2020-12-15 00:17:58 +01:00
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import csv
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2020-12-19 00:29:32 +01:00
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import json
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2020-12-15 00:17:58 +01:00
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import logging
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import os
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2020-12-14 01:44:06 +01:00
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import os.path
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import shutil
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2020-12-15 00:17:58 +01:00
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import sqlite3
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2020-12-19 00:29:32 +01:00
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import time
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2020-12-15 00:17:58 +01:00
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import urllib.request
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from concurrent.futures import ThreadPoolExecutor
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2020-12-14 01:44:06 +01:00
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from dataclasses import dataclass
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2020-12-15 00:17:58 +01:00
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from datetime import datetime
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2020-12-14 01:44:06 +01:00
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2020-12-19 00:29:32 +01:00
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import requests
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2020-12-14 01:44:06 +01:00
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WORKING_DIR = os.getcwd()
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TMP_DIR = os.path.join(WORKING_DIR, "tmp")
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2020-12-15 00:17:58 +01:00
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logging.basicConfig(format="%(asctime)-15s [%(levelname)8s] [%(threadName)s] - %(message)s", level=logging.INFO)
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2020-12-14 01:44:06 +01:00
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LOG = logging.getLogger("Importer")
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@dataclass
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class ApiExportFile:
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path: str
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download_url: str
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etag: str
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def get_online_files_list(subdir_filter=None, file_extension_filter=None):
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import urllib.parse
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import xml.etree.ElementTree
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import requests
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base_uri = "https://s3-eu-west-1.amazonaws.com/cycling.data.tfl.gov.uk/"
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xml_data = xml.etree.ElementTree.fromstringlist(requests.get(base_uri).text)
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entries = []
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for child in xml_data.findall('{http://s3.amazonaws.com/doc/2006-03-01/}Contents'):
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key = child.find('{http://s3.amazonaws.com/doc/2006-03-01/}Key').text
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etag = child.find('{http://s3.amazonaws.com/doc/2006-03-01/}ETag').text
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if key.endswith('/'):
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continue
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download_url = base_uri + urllib.parse.quote_plus(key, safe="/")
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entries.append(
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ApiExportFile(key, download_url, etag)
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)
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if subdir_filter:
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entries = list(filter(lambda el: el.path.startswith(subdir_filter), entries))
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if file_extension_filter:
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entries = list(filter(lambda el: el.path.endswith(file_extension_filter), entries))
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return entries
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class BikeDatabase:
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def __init__(self):
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2020-12-19 00:29:32 +01:00
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LOG.info("Created new database connection")
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self.conn = sqlite3.connect(os.path.join(WORKING_DIR, "bike-data.db"), check_same_thread=False, timeout=300)
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2020-12-14 01:44:06 +01:00
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def init_database(self):
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2020-12-19 00:29:32 +01:00
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LOG.info("Try to create tables")
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2020-12-14 01:44:06 +01:00
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self.conn.execute("""CREATE TABLE IF NOT EXISTS usage_stats(
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rental_id INTEGER PRIMARY KEY,
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duration INTEGER,
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bike_id INTEGER,
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end_date INTEGER,
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end_station_id INTEGER,
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end_station_name TEXT,
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start_date INTEGER,
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start_station_id INTEGER,
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start_station_name TEXT
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)""")
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self.conn.execute("CREATE TABLE IF NOT EXISTS read_files(file_path TEXT, etag TEXT PRIMARY KEY)")
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2020-12-19 00:29:32 +01:00
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self.conn.execute("""CREATE TABLE IF NOT EXISTS bike_points(
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id TEXT PRIMARY KEY,
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common_name TEXT,
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lat REAL,
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lon REAL,
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id_num INTEGER AS (CAST(SUBSTR(id, 12) as INTEGER)) STORED
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)""")
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self.conn.commit()
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LOG.info("Tables created")
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def create_indexes(self):
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LOG.info("Try to create indexes")
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self.conn.execute("""CREATE INDEX IF NOT EXISTS idx_date_of_start_date
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ON usage_stats (date(start_date, "unixepoch"))""")
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self.conn.commit()
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LOG.info("Indexes created")
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def import_bikepoints(self):
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LOG.info("Importing bikepoints")
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points = json.loads(requests.get("https://api.tfl.gov.uk/BikePoint").text)
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points = list(map(lambda p: (p['id'], p['commonName'], p['lat'], p['lon']), points))
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self.conn.executemany("INSERT OR IGNORE INTO bike_points VALUES (?, ?, ?, ?)", points)
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self.conn.commit()
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LOG.info("Bikepoints imported")
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2020-12-14 01:44:06 +01:00
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def is_file_already_imported(self, etag):
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rows = self.conn.execute("SELECT * FROM read_files WHERE etag LIKE ?", (etag,)).fetchall()
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return len(rows) != 0
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def import_usage_stats_file(self, export_file: ApiExportFile):
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2020-12-15 00:17:58 +01:00
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if self.is_file_already_imported(export_file.etag):
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LOG.warning(f"Skipping import of {export_file.path}")
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return
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2020-12-19 00:29:32 +01:00
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cursor = self.conn.cursor()
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2020-12-15 00:17:58 +01:00
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os.makedirs(os.path.dirname(export_file.path), exist_ok=True)
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LOG.info(f"DOWNLOADING... {export_file.download_url} to {export_file.path}")
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urllib.request.urlretrieve(export_file.download_url, export_file.path)
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2020-12-14 01:44:06 +01:00
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LOG.info(f"Importing {export_file.path}")
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with open(export_file.path, "r", newline='') as file:
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LOG.info(f"Reading file {export_file.path}")
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2020-12-15 00:17:58 +01:00
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entries = list(csv.reader(file))[1:]
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mapped = []
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for entry in entries:
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try:
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mapped.append((
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2020-12-15 00:17:58 +01:00
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# Rental Id
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int(entry[0]),
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# Duration oder Duration_Seconds
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int(entry[1] or "-1"),
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# Bike Id
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int(entry[2] or "-1"),
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# End Date
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int(datetime.strptime(entry[3][:16], "%d/%m/%Y %H:%M").timestamp()) if entry[3] else -1,
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# EndStation Id
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int(entry[4] or "-1"),
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# EndStation Name
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entry[5].strip(),
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# Start Date
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int(datetime.strptime(entry[6][:16], "%d/%m/%Y %H:%M").timestamp()) if entry[6] else -1,
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# StartStation Id
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int(entry[7]),
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# StartStation Name
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entry[8].strip()
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2020-12-14 01:44:06 +01:00
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))
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except ValueError as e:
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LOG.error(f"Value Error {e} on line {entry}")
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return
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except KeyError as e:
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LOG.error(f"Key Error {e} on line {entry}")
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return
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LOG.info(f"Writing {len(mapped)} entries to DB")
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2020-12-19 00:29:32 +01:00
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cursor.executemany("INSERT INTO usage_stats VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)", mapped)
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cursor.execute("INSERT INTO read_files VALUES (?, ?)", (export_file.path, export_file.etag))
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2020-12-14 01:44:06 +01:00
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self.conn.commit()
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LOG.info(f"Finished import of {export_file.path}")
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2020-12-15 00:17:58 +01:00
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os.remove(export_file.path)
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LOG.info(f"Delete file {export_file.path}")
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2020-12-14 01:44:06 +01:00
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def main():
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all_files = get_online_files_list(subdir_filter="usage-stats", file_extension_filter=".csv")
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2020-12-15 00:17:58 +01:00
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2020-12-19 00:29:32 +01:00
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# General DB init
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BikeDatabase().init_database()
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2020-12-14 01:44:06 +01:00
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2020-12-19 00:29:32 +01:00
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# Download and import opendata from S3 bucket
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2020-12-15 00:17:58 +01:00
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os.makedirs(TMP_DIR, exist_ok=True)
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os.chdir(TMP_DIR)
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LOG.info("Switching into tmp dir")
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import_tasks = []
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2020-12-19 00:29:32 +01:00
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with ThreadPoolExecutor(1) as executor:
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2020-12-15 00:17:58 +01:00
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for file in all_files:
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db = BikeDatabase()
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import_tasks.append(
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executor.submit(db.import_usage_stats_file, file)
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)
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executor.shutdown(wait=True)
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os.chdir(WORKING_DIR)
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LOG.info("Switching back to workdir")
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shutil.rmtree(TMP_DIR)
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LOG.info("Deleted temp dir")
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2020-12-14 01:44:06 +01:00
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2020-12-19 00:29:32 +01:00
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# Import Bikepoints
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BikeDatabase().import_bikepoints()
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# Create search-index for faster querying
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BikeDatabase().create_indexes()
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2020-12-14 01:44:06 +01:00
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if __name__ == "__main__":
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main()
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