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Solve the following problem using Python, implementing the functions described below, one line at a time
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Description:
 def filter_last_write(client, groups, start):
 """Filter log groups where the last write was before the start date. """

    retry = get_retry(('ThrottlingException',))

    def process_group(group_set):
        matched = []
        for g in group_set:
            streams = retry(
                client.describe_log_streams,
                logGroupName=g['logGroupName'],
                orderBy='LastEventTime',
                limit=1, descending=True)
            if not streams.get('logStreams'):
                continue
            stream = streams['logStreams'][0]
            if stream['storedBytes'] == 0 and datetime.fromtimestamp(
                    stream['creationTime'] / 1000) > start:
                matched.append(g)
            elif 'lastIngestionTime' in stream and datetime.fromtimestamp(
                    stream['lastIngestionTime'] / 1000) > start:
                matched.append(g)
        return matched

    results = []

    with ThreadPoolExecutor(max_workers=3) as w:
        futures = {}
        for group_set in chunks(groups, 10):
            futures[w.submit(process_group, group_set)] = group_set

        for f in as_completed(futures):
            if f.exception():
                log.error(
                    "Error processing groupset:%s error:%s",
                    group_set,
                    f.exception())
            results.extend(f.result())

    return results