Created
October 16, 2014 02:03
-
-
Save biesnecker/68b9d9d87068e11ce24f to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import csv | |
import json | |
from collections import defaultdict | |
datafiles = ['./GL{0}.TXT'.format(x) for x in range(1960,2014)] | |
counts = defaultdict(lambda: defaultdict(lambda: defaultdict(int))) | |
max_i = 0 | |
def process_linescore(s): | |
results = [] | |
while s: | |
s0 = s[0] | |
if s0 == "(": | |
results.append(int(s[1:3])) | |
s = s[4:] | |
else: | |
if s0 == 'x': | |
results.append(0) | |
else: | |
results.append(int(s0)) | |
s = s[1:] | |
return results | |
for df in datafiles: | |
with open(df, 'rb') as datafile: | |
reader = csv.reader(datafile, delimiter=',') | |
for line in reader: | |
visitor_score = int(line[9]) | |
home_score = int(line[10]) | |
if visitor_score == home_score: | |
result = 't' | |
elif visitor_score > home_score: | |
result = 'v' | |
else: | |
result = 'h' | |
visitor_linescore = process_linescore(line[19]) | |
home_linescore = process_linescore(line[20]) | |
if len(visitor_linescore) != len(home_linescore): | |
continue # sanity check | |
score_diff = 0 | |
for idx in range(0, len(visitor_linescore)): | |
for bottom in (False, True): | |
if bottom: | |
score_diff += home_linescore[idx] | |
else: | |
score_diff -= visitor_linescore[idx] | |
effective_diff = max(min(score_diff, 10), -10) + 10 | |
inning_num = idx * 2 + int(bottom) | |
counts[inning_num][effective_diff][result] += 1 | |
print(json.dumps(counts)) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment