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March 13, 2018 20:06
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Create a histograms with time on the x-axis using arrow and matplotlib
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#!/usr/bin/env python | |
import argparse | |
import arrow | |
from matplotlib import pyplot as plt | |
from matplotlib import dates as mdates | |
def get_args(): | |
description=('Make an histogram from a list of timestamps') | |
parser = argparse.ArgumentParser(description=description) | |
parser.add_argument('file', metavar='<timestamps_file>', | |
help='A file with the timestamps of ') | |
args = parser.parse_args() | |
return args | |
def convert_time(atime): | |
# Convert datetime objects to Matplotlib dates. | |
# https://matplotlib.org/api/dates_api.html | |
return mdates.date2num(atime.datetime) | |
def main(): | |
args = get_args() | |
with open(args.file) as infile: | |
timestamps = [arrow.get(line.strip()) | |
for line in infile.readlines()] | |
start = min(timestamps).replace(hours=-1).span('hour')[0] | |
end = max(timestamps).replace(hours=+1).span('hour')[1] | |
# fixed bin size | |
bins = [convert_time(abin) | |
for abin in arrow.Arrow.range('minute', start, end)][1::30] | |
fig, ax = plt.subplots() | |
y, x, _ = ax.hist([convert_time(atime) for atime in timestamps], | |
bins=bins) | |
# ax.set_xlim(convert_time(start), convert_time(end)) | |
# obtain the max y-value of a histogram | |
# https://stackoverflow.com/questions/15558136 | |
print('(x_max, y_max): ({},{})'.format(x.max(), y.max())) | |
# Choose your xtick format string | |
years_fmt = mdates.DateFormatter('%Y-%m-%d %H:00') | |
# format the ticks | |
ax.xaxis.set_major_formatter(years_fmt) | |
xticks = [convert_time(abin) | |
for abin in arrow.Arrow.range('hour', start, end)][1::6] | |
ax.set_xticks(xticks) | |
ax.set_title('Submission times (fixed bin size)') | |
ax.set_xlabel('Timestamp (bin size = 1h)') | |
ax.set_ylabel('Count') | |
# auto-rotate date labels on the x-axis | |
fig.autofmt_xdate() | |
plt.show() | |
if __name__ == '__main__': | |
main() |
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