diff options
Diffstat (limited to 'vk/utils/tracking/utils/online_streak_duration.py')
-rw-r--r-- | vk/utils/tracking/utils/online_streak_duration.py | 278 |
1 files changed, 278 insertions, 0 deletions
diff --git a/vk/utils/tracking/utils/online_streak_duration.py b/vk/utils/tracking/utils/online_streak_duration.py new file mode 100644 index 0000000..aa99152 --- /dev/null +++ b/vk/utils/tracking/utils/online_streak_duration.py @@ -0,0 +1,278 @@ +# 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 csv +from collections import OrderedDict +from datetime import timedelta +from enum import Enum +import json +import sys + +import matplotlib.pyplot as plt +import numpy as np + +from .. import OnlineStreakEnumerator +from ..db import Format as DatabaseFormat +from vk.user import UserField + +def process_database(db_reader, writer): + by_user = OnlineStreakEnumerator().group_by_user(db_reader) + for user, duration in by_user.items(): + writer.add_user_duration(user, duration) + +class OutputFormat(Enum): + CSV = 'csv' + JSON = 'json' + IMG = 'img' + + def __str__(self): + return self.value + +_USER_FIELDS = ( + UserField.UID, + UserField.FIRST_NAME, + UserField.LAST_NAME, + UserField.SCREEN_NAME, +) + +class OutputWriterCSV: + def __init__(self, fd=sys.stdout): + self._writer = csv.writer(fd, lineterminator='\n') + + def __enter__(self): + return self + + def __exit__(self, *args): + pass + + def add_user_duration(self, user, duration): + self._write_row(self._user_duration_to_row(user, duration)) + + def _write_row(self, row): + self._writer.writerow(row) + + @staticmethod + def _user_duration_to_row(user, duration): + row = [] + for field in _USER_FIELDS: + row.append(user[field]) + row.append(str(duration)) + return row + +class OutputWriterJSON: + def __init__(self, fd=sys.stdout): + self._fd = fd + self._array = [] + + def __enter__(self): + return self + + def __exit__(self, *args): + self._fd.write(json.dumps(self._array, indent=3)) + + def add_user_duration(self, user, duration): + self._array.append(self._user_duration_to_object(user, duration)) + + _DURATION_FIELD = 'duration' + + @staticmethod + def _user_duration_to_object(user, duration): + record = OrderedDict() + for field in _USER_FIELDS: + record[str(field)] = user[field] + record[OutputWriterJSON._DURATION_FIELD] = str(duration) + return record + +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)) + + def set_property(self, *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, values): + 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(numof_bars) + + bar_offsets = np.arange(numof_bars) * 2 * self._BAR_HEIGHT + self._BAR_HEIGHT + bar_axis_min, bar_axis_max = 0, 2 * self._BAR_HEIGHT * numof_bars + + self._get_bar_axis().set_ticks(bar_offsets) + self._get_bar_axis().set_ticklabels(bar_labels) + self.set_bar_axis_limits(bar_axis_min, bar_axis_max) + + return self._ax.barh(bar_offsets, values, align='center', height=self._BAR_HEIGHT) + + def show(self): + plt.show() + + def save(self, path): + self._fig.savefig(path, bbox_inches='tight') + +class PlotBuilder: + def __init__(self, fd=sys.stdout): + self._duration_by_user = {} + self._fd = fd + pass + + def __enter__(self): + return self + + @staticmethod + def _format_user(user): + return '{}\n{}'.format(user.get_first_name(), user.get_last_name()) + + @staticmethod + def _format_duration(seconds, _): + return str(timedelta(seconds=seconds)) + + @staticmethod + def _duration_to_seconds(td): + return td.total_seconds() + + def _get_users(self): + return tuple(map(self._format_user, self._duration_by_user.keys())) + + def _get_durations(self): + return tuple(map(self._duration_to_seconds, self._duration_by_user.values())) + + def __exit__(self, *args): + bar_chart = BarChartBuilder() + + bar_chart.set_title('How much time people spend online?') + 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) + + users = self._get_users() + durations = self._get_durations() + + if not self._duration_by_user or not max(durations): + bar_chart.set_value_axis_limits(0) + + bars = bar_chart.plot_bars(users, durations) + bar_chart.set_property(bars, alpha=.33) + + if self._fd is sys.stdout: + bar_chart.show() + else: + bar_chart.save(self._fd) + + def add_user_duration(self, user, duration): + #if len(self._duration_by_user) >= 1: + # return + #if duration.total_seconds(): + # return + self._duration_by_user[user] = duration # + timedelta(seconds=3) + +def open_output_writer_csv(fd): + return OutputWriterCSV(fd) + +def open_output_writer_json(fd): + return OutputWriterJSON(fd) + +def open_output_writer_img(fd): + return PlotBuilder(fd) + +def open_output_writer(fd, fmt): + if fmt is OutputFormat.CSV: + return open_output_writer_csv(fd) + elif fmt is OutputFormat.JSON: + return open_output_writer_json(fd) + elif fmt is OutputFormat.IMG: + return open_output_writer_img(fd) + else: + raise NotImplementedError('unsupported output type: ' + str(fmt)) + +if __name__ == '__main__': + import argparse + + parser = argparse.ArgumentParser() + + def database_format(s): + try: + return DatabaseFormat(s) + except ValueError: + raise argparse.ArgumentTypeError() + + def output_format(s): + try: + return OutputFormat(s) + except ValueError: + raise argparse.ArgumentTypeError() + + parser.add_argument('input', type=argparse.FileType('r'), + help='database path') + parser.add_argument('output', type=argparse.FileType('w'), + nargs='?', default=sys.stdout, + help='output path (standard output by default)') + parser.add_argument('--input-format', type=database_format, + choices=tuple(fmt for fmt in DatabaseFormat), + default=DatabaseFormat.CSV, + help='specify database format') + parser.add_argument('--output-format', type=output_format, + choices=tuple(fmt for fmt in OutputFormat), + default=OutputFormat.CSV, + help='specify output format') + + args = parser.parse_args() + + with args.input_format.create_reader(args.input) as db_reader: + with open_output_writer(args.output, args.output_format) as output_writer: + process_database(db_reader, output_writer) |