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Add birdweather_past_publication.py script
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"""Publish past detections to BirdWeather.""" | ||
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import datetime | ||
import logging | ||
import os | ||
import sqlite3 | ||
from typing import Optional | ||
import warnings | ||
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import librosa | ||
import pandas as pd | ||
from tzlocal import get_localzone | ||
from utils.helpers import DB_PATH, get_settings, setup_logging, Detection | ||
from utils.birdweather import get_birdweather_species_id, query_birdweather_detections, \ | ||
post_soundscape_to_birdweather, post_detection_to_birdweather | ||
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log = logging.getLogger(os.path.splitext(os.path.basename(os.path.realpath(__file__)))[0]) | ||
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def get_last_run_time(script_name: str) -> Optional[datetime.datetime]: | ||
"""Fetch the last run time for the given script from the database.""" | ||
conn = sqlite3.connect(DB_PATH) | ||
cursor = conn.cursor() | ||
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cursor.execute( | ||
"SELECT last_run FROM scripts_metadata WHERE script_name = ?", (script_name,) | ||
) | ||
result = cursor.fetchone() | ||
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conn.close() | ||
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if result: | ||
return datetime.datetime.fromisoformat(result[0]) | ||
return None | ||
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def update_last_run_time(script_name: str): | ||
"""Update the last run time for the given script to the current time in the database.""" | ||
conn = sqlite3.connect(DB_PATH) | ||
cursor = conn.cursor() | ||
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current_time = datetime.datetime.now().isoformat() | ||
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cursor.execute( | ||
""" | ||
INSERT INTO scripts_metadata (script_name, last_run) VALUES (?, ?) | ||
ON CONFLICT(script_name) DO UPDATE SET last_run = excluded.last_run; | ||
""", | ||
(script_name, current_time), | ||
) | ||
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conn.commit() | ||
conn.close() | ||
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def get_detections_since(start_datetime: datetime.datetime) -> pd.DataFrame: | ||
"""Get detections from the database that occurred after the specified date.""" | ||
conn = sqlite3.connect(DB_PATH) | ||
df = pd.read_sql_query( | ||
f"SELECT * from detections WHERE Date > DATE('{start_datetime.strftime('%Y-%m-%d')}')", | ||
conn, | ||
) | ||
conn.close() | ||
return df | ||
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def main(): | ||
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conf = get_settings() | ||
if conf["BIRDWEATHER_ID"] == "": | ||
return | ||
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# Get detections since last run (defaults to 7 days if last run time is not found) | ||
last_run_time = get_last_run_time(script_name=os.path.basename(os.path.realpath(__file__))) | ||
if last_run_time is None: | ||
last_run_time = datetime.datetime.now() - datetime.timedelta(days=7) | ||
df = get_detections_since(last_run_time) | ||
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# Loop through recent detections | ||
log.info( | ||
f"Checking if recent detections are present in BirdWeather since {last_run_time}" | ||
) | ||
for detection_entry in df.itertuples(): | ||
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detection_datetime = datetime.datetime.strptime( | ||
f"{detection_entry.Date} {detection_entry.Time}", "%Y-%m-%d %H:%M:%S" | ||
).astimezone(get_localzone()) | ||
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try: | ||
# Lookup detections present in BirdWeather at the time of this detection | ||
species_id = get_birdweather_species_id( | ||
detection_entry.Sci_Name, detection_entry.Com_Name | ||
) | ||
birdweather_detections = query_birdweather_detections( | ||
conf["BIRDWEATHER_ID"], | ||
species_id, | ||
detection_datetime, | ||
) | ||
except Exception as e: | ||
log.error( | ||
f"Script {os.path.basename(os.path.realpath(__file__))} stopped due to error: {e}" | ||
) | ||
return | ||
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# This detection is not present in BirdWeather | ||
if birdweather_detections == []: | ||
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log.info(f"Detection not in BirdWeather: {detection_entry.File_Name}") | ||
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# Post extracted audio to BirdWeather as soundscape | ||
extracted_audio_file = os.path.join( | ||
conf["EXTRACTED"], | ||
"By_Date", | ||
detection_datetime.strftime("%Y-%m-%d"), | ||
detection_entry.Com_Name.replace(" ", "_").replace("'", ""), | ||
detection_entry.File_Name, | ||
) | ||
soundscape_id = post_soundscape_to_birdweather( | ||
conf["BIRDWEATHER_ID"], | ||
detection_datetime, | ||
extracted_audio_file, | ||
) | ||
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# Get length of extracted audio file, will be useful to post detection to BirdWeather | ||
with warnings.catch_warnings(): | ||
warnings.simplefilter("ignore", category=FutureWarning) | ||
soundscape_duration = librosa.get_duration(path=extracted_audio_file) | ||
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# Create an instance of Detection and post it to BirdWeather | ||
# This Detection start and end times are equal to soundscape start and end times, | ||
# because we're using an "extracted" audio file as soundscape | ||
detection = Detection( | ||
detection_datetime, | ||
detection_datetime + datetime.timedelta(seconds=soundscape_duration), | ||
f"{detection_entry.Sci_Name}_{detection_entry.Com_Name}", | ||
detection_entry.Confidence, | ||
) | ||
post_detection_to_birdweather( | ||
detection, | ||
soundscape_id, | ||
detection_datetime, | ||
conf["BIRDWEATHER_ID"], | ||
conf['LATITUDE'], | ||
conf['LONGITUDE'], | ||
conf['MODEL'], | ||
) | ||
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update_last_run_time(script_name=os.path.basename(os.path.realpath(__file__))) | ||
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if __name__ == "__main__": | ||
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setup_logging() | ||
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main() |