As part of the BBC live text scraping code I’ve been working on I needed to take an iterator of raw events created by a generator and transform this into an iterator of cards shown in a match.
The structure of the raw events I’m interested in is as follows:
- Line 1: Player booked
- Line 2: Player fouled
- Line 3: Information about the foul
e.g.
events = [
{'event': u'Booking Pedro (Barcelona) is shown the yellow card for a bad foul.', 'sortable_time': 5083, 'match_id': '32683310', 'formatted_time': u'84:43'},
{'event': u'Rafinha (FC Bayern M\xfcnchen) wins a free kick on the right wing.', 'sortable_time': 5078, 'match_id': '32683310', 'formatted_time': u'84:38'},
{'event': u'Foul by Pedro (Barcelona).', 'sortable_time': 5078, 'match_id': '32683310', 'formatted_time': u'84:38'}
]We want to take these 3 raw events and create one ‘booking event’. We therefore need to have access to all 3 lines at the same time.
I started with the following function:
def cards(events):
events = iter(events)
item = events.next()
next = events.next()
event_id = 0
for next_next in events:
event = item["event"]
booking = re.findall("Booking.*", event)
if booking:
player = re.findall("Booking([^(]*)", event)[0].strip()
team = re.findall("Booking([^(]*) \((.*)\)", event)[0][1]
associated_foul = [x for x in [(next, event_id+1), (next_next, event_id+2)]
if re.findall("Foul by.*", x[0]["event"])]
if associated_foul:
associated_foul = associated_foul[0]
yield event_id, associated_foul[1], player, team, item, "yellow"
else:
yield event_id, "", player, team, item, "yellow"
item = next
next = next_next
event_id += 1If we run the sample events through it we’d see this output:
>>> for card_id, associated_foul, player, team, item, card_type in cards(iter(events)):
print card_id, associated_foul, player, team, item, card_type
0 2 Pedro Barcelona {'match_id': '32683310', 'event': u'Booking Pedro (Barcelona) is shown the yellow card for a bad foul.', 'formatted_time': u'84:43', 'sortable_time': 5083} yellowIn retrospect, it’s a bit of a hacky way of moving a window of 3 items over the iterator of raw events and yielding a ‘booking’ event if the regex matches.
I thought there was probably a better way of doing this using itertools and indeed there is!
First we need to create a window function which will return us an iterator of tuples containing consecutive events:
from itertools import tee, izip
def window(iterable, size):
iters = tee(iterable, size)
for i in xrange(1, size):
for each in iters[i:]:
next(each, None)
return izip(*iters)Now let’s have a look at how it works using a simple example:
>>> numbers = iter(range(0,10))
>>> for triple in window(numbers, 3):
print triple
(0, 1, 2)
(1, 2, 3)
(2, 3, 4)
(3, 4, 5)
(4, 5, 6)
(5, 6, 7)
(6, 7, 8)
(7, 8, 9)Exactly what we need. Now let’s plug the windows function into our cards function:
def cards(events):
events = iter(events)
for event_id, triple in enumerate(window(events, 3)):
item = triple[0]
event = triple[0]["event"]
booking = re.findall("Booking.*", event)
if booking:
player = re.findall("Booking([^(]*)", event)[0].strip()
team = re.findall("Booking([^(]*) \((.*)\)", event)[0][1]
associated_foul = [x for x in [(triple[1], event_id+1), (triple[2], event_id+2)]
if re.findall("Foul by.*", x[0]["event"])]
if associated_foul:
associated_foul = associated_foul[0]
yield event_id, associated_foul[1], player, team, item, "yellow"
else:
yield event_id, "", player, team, item, "yellow"And finally check it still processes events correctly:
>>> for card_id, associated_foul, player, team, item, card_type in cards(iter(events)):
print card_id, associated_foul, player, team, item, card_type
0 2 Pedro Barcelona {'match_id': '32683310', 'event': u'Booking Pedro (Barcelona) is shown the yellow card for a bad foul.', 'formatted_time': u'84:43', 'sortable_time': 5083} yellow| Reference: | Python: Look ahead multiple elements in an iterator/generator from our WCG partner Mark Needham at the Mark Needham Blog blog. |
