def _calculateYearSpecific(self, week_event_matches, year):
"""
Returns an Insight where the data contains year specific insights
"""
all_matches = []
event_insights_by_week = [] # tuples: week, week_insights
for week, week_events in week_event_matches:
week_matches = []
for _, matches in week_events:
week_matches += matches
all_matches += matches
week_insights = EventInsightsHelper.calculate_event_insights(
week_matches, year)
if week_insights:
event_insights_by_week.append((week, week_insights))
total_insights = EventInsightsHelper.calculate_event_insights(
all_matches, year)
insights = []
if event_insights_by_week != []:
insights.append(
self._createInsight(
event_insights_by_week,
Insight.INSIGHT_NAMES[Insight.YEAR_SPECIFIC_BY_WEEK],
year))
if total_insights:
insights.append(
self._createInsight(
total_insights,
Insight.INSIGHT_NAMES[Insight.YEAR_SPECIFIC], year))
return insights
def _render(self, event_key):
self._set_event(event_key)
stats = {}
matchstats = self.event.matchstats
if matchstats:
stats.update(matchstats)
year_specific = EventInsightsHelper.calculate_event_insights(self.event.matches, self.event.year)
if year_specific:
stats['year_specific'] = year_specific
return json.dumps(stats)
def _render(self, event_key):
self._set_event(event_key)
stats = {}
matchstats = self.event.matchstats
if matchstats:
stats.update(matchstats)
year_specific = EventInsightsHelper.calculate_event_insights(
self.event.matches, self.event.year)
if year_specific:
stats['year_specific'] = year_specific
return json.dumps(stats)
def _render(self, event_key):
self._set_event(event_key)
stats = {}
matchstats = self.event.matchstats
if matchstats:
for stat in ['oprs', 'dprs', 'ccwms']:
if stat in matchstats:
stats[stat] = matchstats[stat]
year_specific = EventInsightsHelper.calculate_event_insights(self.event.matches, self.event.year)
if year_specific:
stats['year_specific'] = year_specific
return json.dumps(stats)
def _calculateYearSpecific(self, week_event_matches, year):
"""
Returns an Insight where the data contains year specific insights
"""
all_matches = []
event_insights_by_week = [] # tuples: week, week_insights
for week, week_events in week_event_matches:
week_matches = []
for _, matches in week_events:
week_matches += matches
all_matches += matches
week_insights = EventInsightsHelper.calculate_event_insights(week_matches, year)
if week_insights:
event_insights_by_week.append((week, week_insights))
total_insights = EventInsightsHelper.calculate_event_insights(all_matches, year)
insights = []
if event_insights_by_week != []:
insights.append(self._createInsight(event_insights_by_week, Insight.INSIGHT_NAMES[Insight.YEAR_SPECIFIC_BY_WEEK], year))
if total_insights:
insights.append(self._createInsight(total_insights, Insight.INSIGHT_NAMES[Insight.YEAR_SPECIFIC], year))
return insights
def get(self, event_key):
event = Event.get_by_id(event_key)
matchstats_dict = MatchstatsHelper.calculate_matchstats(
event.matches, event.year)
if any([v != {} for v in matchstats_dict.values()]):
pass
else:
logging.warn(
"Matchstat calculation for {} failed!".format(event_key))
matchstats_dict = None
predictions_dict = None
if event.year in {
2016, 2017, 2018, 2019, 2020
} and event.event_type_enum in EventType.SEASON_EVENT_TYPES or event.enable_predictions:
sorted_matches = MatchHelper.play_order_sort_matches(event.matches)
match_predictions, match_prediction_stats, stat_mean_vars = PredictionHelper.get_match_predictions(
sorted_matches)
ranking_predictions, ranking_prediction_stats = PredictionHelper.get_ranking_predictions(
sorted_matches, match_predictions)
predictions_dict = {
'match_predictions': match_predictions,
'match_prediction_stats': match_prediction_stats,
'stat_mean_vars': stat_mean_vars,
'ranking_predictions': ranking_predictions,
'ranking_prediction_stats': ranking_prediction_stats
}
event_insights = EventInsightsHelper.calculate_event_insights(
event.matches, event.year)
event_details = EventDetails(
id=event_key,
matchstats=matchstats_dict,
predictions=predictions_dict,
insights=event_insights,
)
EventDetailsManipulator.createOrUpdate(event_details)
template_values = {
'matchstats_dict': matchstats_dict,
}
if 'X-Appengine-Taskname' not in self.request.headers: # Only write out if not in taskqueue
path = os.path.join(os.path.dirname(__file__),
'../templates/math/event_matchstats_do.html')
self.response.out.write(template.render(path, template_values))
def _render(self, event_key):
self._set_event(event_key)
stats = {}
matchstats = self.event.matchstats
if matchstats:
for stat in ['oprs', 'dprs', 'ccwms']:
if stat in matchstats:
stats[stat] = matchstats[stat]
year_specific = EventInsightsHelper.calculate_event_insights(
self.event.matches, self.event.year)
if year_specific:
stats['year_specific'] = year_specific
return json.dumps(stats)
def get(self, event_key):
event = Event.get_by_id(event_key)
matchstats_dict = MatchstatsHelper.calculate_matchstats(event.matches, event.year)
if any([v != {} for v in matchstats_dict.values()]):
pass
else:
logging.warn("Matchstat calculation for {} failed!".format(event_key))
matchstats_dict = None
predictions_dict = None
if event.year in {2016, 2017, 2018} and event.event_type_enum in EventType.SEASON_EVENT_TYPES or event.enable_predictions:
sorted_matches = MatchHelper.play_order_sort_matches(event.matches)
match_predictions, match_prediction_stats, stat_mean_vars = PredictionHelper.get_match_predictions(sorted_matches)
ranking_predictions, ranking_prediction_stats = PredictionHelper.get_ranking_predictions(sorted_matches, match_predictions)
predictions_dict = {
'match_predictions': match_predictions,
'match_prediction_stats': match_prediction_stats,
'stat_mean_vars': stat_mean_vars,
'ranking_predictions': ranking_predictions,
'ranking_prediction_stats': ranking_prediction_stats
}
event_insights = EventInsightsHelper.calculate_event_insights(event.matches, event.year)
event_details = EventDetails(
id=event_key,
matchstats=matchstats_dict,
predictions=predictions_dict,
insights=event_insights,
)
EventDetailsManipulator.createOrUpdate(event_details)
template_values = {
'matchstats_dict': matchstats_dict,
}
if 'X-Appengine-Taskname' not in self.request.headers: # Only write out if not in taskqueue
path = os.path.join(os.path.dirname(__file__), '../templates/math/event_matchstats_do.html')
self.response.out.write(template.render(path, template_values))
def _render(self, event_key):
event = Event.get_by_id(event_key)
if not event:
self.abort(404)
event.prepAwardsMatchesTeams()
medias_future = media_query.EventTeamsPreferredMediasQuery(
event_key).fetch_async()
awards = AwardHelper.organizeAwards(event.awards)
cleaned_matches = MatchHelper.deleteInvalidMatches(event.matches)
matches = MatchHelper.organizeMatches(cleaned_matches)
teams = TeamHelper.sortTeams(event.teams)
# Organize medias by team
image_medias = MediaHelper.get_images(
[media for media in medias_future.get_result()])
team_medias = defaultdict(list)
for image_media in image_medias:
for reference in image_media.references:
team_medias[reference].append(image_media)
team_and_medias = []
for team in teams:
team_and_medias.append((team, team_medias.get(team.key, [])))
num_teams = len(team_and_medias)
middle_value = num_teams / 2
if num_teams % 2 != 0:
middle_value += 1
teams_a, teams_b = team_and_medias[:middle_value], team_and_medias[
middle_value:]
oprs = [i for i in event.matchstats['oprs'].items()
] if (event.matchstats is not None
and 'oprs' in event.matchstats) else []
oprs = sorted(oprs, key=lambda t: t[1], reverse=True) # sort by OPR
oprs = oprs[:15] # get the top 15 OPRs
if event.now:
matches_recent = MatchHelper.recentMatches(cleaned_matches)
matches_upcoming = MatchHelper.upcomingMatches(cleaned_matches)
else:
matches_recent = None
matches_upcoming = None
bracket_table = MatchHelper.generateBracket(matches,
event.alliance_selections)
is_2015_playoff = EventHelper.is_2015_playoff(event_key)
if is_2015_playoff:
playoff_advancement = MatchHelper.generatePlayoffAdvancement2015(
matches, event.alliance_selections)
for comp_level in ['qf', 'sf']:
if comp_level in bracket_table:
del bracket_table[comp_level]
else:
playoff_advancement = None
district_points_sorted = None
if event.district_points:
district_points_sorted = sorted(
event.district_points['points'].items(),
key=lambda (team, points): -points['total'])
event_insights = EventInsightsHelper.calculate_event_insights(
cleaned_matches, event.year)
event_insights_template = None
if event_insights:
event_insights_template = 'event_partials/event_insights_{}.html'.format(
event.year)
self.template_values.update({
"event":
event,
"district_name":
DistrictType.type_names.get(event.event_district_enum, None),
"district_abbrev":
DistrictType.type_abbrevs.get(event.event_district_enum, None),
"matches":
matches,
"matches_recent":
matches_recent,
"matches_upcoming":
matches_upcoming,
"awards":
awards,
"teams_a":
teams_a,
"teams_b":
teams_b,
"num_teams":
num_teams,
"oprs":
oprs,
"bracket_table":
bracket_table,
"playoff_advancement":
playoff_advancement,
"district_points_sorted":
district_points_sorted,
"is_2015_playoff":
is_2015_playoff,
"event_insights_qual":
event_insights['qual'] if event_insights else None,
"event_insights_playoff":
event_insights['playoff'] if event_insights else None,
"event_insights_template":
event_insights_template,
})
if event.within_a_day:
self._cache_expiration = self.SHORT_CACHE_EXPIRATION
return jinja2_engine.render('event_details.html', self.template_values)
def _render(self, event_key):
event = Event.get_by_id(event_key)
if not event:
self.abort(404)
event.prepAwardsMatchesTeams()
medias_future = media_query.EventTeamsPreferredMediasQuery(event_key).fetch_async()
awards = AwardHelper.organizeAwards(event.awards)
cleaned_matches = MatchHelper.deleteInvalidMatches(event.matches)
matches = MatchHelper.organizeMatches(cleaned_matches)
teams = TeamHelper.sortTeams(event.teams)
# Organize medias by team
image_medias = MediaHelper.get_images([media for media in medias_future.get_result()])
team_medias = defaultdict(list)
for image_media in image_medias:
for reference in image_media.references:
team_medias[reference].append(image_media)
team_and_medias = []
for team in teams:
team_and_medias.append((team, team_medias.get(team.key, [])))
num_teams = len(team_and_medias)
middle_value = num_teams / 2
if num_teams % 2 != 0:
middle_value += 1
teams_a, teams_b = team_and_medias[:middle_value], team_and_medias[middle_value:]
oprs = [i for i in event.matchstats['oprs'].items()] if (event.matchstats is not None and 'oprs' in event.matchstats) else []
oprs = sorted(oprs, key=lambda t: t[1], reverse=True) # sort by OPR
oprs = oprs[:15] # get the top 15 OPRs
if event.now:
matches_recent = MatchHelper.recentMatches(cleaned_matches)
matches_upcoming = MatchHelper.upcomingMatches(cleaned_matches)
else:
matches_recent = None
matches_upcoming = None
bracket_table = MatchHelper.generateBracket(matches, event.alliance_selections)
is_2015_playoff = EventHelper.is_2015_playoff(event_key)
if is_2015_playoff:
playoff_advancement = MatchHelper.generatePlayoffAdvancement2015(matches, event.alliance_selections)
for comp_level in ['qf', 'sf']:
if comp_level in bracket_table:
del bracket_table[comp_level]
else:
playoff_advancement = None
district_points_sorted = None
if event.district_points:
district_points_sorted = sorted(event.district_points['points'].items(), key=lambda (team, points): -points['total'])
event_insights = EventInsightsHelper.calculate_event_insights(cleaned_matches, event.year)
event_insights_template = None
if event_insights:
event_insights_template = 'event_partials/event_insights_{}.html'.format(event.year)
self.template_values.update({
"event": event,
"district_name": DistrictType.type_names.get(event.event_district_enum, None),
"district_abbrev": DistrictType.type_abbrevs.get(event.event_district_enum, None),
"matches": matches,
"matches_recent": matches_recent,
"matches_upcoming": matches_upcoming,
"awards": awards,
"teams_a": teams_a,
"teams_b": teams_b,
"num_teams": num_teams,
"oprs": oprs,
"bracket_table": bracket_table,
"playoff_advancement": playoff_advancement,
"district_points_sorted": district_points_sorted,
"is_2015_playoff": is_2015_playoff,
"event_insights_qual": event_insights['qual'] if event_insights else None,
"event_insights_playoff": event_insights['playoff'] if event_insights else None,
"event_insights_template": event_insights_template,
})
if event.within_a_day:
self._cache_expiration = self.SHORT_CACHE_EXPIRATION
return jinja2_engine.render('event_details.html', self.template_values)
def _render(self, event_key):
event = Event.get_by_id(event_key)
if not event:
self.abort(404)
event.prepAwardsMatchesTeams()
awards = AwardHelper.organizeAwards(event.awards)
cleaned_matches = MatchHelper.deleteInvalidMatches(event.matches)
matches = MatchHelper.organizeMatches(cleaned_matches)
teams = TeamHelper.sortTeams(event.teams)
num_teams = len(teams)
middle_value = num_teams / 2
if num_teams % 2 != 0:
middle_value += 1
teams_a, teams_b = teams[:middle_value], teams[middle_value:]
oprs = [i for i in event.matchstats['oprs'].items()
] if (event.matchstats is not None
and 'oprs' in event.matchstats) else []
oprs = sorted(oprs, key=lambda t: t[1], reverse=True) # sort by OPR
oprs = oprs[:15] # get the top 15 OPRs
if event.now:
matches_recent = MatchHelper.recentMatches(cleaned_matches)
matches_upcoming = MatchHelper.upcomingMatches(cleaned_matches)
else:
matches_recent = None
matches_upcoming = None
bracket_table = MatchHelper.generateBracket(matches,
event.alliance_selections)
is_2015_playoff = EventHelper.is_2015_playoff(event_key)
if is_2015_playoff:
playoff_advancement = MatchHelper.generatePlayoffAdvancement2015(
matches, event.alliance_selections)
for comp_level in ['qf', 'sf']:
if comp_level in bracket_table:
del bracket_table[comp_level]
else:
playoff_advancement = None
district_points_sorted = None
if event.district_points:
district_points_sorted = sorted(
event.district_points['points'].items(),
key=lambda (team, points): -points['total'])
event_insights = EventInsightsHelper.calculate_event_insights(
cleaned_matches, event.year)
self.template_values.update({
"event": event,
"matches": matches,
"matches_recent": matches_recent,
"matches_upcoming": matches_upcoming,
"awards": awards,
"teams_a": teams_a,
"teams_b": teams_b,
"num_teams": num_teams,
"oprs": oprs,
"bracket_table": bracket_table,
"playoff_advancement": playoff_advancement,
"district_points_sorted": district_points_sorted,
"is_2015_playoff": is_2015_playoff,
"event_insights": event_insights
})
if event.within_a_day:
self._cache_expiration = self.SHORT_CACHE_EXPIRATION
return jinja2_engine.render('event_details.html', self.template_values)
def _render(self, event_key):
event = Event.get_by_id(event_key)
if not event:
self.abort(404)
event.prepAwardsMatchesTeams()
awards = AwardHelper.organizeAwards(event.awards)
cleaned_matches = MatchHelper.deleteInvalidMatches(event.matches)
matches = MatchHelper.organizeMatches(cleaned_matches)
teams = TeamHelper.sortTeams(event.teams)
num_teams = len(teams)
middle_value = num_teams / 2
if num_teams % 2 != 0:
middle_value += 1
teams_a, teams_b = teams[:middle_value], teams[middle_value:]
oprs = [i for i in event.matchstats['oprs'].items()] if (event.matchstats is not None and 'oprs' in event.matchstats) else []
oprs = sorted(oprs, key=lambda t: t[1], reverse=True) # sort by OPR
oprs = oprs[:15] # get the top 15 OPRs
if event.now:
matches_recent = MatchHelper.recentMatches(cleaned_matches)
matches_upcoming = MatchHelper.upcomingMatches(cleaned_matches)
else:
matches_recent = None
matches_upcoming = None
bracket_table = MatchHelper.generateBracket(matches, event.alliance_selections)
is_2015_playoff = EventHelper.is_2015_playoff(event_key)
if is_2015_playoff:
playoff_advancement = MatchHelper.generatePlayoffAdvancement2015(matches, event.alliance_selections)
for comp_level in ['qf', 'sf']:
if comp_level in bracket_table:
del bracket_table[comp_level]
else:
playoff_advancement = None
district_points_sorted = None
if event.district_points:
district_points_sorted = sorted(event.district_points['points'].items(), key=lambda (team, points): -points['total'])
event_insights = EventInsightsHelper.calculate_event_insights(cleaned_matches, event.year)
self.template_values.update({
"event": event,
"matches": matches,
"matches_recent": matches_recent,
"matches_upcoming": matches_upcoming,
"awards": awards,
"teams_a": teams_a,
"teams_b": teams_b,
"num_teams": num_teams,
"oprs": oprs,
"bracket_table": bracket_table,
"playoff_advancement": playoff_advancement,
"district_points_sorted": district_points_sorted,
"is_2015_playoff": is_2015_playoff,
"event_insights": event_insights
})
if event.within_a_day:
self._cache_expiration = self.SHORT_CACHE_EXPIRATION
return jinja2_engine.render('event_details.html', self.template_values)