def get_y_pred_from_y_proba(y_proba: DataFrame) -> Series:
return pipe(
y_proba.iterrows(),
partial(
map,
decorate_unpack(
lambda _, row: statements(
max_value := max(list(row.values)),
find(lambda value: value[1] == max_value, row.items())[0],
)
)
),
partial(Series, index=y_proba.index),
)
def get_published(tree):
published_node = functional.find(is_published, tree.children, None)
if published_node == None:
return None
return datetime.datetime.strptime(
published_node.children[0],
"%Y-%m-%dT%H:%M:%S",
)
def get_published(tree):
published_node = functional.find(is_published, tree.children, None)
if published_node == None:
return None
return datetime.datetime.strptime(
published_node.children[0],
"%Y-%m-%dT%H:%M:%S",
)
def handle_reaction(self, reaction, removed = False):
emoji = reaction.emoji
msg_when = reaction.original_msg_time
reacting_user = self.lookup_user(reaction.reacting_user)
game = find(lambda g: g.message.timestamp == msg_when, self.games)
if game:
self.handle_game_reaction(game, reacting_user, emoji, removed)
self.maybe_record_stat(msg_when, reaction.channel.name, reacting_user, emoji, removed)
self.maybe_record_useroption(reaction, removed, reacting_user)
def from_sml(s, **kwargs):
link = kwargs['link']
tree = sml.read(s)
assert tree.tag == 'post'
title = functional.find(is_title, tree.children).children[0]
authors = [a.children[0] for a in filter(is_author, tree.children)]
keywords = [k.children[0] for k in filter(is_keyword, tree.children)]
description = functional.find(is_description, tree.children).children[0]
body = functional.find(is_body, tree.children)
published = get_published(tree)
return Post(
title = title,
authors = authors,
keywords = keywords,
description = description,
body = body,
published = published,
link_filename = link,
)
def from_sml(s, **kwargs):
link = kwargs['link']
tree = sml.read(s)
assert tree.tag == 'post'
title = functional.find(is_title, tree.children).children[0]
authors = [a.children[0] for a in filter(is_author, tree.children)]
keywords = [k.children[0] for k in filter(is_keyword, tree.children)]
description = functional.find(is_description, tree.children).children[0]
body = functional.find(is_body, tree.children)
published = get_published(tree)
return Post(
title=title,
authors=authors,
keywords=keywords,
description=description,
body=body,
published=published,
link_filename=link,
)
def find_game(self, gametime):
return find(lambda g: g.message_timestamp == gametime, self.games)
def cancel_game(self, game):
found = find(lambda g: g.message_timestamp == game.message.timestamp, self.games)
if not found:
return
self.games.remove(found)
self.save()
def add_game(self, game):
if find(lambda g: g.message_timestamp == game.message.timestamp, self.games):
return
self.games.append(game.to_historic())
self.save()
def remove(self, stat, user, voter):
found = find(lambda s: s.has(stat, user, voter), self.stats)
if found:
self.stats.remove(found)
def add(self, stat, user, voter):
already = find(lambda s: s.has(stat, user, voter), self.stats)
if already:
return
self.stats.append(Stats.Stat(stat, user, voter))