""" Cannabis Licenses | Get California Licenses Copyright (c) 2022 Cannlytics Authors: Keegan Skeate Candace O'Sullivan-Sutherland Created: 9/16/2022 Updated: 9/27/2022 License: Description: Collect California cannabis license data. Data Source: - California Department of Cannabis Control Cannabis Unified License Search URL: """ # Standard imports. from datetime import datetime import os from time import sleep from typing import Optional # External imports. from cannlytics.utils import camel_to_snake from cannlytics.utils.constants import DEFAULT_HEADERS import pandas as pd import requests # Specify where your data lives. DATA_DIR = '../data/ca' def get_licenses_ca( data_dir: Optional[str] = None, page_size: Optional[int] = 50, pause: Optional[float] = 0.2, starting_page: Optional[int] = 1, ending_page: Optional[int] = None, verbose: Optional[bool] = False, search: Optional[str] = '', **kwargs, ): """Get California cannabis license data.""" # Define the license data API. base = 'https://as-cdt-pub-vip-cannabis-ww-p-002.azurewebsites.net' endpoint = '/licenses/filteredSearch' query = f'{base}{endpoint}' params = {'pageSize': page_size, 'searchQuery': search} # Iterate over all of the pages to get all of the data. page = int(starting_page) licenses = [] iterate = True while(iterate): params['pageNumber'] = page response = requests.get(query, headers=DEFAULT_HEADERS, params=params) body = response.json() data = body['data'] licenses.extend(data) if not body['metadata']['hasNext']: iterate = False if verbose: print('Recorded %i/%i pages.' % (page, body['metadata']['totalPages'])) if ending_page is not None: if page == ending_page: iterate = False page += 1 sleep(pause) # Standardize the licensee data. license_data = pd.DataFrame(licenses) columns = list(license_data.columns) columns = [camel_to_snake(x) for x in columns] license_data.columns = columns # TODO: Lookup business website and image. license_data['business_image_url'] = None license_data['business_website'] = None # Restrict to only active licenses. license_data = license_data.loc[license_data['license_status'] == 'Active'] # Save and return the data. if data_dir is not None: if not os.path.exists(data_dir): os.makedirs(data_dir) timestamp = datetime.now().isoformat()[:19].replace(':', '-') license_data.to_csv(f'{data_dir}/licenses-ca-{timestamp}.csv', index=False) return license_data if __name__ == '__main__': # Support command line usage. import argparse try: arg_parser = argparse.ArgumentParser() arg_parser.add_argument('--d', dest='data_dir', type=str) arg_parser.add_argument('--data_dir', dest='data_dir', type=str) # Future work: Support the rest of the arguments from the CL. args = arg_parser.parse_args() except SystemExit: args = {'d': DATA_DIR} # Get California licenses, saving them to the specified directory. data_dir = args.get('d', args.get('data_dir')) get_licenses_ca(data_dir)