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1 | 1 | #!/usr/bin/env python3 |
2 | 2 |
|
3 | | -# Replaced by the CLI tool 'opencage', see README.md documentation |
| 3 | +# Example script we used between 2021 and 2023. It's now being replaced by |
| 4 | +# the much more powerful CLI tool (see README.md file). |
| 5 | +# |
| 6 | +# Git version history will show how we kept adding features. Below is a |
| 7 | +# version with less features, on purpose, for better readability. |
| 8 | +# |
| 9 | +# Background tutorial on async programming with Python |
| 10 | +# https://realpython.com/async-io-python/ |
| 11 | +# |
| 12 | +# Requires Python 3.7 or newer. Tested with 3.8 and 3.9. |
| 13 | +# |
| 14 | +# Installation: |
| 15 | +# pip3 install opencage |
| 16 | +# |
| 17 | + |
| 18 | +import sys |
| 19 | +import csv |
| 20 | +import asyncio |
| 21 | +from opencage.geocoder import OpenCageGeocode |
| 22 | + |
| 23 | +API_KEY = '' |
| 24 | +INFILE = 'file_to_geocode.csv' |
| 25 | +OUTFILE = 'file_geocoded.csv' |
| 26 | +MAX_ITEMS = 100 # Set to 0 for unlimited |
| 27 | +NUM_WORKERS = 3 # For 10 requests per second try 2-5 |
| 28 | + |
| 29 | +csv_writer = csv.writer(open(OUTFILE, 'w', encoding='utf8', newline='')) |
| 30 | + |
| 31 | +async def write_one_geocoding_result(geocoding_result, address, address_id): |
| 32 | + if geocoding_result is not None: |
| 33 | + geocoding_result = geocoding_result[0] |
| 34 | + row = [ |
| 35 | + address_id, |
| 36 | + geocoding_result['geometry']['lat'], |
| 37 | + geocoding_result['geometry']['lng'], |
| 38 | + # Any of these components might be empty : |
| 39 | + geocoding_result['components'].get('country', ''), |
| 40 | + geocoding_result['components'].get('county', ''), |
| 41 | + geocoding_result['components'].get('city', ''), |
| 42 | + geocoding_result['components'].get('postcode', ''), |
| 43 | + geocoding_result['components'].get('road', ''), |
| 44 | + geocoding_result['components'].get('house_number', ''), |
| 45 | + geocoding_result['confidence'], |
| 46 | + geocoding_result['formatted'] |
| 47 | + ] |
| 48 | + |
| 49 | + else: |
| 50 | + row = [ |
| 51 | + address_id, |
| 52 | + 0, # not to be confused with https://en.wikipedia.org/wiki/Null_Island |
| 53 | + 0, |
| 54 | + '', |
| 55 | + '', |
| 56 | + '', |
| 57 | + '', |
| 58 | + '', |
| 59 | + '', |
| 60 | + -1, # confidence values are 1-10 (lowest to highest), use -1 for unknown |
| 61 | + '' |
| 62 | + ] |
| 63 | + sys.stderr.write(f"not found, writing empty result: ${address}\n") |
| 64 | + csv_writer.writerow(row) |
| 65 | + |
| 66 | + |
| 67 | +async def geocode_one_address(address, address_id): |
| 68 | + async with OpenCageGeocode(API_KEY) as geocoder: |
| 69 | + geocoding_result = await geocoder.geocode_async(address) |
| 70 | + try: |
| 71 | + await write_one_geocoding_result(geocoding_result, address, address_id) |
| 72 | + except Exception as e: |
| 73 | + sys.stderr.write(e) |
| 74 | + |
| 75 | + |
| 76 | + |
| 77 | +async def run_worker(worker_name, queue): |
| 78 | + sys.stderr.write(f"Worker ${worker_name} starts...\n") |
| 79 | + while True: |
| 80 | + work_item = await queue.get() |
| 81 | + address_id = work_item['id'] |
| 82 | + address = work_item['address'] |
| 83 | + await geocode_one_address(address, address_id) |
| 84 | + queue.task_done() |
| 85 | + |
| 86 | + |
| 87 | + |
| 88 | + |
| 89 | +async def main(): |
| 90 | + assert sys.version_info >= (3, 7), "Script requires Python 3.7+." |
| 91 | + |
| 92 | + ## 1. Read CSV into a Queue |
| 93 | + ## Each work_item is an address and id. The id will be part of the output, |
| 94 | + ## easy to add more settings. Named 'work_item' to avoid the words |
| 95 | + ## 'address' or 'task' which are used elsewhere |
| 96 | + ## |
| 97 | + ## https://docs.python.org/3/library/asyncio-queue.html |
| 98 | + ## |
| 99 | + queue = asyncio.Queue(maxsize=MAX_ITEMS) |
| 100 | + |
| 101 | + csv_reader = csv.reader(open(INFILE, 'r', encoding='utf8')) |
| 102 | + |
| 103 | + for row in csv_reader: |
| 104 | + work_item = {'id': row[0], 'address': row[1]} |
| 105 | + await queue.put(work_item) |
| 106 | + if queue.full(): |
| 107 | + break |
| 108 | + |
| 109 | + sys.stderr.write(f"${queue.qsize()} work_items in queue\n") |
| 110 | + |
| 111 | + |
| 112 | + ## 2. Create tasks workers. That is coroutines, each taks take work_items |
| 113 | + ## from the queue until it's empty. Tasks run in parallel |
| 114 | + ## |
| 115 | + ## https://docs.python.org/3/library/asyncio-task.html#creating-tasks |
| 116 | + ## https://docs.python.org/3/library/asyncio-task.html#coroutine |
| 117 | + ## |
| 118 | + sys.stderr.write(f"Creating ${NUM_WORKERS} task workers...\n") |
| 119 | + tasks = [] |
| 120 | + for i in range(NUM_WORKERS): |
| 121 | + task = asyncio.create_task(run_worker(f'worker {i}', queue)) |
| 122 | + tasks.append(task) |
| 123 | + |
| 124 | + |
| 125 | + ## 3. Now workers do the geocoding |
| 126 | + ## |
| 127 | + sys.stderr.write("Now waiting for workers to finish processing queue...\n") |
| 128 | + await queue.join() |
| 129 | + |
| 130 | + |
| 131 | + ## 4. Cleanup |
| 132 | + ## |
| 133 | + for task in tasks: |
| 134 | + task.cancel() |
| 135 | + |
| 136 | + sys.stderr.write("All done.\n") |
| 137 | + |
| 138 | + |
| 139 | +asyncio.run(main()) |
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