050205836180ad724 Mon Sep 17 00:00:00 2001 From: Ajai Date: Fri, 23 Feb 2024 12:14:54 +0000 Subject: [PATCH 09/11] Add autorefresh manifest for nasa fires frims import (#991) * add modules to local requirements.txt * add bigquery * prune requirements * Add manifest for fires import * update events script to support invocation from automation from a different folder * fix path * fix lint --- .../executor/app/executor/import_executor.py | 6 +- .../executor/app/executor/validation.py | 4 +- scripts/earthengine/earthengine_image.py | 38 +++- scripts/earthengine/events_pipeline.py | 2 +- .../earthengine/pipeline_stage_bigquery.py | 2 +- .../earthengine/pipeline_stage_download.py | 2 +- .../earthengine/pipeline_stage_earthengine.py | 2 +- scripts/earthengine/pipeline_stage_events.py | 2 +- .../earthengine/pipeline_stage_raster_csv.py | 2 +- scripts/earthengine/pipeline_stage_runner.py | 2 +- scripts/earthengine/process_events.py | 2 +- scripts/earthengine/raster_to_csv.py | 2 +- scripts/earthengine/utils.py | 2 +- scripts/fires/firms/README.md | 34 +++ scripts/fires/firms/fire_event_svobs.tmcf | 7 + scripts/fires/firms/fire_events.tmcf | 12 ++ .../firms/fire_events_pipeline_config.py | 193 ++++++++++++++++++ scripts/fires/firms/manifest.json | 18 ++ scripts/fires/firms/requirements.txt | 17 ++ 19 files changed, 331 insertions(+), 18 deletions(-) create mode 100644 scripts/fires/firms/README.md create mode 100644 scripts/fires/firms/fire_event_svobs.tmcf create mode 100644 scripts/fires/firms/fire_events.tmcf create mode 100644 scripts/fires/firms/fire_events_pipeline_config.py create mode 100644 scripts/fires/firms/manifest.json create mode 100644 scripts/fires/firms/requirements.txt diff --git a/import-automation/executor/app/executor/import_executor.py b/import-automation/executor/app/executor/import_executor.py index e9323bd983..952d4b471b 100644 --- a/import-automation/executor/app/executor/import_executor.py +++ b/import-automation/executor/app/executor/import_executor.py @@ -664,12 +664,12 @@ def _run_with_timeout_async(args: List[str], ) # Log output continuously until the command completes. - for line in process.stdout: - stdout.append(line) - logging.info(f'Process stdout: {line}') for line in process.stderr: stderr.append(line) logging.info(f'Process stderr: {line}') + for line in process.stdout: + stdout.append(line) + logging.info(f'Process stdout: {line}') end_time = time.time() diff --git a/import-automation/executor/app/executor/validation.py b/import-automation/executor/app/executor/validation.py index a16f0f8dcf..2b5ce54e72 100644 --- a/import-automation/executor/app/executor/validation.py +++ b/import-automation/executor/app/executor/validation.py @@ -196,8 +196,10 @@ def _is_import_spec_valid(import_spec, repo_dir, import_dir): f'import specification ({import_spec})') absolute_script_paths = [ - os.path.join(repo_dir, import_dir, path) + os.path.join(repo_dir, import_dir, + path.split(' ')[0]) for path in import_spec.get('scripts', []) + if path ] missing_paths = _filter_missing_paths(absolute_script_paths) if missing_paths: diff --git a/scripts/earthengine/earthengine_image.py b/scripts/earthengine/earthengine_image.py index 3b5d60859b..05782a1f85 100644 --- a/scripts/earthengine/earthengine_image.py +++ b/scripts/earthengine/earthengine_image.py @@ -48,6 +48,12 @@ import sys import time +# Workaround for collection.Callable needed for ee.Initialize() +import collections +import collections.abc + +collections.Callable = collections.abc.Callable + from absl import app from absl import flags from absl import logging @@ -55,8 +61,9 @@ from datetime import datetime from datetime import timedelta from dateutil.relativedelta import relativedelta +from google.auth import compute_engine -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) @@ -69,6 +76,9 @@ from counters import Counters +flags.DEFINE_bool( + 'ee_remote', False, + 'Set to True to use service account auth when running remotely') flags.DEFINE_string('ee_gcloud_project', 'datcom-import-automation-prod', 'Gcloud project with Earth Engine API enabled.') flags.DEFINE_string('ee_dataset', '', @@ -171,6 +181,8 @@ } EE_DEFAULT_CONFIG = { + # Auth mode + 'ee_remote': _FLAGS.ee_remote, # GCloud project 'ee_gcloud_project': _FLAGS.ee_gcloud_project, # Image loading settings. @@ -596,7 +608,26 @@ def export_ee_image_to_gcs(ee_image: ee.Image, config: dict = {}) -> str: return task -def ee_process(config) -> list: +def ee_init(config: dict): + '''Initialize Earth Engine APIs. + Args: + config: dict with the following parameters + ee_remote: bool if True uses EE service account auth. + ee_gcloud_project: Project to use with EE API. + ''' + ee.Authenticate() + # By default use local credentials + credentials = 'persistent' + if config.get('ee_remote'): + # Use the service account scope + scopes = ["https://www.googleapis.com/auth/earthengine"] + credentials = compute_engine.Credentials(scopes=scopes) + + ee.Initialize(credentials=credentials, + project=config.get('ee_gcloud_project')) + + +def ee_process(config: dict) -> list: '''Generate earth engine images and export to GCS. Called should wait for the task to complete. Args: @@ -609,8 +640,7 @@ def ee_process(config) -> list: if config['ee_wait_task'] is True, else a list of tasks launched. ''' ee_tasks = [] - ee.Authenticate() - ee.Initialize(project=config.get('ee_gcloud_project')) + ee_init(config) config['ee_image_count'] = config.get('ee_image_count', 1) time_period = config.get('time_period', 'P1M') cur_date = utils.date_format_by_time_period(utils.date_today(), time_period) diff --git a/scripts/earthengine/events_pipeline.py b/scripts/earthengine/events_pipeline.py index f654f87329..f071d3bab1 100644 --- a/scripts/earthengine/events_pipeline.py +++ b/scripts/earthengine/events_pipeline.py @@ -101,7 +101,7 @@ _FLAGS = flags.FLAGS -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/earthengine/pipeline_stage_bigquery.py b/scripts/earthengine/pipeline_stage_bigquery.py index afdf1c25ec..b97fdb72ad 100644 --- a/scripts/earthengine/pipeline_stage_bigquery.py +++ b/scripts/earthengine/pipeline_stage_bigquery.py @@ -20,7 +20,7 @@ from absl import logging from google.cloud import bigquery -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/earthengine/pipeline_stage_download.py b/scripts/earthengine/pipeline_stage_download.py index 59c48fc468..7d11191a96 100644 --- a/scripts/earthengine/pipeline_stage_download.py +++ b/scripts/earthengine/pipeline_stage_download.py @@ -20,7 +20,7 @@ from absl import logging -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/earthengine/pipeline_stage_earthengine.py b/scripts/earthengine/pipeline_stage_earthengine.py index 9844bbc436..7f1bcfa09c 100644 --- a/scripts/earthengine/pipeline_stage_earthengine.py +++ b/scripts/earthengine/pipeline_stage_earthengine.py @@ -19,7 +19,7 @@ from absl import logging -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/earthengine/pipeline_stage_events.py b/scripts/earthengine/pipeline_stage_events.py index 4b28162726..5d19712f2f 100644 --- a/scripts/earthengine/pipeline_stage_events.py +++ b/scripts/earthengine/pipeline_stage_events.py @@ -19,7 +19,7 @@ from absl import logging -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/earthengine/pipeline_stage_raster_csv.py b/scripts/earthengine/pipeline_stage_raster_csv.py index 76dc1b89ca..804ee03d2f 100644 --- a/scripts/earthengine/pipeline_stage_raster_csv.py +++ b/scripts/earthengine/pipeline_stage_raster_csv.py @@ -21,7 +21,7 @@ from absl import logging -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/earthengine/pipeline_stage_runner.py b/scripts/earthengine/pipeline_stage_runner.py index 43a8b0ef28..d27d33eac7 100644 --- a/scripts/earthengine/pipeline_stage_runner.py +++ b/scripts/earthengine/pipeline_stage_runner.py @@ -23,7 +23,7 @@ from absl import logging -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/earthengine/process_events.py b/scripts/earthengine/process_events.py index 16810def14..0991f82995 100644 --- a/scripts/earthengine/process_events.py +++ b/scripts/earthengine/process_events.py @@ -58,7 +58,7 @@ _FLAGS = flags.FLAGS -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/earthengine/raster_to_csv.py b/scripts/earthengine/raster_to_csv.py index 26b2acef5e..631918295e 100644 --- a/scripts/earthengine/raster_to_csv.py +++ b/scripts/earthengine/raster_to_csv.py @@ -66,7 +66,7 @@ import rasterio import s2sphere -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/earthengine/utils.py b/scripts/earthengine/utils.py index 2c1673a780..2f014c7dd2 100644 --- a/scripts/earthengine/utils.py +++ b/scripts/earthengine/utils.py @@ -33,7 +33,7 @@ from s2sphere import Cell, CellId, LatLng from shapely.geometry import Polygon -_SCRIPTS_DIR = os.path.dirname(__file__) +_SCRIPTS_DIR = os.path.dirname(os.path.abspath(__file__)) sys.path.append(_SCRIPTS_DIR) sys.path.append(os.path.dirname(_SCRIPTS_DIR)) sys.path.append(os.path.dirname(os.path.dirname(_SCRIPTS_DIR))) diff --git a/scripts/fires/firms/README.md b/scripts/fires/firms/README.md new file mode 100644 index 0000000000..6eb05eaac0 --- /dev/null +++ b/scripts/fires/firms/README.md @@ -0,0 +1,34 @@ +# Global fire events using NASA FIRMS dataset +This folder contains configs to generate global fire events using the fire data +from [NASA Fire Information for Resource Management System +(FIRMS)](https://firms.modaps.eosdis.nasa.gov/). + +The active and historical fires can be viewed on the [FIRMS Fire +Map](https://firms.modaps.eosdis.nasa.gov/). + +The [NASA API](https://firms.modaps.eosdis.nasa.gov/api/area/) provides the +fires data as a CSV with the location and area of each fire. This is used to +generate fire events by merging regions with fire that are next to each other +within time window. + +The [events +pipeline](https://github.com/datacommonsorg/data/blob/master/scripts/earthengine/events_pipeline.py) +script is used with the `fire_events_pipeline_config.py` that downloads the +latest data form source incrementally and generates fire events for the current +year. + +To run the script, get an API key from +[NASA](https://firms.modaps.eosdis.nasa.gov/api/area/), add it to the config +`fire_events_pipeline_config.py`, update the GCS project and buckets in the +config or set the `output_file` to a local foldea. +Then run the pipeline with the command: +``` +pip install -r requirements.txt +python3 ../../earthengine/events_pipeline.config --pipeline_config=fire_events_pipeline_config.py +``` + +This generates the following output files: + - events.{csv,tmcf}: Data for each fire event + - events-svobs.{csv,tmcf}: StatVarObservations for area of each fire event + - place-svobs.{csv,tmcf}: StatVarObservations for area and count of fires + across places diff --git a/scripts/fires/firms/fire_event_svobs.tmcf b/scripts/fires/firms/fire_event_svobs.tmcf new file mode 100644 index 0000000000..2bb2ae164f --- /dev/null +++ b/scripts/fires/firms/fire_event_svobs.tmcf @@ -0,0 +1,7 @@ +Node: E:Events->E0 +typeOf: dcs:StatVarObservation +observationAbout: C:Events->dcid +observationDate: C:Events->observationDate +variableMeasured: dcs:Area_FireEvent +value: C:Events->area +unit: dcs:SquareKilometer diff --git a/scripts/fires/firms/fire_events.tmcf b/scripts/fires/firms/fire_events.tmcf new file mode 100644 index 0000000000..50e8f981c4 --- /dev/null +++ b/scripts/fires/firms/fire_events.tmcf @@ -0,0 +1,12 @@ +Node: E:Events->E0 +dcid: C:Events->dcid +typeOf: C:Events->typeOf +name: C:Events->name +startDate: C:Events->startDate +endDate: C:Events->endDate +observationPeriod: C:Events->observationPeriod +startLocation: C:Events->startLocation +affectedPlace: C:Events->affectedPlace +area: C:Events->area +observationDate: C:Events->observationDate +geoJsonCoordinates: C:Events->geoJsonCoordinates diff --git a/scripts/fires/firms/fire_events_pipeline_config.py b/scripts/fires/firms/fire_events_pipeline_config.py new file mode 100644 index 0000000000..6eb6ce1be7 --- /dev/null +++ b/scripts/fires/firms/fire_events_pipeline_config.py @@ -0,0 +1,193 @@ +# Config to generate FireEvent through the script: events_pipeline.py +{ + "defaults": { + "import_name": "FIRMSFires", + # Set start_date to start of year to be processed. + # Defaults to Jan 1 of current year if left empty. + "start_date": "", + # Aggregate events upto the end of the year from per-day source files. + "end_date": "{year}-12-31", + "batch_days": 1, + "time_period": "P{batch_days}D", + + # GCS settings + "gcs_project": "datcom", + "gcs_bucket": "datcom-prod-imports", + "gcs_folder": "scripts/fires/firms", + }, + # State of previous run of the pipeline with input/output for each stage. + "pipeline_state_file": + "gs://datcom-prod-imports/scripts/fires/firms/flood_event_pipeline_state_{year}.py", + + # Pipeline stages to generate flood events. + "stages": [ + # Download NASA FIRMS fires data using the API + { + "stage": + "download", + + # API key for NASA FIRMS data download + # Get a MAPS_KEY from https://firms.modaps.eosdis.nasa.gov/api/area/ + "nasa_firms_api_key": + "", + "nasa_data_source": + "VIIRS_SNPP_NRT", # upto last 60 days + # Use this if processing data older than 60 days + #"nasa_data_source": "VIIRS_SNPP_SP", + "batch_days": + 1, + "url": + "https://firms.modaps.eosdis.nasa.gov/api/area/csv/{nasa_firms_api_key}/{nasa_data_source}/world/{batch_days}/{start_date}", + # API rate limits downloads. + # retry downloads after 200 secs until a CSV with date is downloaded. + "successful_response_regex": + "{year}", + "retry_interval": + 200, + "retry_count": + 10, + "output_file": + "gs://{gcs_bucket}/{gcs_folder}/download/{year}/{import_name}-download-{start_date}-{time_period}.csv", + "skip_existing_output": + True, + }, + + # Add S2 cells to the downloaded CSV files. + { + "stage": + "raster_csv", + "time_period": + "P{batch_days}D", + "s2_level": + 10, + "aggregate": + None, + "input_data_filter": { + "area": { + # pick max area for s2 cell. + # each fire in input is a fixed region. + "aggregate": "max" + }, + }, + "input_files": + "gs://{gcs_bucket}/{gcs_folder}/download/{year}/{import_name}-download-{year}*.csv", + "output_dir": + "gs://{gcs_bucket}/{gcs_folder}/{stage}/{year}", + "skip_existing_output": + True, + }, + + # Generate events from the CSV with fires in S2 cells + { + "stage": + "events", + + # Process all data files for the whole year. + "input_files": + "gs://{gcs_bucket}/{gcs_folder}/raster_csv/{year}/*{year}*.csv", + # Output events csv into a common folder with a year in filename, + # as the import automation can copy all files in a single folder. + "output_dir": + "gs://{gcs_bucket}/{gcs_folder}/{stage}/{import_name}-{stage}-{year}-without-usa-", + "event_type": + "FireEvent", + + # Input settings. + # Columns of input_csv that are added as event properties + "data_columns": [ + "area", "frp", "bright_ti4", "bright_ti5", "confidence" + ], + # Columns of input_csv that contains the s2 cell id. + "place_column": + "s2CellId", + # Input column for date. + "date_column": + "acq_date", + + # Processing settings + # Maximum distance within which 2 events are merged. + "max_overlap_distance_km": + 0, + # Maximum number of cells of same level in between 2 events to be merged. + "max_overlap_place_hop": + 1, + # S2 level to which data is aggregated. + "s2_level": + 10, # Events are at resolution of level-10 S2 cells. + "aggregate": + "sum", # default aggregation for all properties + # Per property settings + "property_config": { + "area": { + "aggregate": "sum", + "unit": "SquareKilometer", + }, + "affectedPlace": { + "aggregate": "list", + }, + }, + # Per property filter params for input data. + "input_filter_config": { + "confidence": { + "regex": "[nh]", + } + }, + "output_events_filter_config": { + "AreaSqKm": { + # Only allow fire events with atleast 4sqkm (10%) of events. + "min": 4.0, + }, + "affectedPlace": { + # Ignore fires in USA also generated by a different import + "ignore": "country/USA" + } + }, + # Per property settings + "property_config": { + "aggregate": "max", + "area": { + "aggregate": "sum", + "unit": "SquareKilometer", + }, + }, + # Treat events at the same location beyond 3 days as separate events. + "max_event_interval_days": + 3, + # Limit time range for an event to 3 months, roughly a season + "max_event_duration_days": + 90, + # Limit event affected region to 1000 L10 s2 cells, roughly 100K sqkm. + "max_event_places": + 1000, + + # Enable DC API lookup for place properties + "dc_api_enabled": + False, + "dc_api_batch_size": + 200, + # Cache file for place properties like name, location, typeOf + # Cache is updated with new places looked up. + "place_property_cache_file": + "gs://datcom-prod-imports/place_cache/place_properties_cache_with_s2_10.pkl", + + # Output settings. + "output_svobs": + True, + "output_delimiter": + ",", + "output_affected_place_polygon": + "geoJsonCoordinates", + "polygon_simplification_factor": + None, + "output_geojson_string": + False, + + # Output svobs per place + # Place svobs generated by entity aggregation pipeline + "output_place_svobs": + False, + "output_place_svobs_properties": ["area", "count"], + "output_place_svobs_dates": ["YYYY-MM-DD", "YYYY-MM", "YYYY"], + }, + ], +} diff --git a/scripts/fires/firms/manifest.json b/scripts/fires/firms/manifest.json new file mode 100644 index 0000000000..f59e527d6e --- /dev/null +++ b/scripts/fires/firms/manifest.json @@ -0,0 +1,18 @@ +{ + "import_specifications": [{ + "import_name": + "NASA_VIIRSActiveFiresEvents", + "curator_emails": ["ajaits@google.com"], + "provenance_url": + "https://www.earthdata.nasa.gov/learn/find-data/near-real-time/firms/vnp14imgtdlnrt", + "provenance_description": + "Active fire data across the world as detected by VIIRS onboard the Suomi NPP satellite at 375m resolution.", + "scripts": ["../../earthengine/events_pipeline.py --pipeline_config=gs://datcom-prod-imports/scripts/fires/firms/fire_events_pipeline_config.py"], + "import_inputs": [{ + "template_mcf": "", + "cleaned_csv": "" + }], + "cron_schedule": + "0 5 * * *" + }] +} diff --git a/scripts/fires/firms/requirements.txt b/scripts/fires/firms/requirements.txt new file mode 100644 index 0000000000..23f7d8b613 --- /dev/null +++ b/scripts/fires/firms/requirements.txt @@ -0,0 +1,17 @@ +# Requirements for Python code in this directory. +bigquery +dataclasses +datacommons +earthengine-api +geojson +geopy +google-cloud-logging +lxml +openpyxl +rasterio +requests +requests_cache +retry +s2sphere +shapely +urllib3 From 5aedbdbb3f6692fd07d3e783a384b38aa676d340 Mon Sep 17 00:00:00 2001 From: Ajai Date: Fri, 23 Feb 2024 14:44:27 +0000 Subject: [PATCH 10/11] Disable gunicorn timeout for automation scripts (#992) * add modules to local requirements.txt * add bigquery * prune requirements * Add manifest for fires import * update events script to support invocation from automation from a different folder * fix path * fix lint * disable timeout for gunicorn --- import-automation/executor/Dockerfile | 2 +- import-automation/executor/app.yaml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/import-automation/executor/Dockerfile b/import-automation/executor/Dockerfile index 1bba3650c7..ecb75719a3 100644 --- a/import-automation/executor/Dockerfile +++ b/import-automation/executor/Dockerfile @@ -27,4 +27,4 @@ RUN pip install -r /workspace/requirements.txt COPY app/. /workspace/app/ -CMD gunicorn --timeout 1800 --workers 5 -b :$PORT app.main:FLASK_APP +CMD gunicorn --timeout 0 --workers 5 -b :$PORT app.main:FLASK_APP diff --git a/import-automation/executor/app.yaml b/import-automation/executor/app.yaml index 2169ce2150..fc52629491 100644 --- a/import-automation/executor/app.yaml +++ b/import-automation/executor/app.yaml @@ -1,5 +1,5 @@ runtime: python37 -entrypoint: gunicorn --timeout 1800 -b :$PORT app.main:FLASK_APP +entrypoint: gunicorn --timeout 0 -b :$PORT app.main:FLASK_APP env_variables: EXECUTOR_PRODUCTION: "True" TMPDIR: "/tmp" From b249c31c58820bcbd3265ab37ae208e3f44d88b9 Mon Sep 17 00:00:00 2001 From: Jehangir Amjad <1021616+jehangiramjad@users.noreply.github.com> Date: Sun, 25 Feb 2024 04:54:04 +0500 Subject: [PATCH 11/11] [Import Automation] Code Cleanups (#993) * removing dashboard * deprecating the dashboard config field instead of removing it * fixing a bug * lint fix * remove script email addresses * lint fix --- import-automation/README.md | 9 +- .../cloudbuild/cloudbuild.gke.yaml | 1 - import-automation/cloudbuild/cloudbuild.yaml | 1 - import-automation/executor/README.md | 7 - 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import-automation/import-progress-dashboard-frontend/server/__main__.py delete mode 100644 import-automation/import-progress-dashboard-frontend/server/app/__main__.py delete mode 100644 import-automation/import-progress-dashboard-frontend/server/app/configs.py delete mode 100644 import-automation/import-progress-dashboard-frontend/server/app/main.py delete mode 100644 import-automation/import-progress-dashboard-frontend/server/app/service/dashboard_api.py delete mode 100644 import-automation/import-progress-dashboard-frontend/server/app/service/iap_request.py diff --git a/import-automation/README.md b/import-automation/README.md index 35bb6daaba..95b222a365 100644 --- a/import-automation/README.md +++ b/import-automation/README.md @@ -3,9 +3,6 @@ The import automation system has three components: 1. [Cloud Build configuration file](cloudbuild/README.md) 2. [Executor](executor/README.md) -3. Import Progress Dashboard - - [Import Progress Dashboard API](import-progress-dashboard-api/README.md) - - [Import Progress Dashboard Frontend](import-progress-dashboard-frontend/README.md) ## User Manual @@ -120,7 +117,6 @@ directories: specify the import targets in the commit message (see [Specifying Import Targets](#specifying-import-targets)). If no tag is found, no imports will be executed. -5. Check the [Import Progress Dashboard](https://dashboard-frontend-dot-datcom-data.uc.r.appspot.com/) ### Scheduling Updates @@ -134,8 +130,6 @@ directories: 1. Check in the `import-automation` directory to the repository. 2. [Configure](executor/README.md#configuring-the-executor) and [deploy](executor/README.md#deploying-on-app-engine) the executor -3. [Deploy the import progress dashboard API](import-progress-dashboard-api/README.md#deploying-to-app-engine) -4. [Deploy the import progress dashboard frontend](import-progress-dashboard-frontend/README.md#deploying-to-app-engine) 5. [Create a Cloud Tasks queue](#creating-cloud-task-queue) 6. [Connect the repository to Cloud Build and set up Cloud Build triggers](#setting-up-cloud-build) @@ -162,7 +156,6 @@ directories: - **File type**: `Cloud Build configuration file (yaml or json)` - **Cloud Build configuration file location**: `/import-automation/cloudbuild/cloudbuild.yaml` - **Substitution variables** - - **_DASHBOARD_OAUTH_CLIENT_ID**: `` (This can be found by going to the Identity-Aware Proxy of the Google Cloud project that hosts the dashboard and clicking 'Edit OAuth Client.) - **_EMAIL_ACCOUNT**: ``; - **_EMAIL_TOKEN**: `` - **_GITHUB_AUTH_USERNAME**: `` @@ -171,7 +164,7 @@ directories: - **_GITHUB_REPO_OWNER_USERNAME**: `` - **_HANDLER_SERVICE**: `` - **_HANDLER_URI**: `` - - **_IMPORTER_OAUTH_CLIENT_ID**: `` (This can be found similarly as **_DASHBOARD_OAUTH_CLIENT_ID**) + - **_IMPORTER_OAUTH_CLIENT_ID**: `` - **_TASK_LOCATION_ID**: `` (This can be found by going to the Cloud Tasks control panel and look at the "Location" column.) - **_TASK_PROJECT_ID**: `` - **_TASK_QUEUE_NAME**: `` diff --git a/import-automation/cloudbuild/cloudbuild.gke.yaml b/import-automation/cloudbuild/cloudbuild.gke.yaml index 0c0fd8d9eb..85e5d97d69 100644 --- a/import-automation/cloudbuild/cloudbuild.gke.yaml +++ b/import-automation/cloudbuild/cloudbuild.gke.yaml @@ -24,7 +24,6 @@ steps: "PR_NUMBER": "$_PR_NUMBER", "configs": { "gcp_project_id": "$_GCP_PROJECT_ID", - "dashboard_oauth_client_id": "$_DASHBOARD_OAUTH_CLIENT_ID", "importer_oauth_client_id": "$_IMPORTER_OAUTH_CLIENT_ID", "github_auth_username": "$_GITHUB_AUTH_USERNAME", "github_auth_access_token": "$_GITHUB_AUTH_ACCESS_TOKEN", diff --git a/import-automation/cloudbuild/cloudbuild.yaml b/import-automation/cloudbuild/cloudbuild.yaml index 9cd7e6f574..44c263ac9d 100644 --- a/import-automation/cloudbuild/cloudbuild.yaml +++ b/import-automation/cloudbuild/cloudbuild.yaml @@ -20,7 +20,6 @@ steps: "BASE_BRANCH": "$_BASE_BRANCH", "PR_NUMBER": "$_PR_NUMBER", "configs": { - "dashboard_oauth_client_id": "$_DASHBOARD_OAUTH_CLIENT_ID", "importer_oauth_client_id": "$_IMPORTER_OAUTH_CLIENT_ID", "github_auth_username": "$_GITHUB_AUTH_USERNAME", "github_auth_access_token": "$_GITHUB_AUTH_ACCESS_TOKEN", diff --git a/import-automation/executor/README.md b/import-automation/executor/README.md index a96e6a4dbe..4a35731d34 100644 --- a/import-automation/executor/README.md +++ b/import-automation/executor/README.md @@ -12,14 +12,9 @@ Commons knowledge graph using the importer. - Required Arguments - `COMMIT_SHA`: Commit sha of the commit that specifies the targets in its commit message - - Optional Arguments (Used only for logging to the Import Progress Dashboard) - - `REPO_NAME`: Name of the repository from which the pull request is sent - - `BRANCH_NAME`: Name of the branch from which the pull request is sent - - `PR_NUMBER`: Number of the pull request - Required Configurations (See [app/configs.py](app/configs.py) for descriptions and [Configuring the Executor](#configuring-the-executor) for how to pass these configurations) - - `dashboard_oauth_client_id` - `importer_oauth_client_id` - `github_auth_username` - `github_auth_access_token` @@ -30,7 +25,6 @@ Commons knowledge graph using the importer. - Required Arguments - `absolute_import_name`: Absolute import name of the import to update - Required Configurations - - `dashboard_oauth_client_id` - `github_auth_username` - `github_auth_access_token` - `email_account` @@ -41,7 +35,6 @@ Commons knowledge graph using the importer. - `COMMIT_SHA`: Commit sha of the commit that specifies the targets in its commit message - Required Configurations - - `dashboard_oauth_client_id` - `github_auth_username` - `github_auth_access_token` diff --git a/import-automation/executor/app/configs.py b/import-automation/executor/app/configs.py index 8e76654428..0df79f0c66 100644 --- a/import-automation/executor/app/configs.py +++ b/import-automation/executor/app/configs.py @@ -73,6 +73,7 @@ class ExecutorConfig: # Types of inputs accepted by the Data Commons importer. These are # also the accepted fields of an import_inputs value in the manifest. import_input_types: List[str] = ('template_mcf', 'cleaned_csv', 'node_mcf') + # DEPRECATED # Oauth Client ID used to authenticate with the import progress dashboard. # which is protected by Identity-Aware Proxy. This can be found by going # to the Identity-Aware Proxy of the Google Cloud project that hosts diff --git a/import-automation/executor/app/executor/import_executor.py b/import-automation/executor/app/executor/import_executor.py index 952d4b471b..27a49dae6a 100644 --- a/import-automation/executor/app/executor/import_executor.py +++ b/import-automation/executor/app/executor/import_executor.py @@ -29,18 +29,16 @@ from app import configs from app import utils from app.executor import import_target -from app.service import dashboard_api from app.service import email_notifier from app.service import file_uploader from app.service import github_api from app.service import import_service -_SYSTEM_RUN_INIT_FAILED_MESSAGE = ( - 'Failed to initialize the system run with the import progress dashboard') +# Email address for status messages. +_SUCCESS_EMAIL_ADDR = "datacommons+release@google.com" +_FAILURE_EMAIL_ADDR = "datacommons-alerts+importautomation@google.com" -_SEE_DASHBOARD_MESSAGE = ( - 'See dashboard for logs: ' - 'https://dashboard-frontend-dot-datcom-data.uc.r.appspot.com/') +_SEE_LOGS_MESSAGE = "Please find logs in the Logs Explorer of the GCP project associated with Import Automation." @dataclasses.dataclass @@ -79,9 +77,6 @@ class ImportExecutor: some place. github: GitHubRepoAPI object for communicating with GitHUB API. config: ExecutorConfig object containing configurations for the execution. - dashboard: DashboardAPI object for communicating with the import progress - dashboard. If not provided, the executor will not communicate with the - dashboard. notifier: EmailNotifier object for sending notificaiton emails. importer: ImportServiceClient object for invoking the Data Commons importer. @@ -96,60 +91,28 @@ def __init__(self, uploader: file_uploader.FileUploader, github: github_api.GitHubRepoAPI, config: configs.ExecutorConfig, - dashboard: dashboard_api.DashboardAPI = None, notifier: email_notifier.EmailNotifier = None, importer: import_service.ImportServiceClient = None, local_repo_dir: str = ""): self.uploader = uploader self.github = github self.config = config - self.dashboard = dashboard self.notifier = notifier self.importer = importer self.local_repo_dir: str = local_repo_dir - def execute_imports_on_commit( - self, - commit_sha: str, - repo_name: str = None, - branch_name: str = None, - pr_number: str = None, - ) -> ExecutionResult: + def execute_imports_on_commit(self, commit_sha: str) -> ExecutionResult: """Executes imports upon a GitHub commit. - repo_name, branch_name, and pr_number are used only for logging to - the import progress dashboard. - Args: commit_sha: ID of the commit as a string. - repo_name: Name of the repository the commit is for as a string. - branch_name: Name of the branch the commit is for as a string. - pr_number: If the commit is a part of a pull request, the number of the - pull request as an int. Returns: ExecutionResult object describing the results of the imports. """ - run_id = None - try: - if self.dashboard: - run_id = _init_run_helper( - dashboard=self.dashboard, - commit_sha=commit_sha, - repo_name=repo_name, - branch_name=branch_name, - pr_number=pr_number, - )['run_id'] - except Exception: - logging.exception(_SYSTEM_RUN_INIT_FAILED_MESSAGE) - return _create_system_run_init_failed_result(traceback.format_exc()) - return run_and_handle_exception( - run_id, - self.dashboard, self._execute_imports_on_commit_helper, commit_sha, - run_id, ) def execute_imports_on_update(self, @@ -165,32 +128,17 @@ def execute_imports_on_update(self, Returns: ExecutionResult object describing the results of the imports. """ - run_id = None - try: - if self.dashboard: - run_id = _init_run_helper(self.dashboard)['run_id'] - except Exception: - logging.exception(_SYSTEM_RUN_INIT_FAILED_MESSAGE) - return _create_system_run_init_failed_result(traceback.format_exc()) - return run_and_handle_exception( - run_id, - self.dashboard, self._execute_imports_on_update_helper, absolute_import_name, - run_id, ) def _execute_imports_on_update_helper( - self, - absolute_import_name: str, - run_id: str = None) -> ExecutionResult: + self, absolute_import_name: str) -> ExecutionResult: """Helper for execute_imports_on_update. Args: absolute_import_name: See execute_imports_on_update. - run_id: ID of the system run as a string. This is only used to - communicate with the import progress dashboard. Returns: ExecutionResult object describing the results of the executions. @@ -215,10 +163,6 @@ def _execute_imports_on_update_helper( logging.info('%s: downloaded repo %s', absolute_import_name, repo_dir) - if self.dashboard: - self.dashboard.info(f'Downloaded/Local repo: {repo_dir}', - run_id=run_id) - executed_imports = [] # An example import_dir is 'scripts/us_fed/treasury' @@ -239,9 +183,7 @@ def _execute_imports_on_update_helper( repo_dir=repo_dir, relative_import_dir=import_dir, absolute_import_dir=absolute_import_dir, - import_spec=spec, - run_id=run_id, - ) + import_spec=spec) except Exception: raise ExecutionError( ExecutionResult('failed', executed_imports, @@ -253,15 +195,13 @@ def _execute_imports_on_update_helper( logging.info('%s: END', absolute_import_name) return ExecutionResult('succeeded', executed_imports, 'No issues') - def _execute_imports_on_commit_helper(self, - commit_sha: str, - run_id: str = None - ) -> ExecutionResult: + def _execute_imports_on_commit_helper( + self, + commit_sha: str, + ) -> ExecutionResult: """Helper for execute_imports_on_commit. Args: See execute_imports_on_commit. - run_id: ID of the system run as a string. This is only used to - communicate with the import progress dashboard. Returns: ExecutionResult object describing the results of the executions. @@ -285,9 +225,8 @@ def _execute_imports_on_commit_helper(self, with tempfile.TemporaryDirectory() as tmpdir: repo_dir = self.github.download_repo( tmpdir, commit_sha, self.config.repo_download_timeout) - if self.dashboard: - self.dashboard.info(f'Downloaded repo: {repo_dir}', - run_id=run_id) + + logging.info(f'Downloaded repo: {repo_dir}') imports_to_execute = import_target.find_imports_to_execute( targets=targets, @@ -299,14 +238,11 @@ def _execute_imports_on_commit_helper(self, executed_imports = [] for relative_dir, spec in imports_to_execute: try: - self._import_one( - repo_dir=repo_dir, - relative_import_dir=relative_dir, - absolute_import_dir=os.path.join( - repo_dir, relative_dir), - import_spec=spec, - run_id=run_id, - ) + self._import_one(repo_dir=repo_dir, + relative_import_dir=relative_dir, + absolute_import_dir=os.path.join( + repo_dir, relative_dir), + import_spec=spec) except Exception: raise ExecutionError( @@ -316,13 +252,6 @@ def _execute_imports_on_commit_helper(self, relative_dir, spec['import_name']) executed_imports.append(absolute_name) - if self.dashboard: - self.dashboard.update_run( - { - 'status': 'succeeded', - 'time_completed': utils.utctime() - }, run_id) - return ExecutionResult('succeeded', executed_imports, 'No issues') def _import_one( @@ -331,7 +260,6 @@ def _import_one( relative_import_dir: str, absolute_import_dir: str, import_spec: dict, - run_id: str = None, ) -> None: """Executes an import. @@ -342,82 +270,52 @@ def _import_one( absolute_import_dir: Absolute path to the directory containing the manifest as a string. import_spec: Specification of the import as a dict. - run_id: ID of the system run that executes the import. This is only used - to communicate with the import progress dashboard. """ import_name = import_spec['import_name'] absolute_import_name = import_target.get_absolute_import_name( relative_import_dir, import_name) - curator_emails = import_spec['curator_emails'] - attempt_id = None - if self.dashboard: - attempt = _init_attempt_helper( - dashboard=self.dashboard, - run_id=run_id, - import_name=import_name, - absolute_import_name=absolute_import_name, - provenance_url=import_spec['provenance_url'], - provenance_description=import_spec['provenance_description'], - ) - attempt_id = attempt['attempt_id'] + time_start = time.time() try: self._import_one_helper( repo_dir=repo_dir, relative_import_dir=relative_import_dir, absolute_import_dir=absolute_import_dir, import_spec=import_spec, - run_id=run_id, - attempt_id=attempt_id, ) + time_taken = '{0:.2f}'.format(time.time() - time_start) if self.notifier: + msg = f'Successful Import: {import_name} ({absolute_import_name})\nn' + msg += f'Script execution time taken = {time_taken}s' self.notifier.send( - subject= - f'Import Automation - {absolute_import_name} - Succeeded', - body=_SEE_DASHBOARD_MESSAGE, - receiver_addresses=curator_emails, + subject=f'Import Automation Success - {import_name}', + body=msg, + receiver_addresses=[_SUCCESS_EMAIL_ADDR], ) except Exception as exc: - if self.dashboard: - _mark_import_attempt_failed( - attempt_id=attempt_id, - message=traceback.format_exc(), - dashboard=self.dashboard, - ) if self.notifier: + msg = f'Failed Import: {import_name} ({absolute_import_name})\n\n' + msg += f'{_SEE_LOGS_MESSAGE}\n\n' + msg += f'Stack Trace: \n' + msg += f'{exc}' self.notifier.send( - subject= - f'Import Automation - {absolute_import_name} - Failed', - body=_SEE_DASHBOARD_MESSAGE, - receiver_addresses=curator_emails, + subject=f'Import Automation Failure - {import_name}', + body=msg, + receiver_addresses=[_FAILURE_EMAIL_ADDR], ) raise exc - def _import_one_helper( - self, - repo_dir: str, - relative_import_dir: str, - absolute_import_dir: str, - import_spec: dict, - run_id: str = None, - attempt_id: str = None, - ) -> None: + def _import_one_helper(self, repo_dir: str, relative_import_dir: str, + absolute_import_dir: str, import_spec: dict) -> None: """Helper for _import_one. Args: See _import_one. - attempt_id: ID of the import attempt executed by the system run with the - run_id, as a string. This is only used to communicate with the import - progress dashboard. """ urls = import_spec.get('data_download_url') if urls: for url in urls: utils.download_file(url, absolute_import_dir, self.config.file_download_timeout) - if self.dashboard: - self.dashboard.info(f'Downloaded: {url}', - attempt_id=attempt_id, - run_id=run_id) with tempfile.TemporaryDirectory() as tmpdir: requirements_path = os.path.join(absolute_import_dir, @@ -430,12 +328,7 @@ def _import_one_helper( timeout=self.config.venv_create_timeout, ) - _log_process( - process=process, - dashboard=self.dashboard, - attempt_id=attempt_id, - run_id=run_id, - ) + _log_process(process=process) process.check_returncode() script_paths = import_spec.get('scripts') @@ -448,31 +341,17 @@ def _import_one_helper( cwd=absolute_import_dir, env=self.config.user_script_env, ) - _log_process( - process=process, - dashboard=self.dashboard, - attempt_id=attempt_id, - run_id=run_id, - ) + _log_process(process=process) process.check_returncode() inputs = self._upload_import_inputs( import_dir=absolute_import_dir, output_dir=f'{relative_import_dir}/{import_spec["import_name"]}', - import_inputs=import_spec.get('import_inputs', []), - attempt_id=attempt_id, - ) + import_inputs=import_spec.get('import_inputs', [])) if self.importer: self.importer.delete_previous_output(relative_import_dir, import_spec) - - if self.dashboard: - self.dashboard.info( - f'Submitting job to delete the previous import', - attempt_id=attempt_id, - run_id=run_id, - ) try: self.importer.delete_import( relative_import_dir, @@ -484,15 +363,7 @@ def _import_one_helper( # If this is the first time executing this import, # there will be no previous import logging.warning(str(exc)) - if self.dashboard: - self.dashboard.info(f'Deleted previous import', - attempt_id=attempt_id, - run_id=run_id) - self.dashboard.info( - f'Submitting job to perform the import', - attempt_id=attempt_id, - run_id=run_id, - ) + self.importer.smart_import( relative_import_dir, inputs, @@ -500,25 +371,13 @@ def _import_one_helper( block=True, timeout=self.config.importer_import_timeout, ) - if self.dashboard: - self.dashboard.info(f'Import succeeded', - attempt_id=attempt_id, - run_id=run_id) - - if self.dashboard: - self.dashboard.update_attempt( - { - 'status': 'succeeded', - 'time_completed': utils.utctime() - }, attempt_id) def _upload_import_inputs( self, import_dir: str, output_dir: str, import_inputs: List[Dict[str, str]], - attempt_id: str = None, - ) -> 'import_service.ImportInputs': + ) -> import_service.ImportInputs: """Uploads the generated import data files. Data files are uploaded to //, where is a @@ -532,9 +391,6 @@ def _upload_import_inputs( import_inputs: List of import inputs each as a dict mapping import types to relative paths within the repository. This is parsed from the 'import_inputs' field in the manifest. - attempt_id: ID of the import attempt executed by the system run with the - run_id, as a string. This is only used to communicate with the import - progress dashboard. Returns: ImportInputs object containing the paths to the uploaded inputs. @@ -549,7 +405,6 @@ def _upload_import_inputs( self._upload_file_helper( src=os.path.join(import_dir, path), dest=dest, - attempt_id=attempt_id, ) setattr(uploaded, input_type, dest) self.uploader.upload_string( @@ -557,24 +412,13 @@ def _upload_import_inputs( os.path.join(output_dir, self.config.storage_version_filename)) return uploaded - def _upload_file_helper(self, - src: str, - dest: str, - attempt_id: str = None) -> None: + def _upload_file_helper(self, src: str, dest: str) -> None: """Uploads a file from src to dest. Args: src: Path to the file to upload, as a string. dest: Path to where the file is to be uploaded to, as a string. - attempt_id: ID of the import attempt executed by the system run with the - run_id, as a string. This is only used to communicate with the import - progress dashboard. """ - if self.dashboard: - with open(src) as file: - self.dashboard.info( - f'Uploaded {src}: {file.readline().strip()}', - attempt_id=attempt_id) self.uploader.upload_file(src, dest) @@ -596,19 +440,12 @@ def parse_manifest(path: str) -> dict: def run_and_handle_exception( - run_id: Optional[str], - dashboard: Optional[dashboard_api.DashboardAPI], exec_func: Callable, *args, ) -> ExecutionResult: """Runs a method that executes imports and handles its exceptions. - run_id and dashboard are for logging to the import progress dashboard. - They can be None to not perform such logging. - Args: - run_id: ID of the system run as a string. - dashboard: DashboardAPI for logging to the import progress dashboard. exec_func: The method to execute. args: List of arguments sent to exec_func. @@ -620,14 +457,10 @@ def run_and_handle_exception( except ExecutionError as exc: logging.exception('ExecutionError was thrown') result = exc.result - if dashboard: - _mark_system_run_failed(run_id, str(result), dashboard) return result except Exception: logging.exception('An unexpected exception was thrown') message = traceback.format_exc() - if dashboard: - _mark_system_run_failed(run_id, message, dashboard) return ExecutionResult('failed', [], message) @@ -809,96 +642,6 @@ def _run_user_script( return _run_with_timeout_async(script_args, timeout, cwd, env) -def _init_run_helper( - dashboard: dashboard_api.DashboardAPI, - commit_sha: str = None, - repo_name: str = None, - branch_name: str = None, - pr_number: str = None, -) -> Dict: - """Initializes a system run with the import progress dashboard.""" - run = {} - if commit_sha: - run['commit_sha'] = commit_sha - if repo_name: - run['repo_name'] = repo_name - if branch_name: - run['branch_name'] = branch_name - if pr_number: - run['pr_number'] = pr_number - return dashboard.init_run(run) - - -def _init_attempt_helper( - dashboard: dashboard_api.DashboardAPI, - run_id: str, - import_name: str, - absolute_import_name: str, - provenance_url: str, - provenance_description: str, -) -> Dict: - """Initializes an import attempt with the import progress dashboard.""" - return dashboard.init_attempt({ - 'run_id': run_id, - 'import_name': import_name, - 'absolute_import_name': absolute_import_name, - 'provenance_url': provenance_url, - 'provenance_description': provenance_description, - }) - - -def _mark_system_run_failed(run_id: str, message: str, - dashboard: dashboard_api.DashboardAPI) -> Dict: - """Communicates with the import progress dashboard that a system run - - has failed. - - Args: - run_id: ID of the system run. - message: An additional message to log to the dashboard with level - critical. - dashboard: DashboardAPI object for the communicaiton. - - Returns: - Updated system run returned from the dashboard. - """ - dashboard.critical(message, run_id=run_id) - return dashboard.update_run( - { - 'status': 'failed', - 'time_completed': utils.utctime() - }, run_id=run_id) - - -def _mark_import_attempt_failed(attempt_id: str, message: str, - dashboard: dashboard_api.DashboardAPI) -> Dict: - """Communicates with the import progress dashboard that an import attempt - - has failed. - - Args: - attempt_id: ID of the import attempt. - message: An additional message to log to the dashboard with level - critical. - dashboard: DashboardAPI object for the communicaiton. - - Returns: - Updated import attempt returned from the dashboard. - """ - dashboard.critical(message, attempt_id=attempt_id) - return dashboard.update_attempt( - { - 'status': 'failed', - 'time_completed': utils.utctime() - }, attempt_id) - - -def _create_system_run_init_failed_result(trace): - """Creates an ExecutionResult indicating failures.""" - return ExecutionResult('failed', [], - f'{_SYSTEM_RUN_INIT_FAILED_MESSAGE}\n{trace}') - - def _clean_time( time: str, chars_to_replace: Tuple[str] = (':', '-', '.', '+')) -> str: """Replaces some characters with underscores. @@ -937,33 +680,15 @@ def _construct_process_message(message: str, return message -def _log_process( - process: subprocess.CompletedProcess, - dashboard: dashboard_api.DashboardAPI = None, - attempt_id: str = None, - run_id: str = None, -) -> None: +def _log_process(process: subprocess.CompletedProcess,) -> None: """Logs the result of a subprocess. - dashboard, attempt_id, and run_id are only for logging to the import - progress dashboard. They can be None to not perform such logging. - Args: process: subprocess.CompletedProcess object whose arguments, return code, stdout, and stderr are to be logged. - dashboard: DashboardAPI object to communicate with the import progress - dashboard. - attempt_id: ID of the import attempt as a string. - run_id: ID of the system run as a string. """ message = 'Subprocess succeeded' if process.returncode: message = 'Subprocess failed' message = _construct_process_message(message, process) - if process.returncode: - if dashboard: - dashboard.critical(message, attempt_id=attempt_id, run_id=run_id) - else: - logging.info(message) - if dashboard: - dashboard.info(message, attempt_id=attempt_id, run_id=run_id) + logging.info(message) diff --git a/import-automation/executor/app/main.py b/import-automation/executor/app/main.py index 28b6e3230f..fa255e9151 100644 --- a/import-automation/executor/app/main.py +++ b/import-automation/executor/app/main.py @@ -22,6 +22,7 @@ """ import dataclasses +import logging import flask from google.cloud import scheduler @@ -31,10 +32,10 @@ from app.executor.scheduler_job_manager import schedule_on_commit from app.executor import import_executor from app.service import file_uploader -from app.service import dashboard_api from app.service import github_api from app.service import email_notifier from app.service import import_service +from app.service import email_notifier def create_app(): @@ -52,9 +53,6 @@ def execute_imports(): if 'COMMIT_SHA' not in task_info: return {'error': 'COMMIT_SHA not found'} commit_sha = task_info['COMMIT_SHA'] - repo_name = task_info.get('REPO_NAME') - branch_name = task_info.get('BRANCH_NAME') - pr_number = task_info.get('PR_NUMBER') task_configs = task_info.get('configs', {}) config = configs.ExecutorConfig(**task_configs) @@ -69,7 +67,6 @@ def execute_imports(): auth_username=config.github_auth_username, auth_access_token=config.github_auth_access_token), config=config, - dashboard=dashboard_api.DashboardAPI(config.dashboard_oauth_client_id), notifier=email_notifier.EmailNotifier(config.email_account, config.email_token), importer=import_service.ImportServiceClient( @@ -79,10 +76,9 @@ def execute_imports(): unresolved_mcf_bucket_name=config.storage_dev_bucket_name, resolved_mcf_bucket_name=config.storage_importer_bucket_name, client_id=config.importer_oauth_client_id)) - result = executor.execute_imports_on_commit(commit_sha=commit_sha, - repo_name=repo_name, - branch_name=branch_name, - pr_number=pr_number) + result = executor.execute_imports_on_commit(commit_sha=commit_sha) + logging.info(result) + logging.info("END: Returning from REST endopoint.") return dataclasses.asdict(result) @@ -103,9 +99,13 @@ def scheduled_updates(): repo_name=config.github_repo_name, auth_username=config.github_auth_username, auth_access_token=config.github_auth_access_token), - config=config) + config=config, + notifier=email_notifier.EmailNotifier(config.email_account, + config.email_token)) result = executor.execute_imports_on_update( task_info['absolute_import_name']) + logging.info(result) + logging.info("END: Returning from REST endopoint.") return dataclasses.asdict(result) @@ -132,13 +132,11 @@ def schedule_data_refresh_cron_jobs(): auth_username=config.github_auth_username, auth_access_token=config.github_auth_access_token) - res = import_executor.run_and_handle_exception( - None, # run_id - None, # dashboard - schedule_on_commit, - github, - config, - task_info['COMMIT_SHA']) + res = import_executor.run_and_handle_exception(schedule_on_commit, github, + config, + task_info['COMMIT_SHA']) + logging.info(res) + logging.info("END: Returning from REST endopoint.") return dataclasses.asdict(res) diff --git a/import-automation/executor/app/service/dashboard_api.py b/import-automation/executor/app/service/dashboard_api.py deleted file mode 100644 index 28b4bdaba1..0000000000 --- a/import-automation/executor/app/service/dashboard_api.py +++ /dev/null @@ -1,239 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Import progress dashboard API client. -""" - -import logging -from typing import Dict - -from app import utils -from app.service import iap_request - -_DASHBOARD_API_HOST = 'https://datcom-data.uc.r.appspot.com' - -_DASHBOARD_RUN_LIST = _DASHBOARD_API_HOST + '/system_runs' -_DASHBOARD_RUN_BY_ID = _DASHBOARD_RUN_LIST + '/{run_id}' - -_DASHBOARD_ATTEMPT_LIST = _DASHBOARD_API_HOST + '/import_attempts' -_DASHBOARD_ATTEMPT_BY_ID = _DASHBOARD_ATTEMPT_LIST + '/{attempt_id}' - -_DASHBOARD_LOG_LIST = _DASHBOARD_API_HOST + '/logs' -_DASHBOARD_LOG_BY_ID = _DASHBOARD_LOG_LIST + '/{log_id}' - - -class LogLevel: - """Allowed log levels of a log. - The level of a log can only be one of these. - """ - CRITICAL: str = 'critical' - ERROR: str = 'error' - WARNING: str = 'warning' - INFO: str = 'info' - DEBUG: str = 'debug' - - -class DashboardAPI: - """Import progress dashboard API client. - - The methods check for the response status code and throw - requests.exceptions.HTTPError if the code is larger than or equal to 400. - - Attributes: - iap: IAPRequest object for making HTTP requests to - Identity-Aware Proxy protected resources. - """ - - def __init__(self, client_id: str): - """Constructs a DashboardAPI. - - Args: - client_id: Oauth2 client id for authentication. - """ - self.iap = iap_request.IAPRequest(client_id) - logging.info('DashboardAPI.__init__: Initialized') - - def critical(self, - message: str, - attempt_id: str = None, - run_id: str = None, - time_logged: str = None) -> Dict: - """Logs a message with level CRITICAL. See _log_helper.""" - return self._log_helper(message, LogLevel.CRITICAL, attempt_id, run_id, - time_logged) - - def error(self, - message: str, - attempt_id: str = None, - run_id: str = None, - time_logged: str = None) -> Dict: - """Logs a message with level ERROR. See _log_helper.""" - return self._log_helper(message, LogLevel.ERROR, attempt_id, run_id, - time_logged) - - def warning(self, - message: str, - attempt_id: str = None, - run_id: str = None, - time_logged: str = None) -> Dict: - """Logs a message with level WARNING. See _log_helper.""" - return self._log_helper(message, LogLevel.WARNING, attempt_id, run_id, - time_logged) - - def info(self, - message: str, - attempt_id: str = None, - run_id: str = None, - time_logged: str = None) -> Dict: - """Logs a message with level INFO. See _log_helper.""" - return self._log_helper(message, LogLevel.INFO, attempt_id, run_id, - time_logged) - - def debug(self, - message: str, - attempt_id: str = None, - run_id: str = None, - time_logged: str = None) -> Dict: - """Logs a message with level DEBUG. See _log_helper.""" - return self._log_helper(message, LogLevel.DEBUG, attempt_id, run_id, - time_logged) - - def init_run(self, system_run: Dict) -> Dict: - """Initializes an system run. - - Args: - system_run: System run as a dict. - - Returns: - Initialized system run returned from the dashboard as a dict. - - Raises: - requests.HTTPError: The importer returns a status code that is - larger than or equal to 400. - """ - logging.info('DashboardAPI.init_run: Posting %s to %s', system_run, - _DASHBOARD_RUN_LIST) - response = self.iap.post(_DASHBOARD_RUN_LIST, json=system_run) - response.raise_for_status() - logging.info('DashboardAPI.init_run: Received %s from %s', - response.text, _DASHBOARD_ATTEMPT_LIST) - return response.json() - - def init_attempt(self, import_attempt: Dict) -> Dict: - """Initializes an import attempt. - - Args: - import_attempt: Import attempt as a dict. - - Returns: - Initialized import attempt returned from the dashboard as a dict. - - Raises: - requests.HTTPError: The importer returns a status code that is - larger than or equal to 400. - """ - logging.info('DashboardAPI.init_attempt: Posting %s to %s', - import_attempt, _DASHBOARD_ATTEMPT_LIST) - response = self.iap.post(_DASHBOARD_ATTEMPT_LIST, json=import_attempt) - response.raise_for_status() - logging.info('DashboardAPI.init_attempt: Received %s from %s', - response.text, _DASHBOARD_ATTEMPT_LIST) - return response.json() - - def update_attempt(self, import_attempt: Dict, attempt_id: str) -> Dict: - """Updates some fields of an import attempt. - - Args: - import_attempt: Import attempt with the fields to update, as a dict. - attempt_id: ID of the import attempt, as a string. - - Returns: - Updated import attempt returned from the dashboard, as a dict. - - Raises: - requests.HTTPError: The importer returns a status code that is - larger than or equal to 400. - """ - query = _DASHBOARD_ATTEMPT_BY_ID.format_map({'attempt_id': attempt_id}) - logging.info('DashboardAPI.update_attempt: Patching %s to %s', - import_attempt, query) - response = self.iap.patch(query, json=import_attempt) - response.raise_for_status() - logging.info('DashboardAPI.update_attempt: Received %s from %s', - response.text, query) - return response.json() - - def update_run(self, system_run: Dict, run_id: str) -> Dict: - """Updates some fields of a system run. - - Args: - system_run: System run with the fields to update, as a dict. - run_id: ID of the system run, as a string. - - Returns: - Updated system run returned from the dashboard, as a dict. - - Raises: - requests.HTTPError: The importer returns a status code that is - larger than or equal to 400. - """ - query = _DASHBOARD_RUN_BY_ID.format_map({'run_id': run_id}) - logging.info('DashboardAPI.update_run: Patching %s to %s', system_run, - query) - response = self.iap.patch(query, json=system_run) - response.raise_for_status() - logging.info('DashboardAPI.update_run: Received %s from %s', - response.text, query) - return response.json() - - def _log_helper(self, - message: str, - level: str, - attempt_id: str = None, - run_id: str = None, - time_logged: str = None) -> Dict: - """Posts a progress log to the import progress dashboard. - - Args: - message: Log message as a string. - level: Log level as a string. - run_id: ID of the system run to link to as a string. - attempt_id: ID of the import attempt to link to as a string. - time_logged: Time logged in ISO 8601 format with UTC timezone - as a string. - - Returns: - The posted progress log as a dict. - - Raises: - ValueError: Neither run_id nor attempt_id is specified. - requests.HTTPError: The importer returns a status code that is - larger than or equal to 400. - """ - if not run_id and not attempt_id: - raise ValueError('Neither run_id nor attempt_id is specified') - if not time_logged: - time_logged = utils.utctime() - log = {'message': message, 'level': level, 'time_logged': time_logged} - if run_id: - log['run_id'] = run_id - if attempt_id: - log['attempt_id'] = attempt_id - logging.info('DashboardAPI._log_helper: Logging %s to %s', log, - _DASHBOARD_LOG_LIST) - response = self.iap.post(_DASHBOARD_LOG_LIST, json=log) - response.raise_for_status() - logging.info('DashboardAPI._log_helper: Received %s from %s', - response.text, _DASHBOARD_LOG_LIST) - return response.json() diff --git a/import-automation/executor/schedule_update_import.py b/import-automation/executor/schedule_update_import.py index b6b8a62737..ee90e053e8 100644 --- a/import-automation/executor/schedule_update_import.py +++ b/import-automation/executor/schedule_update_import.py @@ -26,6 +26,7 @@ from app.executor import import_executor from app.executor import cloud_scheduler from app.executor import validation +from app.service import email_notifier from app.service import file_uploader from app.service import github_api from google.cloud import storage @@ -229,6 +230,11 @@ def update(cfg: configs.ExecutorConfig, config=cfg, local_repo_dir=local_repo_dir) + # Also set the email motifier if possible. + if cfg.email_account and cfg.email_token: + executor.notifier = email_notifier.EmailNotifier( + cfg.email_account, cfg.email_token) + return executor.execute_imports_on_update(absolute_import_path) diff --git a/import-automation/executor/test/dashboard_api_test.py b/import-automation/executor/test/dashboard_api_test.py deleted file mode 100644 index 35eaebc4fe..0000000000 --- a/import-automation/executor/test/dashboard_api_test.py +++ /dev/null @@ -1,110 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for dashboard_api.py. -""" - -import unittest -from unittest import mock - -from requests import exceptions - -from test import utils -from app.service import dashboard_api - - -@mock.patch('app.utils.utctime', lambda: '2020-07-15T12:07:17.365264+00:00') -class DashboardAPITest(unittest.TestCase): - - def setUp(self): - self.dashboard = dashboard_api.DashboardAPI('client-id') - - @mock.patch('app.service.iap_request.IAPRequest.post') - def test_log_helper(self, post): - args = { - 'message': 'message', - 'level': 'level', - 'run_id': 'run', - 'attempt_id': 'attempt', - 'time_logged': 'time' - } - expected = { - 'message': 'message', - 'level': 'level', - 'run_id': 'run', - 'attempt_id': 'attempt', - 'time_logged': 'time', - 'log_id': 'random-id' - } - post.return_value = utils.ResponseMock(200, expected) - self.assertEqual(expected, self.dashboard._log_helper(**args)) - post.assert_called_once_with( - 'https://datcom-data.uc.r.appspot.com/logs', json=args) - - @mock.patch('app.service.iap_request.IAPRequest.post') - def test_log_helper_time(self, post): - """Tests that time_logged is generated if not supplied.""" - args = {'message': 'message', 'level': 'level', 'run_id': 'run'} - expected = { - 'message': 'message', - 'level': 'level', - 'run_id': 'run', - 'time_logged': '2020-07-15T12:07:17.365264+00:00', - 'log_id': 'random-id' - } - post.return_value = utils.ResponseMock(200, expected) - self.assertEqual(expected, self.dashboard._log_helper(**args)) - - def test_log_helper_id(self): - """Tests that at least one of run_id and attempt_id - need to be specified.""" - self.assertRaises(ValueError, self.dashboard._log_helper, 'message', - 'level') - - @mock.patch('app.service.iap_request.IAPRequest.post') - def test_log_helper_http(self, post): - """Tests that an exception is thrown is the HTTP request fails.""" - post.return_value = utils.ResponseMock(400) - self.assertRaises(exceptions.HTTPError, self.dashboard._log_helper, - 'message', 'level', 'attempt') - - @mock.patch('app.service.iap_request.IAPRequest.patch') - def test_update_attempt(self, patch): - attempt = {'import_name': 'treasury'} - patch.return_value = utils.ResponseMock(200, {}) - self.assertEqual({}, self.dashboard.update_attempt(attempt, 'id')) - patch.assert_called_with( - 'https://datcom-data.uc.r.appspot.com/import_attempts/id', - json=attempt) - - @mock.patch('app.service.iap_request.IAPRequest.patch') - def test_update_run(self, patch): - run = {'commit_sha': 'commit-sha'} - patch.return_value = utils.ResponseMock(200, {}) - self.assertEqual({}, self.dashboard.update_run(run, 'id')) - patch.assert_called_with( - 'https://datcom-data.uc.r.appspot.com/system_runs/id', json=run) - - @mock.patch('app.service.iap_request.IAPRequest.post', - lambda self, url, json=None: utils.ResponseMock(200, json)) - def test_levels(self): - """Tests that the convenient logging functions set the right - logging levels. """ - args = {'message': 'message', 'time_logged': 'time', 'run_id': 'run'} - funcs = [(self.dashboard.critical, 'critical'), - (self.dashboard.error, 'error'), - (self.dashboard.warning, 'warning'), - (self.dashboard.info, 'info'), (self.dashboard.debug, 'debug')] - for func, level in funcs: - self.assertEqual(level, func(**args)['level']) diff --git a/import-automation/executor/test/import_executor_test.py b/import-automation/executor/test/import_executor_test.py index 34c93ef37f..0ceab3fd8c 100644 --- a/import-automation/executor/test/import_executor_test.py +++ b/import-automation/executor/test/import_executor_test.py @@ -57,25 +57,17 @@ def test_create_venv(self): self.assertEqual('123\n', proc.stdout) @mock.patch('app.utils.utctime', lambda: '2020-07-28T20:22:18.311294+00:00') - @mock.patch('app.service.dashboard_api.DashboardAPI') - def test_run_and_handle_exception(self, dashboard): + def test_run_and_handle_exception(self): def raise_exception(): raise Exception result = import_executor.run_and_handle_exception( - 'run', dashboard, raise_exception) + 'run', raise_exception) self.assertEqual('failed', result.status) self.assertEqual([], result.imports_executed) self.assertIn('Exception', result.message) self.assertIn('Traceback', result.message) - dashboard.critical.assert_called_once() - dashboard.update_run.assert_called_once_with( - { - 'status': 'failed', - 'time_completed': '2020-07-28T20:22:18.311294+00:00' - }, - run_id='run') def test_construct_process_message(self): process = subprocess.run('printf "out" & >&2 printf "err" & exit 1', diff --git a/import-automation/executor/test/integration_test.py b/import-automation/executor/test/integration_test.py index ea10db4c0d..7fd562f53f 100644 --- a/import-automation/executor/test/integration_test.py +++ b/import-automation/executor/test/integration_test.py @@ -58,13 +58,11 @@ def upload_string(self, string: str, dest: str): # TODO: change CONFIGs to main repo and fix integration test. @SkipTest @mock.patch('app.service.email_notifier.EmailNotifier', mock.MagicMock()) -@mock.patch('app.service.dashboard_api.DashboardAPI', mock.MagicMock()) @mock.patch('app.service.file_uploader.GCSFileUploader', GCSFileUploaderMock) @mock.patch('app.utils.pacific_time', lambda: '2020-07-15T12:07:17.365264-07:00') class StandaloneUpdateTest(unittest.TestCase): - """Tests for updating imports in standalone mode (without interaction - with the dashboard). + """Tests for updating imports in standalone mode. To add a test case: 1) Add a manifest.json to the import directory in the master branch of @@ -125,7 +123,6 @@ def test_covid_state_update(self): @SkipTest @mock.patch('app.service.import_service.ImportServiceClient', mock.MagicMock()) @mock.patch('app.service.email_notifier.EmailNotifier', mock.MagicMock()) -@mock.patch('app.service.dashboard_api.DashboardAPI', mock.MagicMock) @mock.patch('app.utils.pacific_time', lambda: '2020-07-15T12:07:17.365264-07:00') @mock.patch('app.service.file_uploader.GCSFileUploader', GCSFileUploaderMock) @@ -171,7 +168,6 @@ def test_jolts(self): @SkipTest @mock.patch('app.utils.utctime', lambda: '2020-07-24T16:27:22.609304+00:00') @mock.patch('app.service.email_notifier.EmailNotifier', mock.MagicMock()) -@mock.patch('app.service.dashboard_api.DashboardAPI', mock.MagicMock()) @mock.patch('google.cloud.scheduler.CloudSchedulerClient', utils.SchedulerClientMock) @mock.patch('google.protobuf.json_format.MessageToDict', diff --git a/import-automation/import-progress-dashboard-api/.gitignore b/import-automation/import-progress-dashboard-api/.gitignore deleted file mode 100644 index fb0324c7b9..0000000000 --- a/import-automation/import-progress-dashboard-api/.gitignore +++ /dev/null @@ -1,141 +0,0 @@ -.DS_Store -.idea - -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -# .python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ diff --git a/import-automation/import-progress-dashboard-api/README.md b/import-automation/import-progress-dashboard-api/README.md deleted file mode 100644 index 4121446754..0000000000 --- a/import-automation/import-progress-dashboard-api/README.md +++ /dev/null @@ -1,139 +0,0 @@ -# Import Progress Dashboard API - -This directory contains code of a REST API that manages information -about import progress and logs. - -# Data Model - -There are three types of resources: -1. System Run - - Describes a run of the executor - - A system run can execute multiple import attempts each corresponding to - an import specification in the manifest - - See [app/model/system_run_model.py](app/model/system_run_model.py) - for fields. -2. Import Attempt - - An attempt to import a dataset executed by a system run - - See [app/model/import_attempt_model.py](app/model/import_attempt_model.py) - for fields. -3. Progress Log - - A log generated by a system run and optionally an import attempt - - See [app/model/progress_log_model.py](app/model/progress_log_model.py) - for fields. - -# Storage - -The three types of entities are stored in Google Cloud Datastore. The message -bodies of progress logs are stored in Google Cloud Storage and loaded -dynamically when queried. - -# Endpoints - -1. `/system_runs` (See `SystemRunList` in - [app/resource/system_run_list.py](app/resource/system_run_list.py)) - - Method: GET - - Purpose: Filters system runs - - Arguments - - Any fields of a system run - - URL parameters - - `order`: List of field names to order the returned - system runs by. Prepend "-" to a field name to sort it in - descending order. The list is specified by repeated keys, - e.g., `?order=status&order=-time_created` - - `limit`: Maximum number of system runs to return, as an integer - - Returns - - List of system runs that pass the filter -2. `/system_runs` - - Method: POST - - Purpose: Creates a new system run - - Arguments - - Any fields of a system run except `run_id`, `import_attempts`, and `logs` - - Returns - - Created system run -3. `/system_runs/{run_id}` (See `SystemRunByID` in - [app/resource/system_run.py](app/resource/system_run.py)) - - Method: GET - - Purpose: Retrieves a system run by `run_id` - - URL path variables - - `run_id`: ID of the system run, as a string - - Returns - - System run with the `run_id` -4. `/system_runs/{run_id}` (See `SystemRunByID` in - [app/resource/system_run.py](app/resource/system_run.py)) - - Method: PATCH - - Purpose: Modifies an existing system run - - Arguments: - - Any fields of a system run except `run_id`, `import_attempts`, and `logs` - - URL path variables - - `run_id`: ID of the system run, as a string - - Returns - - Modified system run -5. `/system_runs/{run_id}/logs` (See `ProgressLogByRunID` in - [app/resource/progress_log.py](app/resource/progress_log.py)) - - Method: GET - - Purpose: Retrieves all the logs attached to a system run - - URL path variables - - `run_id`: ID of the system run, as a string - - Returns - - List of progress logs -6. `/import_attempts/{attempt_id}` (See `ImportAttemptByID` in - [app/resource/import_attempt.py](app/resource/import_attempt.py)) - - Method: GET - - Purpose: Retrieves an import attempt by `attempt_id` - - URL path variables - - `attempt_id`: ID of the import attempt, as a string - - Returns - - Import attempt with the `attempt_id` -7. `/import_attempts/{attempt_id}` - - Method: PATCH - - Purpose: Modifies an existing import attempt - - Arguments: - - Any fields of an import attempt except `attempt_id`, `run_id`, and `logs` - - URL path variables - - `attempt_id`: ID of the import attempt, as a string - - Returns - - Modified import attempt -8. `/import_attempts/{attempt_id}/logs` (See `ProgressLogByAttemptID` in - [app/resource/progress_log.py](app/resource/progress_log.py)) - - Method: GET - - Purpose: Retrieves all the logs attached to an import attempt - - URL path variables - - `attempt_id`: ID of the import attempt, as a string - - Returns - - List of progress logs -9. `/logs` (See `ProgressLogList` in [app/resource/progress_log_list.py](app/resource/progress_log_list.py)) - - Method: POST - - Purpose: Creates a new progress log - - Arguments - - Any fields of a progress log except `log_id` - - `message`, `level`, `run_id` are required - - `attempt_id` can be optionally supplied to also attach the log to an - import attempt - - If `time_logged` is missing, the time at which the API receives the - the request is used - - Returns - - Created progress log -10. `/logs/{log_id}` (See `ProgressLogByID` in [app/resource/progress_log.py](app/resource/progress_log.py)) - - Method: GET - - Purpose: Retrieves a progress log by `log_id` - - URL path variables - - log_id: ID of the progress log, as a string - - Returns - - Progress log with the `log_id` - - -# Deploying to App Engine - -1. Change [app/configs.py](app/configs.py) as appropriate -2. `gcloud app deploy` - - -# Running Tests - -``` -. run_test.sh -``` - -The Datastore emulator must be installed for the tests to run. -See https://cloud.google.com/datastore/docs/tools/datastore-emulator. -Running run_test.sh will attempt to install the emulator. diff --git a/import-automation/import-progress-dashboard-api/app.yaml b/import-automation/import-progress-dashboard-api/app.yaml deleted file mode 100644 index b71cafe598..0000000000 --- a/import-automation/import-progress-dashboard-api/app.yaml +++ /dev/null @@ -1,4 +0,0 @@ -runtime: python37 -entrypoint: gunicorn -b :$PORT app.main:FLASK_APP -env_variables: - DASHBOARD_PRODUCTION: "True" diff --git a/import-automation/import-progress-dashboard-api/app/__init__.py b/import-automation/import-progress-dashboard-api/app/__init__.py deleted file mode 100644 index e69de29bb2..0000000000 diff --git a/import-automation/import-progress-dashboard-api/app/__main__.py b/import-automation/import-progress-dashboard-api/app/__main__.py deleted file mode 100644 index 1ec7ebf2d1..0000000000 --- a/import-automation/import-progress-dashboard-api/app/__main__.py +++ /dev/null @@ -1,22 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Entry point of the app module. -To run the app locally, run "python3 -m app" in the -progress-dashboard-rest directory -""" - -from app import main - -main.main() diff --git a/import-automation/import-progress-dashboard-api/app/configs.py b/import-automation/import-progress-dashboard-api/app/configs.py deleted file mode 100644 index 7da6e5b6c1..0000000000 --- a/import-automation/import-progress-dashboard-api/app/configs.py +++ /dev/null @@ -1,23 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Configurations for the dashboard API. -""" - -# ID of the Google Cloud project that enables Datastore -PROJECT_ID = 'datcom-data' -# Google Cloud Datastore namespace in which entities are stored -DASHBOARD_NAMESPACE = 'import-progress-dashboard' -# Google Cloud Storage bucket in which log messages are be stored -LOG_BUCKET_NAME = 'dashboard-progress-logs' diff --git a/import-automation/import-progress-dashboard-api/app/main.py b/import-automation/import-progress-dashboard-api/app/main.py deleted file mode 100644 index 6c10f8a5d2..0000000000 --- a/import-automation/import-progress-dashboard-api/app/main.py +++ /dev/null @@ -1,68 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Entry point of the API. -When deployed on App Engine, gunicorn will serve the FLASK_APP variable, -which is a Flask object. -""" - -import os - -import flask -import flask_restful - -from app import utils -from app.resource import import_attempt_list -from app.resource import system_run_list -from app.resource import import_attempt -from app.resource import progress_log -from app.resource import progress_log_list -from app.resource import system_run - - -def create_app(logging=True): - """Creates the Flask app. - - Args: - logging: Whether to set up Google Cloud Logging. - """ - if logging: - utils.setup_logging() - return flask.Flask(__name__) - - -def create_api(app): - """Creates the REST API on top of the Flask app.""" - api = flask_restful.Api(app) - api.add_resource(import_attempt.ImportAttemptByID, - '/import_attempts/') - api.add_resource(import_attempt_list.ImportAttemptList, '/import_attempts') - api.add_resource(progress_log.ProgressLogByAttemptID, - '/import_attempts//logs') - api.add_resource(system_run_list.SystemRunList, '/system_runs') - api.add_resource(system_run.SystemRunByID, '/system_runs/') - api.add_resource(progress_log.ProgressLogByRunID, - '/system_runs//logs') - api.add_resource(progress_log_list.ProgressLogList, '/logs') - api.add_resource(progress_log.ProgressLog, '/logs/') - return api - - -def main(): - """Runs the Flask app locally.""" - FLASK_APP.run(debug=True, port=8080) - - -FLASK_APP = create_app('DASHBOARD_PRODUCTION' in os.environ) -FLASK_API = create_api(FLASK_APP) diff --git a/import-automation/import-progress-dashboard-api/app/model/import_attempt_model.py b/import-automation/import-progress-dashboard-api/app/model/import_attempt_model.py deleted file mode 100644 index 43e2fa425d..0000000000 --- a/import-automation/import-progress-dashboard-api/app/model/import_attempt_model.py +++ /dev/null @@ -1,71 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Data model of an import attempt. -""" -import enum - - -class ImportAttempt: - """Data model of an import attempt. - - This class is not a data class. The class variables below are the fields - of an import attempt and their values are the field names. They are used - to index import attempt entities. - """ - # ID of the import attempt as a string. This is a UUID hex string. - attempt_id = 'attempt_id' - # ID of the system run as a string. This is a UUID hex string. - run_id = 'run_id' - # Relative import name as a string parsed from the manifest. - import_name = 'import_name' - # Absolute import name as a string of the form - # :, e.g., - # scripts/us_fed/treasury:US_FED_constant_maturity_rates - absolute_import_name = 'absolute_import_name' - # Provenance URL parsed from the manifest. - provenance_url = 'provenance_url' - # Provenance description parsed from the manifest. - provenance_description = 'provenance_description' - # Status of the import attempt, as a string. - # Must be one of the defined values by ImportAttemptStatus. - status = 'status' - # Creation time as a string of the import attempt. - # Must be in ISO 8601 format with UTC timezone of the form - # 'YYYY-MM-DDTHH:MM:SS.ffffff+00:00', e.g., - # '2020-06-30T04:28:53.717569+00:00'. - time_created = 'time_created' - # Completion time as a string of the import attempt. See time_created for - # format. - time_completed = 'time_completed' - # List of IDs of progress logs attached to this import attempt, each - # as a string. - logs = 'logs' - # List of import inputs. Each import input is a dict with three fields: - # import_input_url, node_mcf_url, and csv_url. - import_inputs = 'import_inputs' - - -class ImportAttemptStatus(enum.Enum): - """Allowed status of an import attempt. - - The status of an import attempt can only be one of these. - """ - CREATED = 'created' - SUCCEEDED = 'succeeded' - FAILED = 'failed' - - -IMPORT_ATTEMPT_STATUS = frozenset( - status.value for status in ImportAttemptStatus) diff --git a/import-automation/import-progress-dashboard-api/app/model/progress_log_model.py b/import-automation/import-progress-dashboard-api/app/model/progress_log_model.py deleted file mode 100644 index f7851f9253..0000000000 --- a/import-automation/import-progress-dashboard-api/app/model/progress_log_model.py +++ /dev/null @@ -1,56 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Data model of a progress log. -""" -import enum - - -class ProgressLog: - """Data model of a progress log. - - This class is not a data class. The class variables below are the fields - of a progress log and their values are the field names. They are used - to index progress log entities. - """ - # ID of the progress log as a string. This is a UUID hex string. - log_id = 'log_id' - # Log level as a string. Must be one of the values defined by LogLevel. - level = 'level' - # Log message as a string. The API stores the actual message in Google - # Cloud Storage and converts it to an identifier. When the user queries the - # log, the identifier is converted back to the actual message. - message = 'message' - # Time at which the log is created, as a string. - # See import_attempt_model.ImportAttempt.time_created for format. - time_logged = 'time_logged' - # ID of the system run this progress log is attached to. - run_id = 'run_id' - # ID of the import attempt this progress log is attached to. - attempt_id = 'attempt_id' - - -class LogLevel(enum.Enum): - """Allowed log levels of a log. - - The level of a log can only be one of these. - """ - CRITICAL = 'critical' - ERROR = 'error' - WARNING = 'warning' - INFO = 'info' - DEBUG = 'debug' - - -LOG_LEVELS = frozenset(level.value for level in LogLevel) diff --git a/import-automation/import-progress-dashboard-api/app/model/system_run_model.py b/import-automation/import-progress-dashboard-api/app/model/system_run_model.py deleted file mode 100644 index c661ae3c5c..0000000000 --- a/import-automation/import-progress-dashboard-api/app/model/system_run_model.py +++ /dev/null @@ -1,70 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Data model of a system run. -""" -import enum - - -class SystemRun: - """Data model of a system run. - - This class is not a data class. The class variables below are the fields - of a system run and their values are the field names. They are used - to index system run entities. - """ - # ID of the system run as a string. This is a UUID hex string. - run_id = 'run_id' - # Name of the repository from which the pull request is created, - # if applicable, as a string. - repo_name = 'repo_name' - # Name of the branch from which the pull request is created, - # if applicable, as a string. - branch_name = 'branch_name' - # Number of the pull request, is applicable, as an int. - pr_number = 'pr_number' - # ID of the commit as a string, if applicable. - commit_sha = 'commit_sha' - # Time at which the system run is created, as a string. - # See import_attempt_model.ImportAttempt.time_created for format. - time_created = 'time_created' - # Time at which the system run is completed, as a string. - # See import_attempt_model.ImportAttempt.time_created for format. - time_completed = 'time_completed' - # List of IDs of the import attempts executed by this system run, each - # as a string. - import_attempts = 'import_attempts' - # List of IDs of progress logs attached to this system run, each - # as a string. - logs = 'logs' - # Status of the system run, as a string. - # Must be one of the defined values by SystemRunStatus. - status = 'status' - - -FIELDS = frozenset( - name for name in vars(SystemRun) if not name.startswith('__')) - - -class SystemRunStatus(enum.Enum): - """Allowed status of a system run. - - The status of a system run can only be one of these. - """ - CREATED = 'created' - SUCCEEDED = 'succeeded' - FAILED = 'failed' - - -SYSTEM_RUN_STATUS = frozenset(status.value for status in SystemRunStatus) diff --git a/import-automation/import-progress-dashboard-api/app/resource/base_resource.py b/import-automation/import-progress-dashboard-api/app/resource/base_resource.py deleted file mode 100644 index 564a43a96d..0000000000 --- a/import-automation/import-progress-dashboard-api/app/resource/base_resource.py +++ /dev/null @@ -1,44 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Base class for system run, import attempt, and progress log resources. -""" - -import flask_restful - -from app.service import validation - - -class BaseResource(flask_restful.Resource): - """Base class for system run, import attempt, and progress log resources.""" - - @classmethod - def _get_helper(cls, database, id_field, entity_id): - """Retrieves an entity specified by its entity_id from the database. - - Args: - database: Instance of one of SystemRunDatabase, - ImportAttemptDatabase, and ProgressLogDatabase. - id_field: Name of the ID field of the entity as a string. - entity_id: ID of the entity as a string. - - Returns: - The entity with the entity_id if successful as a datastore Entity - object. Otherwise, (error message, error code), where the error - message is a string and the error code is an int. - """ - entity = database.get(entity_id) - if not entity: - return validation.get_not_found_error(id_field, entity_id) - return entity diff --git a/import-automation/import-progress-dashboard-api/app/resource/import_attempt.py b/import-automation/import-progress-dashboard-api/app/resource/import_attempt.py deleted file mode 100644 index b5e366f5cb..0000000000 --- a/import-automation/import-progress-dashboard-api/app/resource/import_attempt.py +++ /dev/null @@ -1,123 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Import attempt resource associated with the endpoint -'/import_attempts/'. -""" - -from flask_restful import reqparse - -from app import utils -from app.service import import_attempt_database -from app.service import validation -from app.model import import_attempt_model -from app.resource import base_resource - -_MODEL = import_attempt_model.ImportAttempt - - -def set_import_attempt_default_values(import_attempt): - """Sets default values for some fields of the import attempt and returns it. - - status is set to 'created'. - time_created is set to the current time. - logs is set to an empty list. - """ - import_attempt.setdefault( - _MODEL.status, import_attempt_model.ImportAttemptStatus.CREATED.value) - import_attempt.setdefault(_MODEL.time_created, utils.utctime()) - import_attempt.setdefault(_MODEL.logs, []) - return import_attempt - - -class ImportAttempt(base_resource.BaseResource): - """Base class for an import attempt resource. - - Attributes: - client: datastore Client object used to communicate with Datastore - database: ImportAttemptDatabase object for querying and storing - import attempts using the client - """ - parser = reqparse.RequestParser() - # The parser looks for these fields in the request body. - # The Content-Type of the request must be application/json. - optional_fields = ((_MODEL.attempt_id, str), (_MODEL.run_id, - str), (_MODEL.import_name,), - (_MODEL.absolute_import_name,), (_MODEL.provenance_url,), - (_MODEL.provenance_description,), (_MODEL.status,), - (_MODEL.time_created,), (_MODEL.time_completed,), - (_MODEL.logs, str, 'append'), (_MODEL.import_inputs, - dict, 'append')) - utils.add_fields(parser, optional_fields, required=False) - - def __init__(self, client=None): - """Constructs an ImportAttempt.""" - if not client: - client = utils.create_datastore_client() - self.client = client - self.database = import_attempt_database.ImportAttemptDatabase( - self.client) - - -class ImportAttemptByID(ImportAttempt): - """API for managing import attempts by attempt_id associated with - '/import/'. - - See ImportAttempt. - """ - - def get(self, attempt_id): - """Retrieves an import attempt by its attempt_id. - - Args: - attempt_id: ID of the import attempt as a string - - Returns: - The import attempt with the attempt_id if successful as a - datastore Entity object. Otherwise, (error message, error code), - where the error message is a string and the error code is an int. - """ - return self._get_helper(self.database, _MODEL.attempt_id, attempt_id) - - def patch(self, attempt_id): - """Modifies the value of a field of an existing import attempt. - - The attempt_id and run_id of an existing import attempt resource are - forbidden to be patched. - - Args: - attempt_id: ID of the import attempt as a string - - Returns: - The import attempt with the attempt_id if successful as a - datastore Entity object. Otherwise, (error message, error code), - where the error message is a string and the error code is an int. - """ - args = ImportAttempt.parser.parse_args() - if (_MODEL.attempt_id in args or _MODEL.run_id in args or - _MODEL.logs in args): - return validation.get_patch_forbidden_error( - (_MODEL.attempt_id, _MODEL.run_id, _MODEL.logs)) - valid, err, code = validation.is_import_attempt_valid( - args, attempt_id=attempt_id) - if not valid: - return err, code - - with self.client.transaction(): - import_attempt = self.database.get(attempt_id) - if not import_attempt: - return validation.get_not_found_error(_MODEL.attempt_id, - attempt_id) - import_attempt.update(args) - return self.database.save(import_attempt) diff --git a/import-automation/import-progress-dashboard-api/app/resource/import_attempt_list.py b/import-automation/import-progress-dashboard-api/app/resource/import_attempt_list.py deleted file mode 100644 index fddbbb0fc3..0000000000 --- a/import-automation/import-progress-dashboard-api/app/resource/import_attempt_list.py +++ /dev/null @@ -1,94 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Import attempt list resource associated with the endpoint '/import_attempts'. -""" - -from app.resource import import_attempt -from app.service import system_run_database -from app.service import validation -from app.model import import_attempt_model -from app.model import system_run_model - -_ATTEMPT = import_attempt_model.ImportAttempt -_RUN = system_run_model.SystemRun - - -class ImportAttemptList(import_attempt.ImportAttempt): - """API for querying a list of import attempts based on some criteria - and creating new import attempts. - - For methods that require a request body, the content type of the request - must be 'application/json'. - - Attributes: - See ImportAttempt. - run_database: SystemRunDatabase object for querying system runs - using the client. - """ - - def __init__(self, client=None): - """Constructs an ImportAttemptList.""" - super().__init__(client) - self.run_database = system_run_database.SystemRunDatabase(self.client) - - def get(self): - """Retrieves a list of import attempts that pass the filter defined by - the key-value mappings in the request body.""" - args = import_attempt.ImportAttempt.parser.parse_args() - return self.database.filter(args) - - def post(self): - """Creates a new import attempt with the fields provided in the - request body. - - run_id must be present in the request body to link the import attempt - to a system run. - - Returns: - The created import attempt as a datastore Entity object with - attempt_id set. Otherwise, (error message, error code), where - the error message is a string and the error code is an int. - """ - args = import_attempt.ImportAttempt.parser.parse_args() - valid, err, code = validation.is_import_attempt_valid(args) - if not valid: - return err, code - present, err, code = validation.required_fields_present( - (_ATTEMPT.run_id,), args) - if not present: - return err, code - - # Only the API can modify these fields - args.pop(_ATTEMPT.attempt_id, None) - args.pop(_ATTEMPT.logs, None) - import_attempt.set_import_attempt_default_values(args) - - with self.client.transaction(): - # The system run pointed to by this import attempt needs to - # point back at the import attempt. - run_id = args[_ATTEMPT.run_id] - run = self.run_database.get(run_id) - if not run: - return validation.get_not_found_error(_ATTEMPT.run_id, run_id) - - attempt = self.database.get(make_new=True) - attempt.update(args) - self.database.save(attempt) - - attempts = run.setdefault(_RUN.import_attempts, []) - attempts.append(attempt.key.name) - self.run_database.save(run) - - return attempt diff --git a/import-automation/import-progress-dashboard-api/app/resource/progress_log.py b/import-automation/import-progress-dashboard-api/app/resource/progress_log.py deleted file mode 100644 index 9df3cde308..0000000000 --- a/import-automation/import-progress-dashboard-api/app/resource/progress_log.py +++ /dev/null @@ -1,147 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Import log resources associated with the endpoints -'/import_attempts//logs', -'/system_runs//logs', and '/logs/'. -""" - -import flask_restful -from flask_restful import reqparse - -from app import utils -from app.service import validation -from app.service import import_attempt_database -from app.service import system_run_database -from app.service import progress_log_database -from app.model import import_attempt_model -from app.model import system_run_model -from app.model import progress_log_model - -_ATTEMPT = import_attempt_model.ImportAttempt -_RUN = system_run_model.SystemRun -_LOG = progress_log_model.ProgressLog - - -class ProgressLog(flask_restful.Resource): - """Base class for a progress log resource. - - Attributes: - client: datastore Client object used to communicate with Datastore. - run_database: SystemRunDatabase object for querying and storing - system runs using the client. - log_database: ProgressLogDatabase object for querying and storing - progress logs using the client. - attempt_database: ImportAttemptDatabase object for querying and storing - import attempts using the client. - """ - parser = reqparse.RequestParser() - required_fields = [(_LOG.level,), (_LOG.message,)] - optional_fields = [(_LOG.time_logged,), (_LOG.run_id,), (_LOG.attempt_id,)] - utils.add_fields(parser, required_fields, required=True) - utils.add_fields(parser, optional_fields, required=False) - - def __init__(self, client=None, message_manager=None): - """Constructs a ProgressLog. - - Args: - client: datastore Client object used to communicate with Datastore. - message_manager: LogMessageManager object used to store and retreive - log messages. - """ - if not client: - client = utils.create_datastore_client() - self.client = client - self.run_database = system_run_database.SystemRunDatabase(self.client) - self.log_database = progress_log_database.ProgressLogDatabase( - self.client, message_manager) - self.attempt_database = import_attempt_database.ImportAttemptDatabase( - self.client) - - -class ProgressLogByID(ProgressLog): - """API associated with the endpoint '/logs/' for querying - a progress log by its log_id. - - Attributes: - See ImportLog. - """ - - def get(self, log_id): - """Queries the progress logs by its log_id. - - Args: - log_id: ID of the progress log as a string. - - Returns: - A list of progress logs with messages loaded of the - system run if successful. Otherwise, (error message, error code). - """ - log = self.log_database.get(log_id, load_content=True) - if not log: - return validation.get_not_found_error(_LOG.log_id, log_id) - return log - - -class ProgressLogByRunID(ProgressLog): - """API associated with the endpoint '/import//logs' for - querying the progress logs of an import attempt specified by its attempt_id. - - Attributes: - See ImportLog. - """ - - def get(self, run_id): - """Queries the progress logs of a system run. - - Args: - run_id: ID of the system run as a string. - - Returns: - A list of progress logs each as a datastore Entity object with - messages loaded of the system run if successful. Otherwise, - (error message, error code). - """ - run = self.run_database.get(run_id) - if not run: - return validation.get_not_found_error(_RUN.run_id, run_id) - log_ids = run.get(_RUN.logs, []) - return self.log_database.load_logs(log_ids) - - -class ProgressLogByAttemptID(ProgressLog): - """API associated with the endpoint '/import//logs' for - querying the progress logs of an import attempt specified by its attempt_id. - - Attributes: - See ImportLog. - """ - - def get(self, attempt_id): - """Queries the progress logs of an import attempt. - - Args: - attempt_id: ID of the import attempt as a string. - - Returns: - A list of progress logs each as a datastore Entity object with - messages loaded of the import attempt if successful. Otherwise, - (error message, error code). - """ - attempt = self.attempt_database.get(attempt_id) - if not attempt: - return validation.get_not_found_error(_ATTEMPT.attempt_id, - attempt_id) - log_ids = attempt.get(_ATTEMPT.logs, []) - return self.log_database.load_logs(log_ids) diff --git a/import-automation/import-progress-dashboard-api/app/resource/progress_log_list.py b/import-automation/import-progress-dashboard-api/app/resource/progress_log_list.py deleted file mode 100644 index 99abcdfe15..0000000000 --- a/import-automation/import-progress-dashboard-api/app/resource/progress_log_list.py +++ /dev/null @@ -1,113 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Progress log list resource associated with the endpoint '/logs'. -See app/model/progress_log_model.py and app/resource/progress_log.py for what -a progress log is. -""" - -import http - -from app import utils -from app.resource import progress_log -from app.model import import_attempt_model -from app.model import system_run_model -from app.model import progress_log_model -from app.service import validation - -_ATTEMPT = import_attempt_model.ImportAttempt -_RUN = system_run_model.SystemRun -_LOG = progress_log_model.ProgressLog - - -def add_log_to_entity(log_id, entity): - """Adds a progress log pointer to an entity. - - Args: - log_id: ID of the progress log as a string. - entity: An import attempt or system run datastore Entity object. - - Returns: - The same input entity with one log added, as a datastore Entity object. - """ - log_ids = entity.setdefault(_ATTEMPT.logs, []) - log_ids.append(log_id) - return entity - - -class ProgressLogList(progress_log.ProgressLog): - """API associated with the endpoint '/logs' for creating new progress logs. - - Attributes: - See ProgressLog. - """ - - def post(self): - """Creates a new progress log with the fields provided in the - request body. - - Log level can only be one of the levels defined by LogLevel. - A progress log must be at least linked to a system run and can - optionally be linked to an import attempt. - - Returns: - The created progress log as a datastore Entity object with - log_id set. Otherwise, (error message, error code), where - the error message is a string and the error code is an int. - """ - args = progress_log.ProgressLog.parser.parse_args() - args.pop(_LOG.log_id, None) - args.setdefault('time_logged', utils.utctime()) - - valid, err, code = validation.is_progress_log_valid(args) - if not valid: - return err, code - - valid, err, code = validation.required_fields_present( - (_LOG.run_id, _LOG.level, _LOG.message), args) - if not valid: - return err, code - - run_id = args.get('run_id') - attempt_id = args.get('attempt_id') - run = None - attempt = None - - with self.client.transaction(): - if run_id: - run = self.run_database.get(run_id) - if not run: - return validation.get_not_found_error(_RUN.run_id, run_id) - if attempt_id: - attempt = self.attempt_database.get(attempt_id) - if not attempt: - return validation.get_not_found_error( - _ATTEMPT.attempt_id, attempt_id) - if run and attempt: - if attempt_id not in run[_RUN.import_attempts]: - return ('The import attempt specified by the attempt_id ' - f'{attempt_id} in the request body is not ' - 'executed by the system run specified by the ' - f'run_id {run_id} in the request body', - http.HTTPStatus.CONFLICT) - - log = self.log_database.get(make_new=True) - log.update(args) - log = self.log_database.save(log, save_content=True) - if run: - self.run_database.save(add_log_to_entity(log.key.name, run)) - if attempt: - self.attempt_database.save( - add_log_to_entity(log.key.name, attempt)) - return log diff --git a/import-automation/import-progress-dashboard-api/app/resource/system_run.py b/import-automation/import-progress-dashboard-api/app/resource/system_run.py deleted file mode 100644 index 08824492d5..0000000000 --- a/import-automation/import-progress-dashboard-api/app/resource/system_run.py +++ /dev/null @@ -1,126 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -System run resource associated with the endpoint -'/system_runs/'. -""" - -import flask_restful -from flask_restful import reqparse - -from app import utils -from app.model import system_run_model -from app.service import system_run_database -from app.service import validation -from app.resource import base_resource - -_MODEL = system_run_model.SystemRun - - -def set_system_run_default_values(system_run): - """Sets default values for some fields of a system run. - - import_attempts is set to an empty list. - status is set to 'created'. - time_created is set to the current time. - logs is set to an empty list. - - Args: - system_run: System run as a dict. - - Returns: - The same system run with the fields set, as a dict. - """ - system_run.setdefault(_MODEL.import_attempts, []) - system_run.setdefault(_MODEL.status, - system_run_model.SystemRunStatus.CREATED.value) - system_run.setdefault(_MODEL.time_created, utils.utctime()) - system_run.setdefault(_MODEL.logs, []) - return system_run - - -class SystemRun(base_resource.BaseResource): - """Base class for a system run resource. - - Attributes: - client: datastore Client object used to communicate with Datastore - database: SystemRunDatabase object for querying and storing - system runs using the client - """ - parser = reqparse.RequestParser() - optional_fields = ((_MODEL.run_id, str), (_MODEL.repo_name,), - (_MODEL.branch_name,), (_MODEL.pr_number, int), - (_MODEL.commit_sha,), (_MODEL.time_created,), - (_MODEL.time_completed,), (_MODEL.import_attempts, str, - 'append'), - (_MODEL.logs, str, 'append'), (_MODEL.status,)) - utils.add_fields(parser, optional_fields, required=False) - - def __init__(self, client=None): - """Constructs a SystemRun.""" - if not client: - client = utils.create_datastore_client() - self.client = client - self.database = system_run_database.SystemRunDatabase(self.client) - - -class SystemRunByID(SystemRun): - """API for managing system runs by run_id associated with the endpoint - '/system_runs/'. - - See SystemRun. - """ - - def get(self, run_id): - """Retrieves a system run by its run_id. - - Args: - run_id: ID of the system run as a string - - Returns: - The system run with the run_id if successful as a - datastore Entity object. Otherwise, (error message, error code), - where the error message is a string and the error code is an int. - """ - return self._get_helper(self.database, _MODEL.run_id, run_id) - - def patch(self, run_id): - """Modifies the value of a field of an existing system run. - - The run_id and import_attempts of an existing system run are - forbidden to be patched. - - Args: - run_id: ID of the system run as a string - - Returns: - The system run with the run_id if successful as a - datastore Entity object. Otherwise, (error message, error code), - where the error message is a string and the error code is an int. - """ - args = SystemRunByID.parser.parse_args() - if (_MODEL.run_id in args or _MODEL.import_attempts in args or - _MODEL.logs in args): - return validation.get_patch_forbidden_error( - (_MODEL.run_id, _MODEL.import_attempts, _MODEL.logs)) - valid, err, code = validation.is_system_run_valid(args, run_id=run_id) - if not valid: - return err, code - - with self.client.transaction(): - run = self.database.get(run_id) - if not run: - return validation.get_not_found_error(_MODEL.run_id, run_id) - run.update(args) - return self.database.save(run) diff --git a/import-automation/import-progress-dashboard-api/app/resource/system_run_list.py b/import-automation/import-progress-dashboard-api/app/resource/system_run_list.py deleted file mode 100644 index 38829ec8f3..0000000000 --- a/import-automation/import-progress-dashboard-api/app/resource/system_run_list.py +++ /dev/null @@ -1,93 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -System run lists, the resource associated with the endpoint '/system_runs'. -""" - -import http - -import flask -from werkzeug import exceptions - -from app import utils -from app.resource import system_run -from app.service import validation -from app.model import system_run_model - - -class SystemRunList(system_run.SystemRun): - """API for querying a list of system runs based on some criteria and - for creating new system runs. - - See SystemRun. - """ - _parser = system_run.SystemRun.parser.copy() - utils.add_fields(_parser, (('limit', int), ('order', str, 'append')), - required=False) - - def get(self): - """Retrieves a list of system runs that pass the filter defined by - the key-value mappings in the request body. - - The filter can only contain fields defined by SystemRun. - - This endpoint accepts two url arguments: limit and order. - limit is an integer that specifies the maximum number of system runs - returned and order is a list of field names to order the returned - system runs by. Prepend "-" to a field name to sort it in - descending order. The list can be specified by repeated keys. E.g., - ?order=status&order=-time_created. - - Returns: - A list of system runs each as a datastore Entity object - if successful. Otherwise, (error message, error code), where - the error message is a string and the error code is an int. - """ - args = None - try: - args = SystemRunList._parser.parse_args(strict=True) - except exceptions.BadRequest as exc: - return exc.description, exc.code - order = args.pop('order', ()) - limit = args.pop('limit', None) - for field in args: - if field not in system_run_model.FIELDS: - return (f'Field {field} is not a valid field for a system run', - http.HTTPStatus.BAD_REQUEST) - return self.database.filter(args, order=order, limit=limit) - - def post(self): - """Creates a new system run with the fields provided in the - request body. - - Returns: - The created system run as a datastore Entity object with - run_id set. Otherwise, (error message, error code), where - the error message is a string and the error code is an int. - """ - args = system_run.SystemRunByID.parser.parse_args() - valid, err, code = validation.is_system_run_valid(args) - if not valid: - return err, code - - # Only the API can modify these fields - args.pop('run_id', None) - args.pop('import_attempts', None) - args.pop('logs', None) - system_run.set_system_run_default_values(args) - - with self.client.transaction(): - run = self.database.get(make_new=True) - run.update(args) - return self.database.save(run) diff --git a/import-automation/import-progress-dashboard-api/app/service/base_database.py b/import-automation/import-progress-dashboard-api/app/service/base_database.py deleted file mode 100644 index a3b456fd0d..0000000000 --- a/import-automation/import-progress-dashboard-api/app/service/base_database.py +++ /dev/null @@ -1,140 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Base class for a Database service that stores some kind of entities using -Google Cloud Datastore for storage. -""" - -from google.cloud import datastore - -from app import utils - - -class BaseDatabase: - """Base class for a Database service that stores some kind of entities using - Google Cloud Datastore for storage. - - New datastore Entity objects must be created using get(make_new=True). - - The datastore Client will attempt to infer credentials based on - host environment. See - https://cloud.google.com/docs/authentication/production#finding_credentials_automatically. - - Attributes: - kind: Kind of entities to store as a string - client: datastore Client object to communicate with Datastore - """ - - def __init__(self, kind, client=None, id_field=None): - """Constructs an BaseDatabase. - - Args: - kind: Kind of entities stored - client: Client to communicate with Datastore. - id_field: Name of the ID field of an entity as a string. - Every operation checks if id_field is not already a field in the - entity. If not, it will be added to the entity with the value of - the key name. - """ - if not client: - client = utils.create_datastore_client() - self.kind = kind - self.client = client - self.id_field = id_field - - def get(self, entity_id=None, make_new=False): - """Retrieves an entity from Datastore given its entity_id. - - Args: - entity_id: ID of the entity as a string. - make_new: Whether to return a new entity if the entity_id does - not exist, as a boolean. If entity_id is None, make_new must - be True. - - Returns: - The entity with the entity_id, as a datastore Entity. None, - if the entity_id does not exist and make_new is False. - - Raises: - ValueError: entity_id is None and make_new is False - """ - if not entity_id and not make_new: - raise ValueError('entity_id is None and make_new is False') - if not entity_id: - entity = datastore.Entity(self._get_key(utils.get_id())) - else: - entity = self.client.get(self._get_key(entity_id)) - if not entity: - if make_new: - entity = datastore.Entity(self._get_key(utils.get_id())) - else: - return None - entity[self.id_field] = entity.key.name - return entity - - def _get_key(self, entity_id): - """Creates a datastore Key for an entity that has the entity_id. - - Args: - entity_id: ID of the entity as a string. - - Returns: - A datastore Key object composed of the entity kind and - the entity_id. - """ - if entity_id: - return self.client.key(self.kind, entity_id) - return self.client.key(self.kind) - - def filter(self, kv_dict, order=(), limit=None): - """Retrieves a list of entities based on some criteria. - - Only equality is supported. For example, - filter(kv_dict={'foo': 'bar'}) retrieves all entities whose - foo field is 'bar'. - - Args: - kv_dict: Key-value mappings used for filtering as a dict. - order: Tuple or list of field names each as a string to order - the returned entities. Prepend "-" to a field name to sort it - in descending order. - limit: Maximum number of entities returned, as an int. - - Returns: - A list of entities that pass the filter each as a datastore Entity. - """ - query = self.client.query(kind=self.kind, order=order) - for key, value in kv_dict.items(): - query.add_filter(key, '=', value) - return list(query.fetch(limit=limit)) - - def save(self, entity): - """Saves the entity to Datastore. - - Args: - entity: Entity to save to Datastore as a datastore Entity. The - entity must have a complete key. - - Returns: - The saved entity as a datastore Entity. - - Raises: - ValueError: Key of the entity is not set or is partial. - """ - if not entity.key or not entity.key.name: - raise ValueError('Key of the entity is not set or is partial.') - if self.id_field and self.id_field not in entity: - entity[self.id_field] = entity.key.name - self.client.put(entity) - return entity diff --git a/import-automation/import-progress-dashboard-api/app/service/import_attempt_database.py b/import-automation/import-progress-dashboard-api/app/service/import_attempt_database.py deleted file mode 100644 index a87bf6dc17..0000000000 --- a/import-automation/import-progress-dashboard-api/app/service/import_attempt_database.py +++ /dev/null @@ -1,38 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Database service for storing import attempts using Google Cloud Datastore for -storage. -""" - -from app.service import base_database -from app.model import import_attempt_model - -_MODEL = import_attempt_model.ImportAttempt - - -class ImportAttemptDatabase(base_database.BaseDatabase): - """Database service for storing import attempts using Google Cloud Datastore - for storage. - - See BaseDatabase. - """ - kind = 'import-attempt' - - def __init__(self, client=None): - """Constructs an ImportAttemptDatabase. - - See BaseDatabase. - """ - super().__init__(ImportAttemptDatabase.kind, client, _MODEL.attempt_id) diff --git a/import-automation/import-progress-dashboard-api/app/service/log_message_manager.py b/import-automation/import-progress-dashboard-api/app/service/log_message_manager.py deleted file mode 100644 index 82cf0eab66..0000000000 --- a/import-automation/import-progress-dashboard-api/app/service/log_message_manager.py +++ /dev/null @@ -1,61 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Storage service for storing progress log messages in -a Google Cloud Storage bucket. -""" - -from app import utils - - -class LogMessageManager: - """Storage service for storing progress log messages in a - Google Cloud Storage bucket. - - Attributes: - bucket: storage bucket object in which log messages are stored. - """ - - def __init__(self): - """Constructs a LogMessageManager.""" - self.bucket = utils.create_storage_bucket() - - def load_message(self, log_id): - """Loads the message of a progress log from the bucket. - - Args: - log_id: ID of the progress log as a string - - Returns: - The log message as a string. - - Raises: - google.cloud.NotFound: The message of the progress log was not - found in the bucket. This indicates that the message has never - been saved. - """ - return self.bucket.blob(log_id).download_as_string().decode('UTF-8') - - def save_message(self, message, log_id): - """Saves the message of a progress log to the bucket. - - Args: - message: The log message to save as a string. - log_id: ID of the progress log with the message, as a string. - - Returns: - URI of where the message is stored in the bucket as a string. - """ - self.bucket.blob(log_id).upload_from_string(message) - return log_id diff --git a/import-automation/import-progress-dashboard-api/app/service/progress_log_database.py b/import-automation/import-progress-dashboard-api/app/service/progress_log_database.py deleted file mode 100644 index 2c74564eb6..0000000000 --- a/import-automation/import-progress-dashboard-api/app/service/progress_log_database.py +++ /dev/null @@ -1,110 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Database service for storing progress logs using Google Cloud Datastore -for storage. Log messages are optionally stored in a Google Cloud Storage -bucket using LogMessageManager. -""" - -from app.service import base_database -from app.service import log_message_manager - - -class ProgressLogDatabase(base_database.BaseDatabase): - """Database service for storing progress logs using Google Cloud Datastore - for storage. Log messages are optionally stored in a Google Cloud Storage - bucket using LogMessageManager. - - Attributes: - See BaseDatabase. - message_manager: LogMessageManager object to store log messages - """ - kind = 'progress-log' - - def __init__(self, client=None, message_manager=None): - """Constructs a LogDatabase. - - Args: - client: datastore Client object to communicate with Datastore. - message_manager: LogMessageManager object to store log messages. - """ - super().__init__(ProgressLogDatabase.kind, client, 'log_id') - if not message_manager: - message_manager = log_message_manager.LogMessageManager() - self.message_manager = message_manager - - def get(self, entity_id=None, make_new=False, load_content=False): - """Retrieves a progress log from Datastore given its ID. - - Args: - entity_id: See BaseDatabase.get. - make_new: See BaseDatabase.get. - load_content: Whether to load the message of the log from the - bucket, as a boolean. - - Returns: - See BaseDatabase.get. If load_content=True, the value of - the message field of the returned entity will be loaded - from the bucket. Otherwise, the value will be the URI of the - message in the bucket. - - Raises: - ValueError: See BaseDatabase.get. - google.cloud.NotFound: See LogMessageManager.load_message. - """ - log = super().get(entity_id, make_new) - if log and not make_new and load_content: - log['message'] = self.message_manager.load_message(log.key.name) - return log - - def save(self, entity, save_content=False): - """Saves a progress log to Datastore. - - Args: - entity: See BaseDatabase.save. - save_content: Whether to store the message of the log to a bucket, - as a boolean. - - Returns: - See BaseDatabase.save. If save_content=True, the value of - the message field of the returned entity will be the URI of where - the message is stored in the bucket. Otherwise, the value is not - modified. - """ - if save_content: - entity['message'] = self.message_manager.save_message( - entity['message'], entity.key.name) - return super().save(entity) - - def load_logs(self, log_ids): - """Loads the log messages of a set of logs from the bucket. - - The messages of the logs must have been previously saved - using save(log, save_content=True). - - Args: - log_ids: A set of log_id's specifying the progress logs whose - messages are to be loaded, or any iterable container. - - Returns: - A list of progress logs whose messages are loaded from the bucket - each as a datastore Entity object. - - Raises: - google.cloud.NotFound: See get. - """ - logs = [] - for log_id in log_ids: - logs.append(self.get(entity_id=log_id, load_content=True)) - return logs diff --git a/import-automation/import-progress-dashboard-api/app/service/system_run_database.py b/import-automation/import-progress-dashboard-api/app/service/system_run_database.py deleted file mode 100644 index 72cc340fd3..0000000000 --- a/import-automation/import-progress-dashboard-api/app/service/system_run_database.py +++ /dev/null @@ -1,38 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Database service for storing system runs using Google Cloud Datastore for -storage. -""" - -from app.service import base_database -from app.model import system_run_model - -_MODEL = system_run_model.SystemRun - - -class SystemRunDatabase(base_database.BaseDatabase): - """Database service for storing system runs using Google Cloud Datastore - for storage. - - See BaseDatabase. - """ - _KIND = 'system-run' - - def __init__(self, client=None): - """Constructs an SystemRunDatabase. - - See BaseDatabase. - """ - super().__init__(SystemRunDatabase._KIND, client, _MODEL.run_id) diff --git a/import-automation/import-progress-dashboard-api/app/service/validation.py b/import-automation/import-progress-dashboard-api/app/service/validation.py deleted file mode 100644 index b0e8bfab3e..0000000000 --- a/import-automation/import-progress-dashboard-api/app/service/validation.py +++ /dev/null @@ -1,288 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Functions for validating system runs, import attempts, and progress logs -without querying the database. - -is_import_attempt_valid, is_system_run_valid, is_progress_log_valid, and -required_fields_present, _is_value_defined, _id_matches, _is_field_iso_utc -return a tuple consisting of: -1) a boolean indicating whether the import attempt is valid; -2) an error message, as a string, explaining the error; -3) the appropriate HTTP status code, as an int, for the error. - If the first element is True, the other two are None. - -get_not_found_error and get_patch_forbidden_error return a tuple consisting of: -1) an error message, as a string, explaining the error; -2) the appropriate HTTP status code, as an int, for the error. -""" - -import datetime -import http - -import app.model.system_run_model -from app import utils -from app.resource import system_run -from app.model import import_attempt_model -from app.model import progress_log_model - - -def is_import_attempt_valid(attempt, attempt_id=None): - """Validates an import attempt. - - Checks that: - 1) If attempt_id is provided, the attempt_id field, if present, of the - import attempt agrees with it. - 2) The status field, if present, of the import attempt has a value - defined by IMPORT_ATTEMPT_STATUS. - 3) The time_created field, if present, is in ISO 8601 format with - UTC timezone. - 4) The time_completed field, if present, is in ISO 8601 format with - UTC timezone. - - Args: - attempt: Import attempt to validate as a dict. - attempt_id: The expected ID of the import attempt specified as a - path variable in the URL, as a string. - - Returns: - See module docstring. - """ - valid, err, code = _id_matches(attempt, 'attempt_id', attempt_id) - if not valid: - return valid, err, code - - valid, err, code = _is_value_defined( - attempt, 'status', import_attempt_model.IMPORT_ATTEMPT_STATUS) - if not valid: - return valid, err, code - - valid, err, code = _is_field_iso_utc(attempt, 'time_created') - if not valid: - return valid, err, code - - valid, err, code = _is_field_iso_utc(attempt, 'time_completed') - if not valid: - return valid, err, code - - return True, None, None - - -def is_system_run_valid(run, run_id=None): - """Validates a system run. - - Checks that: - 1) If run_id is provided, the run_id field, if present, of the - system run agrees with it. - 2) The status field, if present, of the system run has a value - defined by SYSTEM_RUN_STATUS. - 3) The time_created field, if present, is in ISO 8601 format with - UTC timezone. - 4) The time_completed field, if present, is in ISO 8601 format - with UTC timezone. - - Args: - run: System run to validate as a dict. - run_id: The expected ID of the system run specified as a - path variable in the URL, as a string.. - - Returns: - See module docstring. - """ - valid, err, code = _id_matches(run, 'run_id', run_id) - if not valid: - return valid, err, code - - valid, err, code = _is_value_defined( - run, 'status', app.model.system_run_model.SYSTEM_RUN_STATUS) - if not valid: - return valid, err, code - - valid, err, code = _is_field_iso_utc(run, 'time_created') - if not valid: - return valid, err, code - - valid, err, code = _is_field_iso_utc(run, 'time_completed') - if not valid: - return valid, err, code - - return True, None, None - - -def is_progress_log_valid(log, log_id=None): - """Validates a progress log. - - Checks that: - 1) If log_id is provided, the log_id field, if present, of the - progress log agrees with it. - 2) The level field, if present, of the progress log has a value - defined by LOG_LEVELS. - 3) The time_logged field, if present, is in ISO 8601 format with - UTC timezone. - - Args: - log: Progress log to validate as a dict. - log_id: The expected ID of the progress log specified as a - path variable in the URL, as a string. - - Returns: - See module docstring. - """ - valid, err, code = _id_matches(log, 'log_id', log_id) - if not valid: - return valid, err, code - - valid, err, code = _is_value_defined(log, 'level', - progress_log_model.LOG_LEVELS) - if not valid: - return valid, err, code - - valid, err, code = _is_field_iso_utc(log, 'time_logged') - if not valid: - return valid, err, code - - return True, None, None - - -def required_fields_present(fields, entity, all_present=True): - """Checks if required fields are present in an entity. - - Args: - fields: List of the required fields each as a string. - entity: Entity supposed to contained the fields, as a dict. - all_present: Whether all fields need to be present, as a boolean. If - False, the function returns True as long as some of the fields - are present. - - Returns: - See module docstring. - """ - absent = [field for field in fields if field not in entity] - if ((all_present and absent) or - (not all_present and len(absent) == len(fields))): - return (False, - f'missing {utils.list_to_str(absent)} in the request body', - http.HTTPStatus.FORBIDDEN) - return True, None, None - - -def get_not_found_error(id_field, entity_id): - """Returns an error message and HTTP status code for a NOT FOUND error. - - Args: - id_field: Name of the ID field whose value does not exist, as a string. - entity_id: ID that does not exist, as a string. - - Returns: - See module docstring. - """ - return f'{id_field} {entity_id} not found', http.HTTPStatus.NOT_FOUND - - -def get_patch_forbidden_error(fields): - """Returns an error message and HTTP status code for an error of attempting - to patch fields not allowed to be patched. - - Args: - fields: List of names of the fields being patched, each as a string. - - Returns: - See module docstring. - """ - return (f'It is not allowed to patch {utils.list_to_str(fields)}', - http.HTTPStatus.FORBIDDEN) - - -def _id_matches(entity, id_field, path_id): - """Checks if the ID field of an entity agrees with the ID specified in the - URL as a path variable. - - Args: - entity: Entity as a dict. - id_field: Name of the ID field as a string. - path_id: ID specified as a path variable in the URL, as a string. This - is optional. If None, the function does not perform the check. - - Returns: - See module docstring. - """ - entity_id = entity.get(id_field, path_id) - if path_id and path_id != entity_id: - return (False, f'{id_field} {path_id} in path variable does not match ' - f'{id_field} {entity_id} in request body ', - http.HTTPStatus.CONFLICT) - return True, None, None - - -def _is_value_defined(entity, field_name, defined_values): - """Checks if a value of a field of an entity is defined. - - Args: - entity: Entity as a dict. - field_name: Name of the field as a string. If this field does not exist - in the entity, the function does not perform the check. - defined_values: Collection of defined values. Each of the elements - should be of the same type as the value of the field. - - Returns: - See module docstring. - """ - status = entity.get(field_name) - if status and status not in defined_values: - return (False, f'{field_name} {status} is not allowed', - http.HTTPStatus.FORBIDDEN) - return True, None, None - - -def _is_field_iso_utc(entity, field_name): - """Checks if a field that holds a time string of an entity is valid - if present. - - Args: - entity: Entity that has the field, as a dict. - field_name: Name of the field that holds the time string, as a string. - If this field does not exist in the entity, the function does not - perform the check. - - Returns: - See module doc string. - """ - time = entity.get(field_name) - if time and not _is_iso_utc(time): - return (False, f'{field_name} {time} is not in ISO 8601 format with ' - f'UTC timezone', http.HTTPStatus.FORBIDDEN) - return True, None, None - - -def _is_iso_utc(time): - """Checks if a time string is in ISO 8601 format with UTC timezone. - - Not every ISO 8601 format is accepted. This function primarily only accepts - time strings of the form 'YYYY-MM-DDTHH:MM:SS.ffffff+00:00', e.g., - '2020-06-30T04:28:53.717569+00:00'. See - https://docs.python.org/3/library/datetime.html#datetime.datetime.fromisoformat. - - Args: - time: Time string to check. - - Returns: - True, if the time string is valid. False, otherwise. - """ - try: - time = datetime.datetime.fromisoformat(time) - if time.tzname() != 'UTC': - return False - except ValueError: - return False - return True diff --git a/import-automation/import-progress-dashboard-api/app/utils.py b/import-automation/import-progress-dashboard-api/app/utils.py deleted file mode 100644 index d92990add3..0000000000 --- a/import-automation/import-progress-dashboard-api/app/utils.py +++ /dev/null @@ -1,111 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Utility functions. -""" - -import datetime -import uuid - -from google.cloud import logging -from google.cloud import datastore -from google.cloud import storage - -from app import configs - - -def utctime(): - """Returns the current time string in ISO 8601 with timezone UTC+0, e.g. - '2020-06-30T04:28:53.717569+00:00'.""" - return datetime.datetime.now(datetime.timezone.utc).isoformat() - - -def add_fields(parser, fields, required=True): - """Adds a set of fields to the parser. - - Args: - parser: A reqparse RequestParser. - fields: A set of fields to add as a list, tuple, or anything iterable. - Each field is represented as a tuple. The first element is the name - of field as a string. The second element, if present, is the data - type of the string. If absent, str is used. The third element, if - present, is the action the parser should take when encountering - the field. If absent, 'store' is used. See - https://flask-restful.readthedocs.io/en/latest/api.html?highlight=RequestParser#reqparse.Argument. - required: Whether the fields are required, as a boolean. - """ - for field in fields: - field_name = field[0] - data_type = field[1] if len(field) > 1 else str - action = field[2] if len(field) > 2 else 'store' - parser.add_argument(field_name, - type=data_type, - action=action, - store_missing=False, - required=required, - nullable=False) - - -def setup_logging(): - """Connects the default logger to Google Cloud Logging. - - Only logs at INFO level or higher will be captured. - """ - client = logging.Client() - client.get_default_handler() - client.setup_logging() - - -def create_storage_bucket(project=configs.PROJECT_ID, - bucket_name=configs.LOG_BUCKET_NAME): - """Creates a Google Cloud Storage bucket. - - Args: - project: ID of the Google Cloud project as a string. - bucket_name: Name of the bucket as a string. - """ - return storage.Client(project).bucket(bucket_name) - - -def create_datastore_client(project=configs.PROJECT_ID, - namespace=configs.DASHBOARD_NAMESPACE, - credentials=None): - """ - Args: - project: ID of the Google Cloud project as a string. - namespace: Namespace in which the import attempts will be stored - as a string. - credentials: Credentials to authenticate with Datastore. - """ - return datastore.Client(project=project, - namespace=namespace, - credentials=credentials) - - -def get_id(): - """Returns a random UUID as a hex string.""" - return uuid.uuid4().hex - - -def list_to_str(a_list, sep=', '): - """Converts a list to string. - - Args: - a_list: The list to convert to string. - sep: Separator between elements. - - Returns: - String representation of the list. - """ - return sep.join(a_list) diff --git a/import-automation/import-progress-dashboard-api/requirements.txt b/import-automation/import-progress-dashboard-api/requirements.txt deleted file mode 100644 index 5acd3a19df..0000000000 --- a/import-automation/import-progress-dashboard-api/requirements.txt +++ /dev/null @@ -1,8 +0,0 @@ -flask -flask_restful -google-cloud-datastore -google-cloud-logging -google-cloud-storage -google-auth -gunicorn -psutil diff --git a/import-automation/import-progress-dashboard-api/run_test.sh b/import-automation/import-progress-dashboard-api/run_test.sh deleted file mode 100644 index bb34357400..0000000000 --- a/import-automation/import-progress-dashboard-api/run_test.sh +++ /dev/null @@ -1,23 +0,0 @@ -# Copyright 2020 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 -# -# http://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. - -gcloud components install cloud-datastore-emulator --quiet - -python3 -m venv .env -. .env/bin/activate -pip3 install --disable-pip-version-check -q -r requirements.txt - -python3 -m unittest discover -v -p "*_test.py" - -deactivate diff --git a/import-automation/import-progress-dashboard-api/test/__init__.py b/import-automation/import-progress-dashboard-api/test/__init__.py deleted file mode 100644 index e69de29bb2..0000000000 diff --git a/import-automation/import-progress-dashboard-api/test/base_database_test.py b/import-automation/import-progress-dashboard-api/test/base_database_test.py deleted file mode 100644 index e7407d9787..0000000000 --- a/import-automation/import-progress-dashboard-api/test/base_database_test.py +++ /dev/null @@ -1,105 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for base_database.py. -""" - -import unittest -from unittest import mock - -from google.cloud import datastore - -from app.service import base_database -from test import utils - - -def setUpModule(): - utils.EMULATOR.start_emulator() - - -class BaseDatabaseTest(unittest.TestCase): - """Tests for BaseDatabase.""" - - @mock.patch('app.utils.create_datastore_client', - utils.create_test_datastore_client) - def setUp(self): - """Test setup that runs before every test.""" - self.id_field = 'entity_id' - self.database = base_database.BaseDatabase(kind='kind', - id_field=self.id_field) - - def test_make_new(self): - """Tests that get returns a new import attempt when - make_new is True.""" - entity_id = 'does-not-exist' - new_entity = self.database.get(entity_id, True) - self.assertIn('entity_id', new_entity) - self.assertNotEqual(entity_id, new_entity[self.id_field]) - self.assertEqual(1, len(new_entity)) - - def test_save_then_get(self): - """Tests that a new entity can be saved and then retrieved.""" - entity = self.database.get(make_new=True) - entity['foo'] = 'bar' - self.database.save(entity) - self.assertIn(self.id_field, entity) - self.assertEqual('bar', entity['foo']) - self.assertEqual(2, len(entity)) - - def test_save_partial_key(self): - """Tests that attempting to save an entity with a partial key throws - an exeception.""" - key = datastore.Key('namespace', project='project') - entity = datastore.Entity(key) - self.assertRaises(ValueError, self.database.save, entity) - - def test_filter(self): - """Tests that filtering by fields works.""" - entity_0 = self.database.get(make_new=True) - entity_1 = self.database.get(make_new=True) - entity_2 = self.database.get(make_new=True) - entity_3 = self.database.get(make_new=True) - - entity_0.update({ - 'import_name': 'name', - 'provenance_url': 'google.com', - 'pr_number': 0 - }) - entity_1.update({ - 'attempt_id': '1', - 'import_name': 'name', - 'provenance_url': 'google.com', - 'pr_number': 1 - }) - entity_2.update({ - 'attempt_id': '2', - 'import_name': 'name', - 'provenance_url': 'apple.com', - 'pr_number': 1 - }) - entity_3.update({ - 'attempt_id': '3', - 'import_name': 'name', - 'pr_number': 2 - }) - entities = [entity_0, entity_1, entity_2, entity_3] - for entity in entities: - self.database.save(entity) - - filters = {'import_name': 'name', 'pr_number': 1} - - retrieved = self.database.filter(filters) - self.assertIn(entity_1, retrieved) - self.assertIn(entity_2, retrieved) - self.assertEqual(2, len(retrieved)) diff --git a/import-automation/import-progress-dashboard-api/test/import_attempt_list_test.py b/import-automation/import-progress-dashboard-api/test/import_attempt_list_test.py deleted file mode 100644 index 3b394e97e4..0000000000 --- a/import-automation/import-progress-dashboard-api/test/import_attempt_list_test.py +++ /dev/null @@ -1,90 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for import_attempt_list.py. -""" - -import unittest -from unittest import mock - -from test import utils -from app.resource import import_attempt_list -from app.resource import system_run_list -from app.model import system_run_model -from app.model import import_attempt_model - -_ATTEMPT = import_attempt_model.ImportAttempt -_RUN = system_run_model.SystemRun - - -def setUpModule(): - utils.EMULATOR.start_emulator() - - -class ImportAttemptListTest(unittest.TestCase): - """Tests for ImportAttemptList.""" - - def setUp(self): - """Injects a system run and several import attempts to the database.""" - client = utils.create_test_datastore_client() - self.resource = import_attempt_list.ImportAttemptList(client) - run_list_resource = system_run_list.SystemRunList(client) - - attempts = [{ - _ATTEMPT.import_name: 'cpi-u' - }, { - _ATTEMPT.import_name: 'cpi-w' - }, { - _ATTEMPT.import_name: 'cpi-w' - }, { - _ATTEMPT.import_name: 'c-cpi-u' - }] - self.attempts = utils.ingest_import_attempts(run_list_resource, - self.resource, attempts) - - @mock.patch(utils.PARSE_ARGS, lambda self: {_ATTEMPT.import_name: 'ppi'}) - def test_post_run_id_not_set(self): - """Tests that POSTing an import attempt without run_id - returns FORBIDDEN.""" - _, code = self.resource.post() - self.assertEqual(403, code) - - @mock.patch(utils.PARSE_ARGS, lambda self: {_ATTEMPT.run_id: 'not-exist'}) - def test_post_run_id_not_exist(self): - """Tests that POSTing an import attempt with a run_id that - does not exist returns NOT FOUND.""" - _, code = self.resource.post() - self.assertEqual(404, code) - - @mock.patch(utils.PARSE_ARGS) - def test_post_logs_not_saved(self, parse_args): - """Tests that POSTing an import attempt with logs set does not actually - save the logs.""" - parse_args.return_value = { - _ATTEMPT.run_id: self.attempts[0][_ATTEMPT.run_id], - _ATTEMPT.logs: ['log-id-0'] - } - attempt = self.resource.post() - self.assertIn(_ATTEMPT.attempt_id, attempt) - self.assertEqual([], attempt[_ATTEMPT.logs]) - - @mock.patch(utils.PARSE_ARGS) - def test_post_attempt_id_not_saved(self, parse_args): - """Tests that POSTing an import attempt with attempt_id set still - generates a new attempt_id.""" - to_post = self.attempts[0] - parse_args.return_value = dict(to_post) - posted = self.resource.post() - self.assertNotEqual(to_post[_ATTEMPT.attempt_id], - posted[_ATTEMPT.attempt_id]) diff --git a/import-automation/import-progress-dashboard-api/test/import_attempt_test.py b/import-automation/import-progress-dashboard-api/test/import_attempt_test.py deleted file mode 100644 index 634d756649..0000000000 --- a/import-automation/import-progress-dashboard-api/test/import_attempt_test.py +++ /dev/null @@ -1,96 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for import_attempt.py. -""" - -import unittest -from unittest import mock - -from app.model import import_attempt_model -from app.resource import import_attempt -from app.resource import import_attempt_list -from app.resource import system_run_list -from test import utils - -_ATTEMPT = import_attempt_model.ImportAttempt - - -def setUpModule(): - utils.EMULATOR.start_emulator() - - -class ImportAttemptByIDTest(unittest.TestCase): - """Tests for ImportAttemptByID.""" - - def setUp(self): - """Injects a system run and several import attempts to the database.""" - client = utils.create_test_datastore_client() - self.resource = import_attempt.ImportAttemptByID(client) - list_resource = import_attempt_list.ImportAttemptList(client) - run_list_resource = system_run_list.SystemRunList(client) - attempts = [{ - _ATTEMPT.provenance_url: 'google.com' - }, { - _ATTEMPT.provenance_url: 'facebook.com' - }, { - _ATTEMPT.provenance_url: 'bing.com' - }] - self.attempts = utils.ingest_import_attempts(run_list_resource, - list_resource, attempts) - - def test_get(self): - """Tests that querying by attempt_id returns the correct - import attempt.""" - self.assertEqual( - self.attempts[0], - self.resource.get(self.attempts[0][_ATTEMPT.attempt_id])) - - def test_default_values_set(self): - """Tests that default values for certain fields of newly created - import attempts are set.""" - for attempt in self.attempts: - retrieved = self.resource.get(attempt[_ATTEMPT.attempt_id]) - self.assertIn(_ATTEMPT.logs, retrieved) - self.assertIn(_ATTEMPT.time_created, retrieved) - self.assertIn(_ATTEMPT.status, retrieved) - - def test_get_not_exist(self): - """Tests that GET returns NOT FOUND if the attempt_id does not exist.""" - attempt_id = 9999 - _, err = self.resource.get(attempt_id) - self.assertEqual(404, err) - - @mock.patch(utils.PARSE_ARGS, - lambda self: {_ATTEMPT.provenance_url: 'facebook.com'}) - def test_patch(self): - """Tests that patching a field succeeds.""" - attempt_id = self.attempts[0][_ATTEMPT.attempt_id] - before = self.resource.get(attempt_id) - self.assertEqual('google.com', before[_ATTEMPT.provenance_url]) - self.resource.patch(attempt_id) - after = self.resource.get(attempt_id) - self.assertEqual('facebook.com', after[_ATTEMPT.provenance_url]) - - @mock.patch(utils.PARSE_ARGS) - def test_patch_not_allowed(self, parse_args): - """Tests that patching attempt_id or run_id fails and - returns FORBIDDEN.""" - parse_args.side_effect = [{ - _ATTEMPT.attempt_id: 'forbidden' - }, { - _ATTEMPT.run_id: 'forbidden' - }] - _, err = self.resource.patch(self.attempts[1][_ATTEMPT.attempt_id]) - self.assertEqual(403, err) diff --git a/import-automation/import-progress-dashboard-api/test/progress_log_database_test.py b/import-automation/import-progress-dashboard-api/test/progress_log_database_test.py deleted file mode 100644 index e642fbf582..0000000000 --- a/import-automation/import-progress-dashboard-api/test/progress_log_database_test.py +++ /dev/null @@ -1,97 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for progress_log_database.py. -""" - -import unittest -from unittest import mock - -from google.cloud import exceptions - -from test import utils -from app.model import progress_log_model -from app.service import progress_log_database - -_MODEL = progress_log_model.ProgressLog - - -def setUpModule(): - utils.EMULATOR.start_emulator() - - -class ProgressLogDatabaseTest(unittest.TestCase): - """Tests for BaseDatabase.""" - - @mock.patch('app.utils.create_datastore_client', - utils.create_test_datastore_client) - @mock.patch('app.service.log_message_manager.LogMessageManager', - utils.LogMessageManagerMock) - def setUp(self): - """Ingests several logs before every test.""" - self.database = progress_log_database.ProgressLogDatabase() - logs = [self.database.get(make_new=True) for _ in range(4)] - logs[0].update({_MODEL.level: 'info', _MODEL.message: 'first'}) - logs[1].update({_MODEL.level: 'warning', _MODEL.message: 'second'}) - logs[2].update({_MODEL.level: 'warning', _MODEL.message: 'third'}) - logs[3].update({_MODEL.level: 'severe', _MODEL.message: 'fourth'}) - self.logs_save_content = [logs[0], logs[1]] - self.logs_not_save_content = [logs[2], logs[3]] - for i, log in enumerate(self.logs_save_content): - self.logs_save_content[i] = self.database.save(log, - save_content=True) - for i, log in enumerate(self.logs_not_save_content): - self.logs_not_save_content[i] = self.database.save( - log, save_content=False) - - def test_load_content(self): - """Tests that get with load_content=True loads the message.""" - expected = ['first', 'second'] - for i, message in enumerate(expected): - log = self.logs_save_content[i] - retrieved = self.database.get(entity_id=log[_MODEL.log_id], - load_content=True) - self.assertEqual(message, retrieved[_MODEL.message]) - - def test_not_load_content(self): - """Tests that get with load_content=False does not load the message.""" - for log in self.logs_save_content: - log_id = log[_MODEL.log_id] - retrieved = self.database.get(entity_id=log_id, load_content=False) - self.assertEqual(log_id, retrieved[_MODEL.message]) - - def test_not_save_content(self): - """Tests that save with save_content=False does not save the message to - a bucket.""" - expected = ['third', 'fourth'] - for i, message in enumerate(expected): - log_id = self.logs_not_save_content[i][_MODEL.log_id] - retrieved = self.database.get(entity_id=log_id, load_content=False) - self.assertEqual(message, retrieved[_MODEL.message]) - self.assertRaises(exceptions.NotFound, - self.database.get, - entity_id=log_id, - load_content=True) - - def test_load_logs(self): - """Tests that load_logs correctly loads log messages and throws - an exception when the messages have not been saved.""" - loaded = self.database.load_logs( - [log[_MODEL.log_id] for log in self.logs_save_content]) - messages = [log[_MODEL.message] for log in loaded] - self.assertEqual(['first', 'second'], messages) - - self.assertRaises( - exceptions.NotFound, self.database.load_logs, - [log[_MODEL.log_id] for log in self.logs_not_save_content]) diff --git a/import-automation/import-progress-dashboard-api/test/progress_log_list_test.py b/import-automation/import-progress-dashboard-api/test/progress_log_list_test.py deleted file mode 100644 index 8f8eae4298..0000000000 --- a/import-automation/import-progress-dashboard-api/test/progress_log_list_test.py +++ /dev/null @@ -1,205 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for progress_log_list.py. -""" - -import unittest -from unittest import mock - -from test import utils -from app.resource import system_run_list -from app.resource import progress_log_list -from app.resource import import_attempt_list -from app.model import system_run_model -from app.model import import_attempt_model -from app.model import progress_log_model - -_ATTEMPT = import_attempt_model.ImportAttempt -_RUN = system_run_model.SystemRun -_LOG = progress_log_model.ProgressLog - - -def setUpModule(): - utils.EMULATOR.start_emulator() - - -class ProgressLogListTest(unittest.TestCase): - """Tests for ProgressLogList.""" - - @mock.patch('app.service.log_message_manager.LogMessageManager', - utils.LogMessageManagerMock) - def setUp(self): - """Injects several system runs and import attempts to the database - before every test. New progress logs will be linked to these entities. - """ - client = utils.create_test_datastore_client() - self.resource = progress_log_list.ProgressLogList(client) - run_list_resource = system_run_list.SystemRunList(client) - attempt_list_resource = import_attempt_list.ImportAttemptList(client) - - runs = [{ - _RUN.branch_name: 'test-branch', - _RUN.pr_number: 0 - }, { - _RUN.branch_name: 'prod-branch', - _RUN.pr_number: 1 - }] - self.runs = utils.ingest_system_runs(run_list_resource, runs) - - # Linked to the first run - attempts = [ - { - _ATTEMPT.import_name: 'cpi-u' - }, - { - _ATTEMPT.import_name: 'cpi-w' - }, - ] - self.attempts = utils.ingest_import_attempts(run_list_resource, - attempt_list_resource, - attempts, - system_run=self.runs[0]) - - @mock.patch(utils.PARSE_ARGS) - def test_level_not_allowed(self, parse_args): - """Tests that POSTing a progress log with an undefined log level returns - FORBIDDEN.""" - parse_args.return_value = { - _LOG.level: 'not-exist', - _LOG.message: 'hello', - _LOG.run_id: self.runs[0][_RUN.run_id] - } - message, code = self.resource.post() - self.assertEqual(403, code) - self.assertIn('level', message) - - @mock.patch(utils.PARSE_ARGS) - def test_time_logged_not_iso_utc(self, parse_args): - """Tests that POSTing a progress log with time logged not following - ISO format with UTC timezone returns FORBIDDEN.""" - parse_args.return_value = { - _LOG.level: 'info', - _LOG.message: 'hello', - _LOG.time_logged: '02/14/2104 14:30', - _LOG.run_id: self.runs[0][_RUN.run_id] - } - message, code = self.resource.post() - self.assertEqual(403, code) - self.assertIn('time_logged', message) - - @mock.patch(utils.PARSE_ARGS, lambda self: { - _LOG.level: 'info', - _LOG.message: 'hello' - }) - def test_run_id_not_exist(self): - """Tests that POSTing a progress log without run_id set - returns FORBIDDEN.""" - message, code = self.resource.post() - self.assertEqual(403, code) - self.assertIn('run_id', message) - - @mock.patch(utils.PARSE_ARGS) - def test_attempt_not_linked_to_run(self, parse_args): - """Tests that POSTing a progress log with unrelated attempt_id and - run_id returns FORBIDDEN. That is, the import attempt specified by - attempt_id is not executed by the system run specified by run_id.""" - parse_args.return_value = { - _LOG.level: 'info', - _LOG.message: 'hello', - _LOG.run_id: self.runs[1][_RUN.run_id], - _LOG.attempt_id: self.attempts[0][_ATTEMPT.attempt_id] - } - message, code = self.resource.post() - self.assertEqual(409, code) - self.assertIn('run_id', message) - self.assertIn('attempt_id', message) - - @mock.patch(utils.PARSE_ARGS) - def test_attempt_id_not_exist(self, parse_args): - """Tests that POSTing a progress log with an attempt_id that does - not exist returns NOT FOUND.""" - parse_args.return_value = { - _LOG.level: 'info', - _LOG.message: 'hello', - _LOG.attempt_id: 'not-exist', - _LOG.run_id: self.runs[0][_RUN.run_id] - } - message, code = self.resource.post() - self.assertEqual(404, code) - self.assertIn(_LOG.attempt_id, message) - - @mock.patch(utils.PARSE_ARGS) - def test_run_id_not_exist(self, parse_args): - """Tests that POSTing a progress log with a run_id that does - not exist returns NOT FOUND.""" - parse_args.return_value = { - _LOG.level: 'info', - _LOG.message: 'hello', - _LOG.run_id: 'not-exist' - } - message, code = self.resource.post() - self.assertEqual(404, code) - self.assertIn(_LOG.run_id, message) - - @mock.patch(utils.PARSE_ARGS) - def test_post_attempt_id(self, parse_args): - """Tests POSTing a progress log linked to an import attempt.""" - attempt_id = self.attempts[0][_ATTEMPT.attempt_id] - parse_args.return_value = { - _LOG.level: 'info', - _LOG.message: 'hello', - _LOG.attempt_id: attempt_id, - _LOG.run_id: self.runs[0][_RUN.run_id] - } - posted = self.resource.post() - self.assertEqual('info', posted[_LOG.level]) - self.assertEqual(posted[_LOG.log_id], posted[_LOG.message]) - self.assertEqual(posted[_LOG.attempt_id], attempt_id) - self.assertIn(_LOG.time_logged, posted) - - @mock.patch(utils.PARSE_ARGS) - def test_post_run_id(self, parse_args): - """Tests POSTing a progress log linked to a system run.""" - run_id = self.runs[0][_RUN.run_id] - parse_args.return_value = { - _LOG.level: 'info', - _LOG.message: 'hello', - _LOG.run_id: run_id - } - posted = self.resource.post() - self.assertEqual('info', posted[_LOG.level]) - self.assertEqual(posted[_LOG.log_id], posted[_LOG.message]) - self.assertEqual(posted[_LOG.run_id], run_id) - self.assertIn(_LOG.time_logged, posted) - - @mock.patch(utils.PARSE_ARGS) - def test_post_attempt_and_run_id(self, parse_args): - """Tests POSTing a progress log linked to both an import attempt and - a system run.""" - run_id = self.runs[0][_RUN.run_id] - for attempt in self.attempts: - attempt_id = attempt[_ATTEMPT.attempt_id] - parse_args.return_value = { - _LOG.level: 'info', - _LOG.message: 'hello', - _LOG.run_id: run_id, - _ATTEMPT.attempt_id: attempt_id - } - posted = self.resource.post() - self.assertEqual('info', posted[_LOG.level]) - self.assertEqual(posted[_LOG.log_id], posted[_LOG.message]) - self.assertEqual(posted[_LOG.run_id], run_id) - self.assertEqual(posted[_LOG.attempt_id], attempt_id) - self.assertIn(_LOG.time_logged, posted) diff --git a/import-automation/import-progress-dashboard-api/test/progress_log_test.py b/import-automation/import-progress-dashboard-api/test/progress_log_test.py deleted file mode 100644 index ba3589122f..0000000000 --- a/import-automation/import-progress-dashboard-api/test/progress_log_test.py +++ /dev/null @@ -1,133 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for progress_log.py. -""" - -import unittest -from unittest import mock - -from test import utils -from app.resource import system_run_list -from app.resource import progress_log -from app.resource import progress_log_list -from app.resource import import_attempt_list -from app.model import system_run_model -from app.model import import_attempt_model -from app.model import progress_log_model - -_ATTEMPT = import_attempt_model.ImportAttempt -_RUN = system_run_model.SystemRun -_LOG = progress_log_model.ProgressLog - - -def setUpModule(): - utils.EMULATOR.start_emulator() - - -class ProgressLogTest(unittest.TestCase): - """Tests for ProgressLogList.""" - - @mock.patch('app.utils.create_datastore_client', - utils.create_test_datastore_client) - @mock.patch('app.service.log_message_manager.LogMessageManager', - utils.LogMessageManagerMock) - def setUp(self): - """Injects several system runs, import attempts, and progress logs - to the database before every test. - """ - client = utils.create_test_datastore_client() - manager = utils.LogMessageManagerMock() - self.by_log_id = progress_log.ProgressLogByID(client, manager) - self.by_run_id = progress_log.ProgressLogByRunID(client, manager) - self.by_attempt_id = progress_log.ProgressLogByAttemptID( - client, manager) - log_list_resource = progress_log_list.ProgressLogList(client, manager) - run_list_resource = system_run_list.SystemRunList(client) - attempt_list_resource = import_attempt_list.ImportAttemptList(client) - - runs = [{ - _RUN.branch_name: 'test-branch', - _RUN.pr_number: 0 - }, { - _RUN.branch_name: 'prod-branch', - _RUN.pr_number: 1 - }] - self.runs = utils.ingest_system_runs(run_list_resource, runs) - - # Linked to the first run - attempts = [ - { - _ATTEMPT.import_name: 'cpi-u' - }, - { - _ATTEMPT.import_name: 'cpi-w' - }, - ] - self.attempts = utils.ingest_import_attempts(run_list_resource, - attempt_list_resource, - attempts, - system_run=self.runs[0]) - - self.logs = [ - # Linked to the first attempt and first run - { - _LOG.level: 'info', - _LOG.message: 'first', - _LOG.attempt_id: self.attempts[0][_ATTEMPT.attempt_id], - _LOG.run_id: self.runs[0][_RUN.run_id] - }, - # Linked to the first attempt and first run - { - _LOG.level: 'critical', - _LOG.message: 'second', - _LOG.attempt_id: self.attempts[0][_ATTEMPT.attempt_id], - _LOG.run_id: self.runs[0][_RUN.run_id] - }, - # Linked to the first run - { - _LOG.level: 'debug', - _LOG.message: 'third', - _LOG.run_id: self.runs[0][_RUN.run_id] - } - ] - with mock.patch(utils.PARSE_ARGS) as parse_args: - parse_args.side_effect = self.logs - for i, _ in enumerate(self.logs): - self.logs[i] = log_list_resource.post() - - def test_progress_log_by_id(self): - """Tests querying a progress log by its log_id.""" - for log in self.logs: - retrieved = self.by_log_id.get(log[_LOG.log_id]) - self.assertEqual(log[_LOG.log_id], retrieved[_LOG.log_id]) - self.assertNotEqual(log[_LOG.log_id], retrieved[_LOG.message]) - - def test_progress_log_by_run_id(self): - """Tests querying the progress logs of a system run by its run_id.""" - expected = self.logs - retrieved = self.by_run_id.get(self.runs[0][_RUN.run_id]) - self.assertEqual(len(expected), len(retrieved)) - for i, log in enumerate(expected): - self.assertEqual(log[_LOG.log_id], retrieved[i][_LOG.log_id]) - - def test_progress_log_by_attempt_id(self): - """Tests querying the progress logs of an import attempt by - its attempt_id.""" - expected = [self.logs[0], self.logs[1]] - retrieved = self.by_attempt_id.get( - self.attempts[0][_ATTEMPT.attempt_id]) - self.assertEqual(len(expected), len(retrieved)) - for i, log in enumerate(expected): - self.assertEqual(log[_LOG.log_id], retrieved[i][_LOG.log_id]) diff --git a/import-automation/import-progress-dashboard-api/test/system_run_list_test.py b/import-automation/import-progress-dashboard-api/test/system_run_list_test.py deleted file mode 100644 index 74be594f45..0000000000 --- a/import-automation/import-progress-dashboard-api/test/system_run_list_test.py +++ /dev/null @@ -1,102 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for system_run_list.py. -""" - -import unittest -from unittest import mock - -from app import main -from app.model import system_run_model -from app.resource import system_run_list -from test import utils - -_MODEL = system_run_model.SystemRun -_ENDPOINT = '/system_runs' - - -def setUpModule(): - utils.EMULATOR.start_emulator() - - -class SystemRunListTest(unittest.TestCase): - """Tests for SystemRunList.""" - - @mock.patch('app.utils.create_datastore_client', - utils.create_test_datastore_client) - def setUp(self): - """Injects several system runs to the database before every test.""" - self.resource = system_run_list.SystemRunList() - runs = [{ - _MODEL.repo_name: 'dddd', - _MODEL.pr_number: 0 - }, { - _MODEL.repo_name: 'data', - _MODEL.pr_number: 1 - }, { - _MODEL.repo_name: 'data', - _MODEL.pr_number: 3 - }, { - _MODEL.repo_name: 'aaaa', - _MODEL.pr_number: 2 - }] - self.runs = utils.ingest_system_runs(self.resource, runs) - - def test_get_all(self): - """Tests that empty filter returns all the runs.""" - with main.FLASK_APP.test_request_context(_ENDPOINT, json={}): - self.assertCountEqual(self.runs, self.resource.get()) - - def test_get_by_repo_name(self): - """Tests that filtering by repo_name returns the correct runs.""" - with main.FLASK_APP.test_request_context( - _ENDPOINT, json={_MODEL.repo_name: 'data'}): - self.assertCountEqual([self.runs[1], self.runs[2]], - self.resource.get()) - - def test_get_by_repo_name_and_pr_number(self): - """Tests that filtering by repo_name and pr_number returns - the correct runs.""" - with main.FLASK_APP.test_request_context(_ENDPOINT, - json={ - 'repo_name': 'dddd', - 'pr_number': 0 - }): - self.assertCountEqual([self.runs[0]], self.resource.get()) - - def test_get_field_not_exist(self): - """Tests that filtering by a field that does not exist - returns BAD REQUEST.""" - with main.FLASK_APP.test_request_context( - _ENDPOINT, json={'does-not-exist': 'data'}): - _, code = self.resource.get() - self.assertEqual(400, code) - - def test_get_value_not_exist(self): - """Tests that filtering by a value that does not exist - returns empty result.""" - with main.FLASK_APP.test_request_context( - _ENDPOINT, json={'repo_name': 'does-not-exist'}): - self.assertEqual([], self.resource.get()) - - def test_limit_order(self): - with main.FLASK_APP.test_request_context( - f'{_ENDPOINT}?limit=3&order=repo_name&order=-pr_number', - json={}): - runs = self.resource.get() - self.assertEqual(['aaaa', 'data', 'data'], - list(run[_MODEL.repo_name] for run in runs)) - self.assertEqual([2, 3, 1], - list(run[_MODEL.pr_number] for run in runs)) diff --git a/import-automation/import-progress-dashboard-api/test/system_run_test.py b/import-automation/import-progress-dashboard-api/test/system_run_test.py deleted file mode 100644 index c4ff3662f4..0000000000 --- a/import-automation/import-progress-dashboard-api/test/system_run_test.py +++ /dev/null @@ -1,95 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for system_run.py. -""" - -import unittest -from unittest import mock - -from app.model import system_run_model -from app.resource import system_run -from app.resource import system_run_list -from test import utils - -_MODEL = system_run_model.SystemRun - - -def setUpModule(): - utils.EMULATOR.start_emulator() - - -class SystemRunByIDTest(unittest.TestCase): - """Tests for SystemRunByID.""" - - def setUp(self): - """Creates the endpoints before every test.""" - client = utils.create_test_datastore_client() - # Used for querying system runs by run_id - self.resource = system_run.SystemRunByID(client) - # Used for creating system runs - list_resource = system_run_list.SystemRunList(client) - runs = [{}, {_MODEL.commit_sha: 'commit-sha'}] - self.runs = utils.ingest_system_runs(list_resource, runs) - - def test_get(self): - """Tests that GET returns the correct system run.""" - for run in self.runs: - self.assertEqual(run, self.resource.get(run[_MODEL.run_id])) - - def test_get_not_exist(self): - """Tests that GET returns NOT FOUND if the run_id does not exist.""" - _, err = self.resource.get('does-not-exist') - self.assertEqual(404, err) - - @mock.patch(utils.PARSE_ARGS, lambda self: {_MODEL.pr_number: 1}) - def test_patch_creates_field(self): - """Tests that PATCHing a field that does not exist creates the field.""" - run_id = self.runs[0][_MODEL.run_id] - self.resource.patch(run_id) - self.assertEqual(1, self.resource.get(run_id)[_MODEL.pr_number]) - - @mock.patch(utils.PARSE_ARGS) - def test_patch(self, parse_args): - """Tests that PATCHing a field succeeds.""" - parse_args.side_effect = [ - { - _MODEL.commit_sha: 'patched' - }, - { - _MODEL.commit_sha: 'commit_sha' - }, - ] - run_id = self.runs[1][_MODEL.run_id] - self.resource.patch(run_id) - patched = self.resource.get(run_id) - self.assertEqual('patched', patched[_MODEL.commit_sha]) - self.resource.patch(run_id) - patched = self.resource.get(run_id) - self.assertEqual('commit_sha', patched[_MODEL.commit_sha]) - - @mock.patch(utils.PARSE_ARGS) - def test_patch_run_id_not_allowed(self, parse_args): - """Tests that patching run_id and import_attempts fails and - returns FORBIDDEN.""" - parse_args.side_effect = [{ - 'run_id': 'not-allowed' - }, { - 'import_attempts': 'not-allowed' - }] - run_id = self.runs[0][_MODEL.run_id] - _, err = self.resource.patch(run_id) - self.assertEqual(403, err) - _, err = self.resource.patch(run_id) - self.assertEqual(403, err) diff --git a/import-automation/import-progress-dashboard-api/test/utils.py b/import-automation/import-progress-dashboard-api/test/utils.py deleted file mode 100644 index 5033f3c3f8..0000000000 --- a/import-automation/import-progress-dashboard-api/test/utils.py +++ /dev/null @@ -1,129 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Testing utilities. -""" - -import os -import subprocess -from unittest import mock -import atexit - -import psutil -from google.cloud import datastore -from google.cloud import exceptions - -from app import utils -from app.model import import_attempt_model -from app.model import system_run_model - -_ATTEMPT = import_attempt_model.ImportAttempt -_RUN = system_run_model.SystemRun - -PARSE_ARGS = 'flask_restful.reqparse.RequestParser.parse_args' - - -class LogMessageManagerMock: - - def __init__(self): - self.data = {} - - def load_message(self, log_id): - message = self.data.get(log_id) - if not message: - raise exceptions.NotFound( - f'message of log {log_id} has never been saved.') - return message - - def save_message(self, message, log_id): - self.data[log_id] = message - return log_id - - -class DatastoreEmulator: - - def __init__(self): - self.process = None - - def start_emulator(self): - if self.process is not None: - return - - # bufsize=1 means that stderr will be line buffered - self.process = subprocess.Popen( - 'gcloud beta emulators datastore start --no-store-on-disk'.split(), - stderr=subprocess.PIPE, - text=True, - bufsize=1) - - # Wait for the emulator to fully start up - while True: - line = self.process.stderr.readline() - if 'Dev App Server is now running' in line: - break - env_process = subprocess.run( - 'gcloud beta emulators datastore env-init'.split(), - capture_output=True, - text=True) - - # Set environmental variables for the emulator - for line in env_process.stdout.splitlines(): - prefix = 'export ' - if line.startswith(prefix): - line = line.strip(prefix) - name, val = line.split('=') - os.environ[name] = val - - def terminate_emulator(self): - assert self.process is not None - parent = psutil.Process(self.process.pid) - for child in parent.children(recursive=True): - child.terminate() - self.process.stderr.close() - self.process.terminate() - self.process.wait() - - self.process = None - - -EMULATOR = DatastoreEmulator() -atexit.register(EMULATOR.terminate_emulator) - - -def create_test_datastore_client(): - return datastore.Client(project=utils.get_id(), namespace=utils.get_id()) - - -def ingest_import_attempts(run_list_resource, - attempt_list_resource, - attempts, - system_run=None): - with mock.patch(PARSE_ARGS) as parse_args: - if system_run: - parse_args.side_effect = [system_run] + attempts - run_id = system_run[_RUN.run_id] - else: - parse_args.side_effect = [{}] + attempts - run_id = run_list_resource.post()[_RUN.run_id] - for i, attempt in enumerate(attempts): - attempt[_ATTEMPT.run_id] = run_id - attempts[i] = attempt_list_resource.post() - return attempts - - -def ingest_system_runs(list_resource, runs): - with mock.patch(PARSE_ARGS) as parse_args: - parse_args.side_effect = runs - runs = [list_resource.post() for _ in runs] - return runs diff --git a/import-automation/import-progress-dashboard-api/test/utils_test.py b/import-automation/import-progress-dashboard-api/test/utils_test.py deleted file mode 100644 index 2d6fc23b37..0000000000 --- a/import-automation/import-progress-dashboard-api/test/utils_test.py +++ /dev/null @@ -1,131 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for utils.py. -""" - -from datetime import datetime -import unittest - -from flask_restful import reqparse -from werkzeug import exceptions - -from app import utils -from app import main - -IMPORT_ATTEMPT_DATABASE = ('app.resource.import_attempt' - '.import_attempt_database.ImportAttemptDatabase') - - -class UCTTest(unittest.TestCase): - """Tests for utctime function.""" - - def test_to_datetime(self): - """Tests that the string returned by utctime can be converted to - a datetime object and the timezone component is correct.""" - time_iso = utils.utctime() - time_datetime = datetime.fromisoformat(time_iso) - self.assertEqual(0, time_datetime.utcoffset().total_seconds()) - self.assertEqual('UTC', time_datetime.tzname()) - - def test_to_datetime_then_back(self): - """Tests that the string returned by utctime can be converted to - a datetime object and remains the same when converted back.""" - time_iso = utils.utctime() - time_datetime = datetime.fromisoformat(time_iso) - self.assertEqual(time_iso, time_datetime.isoformat()) - - -class RequestParserAddFieldsTest(unittest.TestCase): - """Tests for utility functions that deal with RequestParser.""" - - def test_optional_fields(self): - """Tests that add_fields correctly adds optional fields - to the parser.""" - parser = reqparse.RequestParser() - optional_fields = [('attempt_id', str), ('import_name', str, 'store')] - utils.add_fields(parser, optional_fields, required=False) - - with main.FLASK_APP.test_request_context(json={'pr_number': 1}): - args = parser.parse_args() - self.assertEqual({}, args) - - only_attempt_id = {'attempt_id': "0"} - with main.FLASK_APP.test_request_context(json=only_attempt_id): - args = parser.parse_args() - self.assertEqual(only_attempt_id, args) - - both = {'attempt_id': '0', 'import_name': 'name'} - with main.FLASK_APP.test_request_context(json=both): - args = parser.parse_args() - self.assertEqual(both, args) - - def test_required_fields(self): - """Tests that add_fields correctly adds required fields - to the parser.""" - parser = reqparse.RequestParser() - required_fields = [('pr_number', int)] - utils.add_fields(parser, required_fields, required=True) - - with_pr = {'pr_number': 1, 'import_name': 'name'} - with main.FLASK_APP.test_request_context(json=with_pr): - args = parser.parse_args() - self.assertEqual({'pr_number': 1}, args) - - without_pr = {'import_name': 'name'} - with main.FLASK_APP.test_request_context(json=without_pr): - with self.assertRaises(Exception) as context: - parser.parse_args() - self.assertEqual(400, context.exception.code) - - def test_combined(self): - """Tests that add_fields correctly adds both required and - optional fields to a parser.""" - parser = reqparse.RequestParser() - required_fields = [('pr_number', int)] - optional_fields = [('logs', dict, 'append')] - utils.add_fields(parser, required_fields, required=True) - utils.add_fields(parser, optional_fields, required=False) - - log_1 = {'level': 'info', 'message': 'ahhhhh'} - log_2 = {'level': 'error', 'message': 'noooo'} - with_pr_and_logs = {'pr_number': 1, 'logs': [log_1, log_2]} - - with main.FLASK_APP.test_request_context(json=with_pr_and_logs): - args = parser.parse_args() - self.assertEqual(with_pr_and_logs, args) - - def test_dict(self): - """Tests parsing dicts.""" - parser = reqparse.RequestParser() - utils.add_fields(parser, [('field', dict, 'append')], required=True) - - body = {'field': [{'abc': '1'}, {'def': '2', 'ghi': '3'}, {}]} - with main.FLASK_APP.test_request_context(json=body): - self.assertEqual(body, parser.parse_args()) - - # Empty list throws exception if field required - parser = reqparse.RequestParser() - utils.add_fields(parser, [('field', dict, 'append')], required=True) - body = {'field': []} - with self.assertRaises(exceptions.BadRequest): - with main.FLASK_APP.test_request_context(json=body): - parser.parse_args() - - # Empty list accepted if field not required - parser = reqparse.RequestParser() - utils.add_fields(parser, [('field', dict, 'append')], required=False) - body = {'field': []} - with main.FLASK_APP.test_request_context(json=body): - self.assertEqual({}, parser.parse_args()) diff --git a/import-automation/import-progress-dashboard-api/test/validation_test.py b/import-automation/import-progress-dashboard-api/test/validation_test.py deleted file mode 100644 index f460dc5ecd..0000000000 --- a/import-automation/import-progress-dashboard-api/test/validation_test.py +++ /dev/null @@ -1,256 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Tests for validation.py. -""" - -import unittest - -from app.service import validation - - -class ValidationTest(unittest.TestCase): - """Tests for validation.py.""" - - def test_is_import_attempt_valid(self): - """Tests is_import_attempt_valid.""" - attempt = { - 'attempt_id': 'attempt', - 'status': 'created', - 'time_created': '2020-07-28T20:22:18.311294+00:00', - 'time_completed': '2020-07-28T20:22:18.311294+00:00' - } - valid, _, _ = validation.is_import_attempt_valid(attempt, 'attempt') - self.assertTrue(valid) - - # Not UTC - attempt = { - 'attempt_id': 'attempt', - 'status': 'created', - 'time_created': '2020-07-28T13:21:50.665294-07:00', - 'time_completed': '2020-07-28T20:22:18.311294+00:00' - } - valid, _, _ = validation.is_import_attempt_valid(attempt, 'attempt') - self.assertFalse(valid) - - # status not defined - attempt = { - 'attempt_id': 'attempt', - 'status': 'not-defined', - 'time_created': '2020-07-28T20:22:18.311294+00:00', - 'time_completed': '2020-07-28T20:22:18.311294+00:00' - } - valid, _, _ = validation.is_import_attempt_valid(attempt, 'attempt') - self.assertFalse(valid) - - # attempt_id not match - attempt = { - 'attempt_id': 'attempt', - 'status': 'created', - 'time_created': '2020-07-28T20:22:18.311294+00:00', - 'time_completed': '2020-07-28T20:22:18.311294+00:00' - } - valid, _, _ = validation.is_import_attempt_valid(attempt, 'not-match') - self.assertFalse(valid) - - def test_is_system_run_valid(self): - """Tests is_system_run_valid.""" - run = { - 'run_id': 'run', - 'status': 'created', - 'time_created': '2020-07-28T20:22:18.311294+00:00', - 'time_completed': '2020-07-28T20:22:18.311294+00:00' - } - valid, _, _ = validation.is_system_run_valid(run, 'run') - self.assertTrue(valid) - - # Not UTC - run = { - 'run_id': 'run', - 'status': 'created', - 'time_created': '2020-07-28T13:21:50.665294-07:00', - 'time_completed': '2020-07-28T20:22:18.311294+00:00' - } - valid, _, _ = validation.is_system_run_valid(run, 'run') - self.assertFalse(valid) - - # status not defined - run = { - 'run_id': 'run', - 'status': 'not-defined', - 'time_created': '2020-07-28T20:22:18.311294+00:00', - 'time_completed': '2020-07-28T20:22:18.311294+00:00' - } - valid, _, _ = validation.is_system_run_valid(run, 'run') - self.assertFalse(valid) - - # run_id not match - run = { - 'run_id': 'run', - 'status': 'created', - 'time_created': '2020-07-28T20:22:18.311294+00:00', - 'time_completed': '2020-07-28T20:22:18.311294+00:00' - } - valid, _, _ = validation.is_system_run_valid(run, 'not-match') - self.assertFalse(valid) - - def test_is_progress_log_valid(self): - log = { - 'log_id': 'log', - 'time_logged': '2020-07-28T20:22:18.311294+00:00', - 'level': 'info' - } - valid, _, _ = validation.is_progress_log_valid(log, 'log') - self.assertTrue(valid) - - # log_id not match - log = { - 'log_id': 'log', - 'time_logged': '2020-07-28T20:22:18.311294+00:00', - 'level': 'info' - } - valid, _, _ = validation.is_progress_log_valid(log, 'not-match') - self.assertFalse(valid) - - # Level not defined - log = { - 'log_id': 'log', - 'time_logged': '2020-07-28T20:22:18.311294+00:00', - 'level': 'infoooooo' - } - valid, _, _ = validation.is_progress_log_valid(log, 'log') - self.assertFalse(valid) - - # Not UTC - log = { - 'log_id': 'log', - 'time_logged': '2020-07-28T20:22:18.311294-07:00', - 'level': 'info' - } - valid, _, _ = validation.is_progress_log_valid(log, 'log') - self.assertFalse(valid) - - def test_required_fields_present(self): - """Tests required_fields_present.""" - fields = ('field1', 'field2', 'field3') - entity = {'field1': '1', 'field2': '2', 'field3': '3'} - valid, _, _ = validation.required_fields_present(fields, entity) - self.assertTrue(valid) - - # Some not present - fields = ('field1', 'field2', 'field3') - entity = {'field1': '1'} - valid, err, code = validation.required_fields_present(fields, entity) - self.assertFalse(valid) - self.assertIn('field2, field3', err) - self.assertEqual(403, code) - - # Some not present but allowed - fields = ('field1', 'field2', 'field3') - entity = {'field1': '1'} - valid, _, _ = validation.required_fields_present(fields, - entity, - all_present=False) - self.assertTrue(valid) - - # None present - fields = ('field1', 'field2', 'field3') - entity = {'field4': '1'} - valid, _, _ = validation.required_fields_present(fields, - entity, - all_present=False) - valid, err, code = validation.required_fields_present(fields, entity) - self.assertFalse(valid) - self.assertIn('field1, field2, field3', err) - self.assertEqual(403, code) - - def test_get_not_found_error(self): - """Tests get_not_found_error.""" - err, code = validation.get_not_found_error('fielddd', 'idddd') - self.assertEqual('fielddd idddd not found', err) - self.assertEqual(404, code) - - def test_get_patch_forbidden_error(self): - """Tests _get_patch_forbidden_error.""" - err, code = validation.get_patch_forbidden_error(('field1', 'field2')) - self.assertEqual(err, f'It is not allowed to patch field1, field2') - self.assertEqual(403, code) - - def test_id_matches(self): - """Tests _id_matches.""" - entity = {'id-field': 'some-id'} - valid, _, _ = validation._id_matches(entity, 'id-field', 'some-id') - self.assertTrue(valid) - - # Vacuously true - entity = {'id-field': 'some-id'} - valid, _, _ = validation._id_matches(entity, 'id-field', None) - self.assertTrue(valid) - - entity = {'id-field': 'some-id'} - valid, err, code = validation._id_matches(entity, 'id-field', - 'not-match') - self.assertFalse(valid) - self.assertIn('not match', err) - self.assertEqual(409, code) - - def test_is_value_defined(self): - """Tests _is_value_defined.""" - # Not defined - entity = {'cba': 'not-defined'} - valid, err, code = validation._is_value_defined(entity, 'cba', - ('defined', 'definedd')) - self.assertFalse(valid) - self.assertIn('not-defined', err) - self.assertEqual(403, code) - - entity = {'cba': 'defined'} - valid, _, _ = validation._is_value_defined(entity, 'cba', - ('defined', 'definedd')) - self.assertTrue(valid) - - # Vacuously true - entity = {'cba': 'not-defined'} - valid, _, _ = validation._is_value_defined(entity, 'not-exist', - ('defined', 'definedd')) - self.assertTrue(valid) - - def test_is_field_iso_utc(self): - """Tests _is_field_iso_utc.""" - entity = {'abc': '2020-07-28T20:22:18.311294+00:00'} - valid, _, _ = validation._is_field_iso_utc(entity, 'abc') - self.assertTrue(valid) - - # Field does not exist. Vacuously true. - entity = {} - valid, _, _ = validation._is_field_iso_utc(entity, 'not-exist') - self.assertTrue(valid) - - # Not UTC - entity = {'abc': '2020-07-28T13:21:50.665294-07:00'} - valid, err, code = validation._is_field_iso_utc(entity, 'abc') - self.assertFalse(valid) - self.assertIn('ISO', err) - self.assertEqual(403, code) - - def test_is_iso_utc(self): - """Tests _is_iso_utc.""" - # Not UTC - self.assertFalse( - validation._is_iso_utc('2020-07-28T13:21:50.665294-07:00')) - # Without timezone info - self.assertFalse(validation._is_iso_utc('2020-07-28T13:21:50.665294')) - - self.assertTrue( - validation._is_iso_utc('2020-07-28T20:22:18.311294+00:00')) diff --git a/import-automation/import-progress-dashboard-frontend/.gcloudignore b/import-automation/import-progress-dashboard-frontend/.gcloudignore deleted file mode 100644 index 7986a7f442..0000000000 --- a/import-automation/import-progress-dashboard-frontend/.gcloudignore +++ /dev/null @@ -1,21 +0,0 @@ -# This file specifies files that are *not* uploaded to Google Cloud Platform -# using gcloud. It follows the same syntax as .gitignore, with the addition of -# "#!include" directives (which insert the entries of the given .gitignore-style -# file at that point). -# -# For more information, run: -# $ gcloud topic gcloudignore -# -.gcloudignore -# If you would like to upload your .git directory, .gitignore file or files -# from your .gitignore file, remove the corresponding line -# below: -.git -.gitignore - -# Python pycache: -__pycache__/ -# Ignore by the build system -/setup.cfg - -node_modules diff --git a/import-automation/import-progress-dashboard-frontend/.gitignore b/import-automation/import-progress-dashboard-frontend/.gitignore deleted file mode 100644 index f70d0bdc80..0000000000 --- a/import-automation/import-progress-dashboard-frontend/.gitignore +++ /dev/null @@ -1,166 +0,0 @@ -# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. - -# dependencies -node_modules -.pnp -.pnp.js - -# testing -/coverage - -# production -/build - -# misc -.DS_Store -.env.local -.env.development.local -.env.test.local -.env.production.local - -npm-debug.log* -yarn-debug.log* -yarn-error.log* - -.vscode -.idea -.DS_Store - -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -# .python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ diff --git a/import-automation/import-progress-dashboard-frontend/README.md b/import-automation/import-progress-dashboard-frontend/README.md deleted file mode 100644 index 119cd0d050..0000000000 --- a/import-automation/import-progress-dashboard-frontend/README.md +++ /dev/null @@ -1,17 +0,0 @@ -# Import Progress Dashboard Frontend - -This directory contains code for the frontend for the Import Progress Dashboard. -The frontend has two components: a server and a client. The client is a single -page application that displays a table of system runs and the server serves the -web page and retrieves data from the Import Progress Dashboard API for the -client. - -## Deploying to App Engine - -``` -cd client -npm install -npm run-script build -cd .. -gcloud app deploy -``` diff --git a/import-automation/import-progress-dashboard-frontend/app.yaml b/import-automation/import-progress-dashboard-frontend/app.yaml deleted file mode 100644 index 80f777625f..0000000000 --- a/import-automation/import-progress-dashboard-frontend/app.yaml +++ /dev/null @@ -1,6 +0,0 @@ -runtime: python37 -entrypoint: gunicorn -b :$PORT server.app.main:FLASK_APP -env_variables: - DASHBOARD_FRONTEND_PRODUCTION: "True" - DASHBOARD_OAUTH_CLIENT_ID: "TODO" -service: dashboard-frontend diff --git a/import-automation/import-progress-dashboard-frontend/client/.eslintrc.json b/import-automation/import-progress-dashboard-frontend/client/.eslintrc.json deleted file mode 100644 index c493957c46..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/.eslintrc.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - "env": { - "browser": true, - "es2020": true - }, - "extends": [ - "plugin:react/recommended", - "google" - ], - "parser": "@typescript-eslint/parser", - "parserOptions": { - "ecmaFeatures": { - "jsx": true - }, - "ecmaVersion": 11, - "sourceType": "module" - }, - "plugins": [ - "react", - "@typescript-eslint" - ], - "rules": { - "max-len": [ - "error", - { - "code": 80 - } - ] - } -} \ No newline at end of file diff --git a/import-automation/import-progress-dashboard-frontend/client/.prettierrc.js b/import-automation/import-progress-dashboard-frontend/client/.prettierrc.js deleted file mode 100644 index c634ea7294..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/.prettierrc.js +++ /dev/null @@ -1,3 +0,0 @@ -module.exports = { - ...require('gts/.prettierrc.json') -} \ No newline at end of file diff --git a/import-automation/import-progress-dashboard-frontend/client/package-lock.json b/import-automation/import-progress-dashboard-frontend/client/package-lock.json deleted file mode 100644 index 5b3e443ee2..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/package-lock.json +++ /dev/null @@ -1,17069 +0,0 @@ -{ - 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a/import-automation/import-progress-dashboard-frontend/client/public/robots.txt b/import-automation/import-progress-dashboard-frontend/client/public/robots.txt deleted file mode 100644 index e9e57dc4d4..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/public/robots.txt +++ /dev/null @@ -1,3 +0,0 @@ -# https://www.robotstxt.org/robotstxt.html -User-agent: * -Disallow: diff --git a/import-automation/import-progress-dashboard-frontend/client/src/App.js b/import-automation/import-progress-dashboard-frontend/client/src/App.js deleted file mode 100644 index 25133b255d..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/src/App.js +++ /dev/null @@ -1,12 +0,0 @@ -import React from 'react'; -import SystemRunTable from './import-table.tsx'; - -function App() { - return ( -
- -
- ); -} - -export default App; diff --git a/import-automation/import-progress-dashboard-frontend/client/src/import-table.css b/import-automation/import-progress-dashboard-frontend/client/src/import-table.css deleted file mode 100644 index 61577fa4d8..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/src/import-table.css +++ /dev/null @@ -1,4 +0,0 @@ -#attemptLogsCell, #runLogsCell { - padding-bottom: 0; - padding-top: 0; -} diff --git a/import-automation/import-progress-dashboard-frontend/client/src/import-table.tsx b/import-automation/import-progress-dashboard-frontend/client/src/import-table.tsx deleted file mode 100644 index d7e5d84ef3..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/src/import-table.tsx +++ /dev/null @@ -1,432 +0,0 @@ -/** - * Copyright 2020 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 - * - * http://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. - */ - -import React from 'react'; -import { styled } from '@material-ui/core/styles'; -import Box from '@material-ui/core/Box'; -import Collapse from '@material-ui/core/Collapse'; -import IconButton from '@material-ui/core/IconButton'; -import Table from '@material-ui/core/Table'; -import TableBody from '@material-ui/core/TableBody'; -import TableCell from '@material-ui/core/TableCell'; -import TableContainer from '@material-ui/core/TableContainer'; -import TableHead from '@material-ui/core/TableHead'; -import TableRow from '@material-ui/core/TableRow'; -import Typography from '@material-ui/core/Typography'; -import Paper from '@material-ui/core/Paper'; -import KeyboardArrowDownIcon from '@material-ui/icons/KeyboardArrowDown'; -import KeyboardArrowUpIcon from '@material-ui/icons/KeyboardArrowUp'; - -import "./import-table.css" - - -const RightAlignTableCell = styled(TableCell)({ - textAlign: "right" -}); - -const LeftAlignTableCell = styled(TableCell)({ - textAlign: "left" -}); - - -// const NoTopBottomPaddingTableCell - - -/** - * A system run describes a run of the executor. A run can perform multiple - * import attempts. - */ -type SystemRun = { - runId: string, - repoName: string, - branchName: string, - prNumber: number, - commitSha: string, - timeCreated: string, - timeCompleted: string, - // Array of attempt IDs. The actual attempts can be retrieved from - // /importAttempts/{attemptId} - importAttempts: Array, - // Array of log IDs. The actual logs can be retrieved from - // /system_runs/{runId}/logs - logs: Array, - status: string -} - -/** - * An import attempt is performed by a system run and is an attempt to - * import a table or a node MCF file to the Data Commons knowledge graph - * via the Data Commons importer. - */ -type ImportAttempt = { - attemptId: string, - absoluteImportName: string, - status: string, - timeCreated: string, - timeCompleted: string, - provenanceUrl: string, - provenanceDescription: string, - // Array of log IDs. The actual logs can be retrieved from - // /import_attempts/{attemptId}/logs - logs: Array -} - -/** - * A log can be linked to a system run, an import attempt, or both. - */ -type ProgressLog = { - logId: string, - timeLogged: string, - level: string, - message: string -} - - -type ImportAttemptRowProps = { - attempt: ImportAttempt -} - -type ImportAttemptRowState = { - // Whether the row is collapsed - open: boolean, - logs: Array -} - -/** - * A row for an import attempt. The row can be collapsed to show the logs of the - * import attempt. - */ -class ImportAttemptRow extends - React.Component { - - constructor(props: ImportAttemptRowProps) { - super(props); - this.state = { - open: false, - logs: [], - }; - this._fetchLogs(); - } - - /** - * Fetches the actual logs using the log IDs, sorts them descendingly by - * timeLogged, and stores them in this.state.logs. - */ - _fetchLogs() { - fetch('/importAttempts/' + this.props.attempt.attemptId + '/logs') - .then((response) => response.json()) - .then((logs: Array) => { - logs.sort((log1, log2) => log1.timeLogged < log2.timeLogged ? -1 : 1); - this.setState({logs: logs}); - }); - } - - /** - * Generates the drop-down rows, one for each log. - */ - _generateLogRows() { - return this.state.logs.map((log) => ( - - {log.timeLogged} - {log.level} - {log.message} - - )); - } - - render() { - return ( - - - - this.setState({open: !this.state.open})}> - { - this.state.open ? - : - - } - - - - {this.props.attempt.absoluteImportName} - - - {this.props.attempt.status} - - - {this.props.attempt.timeCreated} - - - {this.props.attempt.timeCompleted} - - - {this.props.attempt.provenanceUrl} - - - {this.props.attempt.provenanceDescription} - - - - - - - - Import Attempt Logs - - - - - Time Logged - Level - Message - - - - {this._generateLogRows()} - -
- - - - - - ); - } -} - - -type SystemRunRowProps = { - run: SystemRun -} - -type SystemRunRowState = { - // Whether the row is collapsed - open: boolean, - attempts: Array, - logs: Array -} - -/** - * A row for a system run. The row can be collapsed to show the logs of the - * system run and the import attempts performed by the system run. - */ -class SystemRunRow extends - React.Component { - - constructor(props: SystemRunRowProps) { - super(props); - this.state = { - open: false, - attempts: [], - logs: [], - }; - this._fetchLogs(); - this._fetchAttempts(); - } - - /** - * Fetches the actual import attempts using the attempt IDs and stores - * them in this.state.attempts. - */ - _fetchAttempts() { - const attemptIds = this.props.run.importAttempts || []; - const attempts: Array = []; - attemptIds.map((id) => fetch('/importAttempts/' + id) - .then((response) => response.json()) - .then((attempt) => { - attempts.push(attempt); - if (attempts.length === attemptIds.length) { - this.setState({attempts: attempts}); - } - })); - } - - /** - * Generates the drop-down rows, one for each import attempt. - */ - _generateAttemptRows() { - return this.state.attempts.map((attempt) => ( - - )); - } - - /** - * Fetches the actual logs using the log IDs, sorts them descendingly by - * timeLogged, and stores them in this.state.logs. - */ - _fetchLogs() { - fetch('/system_runs/' + this.props.run.runId + '/logs') - .then((response) => response.json()) - .then((logs: Array) => { - logs.sort((log1, log2) => log1.timeLogged > log2.timeLogged ? 1 : -1); - this.setState({logs: logs}); - }); - } - - /** - * Generates the rows for the logs. These go above the drop-down - * rows for the import attempts. - */ - _generateLogRows() { - return this.state.logs.map((log) => ( - - {log.timeLogged} - {log.level} - {log.message} - - )); - } - - render() { - return ( - - - - this.setState({open: !this.state.open})}> - { - this.state.open ? - : - - } - - - {this.props.run.status} - - {this.props.run.timeCreated} - - - {this.props.run.timeCompleted} - - {this.props.run.repoName} - {this.props.run.branchName} - {this.props.run.prNumber} - {this.props.run.commitSha} - - - - - - - System Run Logs - - - - - Time Logged - Level - Message - - - - {this._generateLogRows()} - -
- - Import Attempts - - - - - - Import Name - Status - Time Created - Time Completed - Provenance URL - - Provenance Description - - - - - {this._generateAttemptRows()} - -
- - - - - - ); - } -} - - -type SystemRunTableProps = {} - -type SystemRunTableState = { - runs: Array -} - - -export default class SystemRunTable extends - React.Component { - - constructor(props: SystemRunTableProps) { - super(props); - this.state = { - runs: [], - }; - this._fetchRuns(); - } - - /** - * Fetches the most recent system runs, sorts them descendingly by - * timeCreated, and stores them in this.state.logs. - */ - _fetchRuns() { - fetch('/system_runs?limit=10&order=-time_created') - .then((response) => response.json()) - .then((runs: Array) => { - this.setState({runs: runs}); - }); - } - - /** - * Generates the rows, one for each system run. - */ - _generateRows() { - return this.state.runs.map((run) => ( - - )); - } - - render() { - return ( - - - - - System Runs - Status - Time Created - Time Completed - Repo Name - Branch Name - PR Number - Commit SHA - - - - {this._generateRows()} - -
- - ); - } -} diff --git a/import-automation/import-progress-dashboard-frontend/client/src/index.js b/import-automation/import-progress-dashboard-frontend/client/src/index.js deleted file mode 100644 index 4104bb6225..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/src/index.js +++ /dev/null @@ -1,10 +0,0 @@ -import React from 'react'; -import ReactDOM from 'react-dom'; -import App from './App'; - -ReactDOM.render( - - - , - document.getElementById('root'), -); diff --git a/import-automation/import-progress-dashboard-frontend/client/src/logo.svg b/import-automation/import-progress-dashboard-frontend/client/src/logo.svg deleted file mode 100644 index 6b60c1042f..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/src/logo.svg +++ /dev/null @@ -1,7 +0,0 @@ - - - - - - - diff --git a/import-automation/import-progress-dashboard-frontend/client/src/react-app-env.d.ts b/import-automation/import-progress-dashboard-frontend/client/src/react-app-env.d.ts deleted file mode 100644 index 6431bc5fc6..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/src/react-app-env.d.ts +++ /dev/null @@ -1 +0,0 @@ -/// diff --git a/import-automation/import-progress-dashboard-frontend/client/tsconfig.json b/import-automation/import-progress-dashboard-frontend/client/tsconfig.json deleted file mode 100644 index f2850b7161..0000000000 --- a/import-automation/import-progress-dashboard-frontend/client/tsconfig.json +++ /dev/null @@ -1,25 +0,0 @@ -{ - "compilerOptions": { - "target": "es5", - "lib": [ - "dom", - "dom.iterable", - "esnext" - ], - "allowJs": true, - "skipLibCheck": true, - "esModuleInterop": true, - "allowSyntheticDefaultImports": true, - "strict": true, - "forceConsistentCasingInFileNames": true, - "module": "esnext", - "moduleResolution": "node", - "resolveJsonModule": true, - "isolatedModules": true, - "noEmit": true, - "jsx": "react" - }, - "include": [ - "src" - ] -} diff --git a/import-automation/import-progress-dashboard-frontend/requirements.txt b/import-automation/import-progress-dashboard-frontend/requirements.txt deleted file mode 100644 index d63471cb06..0000000000 --- a/import-automation/import-progress-dashboard-frontend/requirements.txt +++ /dev/null @@ -1,5 +0,0 @@ -requests -google-auth -google-cloud-logging -flask -gunicorn diff --git a/import-automation/import-progress-dashboard-frontend/server/.gitignore b/import-automation/import-progress-dashboard-frontend/server/.gitignore deleted file mode 100644 index a2c03a0dec..0000000000 --- a/import-automation/import-progress-dashboard-frontend/server/.gitignore +++ /dev/null @@ -1,142 +0,0 @@ -.vscode -.idea -.DS_Store - -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -# .python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ diff --git a/import-automation/import-progress-dashboard-frontend/server/__main__.py b/import-automation/import-progress-dashboard-frontend/server/__main__.py deleted file mode 100644 index f1787f05d0..0000000000 --- a/import-automation/import-progress-dashboard-frontend/server/__main__.py +++ /dev/null @@ -1,21 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Entry point when run as a module. -See https://docs.python.org/3/library/__main__.html. -""" - -from server.app import main - -main.main() diff --git a/import-automation/import-progress-dashboard-frontend/server/app/__main__.py b/import-automation/import-progress-dashboard-frontend/server/app/__main__.py deleted file mode 100644 index e4dfe5404a..0000000000 --- a/import-automation/import-progress-dashboard-frontend/server/app/__main__.py +++ /dev/null @@ -1,21 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Entry point when run as a module. -See https://docs.python.org/3/library/__main__.html. -""" - -from app import main - -main.main() diff --git a/import-automation/import-progress-dashboard-frontend/server/app/configs.py b/import-automation/import-progress-dashboard-frontend/server/app/configs.py deleted file mode 100644 index c886caa0b2..0000000000 --- a/import-automation/import-progress-dashboard-frontend/server/app/configs.py +++ /dev/null @@ -1,39 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Configurations for the server. -""" - -import os - -from google.cloud import logging - - -def is_production(): - return 'DASHBOARD_FRONTEND_PRODUCTION' in os.environ - - -def setup_logging(): - """Connects the default logger to Google Cloud Logging. - Only logs at INFO level or higher will be captured. - """ - client = logging.Client() - client.get_default_handler() - client.setup_logging() - - -def get_dashboard_oauth_client_id(): - """Gets the client ID used to authenticate with Identity-Aware Proxy - from the environment variable DASHBOARD_OAUTH_CLIENT_ID.""" - return os.environ.get('DASHBOARD_OAUTH_CLIENT_ID') diff --git a/import-automation/import-progress-dashboard-frontend/server/app/main.py b/import-automation/import-progress-dashboard-frontend/server/app/main.py deleted file mode 100644 index c2e51ea746..0000000000 --- a/import-automation/import-progress-dashboard-frontend/server/app/main.py +++ /dev/null @@ -1,86 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Frontend server for the import progress dashboard. -""" - -import os -import json - -import flask - -from server.app import configs -from server.app.service import dashboard_api - -DASHBOARD_API = dashboard_api.DashboardAPI( - configs.get_dashboard_oauth_client_id()) - - -def create_app(): - """Creates the Flask app. Sets up Google Cloud Logging if - on prod profile.""" - if configs.is_production(): - configs.setup_logging() - return flask.Flask(__name__, - static_folder='../../client/build/static', - template_folder='../../client/build') - - -FLASK_APP = create_app() - - -@FLASK_APP.route('/') -def serve_index(): - """Serves index.html.""" - return flask.render_template('index.html') - - -@FLASK_APP.route('/') -def serve_file(path): - """Serves static files.""" - return flask.send_from_directory(FLASK_APP.template_folder, path) - - -@FLASK_APP.route('/system_runs') -def get_system_runs(): - """Returns all the system runs.""" - # TODO(intrepiditee): Limit number returned. - return flask.Response(json.dumps(DASHBOARD_API.get_system_runs()), - mimetype='application/json') - - -@FLASK_APP.route('/import_attempts/') -def get_import_attempt(attempt_id): - """Returns the import attempt with the attempt_id.""" - return DASHBOARD_API.get_import_attempt(attempt_id) - - -@FLASK_APP.route('/import_attempts//logs') -def get_logs_by_attempt_id(attempt_id): - """Returns the logs of an import attempt with the attempt_id.""" - return flask.Response(json.dumps( - DASHBOARD_API.get_logs_by_attempt_id(attempt_id)), - mimetype='application/json') - - -@FLASK_APP.route('/system_runs//logs') -def get_logs_by_run_id(run_id): - """Returns the logs of a system run with the run_id.""" - return flask.Response(json.dumps(DASHBOARD_API.get_logs_by_run_id(run_id)), - mimetype='application/json') - - -def main(): - """Runs the app locally.""" - FLASK_APP.run(host='127.0.0.1', port=8080, debug=True) diff --git a/import-automation/import-progress-dashboard-frontend/server/app/service/dashboard_api.py b/import-automation/import-progress-dashboard-frontend/server/app/service/dashboard_api.py deleted file mode 100644 index 8b48b209a8..0000000000 --- a/import-automation/import-progress-dashboard-frontend/server/app/service/dashboard_api.py +++ /dev/null @@ -1,76 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Import progress dashboard API client. -""" - -from typing import Dict, List - -from server.app.service import iap_request - -_DASHBOARD_API_HOST = 'https://datcom-data.uc.r.appspot.com' - -_DASHBOARD_RUN_LIST = _DASHBOARD_API_HOST + '/system_runs' -_DASHBOARD_RUN_BY_ID = _DASHBOARD_RUN_LIST + '/{run_id}' -_DASHBOARD_RUN_BY_ID_LOGS = _DASHBOARD_RUN_BY_ID + '/logs' - -_DASHBOARD_ATTEMPT_LIST = _DASHBOARD_API_HOST + '/import_attempts' -_DASHBOARD_ATTEMPT_BY_ID = _DASHBOARD_ATTEMPT_LIST + '/{attempt_id}' -_DASHBOARD_ATTEMPT_BY_ID_LOGS = _DASHBOARD_ATTEMPT_BY_ID + '/logs' - -_DASHBOARD_LOG_LIST = _DASHBOARD_API_HOST + '/logs' -_DASHBOARD_LOG_BY_ID = _DASHBOARD_LOG_LIST + '/{log_id}' - - -class DashboardAPI: - """Import progress dashboard API client. - - Attributes: - iap: IAPRequest object for making HTTP requests to - Identity-Aware Proxy protected resources. - """ - - def __init__(self, client_id: str): - """Constructs a DashboardAPI. - - Args: - client_id: Oauth2 client id for authentication. - """ - self.iap = iap_request.IAPRequest(client_id) - - def get_system_runs(self) -> List[Dict]: - """Returns all the system runs.""" - return self._get_json(_DASHBOARD_RUN_LIST) - - def get_import_attempt(self, attempt_id) -> Dict: - """Returns the import attempt with the attempt_id.""" - return self._get_json( - _DASHBOARD_ATTEMPT_BY_ID.format_map({'attempt_id': attempt_id})) - - def get_logs_by_run_id(self, run_id: str) -> List[Dict]: - """Returns the logs of a system run with the run_id.""" - return self._get_json( - _DASHBOARD_RUN_BY_ID_LOGS.format_map({'run_id': run_id})) - - def get_logs_by_attempt_id(self, attempt_id: str) -> List[Dict]: - """Returns the logs of an import attempt with the attempt_id.""" - return self._get_json( - _DASHBOARD_ATTEMPT_BY_ID_LOGS.format_map({'attempt_id': attempt_id - })) - - def _get_json(self, query): - """Sends a GET request and returns the json from the response.""" - response = self.iap.get(query) - response.raise_for_status() - return response.json() diff --git a/import-automation/import-progress-dashboard-frontend/server/app/service/iap_request.py b/import-automation/import-progress-dashboard-frontend/server/app/service/iap_request.py deleted file mode 100644 index 0adc5b814a..0000000000 --- a/import-automation/import-progress-dashboard-frontend/server/app/service/iap_request.py +++ /dev/null @@ -1,80 +0,0 @@ -# Copyright 2020 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 -# -# http://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. -""" -Class for making HTTP requests to Identity-Aware Proxy-protected applications. -""" - -import requests - -import google.auth.transport.requests -from google.oauth2 import id_token - - -class IAPRequest: - """Class for making HTTP requests to Identity-Aware Proxy-protected - applications. - - Attributes: - client_id: Oauth client ID used to authenticate with - Identity-Aware Proxy, as a string. - """ - - def __init__(self, client_id: str): - self.client_id = client_id - - def get(self, url: str, **kwargs): - """Makes a GET request. See _request.""" - return self._request(url, 'GET', **kwargs) - - def put(self, url: str, **kwargs): - """Makes a PUT request. See _request.""" - return self._request(url, 'PUT', **kwargs) - - def post(self, url: str, **kwargs): - """Makes a POST request. See _request.""" - return self._request(url, 'POST', **kwargs) - - def patch(self, url: str, **kwargs): - """Makes a PATCH request. See _request.""" - return self._request(url, 'PATCH', **kwargs) - - def _request(self, url, method, **kwargs): - """Makes a request to an application protected by Identity-Aware Proxy. - - For valid values for method and kwargs, see - https://requests.readthedocs.io/en/master/api/?highlight=request#requests.request. - - Args: - url: The Identity-Aware Proxy-protected URL to fetch. - method: The request method to use. - **kwargs: Any of the parameters defined for the requests.request. - - Returns: - The response as a request.Response object. - - Raises: - Same exceptions as request.request. - """ - # Obtain an OpenID Connect (OIDC) token from metadata server or - # using service account. - google_open_id_connect_token = id_token.fetch_id_token( - google.auth.transport.requests.Request(), self.client_id) - - # Fetch the Identity-Aware Proxy-protected URL, including an - # Authorization header containing "Bearer " followed by a - # Google-issued OpenID Connect token for the service account. - headers = kwargs.setdefault('headers', {}) - headers['Authorization'] = f'Bearer {google_open_id_connect_token}' - - return requests.request(method, url, **kwargs)