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one_bucket_theta.py results
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# aftering import one_bucket_theta.py, https://gist.github.com/CamDavidsonPilon/8750e37242c4942c1984 | |
from datetime import datetime | |
S = sc.parallelize([ | |
{'start': datetime(2000,10,11), 'end': datetime(2001,01,01)}, | |
{'start': datetime(2001,01,01), 'end': datetime(2002,01,01)}, | |
{'start': datetime(2002,01,01), 'end': datetime(2003,01,01)}, | |
{'start': datetime(2003,01,01), 'end': datetime(2004,01,01)}, | |
{'start': datetime(2004,01,01), 'end': datetime(2005,01,01)}, | |
]) | |
T = sc.parallelize([ | |
{'timestamp': datetime(2000,06,05)}, | |
{'timestamp': datetime(2002,06,05)}, | |
{'timestamp': datetime(2003,06,05)}, | |
{'timestamp': datetime(2002,07,05)}, | |
{'timestamp': datetime(2010,07,05)}, | |
]) | |
# set the keys needed for the join | |
S = S.map(lambda r: ((r['start'], r['end']), r)) | |
T = T.map(lambda r: (r['timestamp'], r)) | |
# create a lambda function to act as a join. | |
join_condition = lambda s,t: t[0] < s < t[1] | |
results = theta_join(S,T, join_condition).collect() | |
for r in results: | |
print r[1] #the original rows | |
""" | |
({'timestamp': datetime.datetime(2002, 6, 5, 0, 0)}, {'start': datetime.datetime(2002, 1, 1, 0, 0), 'end': datetime.datetime(2003, 1, 1, 0, 0)}) | |
({'timestamp': datetime.datetime(2003, 6, 5, 0, 0)}, {'start': datetime.datetime(2003, 1, 1, 0, 0), 'end': datetime.datetime(2004, 1, 1, 0, 0)}) | |
({'timestamp': datetime.datetime(2002, 7, 5, 0, 0)}, {'start': datetime.datetime(2002, 1, 1, 0, 0), 'end': datetime.datetime(2003, 1, 1, 0, 0)}) | |
""" | |
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