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Add Python matplotlib tool for plotting log event activity.
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import collections | ||
import datetime | ||
import re | ||
import sys | ||
import zoneinfo | ||
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import boto3 | ||
import matplotlib.pyplot as plt | ||
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client = boto3.client('dynamodb', region_name='us-west-2') | ||
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table = 'trippin-logs' | ||
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pac = zoneinfo.ZoneInfo('America/Los_Angeles') | ||
utc = datetime.timezone.utc | ||
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date_fmt_sec_res = '%Y-%m-%d %H:%M:%S' | ||
date_fmt_compact = '%Y%m%dT%H%M%S' | ||
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opts = { | ||
'second': { | ||
'fmt': '%Y-%m-%d %H:%M:%S', | ||
'period': datetime.timedelta(seconds=1) | ||
}, | ||
'minute': { | ||
'fmt': '%Y-%m-%d %H:%M', | ||
'period': datetime.timedelta(minutes=1) | ||
}, | ||
'hour': { | ||
'fmt': '%Y-%m-%d %H', | ||
'period': datetime.timedelta(hours=1) | ||
}, | ||
'day': { | ||
'fmt': '%Y-%m-%d', | ||
'period': datetime.timedelta(days=1) | ||
}, | ||
'month': { | ||
'fmt': '%Y-%m' | ||
}, | ||
'year': { | ||
'fmt': '%Y' | ||
} | ||
} | ||
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filters = { | ||
'all': lambda item: True, | ||
'launch': lambda item: 'op=init' in item['message']['S'], | ||
'game': lambda item: 'op=state_change, prev=START_MENU, next=PLAYING' in item['message']['S'], | ||
'name': lambda item: 'prev=NAME_FORM, next=START_MENU, name=' in item['message']['S'] | ||
} | ||
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def query(start_date, end_date, last_key=None): | ||
params = { | ||
'TableName': table, | ||
'IndexName': 'date-index', | ||
'Limit': 50, | ||
'KeyConditionExpression': 'pk = :pk and #date between :start_date and :end_date', | ||
'ExpressionAttributeNames': { | ||
'#date': 'date' | ||
}, | ||
'ExpressionAttributeValues': { | ||
':pk': { | ||
'N': '1' | ||
}, | ||
':start_date': { | ||
'S': start_date | ||
}, | ||
':end_date': { | ||
'S': end_date | ||
} | ||
} | ||
} | ||
if last_key: | ||
params['ExclusiveStartKey'] = last_key | ||
return client.query(**params) | ||
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def query_all(start_date, end_date): | ||
all_items = [] | ||
last_key = None | ||
n = 1 | ||
while True: | ||
res = query(start_date, end_date, last_key) | ||
if not res.get('Items'): | ||
return all_items | ||
items = res['Items'] | ||
all_items.extend(items) | ||
first_date = items[0]["date"]["S"] | ||
last_item = items[-1] | ||
last_date = last_item["date"]["S"] | ||
print(f'n={n}, page={len(items)}, total={len(all_items)}, first={first_date}, last={last_date}') | ||
last_key = {'pk': {'N': '1'}, 'sk': last_item['sk'], 'date': last_item['date']} | ||
n += 1 | ||
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def make_db_date(date_str): | ||
return datetime.datetime.strptime(date_str, date_fmt_sec_res).astimezone(tz=utc).strftime(date_fmt_sec_res) | ||
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def convert_from_db_fmt(date_str, fmt): | ||
pattern = r'(\d+)-(\d+)-(\d+) (\d+):(\d+):(\d+)' | ||
tz = zoneinfo.ZoneInfo('America/Los_Angeles') | ||
utc = datetime.timezone.utc | ||
m = re.match(pattern, date_str) | ||
yr, mon, day, hr, min, sec = [int(g) for g in m.groups()] | ||
d = datetime.datetime(year=yr, month=mon, day=day, hour=hr, minute=min, second=sec, tzinfo=utc).astimezone(tz=tz) | ||
return d.strftime(fmt) | ||
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def switch_format(date_str, fmt): | ||
return datetime.datetime.strptime(date_str, date_fmt_sec_res).strftime(fmt) | ||
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def date_range(start_date, end_date, delta, target_fmt): | ||
sdt = datetime.datetime.strptime(start_date, date_fmt_sec_res) | ||
edt = datetime.datetime.strptime(end_date, date_fmt_sec_res) | ||
arr = [] | ||
while sdt < edt: | ||
arr.append(sdt.strftime(target_fmt)) | ||
sdt = sdt + delta | ||
return arr | ||
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def plot(x, y, title, file): | ||
plt.figure(figsize=(16, 10)) | ||
plt.bar(x, y, color='blue') | ||
plt.xlabel('Time') | ||
plt.ylabel('Events') | ||
plt.title(title) | ||
plt.xticks(rotation=90) | ||
plt.subplots_adjust(bottom=0.2) | ||
plt.grid() | ||
plt.savefig(file) | ||
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def cap_first_letter(s): | ||
return f'{s[0:1].upper()}{s[1:]}' | ||
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def main(): | ||
if len(sys.argv) != 5: | ||
print('args: [start] [end] [bucket] [filter]') | ||
sys.exit(1) | ||
start, end, bucket, filter_name = sys.argv[1:] | ||
filter_fn = filters[filter_name] | ||
all_items = query_all(make_db_date(start), make_db_date(end)) | ||
items = [item for item in all_items if filter_fn(item)] | ||
opt = opts[bucket] | ||
target_fmt = opt['fmt'] | ||
target_period = opt.get('period') | ||
compact_fmt = target_fmt.replace('-', '').replace(':', '').replace(' ', 'T') | ||
item_dates = [convert_from_db_fmt(item['date']['S'], target_fmt) for item in items] | ||
counter = collections.Counter(item_dates) | ||
if target_period: | ||
x = date_range(start, end, target_period, target_fmt) | ||
else: | ||
x = sorted(list(counter.keys())) | ||
y = [counter.get(i, 0) for i in x] | ||
start_title = switch_format(start, target_fmt) | ||
end_title = switch_format(end, target_fmt) | ||
bucket_title = cap_first_letter(bucket) | ||
filter_title = cap_first_letter(filter_name) | ||
plot_title = f'{filter_title} Events - {start_title} to {end_title} by {bucket_title} - {len(items)} Total' | ||
start_file = switch_format(start, compact_fmt) | ||
end_file = switch_format(end, compact_fmt) | ||
plot_file = f'tot_chart_{start_file}_{end_file}_{bucket}_{filter_name}.png' | ||
plot(x, y, plot_title, plot_file) | ||
print(plot_file) | ||
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main() |