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authorEgor Tensin <Egor.Tensin@gmail.com>2016-07-19 23:29:23 +0300
committerEgor Tensin <Egor.Tensin@gmail.com>2016-07-19 23:29:23 +0300
commit00a87519cce24d130f193cf8d2a540469f38efdc (patch)
tree1138bc4bfb8634dfa5f4fef7fb7621f51fd4cee2 /bin/online_duration.py
parentminimize Pylint configuration (diff)
downloadvk-scripts-00a87519cce24d130f193cf8d2a540469f38efdc.tar.gz
vk-scripts-00a87519cce24d130f193cf8d2a540469f38efdc.zip
online_duration.py -> online_sessions.py
Diffstat (limited to 'bin/online_duration.py')
-rw-r--r--bin/online_duration.py436
1 files changed, 0 insertions, 436 deletions
diff --git a/bin/online_duration.py b/bin/online_duration.py
deleted file mode 100644
index ac9251b..0000000
--- a/bin/online_duration.py
+++ /dev/null
@@ -1,436 +0,0 @@
-# Copyright 2016 Egor Tensin <Egor.Tensin@gmail.com>
-# This file is licensed under the terms of the MIT License.
-# See LICENSE.txt for details.
-
-import argparse
-import csv
-from collections import OrderedDict
-from datetime import datetime, timedelta, timezone
-from enum import Enum
-import json
-import sys
-
-import matplotlib.pyplot as plt
-import numpy as np
-
-from vk.tracking import OnlineSessionEnumerator
-from vk.tracking.db import Format as DatabaseFormat
-from vk.user import UserField
-
-class GroupBy(Enum):
- USER = 'user'
- DATE = 'date'
- WEEKDAY = 'weekday'
- HOUR = 'hour'
-
- def group(self, db_reader, time_from=None, time_to=None):
- online_streaks = OnlineSessionEnumerator(time_from, time_to)
- if self is GroupBy.USER:
- return online_streaks.group_by_user(db_reader)
- elif self is GroupBy.DATE:
- return online_streaks.group_by_date(db_reader)
- elif self is GroupBy.WEEKDAY:
- return online_streaks.group_by_weekday(db_reader)
- elif self is GroupBy.HOUR:
- return online_streaks.group_by_hour(db_reader)
- else:
- raise NotImplementedError('unsupported grouping: ' + str(self))
-
- def __str__(self):
- return self.value
-
-_OUTPUT_USER_FIELDS = (
- UserField.UID,
- UserField.FIRST_NAME,
- UserField.LAST_NAME,
- UserField.DOMAIN,
-)
-
-class OutputConverterCSV:
- @staticmethod
- def convert_user(user):
- return [user[field] for field in _OUTPUT_USER_FIELDS]
-
- @staticmethod
- def convert_date(date):
- return [str(date)]
-
- @staticmethod
- def convert_weekday(weekday):
- return [str(weekday)]
-
- @staticmethod
- def convert_hour(hour):
- return [str(timedelta(hours=hour))]
-
-class OutputWriterCSV:
- def __init__(self, fd=sys.stdout):
- self._writer = csv.writer(fd, lineterminator='\n')
-
- _CONVERT_KEY = {
- GroupBy.USER: OutputConverterCSV.convert_user,
- GroupBy.DATE: OutputConverterCSV.convert_date,
- GroupBy.WEEKDAY: OutputConverterCSV.convert_weekday,
- GroupBy.HOUR: OutputConverterCSV.convert_hour,
- }
-
- @staticmethod
- def _key_to_row(group_by, key):
- if group_by not in OutputWriterCSV._CONVERT_KEY:
- raise NotImplementedError('unsupported grouping: ' + str(group_by))
- return OutputWriterCSV._CONVERT_KEY[group_by](key)
-
- def process_database(self, group_by, db_reader, time_from=None, time_to=None):
- for key, duration in group_by.group(db_reader, time_from, time_to).items():
- row = self._key_to_row(group_by, key)
- row.append(str(duration))
- self._write_row(row)
-
- def _write_row(self, row):
- self._writer.writerow(row)
-
-class OutputConverterJSON:
- _DATE_FIELD = 'date'
- _WEEKDAY_FIELD = 'weekday'
- _HOUR_FIELD = 'hour'
-
- assert _DATE_FIELD not in map(str, _OUTPUT_USER_FIELDS)
- assert _WEEKDAY_FIELD not in map(str, _OUTPUT_USER_FIELDS)
- assert _HOUR_FIELD not in map(str, _OUTPUT_USER_FIELDS)
-
- @staticmethod
- def convert_user(user):
- obj = OrderedDict()
- for field in _OUTPUT_USER_FIELDS:
- obj[str(field)] = user[field]
- return obj
-
- @staticmethod
- def convert_date(date):
- obj = OrderedDict()
- obj[OutputConverterJSON._DATE_FIELD] = str(date)
- return obj
-
- @staticmethod
- def convert_weekday(weekday):
- obj = OrderedDict()
- obj[OutputConverterJSON._WEEKDAY_FIELD] = str(weekday)
- return obj
-
- @staticmethod
- def convert_hour(hour):
- obj = OrderedDict()
- obj[OutputConverterJSON._HOUR_FIELD] = str(timedelta(hours=hour))
- return obj
-
-class OutputWriterJSON:
- def __init__(self, fd=sys.stdout):
- self._fd = fd
-
- _DURATION_FIELD = 'duration'
-
- assert _DURATION_FIELD not in map(str, _OUTPUT_USER_FIELDS)
-
- _CONVERT_KEY = {
- GroupBy.USER: OutputConverterJSON.convert_user,
- GroupBy.DATE: OutputConverterJSON.convert_date,
- GroupBy.WEEKDAY: OutputConverterJSON.convert_weekday,
- GroupBy.HOUR: OutputConverterJSON.convert_hour,
- }
-
- @staticmethod
- def _key_to_object(group_by, key):
- if not group_by in OutputWriterJSON._CONVERT_KEY:
- raise NotImplementedError('unsupported grouping: ' + str(group_by))
- return OutputWriterJSON._CONVERT_KEY[group_by](key)
-
- def _write(self, x):
- self._fd.write(json.dumps(x, indent=3, ensure_ascii=False))
- self._fd.write('\n')
-
- def process_database(self, group_by, db_reader, time_from=None, time_to=None):
- arr = []
- for key, duration in group_by.group(db_reader, time_from, time_to).items():
- obj = self._key_to_object(group_by, key)
- obj[self._DURATION_FIELD] = str(duration)
- arr.append(obj)
- self._write(arr)
-
-class BarChartBuilder:
- _BAR_HEIGHT = 1.
-
- def __init__(self):
- self._fig, self._ax = plt.subplots()
-
- def set_title(self, title):
- self._ax.set_title(title)
-
- def _get_bar_axis(self):
- return self._ax.get_yaxis()
-
- def _get_value_axis(self):
- return self._ax.get_xaxis()
-
- def set_bar_axis_limits(self, start=None, end=None):
- self._ax.set_ylim(bottom=start, top=end)
-
- def set_value_axis_limits(self, start=None, end=None):
- self._ax.set_xlim(left=start, right=end)
-
- def set_value_grid(self):
- self._get_value_axis().grid()
-
- def get_bar_labels(self):
- return self._get_bar_axis().get_ticklabels()
-
- def get_value_labels(self):
- return self._get_value_axis().get_ticklabels()
-
- def set_value_label_formatter(self, fn):
- from matplotlib.ticker import FuncFormatter
- self._get_value_axis().set_major_formatter(FuncFormatter(fn))
-
- def set_integer_values_only(self):
- from matplotlib.ticker import MaxNLocator
- self._get_value_axis().set_major_locator(MaxNLocator(integer=True))
-
- @staticmethod
- def set_property(*args, **kwargs):
- plt.setp(*args, **kwargs)
-
- def _set_size(self, inches, dim=0):
- fig_size = self._fig.get_size_inches()
- assert len(fig_size) == 2
- fig_size[dim] = inches
- self._fig.set_size_inches(fig_size, forward=True)
-
- def set_width(self, inches):
- self._set_size(inches)
-
- def set_height(self, inches):
- self._set_size(inches, dim=1)
-
- def plot_bars(
- self, bar_labels, bar_lengths,
- bars_between_ticks=False,
- inches_per_bar=1):
-
- numof_bars = len(bar_labels)
-
- if not numof_bars:
- self.set_height(1)
- self._get_bar_axis().set_tick_params(labelleft=False)
- return []
-
- self.set_height(inches_per_bar * numof_bars)
-
- bar_offsets = np.arange(numof_bars) * 2 * self._BAR_HEIGHT + self._BAR_HEIGHT
-
- if bars_between_ticks:
- self._get_bar_axis().set_ticks(bar_offsets - self._BAR_HEIGHT)
- else:
- self._get_bar_axis().set_ticks(bar_offsets)
-
- bar_axis_min = 0
- bar_axis_max = 2 * self._BAR_HEIGHT * numof_bars
- self.set_bar_axis_limits(bar_axis_min, bar_axis_max)
-
- self._get_bar_axis().set_ticklabels(bar_labels)
-
- return self._ax.barh(
- bar_offsets, bar_lengths, align='center', height=self._BAR_HEIGHT)
-
- @staticmethod
- def show():
- plt.show()
-
- def save(self, path):
- self._fig.savefig(path, bbox_inches='tight')
-
-class OutputConverterPlot:
- @staticmethod
- def convert_user(user):
- return '{}\n{}'.format(user.get_first_name(), user.get_last_name())
-
- @staticmethod
- def convert_date(date):
- return str(date)
-
- @staticmethod
- def convert_weekday(weekday):
- return str(weekday)
-
- @staticmethod
- def convert_hour(hour):
- return '{}:00'.format(hour)
-
-class OutputWriterPlot:
- def __init__(self, fd=sys.stdout):
- self._fd = fd
-
- TITLE = 'How much time people spend online'
-
- _FORMAT_KEY = {
- GroupBy.USER: OutputConverterPlot.convert_user,
- GroupBy.DATE: OutputConverterPlot.convert_date,
- GroupBy.WEEKDAY: OutputConverterPlot.convert_weekday,
- GroupBy.HOUR: OutputConverterPlot.convert_hour,
- }
-
- @staticmethod
- def _format_key(group_by, key):
- if group_by not in OutputWriterPlot._FORMAT_KEY:
- raise NotImplementedError('unsupported grouping: ' + str(group_by))
- return OutputWriterPlot._FORMAT_KEY[group_by](key)
-
- @staticmethod
- def _format_duration(seconds, _):
- return str(timedelta(seconds=seconds))
-
- @staticmethod
- def _duration_to_seconds(td):
- return td.total_seconds()
-
- @staticmethod
- def _extract_labels(group_by, durations):
- return tuple(map(lambda key: OutputWriterPlot._format_key(group_by, key), durations.keys()))
-
- @staticmethod
- def _extract_values(durations):
- return tuple(map(OutputWriterPlot._duration_to_seconds, durations.values()))
-
- def process_database(
- self, group_by, db_reader, time_from=None, time_to=None):
-
- durations = group_by.group(db_reader, time_from, time_to)
-
- bar_chart = BarChartBuilder()
-
- bar_chart.set_title(OutputWriterPlot.TITLE)
- bar_chart.set_value_grid()
-
- bar_chart.set_integer_values_only()
- bar_chart.set_property(
- bar_chart.get_value_labels(), fontsize='small', rotation=30)
- bar_chart.set_value_label_formatter(self._format_duration)
-
- labels = self._extract_labels(group_by, durations)
- durations = self._extract_values(durations)
-
- if not labels or not max(durations):
- bar_chart.set_value_axis_limits(0)
-
- bars = bar_chart.plot_bars(
- labels, durations,
- bars_between_ticks=group_by is GroupBy.HOUR,
- inches_per_bar=.5 if group_by is GroupBy.HOUR else 1)
- bar_chart.set_property(bars, alpha=.33)
-
- if self._fd is sys.stdout:
- bar_chart.show()
- else:
- bar_chart.save(self._fd)
-
-class OutputFormat(Enum):
- CSV = 'csv'
- JSON = 'json'
- PLOT = 'plot'
-
- def create_writer(self, fd):
- if self is OutputFormat.CSV:
- return OutputWriterCSV(fd)
- elif self is OutputFormat.JSON:
- return OutputWriterJSON(fd)
- elif self is OutputFormat.PLOT:
- return OutputWriterPlot(fd)
- else:
- raise NotImplementedError('unsupported output format: ' + str(self))
-
- def __str__(self):
- return self.value
-
-def _parse_group_by(s):
- try:
- return GroupBy(s)
- except ValueError:
- raise argparse.ArgumentTypeError('invalid "group by" value: ' + s)
-
-def _parse_database_format(s):
- try:
- return DatabaseFormat(s)
- except ValueError:
- raise argparse.ArgumentTypeError('invalid database format: ' + s)
-
-def _parse_output_format(s):
- try:
- return OutputFormat(s)
- except ValueError:
- raise argparse.ArgumentTypeError('invalid output format: ' + s)
-
-_DATE_RANGE_LIMIT_FORMAT = '%Y-%m-%dT%H:%M:%SZ'
-
-def _parse_date_range_limit(s):
- try:
- dt = datetime.strptime(s, _DATE_RANGE_LIMIT_FORMAT)
- return dt.replace(tzinfo=timezone.utc)
- except ValueError:
- msg = 'invalid date range limit (must be in the \'{}\' format): {}'
- raise argparse.ArgumentTypeError(
- msg.format(_DATE_RANGE_LIMIT_FORMAT, s))
-
-def _parse_args(args=sys.argv):
- parser = argparse.ArgumentParser(
- description='View/visualize the amount of time people spend online.')
-
- parser.add_argument('db_fd', metavar='input',
- type=argparse.FileType('r', encoding='utf-8'),
- help='database file path')
- parser.add_argument('fd', metavar='output', nargs='?',
- type=argparse.FileType('w', encoding='utf-8'),
- default=sys.stdout,
- help='output file path (standard output by default)')
- parser.add_argument('-g', '--group-by',
- type=_parse_group_by,
- choices=GroupBy,
- default=GroupBy.USER,
- help='group online sessions by user/date/etc.')
- parser.add_argument('-i', '--input-format', dest='db_fmt',
- type=_parse_database_format,
- default=DatabaseFormat.CSV,
- choices=DatabaseFormat,
- help='specify database format')
- parser.add_argument('-o', '--output-format', dest='fmt',
- type=_parse_output_format,
- choices=OutputFormat,
- default=OutputFormat.CSV,
- help='specify output format')
- parser.add_argument('-a', '--from', dest='time_from',
- type=_parse_date_range_limit, default=None,
- help='discard online activity prior to this moment')
- parser.add_argument('-b', '--to', dest='time_to',
- type=_parse_date_range_limit, default=None,
- help='discard online activity after this moment')
-
- return parser.parse_args(args[1:])
-
-def write_online_duration(
- db_fd, db_fmt=DatabaseFormat.CSV,
- fd=sys.stdout, fmt=OutputFormat.CSV,
- group_by=GroupBy.USER,
- time_from=None, time_to=None):
-
- if time_from is not None and time_to is not None:
- if time_from > time_to:
- time_from, time_to = time_to, time_from
-
- with db_fmt.create_reader(db_fd) as db_reader:
- output_writer = fmt.create_writer(fd)
- output_writer.process_database(
- group_by, db_reader, time_from=time_from, time_to=time_to)
-
-def main(args=sys.argv):
- args = _parse_args(args)
- write_online_duration(**vars(args))
-
-if __name__ == '__main__':
- main()