| Index: trunk/tools/editor_trends/run.py |
| — | — | @@ -1,82 +0,0 @@ |
| 2 | | -import os |
| 3 | | -import configuration |
| 4 | | -settings = configuration.Settings() |
| 5 | | -#from utils import namespace_downloader as nd |
| 6 | | -#nd.launch_downloader() |
| 7 | | - |
| 8 | | - |
| 9 | | -#def which(program): |
| 10 | | -# import os |
| 11 | | -# def is_exe(fpath): |
| 12 | | -# return os.path.exists(fpath) and os.access(fpath, os.X_OK) |
| 13 | | -# |
| 14 | | -# fpath, fname = os.path.split(program) |
| 15 | | -# if fpath: |
| 16 | | -# if is_exe(program): |
| 17 | | -# return program |
| 18 | | -# else: |
| 19 | | -# for path in os.environ["PATH"].split(os.pathsep): |
| 20 | | -# exe_file = os.path.join(path, program) |
| 21 | | -# if is_exe(exe_file): |
| 22 | | -# return exe_file |
| 23 | | -# |
| 24 | | -# return None |
| 25 | | -# |
| 26 | | -# |
| 27 | | -#result = which('7z.exe') |
| 28 | | -#print result |
| 29 | | - |
| 30 | | -#from database import launcher |
| 31 | | -#launcher.launcher() |
| 32 | | -from utils import sort |
| 33 | | -input = os.path.join(settings.input_location, 'en', 'wiki', 'txt') |
| 34 | | -output = os.path.join(settings.input_location, 'en', 'wiki', 'sorted') |
| 35 | | -dbname = 'enwiki' |
| 36 | | -#sort.debug_mergesort_feeder(input, output) |
| 37 | | -#sort.mergesort_launcher(input, output) |
| 38 | | -#sort.mergesort_external_launcher(dbname, output, output) |
| 39 | | - |
| 40 | | - |
| 41 | | - |
| 42 | | - |
| 43 | | - |
| 44 | | -from analyses import cohort_charts |
| 45 | | -cohort_charts.prepare_cohort_dataset() |
| 46 | | -import os |
| 47 | | - |
| 48 | | -import configuration |
| 49 | | -settings = configuration.Settings() |
| 50 | | -#from utils import namespace_downloader as nd |
| 51 | | -#nd.launch_downloader() |
| 52 | | - |
| 53 | | - |
| 54 | | -#def which(program): |
| 55 | | -# import os |
| 56 | | -# def is_exe(fpath): |
| 57 | | -# return os.path.exists(fpath) and os.access(fpath, os.X_OK) |
| 58 | | -# |
| 59 | | -# fpath, fname = os.path.split(program) |
| 60 | | -# if fpath: |
| 61 | | -# if is_exe(program): |
| 62 | | -# return program |
| 63 | | -# else: |
| 64 | | -# for path in os.environ["PATH"].split(os.pathsep): |
| 65 | | -# exe_file = os.path.join(path, program) |
| 66 | | -# if is_exe(exe_file): |
| 67 | | -# return exe_file |
| 68 | | -# |
| 69 | | -# return None |
| 70 | | -# |
| 71 | | -# |
| 72 | | -#result = which('7z.exe') |
| 73 | | -#print result |
| 74 | | - |
| 75 | | -#from database import launcher |
| 76 | | -#launcher.launcher() |
| 77 | | -from etl import loader |
| 78 | | -input = os.path.join(settings.input_location, 'en', 'wiki', 'txt') |
| 79 | | -output = os.path.join(settings.input_location, 'en', 'wiki', 'sorted') |
| 80 | | -dbname = 'enwiki' |
| 81 | | -#sort.debug_mergesort_feeder(input, output) |
| 82 | | -#sort.mergesort_launcher(input, output) |
| 83 | | -loader.mergesort_external_launcher(dbname, output, output) |
| \ No newline at end of file |
| Index: trunk/tools/editor_trends/analyses/count_editors.py |
| — | — | @@ -1,251 +0,0 @@ |
| 2 | | -#!/usr/bin/python |
| 3 | | -# -*- coding: utf-8 -*- |
| 4 | | -''' |
| 5 | | -Copyright (C) 2010 by Diederik van Liere (dvanliere@gmail.com) |
| 6 | | -This program is free software; you can redistribute it and/or |
| 7 | | -modify it under the terms of the GNU General Public License version 2 |
| 8 | | -as published by the Free Software Foundation. |
| 9 | | -This program is distributed in the hope that it will be useful, |
| 10 | | -but WITHOUT ANY WARRANTY; without even the implied warranty of |
| 11 | | -MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. |
| 12 | | -See the GNU General Public License for more details, at |
| 13 | | -http://www.fsf.org/licenses/gpl.html |
| 14 | | -''' |
| 15 | | - |
| 16 | | -__author__ = '''\n'''.join(['Diederik van Liere (dvanliere@gmail.com)', ]) |
| 17 | | -__email__ = 'dvanliere at gmail dot com' |
| 18 | | -__date__ = '2010-12-10' |
| 19 | | -__version__ = '0.1' |
| 20 | | - |
| 21 | | -import datetime |
| 22 | | -import multiprocessing |
| 23 | | -import calendar |
| 24 | | -import sys |
| 25 | | -import os |
| 26 | | -import progressbar |
| 27 | | -import types |
| 28 | | -from dateutil.relativedelta import relativedelta |
| 29 | | - |
| 30 | | -sys.path.append('..') |
| 31 | | - |
| 32 | | -import configuration |
| 33 | | -settings = configuration.Settings() |
| 34 | | -from database import db |
| 35 | | -from etl import shaper |
| 36 | | -from utils import file_utils |
| 37 | | -from utils import timer |
| 38 | | -from utils import messages |
| 39 | | -from utils import log |
| 40 | | -import dataset |
| 41 | | - |
| 42 | | -def available_analyses(caller='manage'): |
| 43 | | - ''' |
| 44 | | - Generates a dictionary: |
| 45 | | - key: name of analysis |
| 46 | | - value: function that generates the dataset |
| 47 | | - ignore: a list of functions that should never be called from manage.py, |
| 48 | | - they are not valid entry points. |
| 49 | | - ''' |
| 50 | | - assert caller == 'django' or caller == 'manage' |
| 51 | | - ignore = ['analyses', 'determine_project_year_range', 'create_windows', |
| 52 | | - 'generate_chart_data', 'loop_editors'] |
| 53 | | - functions = {} |
| 54 | | - for func in globals(): |
| 55 | | - func = globals()[func] |
| 56 | | - if isinstance(func, types.FunctionType) and func.func_name not in ignore: |
| 57 | | - functions[func.func_name] = func |
| 58 | | - if caller == 'manage': |
| 59 | | - return functions |
| 60 | | - elif caller == 'django': |
| 61 | | - django_functions = [] |
| 62 | | - for function in functions: |
| 63 | | - fancy_name = function.replace('_', ' ').title() |
| 64 | | - django_functions.append((function, fancy_name)) |
| 65 | | - |
| 66 | | - return django_functions |
| 67 | | - |
| 68 | | - |
| 69 | | -def determine_project_year_range(dbname, collection, var): |
| 70 | | - ''' |
| 71 | | - Determine the first and final year for the observed data |
| 72 | | - ''' |
| 73 | | - max_year = db.run_query(dbname, collection, var, 'max') |
| 74 | | - max_year = max_year[var].year + 1 |
| 75 | | - min_year = db.run_query(dbname, collection, var, 'min') |
| 76 | | - min_year = min_year[var].year |
| 77 | | - return min_year, max_year |
| 78 | | - |
| 79 | | - |
| 80 | | -def create_windows(var, break_down_first_year=True): |
| 81 | | - ''' |
| 82 | | - This function creates a list of months. If break_down_first_year = True then |
| 83 | | - the first year will be split in 3, 6, 9 months as well. |
| 84 | | - ''' |
| 85 | | - years = var.max_year - var.min_year |
| 86 | | - windows = [y * 12 for y in xrange(1, years)] |
| 87 | | - if break_down_first_year: |
| 88 | | - windows = [3, 6, 9] + windows |
| 89 | | - return windows |
| 90 | | - |
| 91 | | - |
| 92 | | -def generate_chart_data(project, collection, language_code, func, **kwargs): |
| 93 | | - ''' |
| 94 | | - This is the entry function to be called to generate data for creating charts. |
| 95 | | - ''' |
| 96 | | - stopwatch = timer.Timer() |
| 97 | | - dbname = '%s%s' % (language_code, project) |
| 98 | | - print 'Exporting data for chart: %s' % func.func_name |
| 99 | | - print 'Project: %s' % dbname |
| 100 | | - print 'Dataset: %s' % collection |
| 101 | | - ds = loop_editors(dbname, project, collection, language_code, func, **kwargs) |
| 102 | | - file = '%s_%s.csv' % (dbname, func.func_name) |
| 103 | | - print 'Storing dataset: %s' % os.path.join(settings.dataset_location, file) |
| 104 | | - ds.write(format='csv') |
| 105 | | - print 'Serializing dataset to %s_%s' % (dbname, 'charts') |
| 106 | | - log.log_to_mongo(ds, 'chart', 'storing', stopwatch, event='start') |
| 107 | | - ds.write(format='mongo') |
| 108 | | - stopwatch.elapsed() |
| 109 | | - log.log_to_mongo(ds, 'chart', 'storing', stopwatch, event='finish') |
| 110 | | - |
| 111 | | - |
| 112 | | -def loop_editors(dbname, project, collection, language_code, func, **kwargs): |
| 113 | | - ''' |
| 114 | | - Generic loop function that loops over all the editors of a Wikipedia project |
| 115 | | - and then calls the function that does the actual aggregation. |
| 116 | | - ''' |
| 117 | | - |
| 118 | | - editors = db.retrieve_distinct_keys(dbname, collection, 'editor') |
| 119 | | - pbar = progressbar.ProgressBar(maxval=len(editors)).start() |
| 120 | | - min_year, max_year = determine_project_year_range(dbname, collection, 'new_wikipedian') |
| 121 | | - print 'Number of editors: %s' % len(editors) |
| 122 | | - mongo = db.init_mongo_db(dbname) |
| 123 | | - coll = mongo[collection] |
| 124 | | - format = kwargs.pop('format', 'long') |
| 125 | | - kwargs['min_year'] = min_year |
| 126 | | - kwargs['max_year'] = max_year |
| 127 | | - vars = [] |
| 128 | | - ds = dataset.Dataset(func.func_name, project, coll.name, language_code, vars, format=format) |
| 129 | | - var = dataset.Variable('count', **kwargs) |
| 130 | | -# cutoff=cutoff, |
| 131 | | -# cum_cutoff=cum_cutoff, |
| 132 | | -# min_year=min_year, |
| 133 | | -# max_year=max_year) |
| 134 | | - for editor in editors: |
| 135 | | - editor = coll.find_one({'editor': editor}) |
| 136 | | - data = func(var, editor, dbname=dbname) |
| 137 | | - pbar.update(pbar.currval + 1) |
| 138 | | - |
| 139 | | - ds.add_variable(var) |
| 140 | | - return ds |
| 141 | | - |
| 142 | | - |
| 143 | | -def cohort_dataset_forward_histogram(var, editor, **kwargs): |
| 144 | | -# headers = ['year', 'month', 'edits'] |
| 145 | | - new_wikipedian = editor['new_wikipedian'] |
| 146 | | - final_edit = editor['final_edit'] |
| 147 | | - yearly_edits = editor['edits_by_year'] |
| 148 | | - n = editor['edit_count'] |
| 149 | | - |
| 150 | | - if n >= var.cum_cutoff: |
| 151 | | - for i, year in enumerate(xrange(new_wikipedian.year, final_edit.year)): |
| 152 | | - edits = editor['monthly_edits'].get(str(year), {0:0}) |
| 153 | | - if year == new_wikipedian.year: |
| 154 | | - start = new_wikipedian.month |
| 155 | | - else: |
| 156 | | - start = 1 |
| 157 | | - for month in xrange(start, 13): |
| 158 | | - if edits.get(str(month), 0) >= var.cutoff: |
| 159 | | - experience = i * 12 + (month - new_wikipedian.month) |
| 160 | | - var.add(new_wikipedian, {experience: 1}) |
| 161 | | - return var |
| 162 | | - |
| 163 | | - |
| 164 | | -def cohort_dataset_backward_bar(var, editor, **kwargs): |
| 165 | | - #first_edit = editor['first_edit'] |
| 166 | | - new_wikipedian = editor['new_wikipedian'] |
| 167 | | - n = editor['edit_count'] |
| 168 | | - |
| 169 | | - if n >= var.cum_cutoff: |
| 170 | | - windows = create_windows(var, break_down_first_year=False) |
| 171 | | - for year in xrange(new_wikipedian.year, var.max_year): |
| 172 | | - year = str(year) |
| 173 | | - if editor['edits_by_year'][year] >= var.cutoff: |
| 174 | | - last_edit = editor['last_edit_by_year'][year] |
| 175 | | - if last_edit != 0.0: |
| 176 | | - editor_dt = relativedelta(last_edit, new_wikipedian) |
| 177 | | - editor_dt = (editor_dt.years * 12) + editor_dt.months |
| 178 | | - for w in windows: |
| 179 | | - if w >= editor_dt: |
| 180 | | - datum = datetime.datetime(int(year), 12, 31) |
| 181 | | - var.add(datum, {w:1}) |
| 182 | | - break |
| 183 | | - return var |
| 184 | | - |
| 185 | | - |
| 186 | | -def cohort_dataset_forward_bar(var, editor, **kwargs): |
| 187 | | - new_wikipedian = editor['new_wikipedian'] |
| 188 | | - last_edit = editor['final_edit'] |
| 189 | | - monthly_edits = editor['monthly_edits'] |
| 190 | | - yearly_edits = editor['edits_by_year'] |
| 191 | | - n = editor['edit_count'] |
| 192 | | - |
| 193 | | - if n >= var.cum_cutoff: |
| 194 | | - for year in xrange(new_wikipedian.year, var.max_year): |
| 195 | | - max_edits = max(monthly_edits.get(str(year), {0:0}).values()) |
| 196 | | - if yearly_edits.get(str(year), 0) == 0 or max_edits < var.cutoff: |
| 197 | | - continue |
| 198 | | - else: |
| 199 | | - experience = (year - new_wikipedian.year) + 1 |
| 200 | | - var.add(new_wikipedian, {experience: 1 }) |
| 201 | | - return var |
| 202 | | - |
| 203 | | - |
| 204 | | -def new_editor_count(var, editor, **kwargs): |
| 205 | | - ''' |
| 206 | | - Summary: This function generates an overview of the number of |
| 207 | | - new_wikipedians for a given year / month combination. |
| 208 | | - Purpose: This data can be used to compare with Erik Zachte's |
| 209 | | - stats.download.org to make sure that we are using the same numbers. |
| 210 | | - ''' |
| 211 | | -# headers = ['year', 'month', 'count'] |
| 212 | | - new_wikipedian = editor['new_wikipedian'] |
| 213 | | - var.add(new_wikipedian, {0:1}) |
| 214 | | - return var |
| 215 | | - |
| 216 | | - |
| 217 | | -def active_editor_count(var, editor, **kwargs): |
| 218 | | - monthly_edits = editor['monthly_edits'] |
| 219 | | - for year in xrange(ds.count.min_year, var.max_year): |
| 220 | | - for month in xrange(1, 13): |
| 221 | | - if monthly_edits[str(year)][str(month)] >= var.cutoff: |
| 222 | | - datum = datetime.date(year, month, 1) |
| 223 | | - var.add(datum, {0:1}) |
| 224 | | - return var |
| 225 | | - |
| 226 | | - |
| 227 | | -def histogram_edits(var, editor, **kwargs): |
| 228 | | -# headers = ['year', 'num_edits', 'frequency'] |
| 229 | | - cnt = editor['edit_count'] |
| 230 | | - new_wikipedian = editor['new_wikipedian'] |
| 231 | | - var.add(new_wikipedian, {0: cnt}) |
| 232 | | - return var |
| 233 | | - |
| 234 | | - |
| 235 | | -def time_to_new_wikipedian(var, editor, **kwargs): |
| 236 | | -# headers = ['year', 'time_to_new_wikipedian'] |
| 237 | | - new_wikipedian = editor['new_wikipedian'] |
| 238 | | - first_edit = editor['first_edit'] |
| 239 | | - dt = new_wikipedian - first_edit |
| 240 | | - var.add(new_wikipedian, {0:dt.days}, update=False) |
| 241 | | - return var |
| 242 | | - |
| 243 | | - |
| 244 | | -if __name__ == '__main__': |
| 245 | | - generate_chart_data('wiki', 'editors_dataset', 'en', cohort_dataset_forward_histogram, time_unit='month', cutoff=1, cum_cutoff=50) |
| 246 | | - generate_chart_data('wiki', 'editors_dataset', 'en', cohort_dataset_backward_bar, time_unit='year', cutoff=0, cum_cutoff=50, format='wide') |
| 247 | | - generate_chart_data('wiki', 'editors_dataset', 'en', cohort_dataset_forward_bar, time_unit='year', cutoff=0, cum_cutoff=50, format='wide') |
| 248 | | - #generate_chart_data('wiki', 'editors_dataset','en', histogram_edits, time_unit='year', cutoff=0) |
| 249 | | - #generate_chart_data('wiki', 'editors_dataset','en', time_to_new_wikipedian, time_unit='year', cutoff=0) |
| 250 | | - #generate_chart_data('wiki', 'editors_dataset','en', new_editor_count, time_unit='month', cutoff=0) |
| 251 | | - |
| 252 | | - #analyses() |
| Index: trunk/tools/editor_trends/analyses/plugins/edit_patterns.py |
| — | — | @@ -0,0 +1,47 @@ |
| | 2 | +#!/usr/bin/python |
| | 3 | +# -*- coding: utf-8 -*- |
| | 4 | +''' |
| | 5 | +Copyright (C) 2010 by Diederik van Liere (dvanliere@gmail.com) |
| | 6 | +This program is free software; you can redistribute it and/or |
| | 7 | +modify it under the terms of the GNU General Public License version 2 |
| | 8 | +as published by the Free Software Foundation. |
| | 9 | +This program is distributed in the hope that it will be useful, |
| | 10 | +but WITHOUT ANY WARRANTY; without even the implied warranty of |
| | 11 | +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. |
| | 12 | +See the GNU General Public License for more details, at |
| | 13 | +http://www.fsf.org/licenses/gpl.html |
| | 14 | +''' |
| | 15 | + |
| | 16 | +__author__ = '''\n'''.join(['Diederik van Liere (dvanliere@gmail.com)', ]) |
| | 17 | +__author__email = 'dvanliere at gmail dot com' |
| | 18 | +__date__ = '2011-01-28' |
| | 19 | +__version__ = '0.1' |
| | 20 | + |
| | 21 | +import datetime |
| | 22 | + |
| | 23 | +def edit_patterns(var, editor, **kwargs): |
| | 24 | + monthly = editor['monthly_edits'] |
| | 25 | + new_wikipedian = editor['new_wikipedian'] |
| | 26 | + final_edit = editor['final_edit'] |
| | 27 | + dt = final_edit - new_wikipedian |
| | 28 | + if dt.days < 366: |
| | 29 | + return var |
| | 30 | + |
| | 31 | + m = 0 |
| | 32 | + obs = {} |
| | 33 | + for year in xrange(new_wikipedian.year, new_wikipedian.year + 2): |
| | 34 | + if m == 12: |
| | 35 | + break |
| | 36 | + for month in xrange(new_wikipedian.month, 13): |
| | 37 | + n = monthly[str(year)][str(month)] |
| | 38 | + date = datetime.datetime(year, month, 1) |
| | 39 | + if n >= var.cutoff: |
| | 40 | + obs[m] = True |
| | 41 | + else: |
| | 42 | + obs[m] = False |
| | 43 | + m += 1 |
| | 44 | + if m == 12: |
| | 45 | + break |
| | 46 | + if m == 12: |
| | 47 | + var.add(date, obs, update=False) |
| | 48 | + return var |
| Property changes on: trunk/tools/editor_trends/analyses/plugins/edit_patterns.py |
| ___________________________________________________________________ |
| Added: svn:eol-style |
| 1 | 49 | + native |
| Index: trunk/tools/editor_trends/analyses/analyzer.py |
| — | — | @@ -55,7 +55,7 @@ |
| 56 | 56 | fn = '%s_%s.csv' % (dbname, func.func_name) |
| 57 | 57 | |
| 58 | 58 | print 'Storing dataset: %s' % os.path.join(settings.dataset_location, fn) |
| 59 | | - ds.write(format='csv') |
| | 59 | + #ds.write(format='csv') |
| 60 | 60 | |
| 61 | 61 | print 'Serializing dataset to %s_%s' % (dbname, 'charts') |
| 62 | 62 | log.log_to_mongo(ds, 'chart', 'storing', stopwatch, event='start') |
| — | — | @@ -168,14 +168,14 @@ |
| 169 | 169 | |
| 170 | 170 | if __name__ == '__main__': |
| 171 | 171 | generate_chart_data('wiki', 'editors_dataset', 'en', 'edit_patterns', 'to_bar_json', time_unit='year', cutoff=5) |
| 172 | | - #generate_chart_data('wiki', 'editors_dataset','en', 'total_number_of_new_wikipedians', time_unit='year') |
| 173 | | - #generate_chart_data('wiki', 'editors', 'en', 'total_number_of_articles', time_unit='year') |
| 174 | | - #generate_chart_data('wiki', 'editors_dataset','en', 'total_cumulative_edits', time_unit='year') |
| 175 | | - #generate_chart_data('wiki', 'editors_dataset', 'en', 'cohort_dataset_forward_histogram', 'to_bar_json', time_unit='month', cutoff=5, cum_cutoff=0) |
| 176 | | - #generate_chart_data('wiki', 'editors_dataset', 'en', 'cohort_dataset_backward_bar', 'to_stacked_bar_json', time_unit='year', cutoff=10, cum_cutoff=0, format='wide') |
| 177 | | - #generate_chart_data('wiki', 'editors_dataset', 'en', 'cohort_dataset_forward_bar', 'to_stacked_bar_json', time_unit='year', cutoff=5, cum_cutoff=0, format='wide') |
| 178 | | - #generate_chart_data('wiki', 'editors_dataset','en', 'histogram_edits', time_unit='year', cutoff=0) |
| 179 | | - #generate_chart_data('wiki', 'editors_dataset','en', 'time_to_new_wikipedian', time_unit='year', cutoff=0) |
| 180 | | - #generate_chart_data('wiki', 'editors_dataset','en', 'new_editor_count', time_unit='month', cutoff=0) |
| | 172 | + generate_chart_data('wiki', 'editors_dataset', 'en', 'total_number_of_new_wikipedians', time_unit='year') |
| | 173 | + generate_chart_data('wiki', 'editors', 'en', 'total_number_of_articles', time_unit='year') |
| | 174 | + generate_chart_data('wiki', 'editors_dataset', 'en', 'total_cumulative_edits', time_unit='year') |
| | 175 | + generate_chart_data('wiki', 'editors_dataset', 'en', 'cohort_dataset_forward_histogram', 'to_bar_json', time_unit='month', cutoff=5, cum_cutoff=0) |
| | 176 | + generate_chart_data('wiki', 'editors_dataset', 'en', 'cohort_dataset_backward_bar', 'to_stacked_bar_json', time_unit='year', cutoff=10, cum_cutoff=0, format='wide') |
| | 177 | + generate_chart_data('wiki', 'editors_dataset', 'en', 'cohort_dataset_forward_bar', 'to_stacked_bar_json', time_unit='year', cutoff=5, cum_cutoff=0, format='wide') |
| | 178 | + generate_chart_data('wiki', 'editors_dataset', 'en', 'histogram_edits', time_unit='year', cutoff=0) |
| | 179 | + generate_chart_data('wiki', 'editors_dataset', 'en', 'time_to_new_wikipedian', time_unit='year', cutoff=0) |
| | 180 | + generate_chart_data('wiki', 'editors_dataset', 'en', 'new_editor_count', time_unit='month', cutoff=0) |
| 181 | 181 | |
| 182 | 182 | #available_analyses() |
| Index: trunk/tools/editor_trends/database/cache.py |
| — | — | @@ -76,8 +76,8 @@ |
| 77 | 77 | |
| 78 | 78 | def insert(self, editor, values, username): |
| 79 | 79 | ''' |
| 80 | | - Adding the safe=True statement slows down the insert process but this assures that all data |
| 81 | | - will be written. |
| | 80 | + Adding the safe=True statement slows down the insert process but this |
| | 81 | + assures that all data will be written. |
| 82 | 82 | ''' |
| 83 | 83 | try: |
| 84 | 84 | self.collection.insert({'editor': editor, 'edits': values, 'username': username}, safe=True) |