Created
January 25, 2012 04:03
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Stats on bikes "hidden" moves in CaBi data
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# "hidden" move - bike move started in bike station, different from the one where bike was actually left in previous trip | |
# 0 ['Duration', 'Start date', 'End date', 'Start station', 'End station', 'Bike#', 'Member Type'] | |
# 1 ['0h 7min. 48sec.', '12/31/2011 23:55', '1/1/2012 0:03', '18th & M St NW (31221)', '10th & U St NW (31111)', 'W01319', 'Registered'] | |
f=open ("2011-1st-quarter.csv") | |
tracking={} | |
member_types={} | |
total=0 | |
mismatch=0 | |
for i, line in enumerate(f): | |
if i==0: | |
#skip SCV headers | |
continue | |
total=total+1 | |
line=line.rstrip('\n') | |
duration, start_date, end_date, start_station, end_station, bike, member_type = line.split(',') | |
if member_type in member_types: | |
member_types[member_type]=member_types[member_type]+1 | |
else: | |
member_types[member_type]=1 | |
if bike in tracking: | |
if tracking[bike]["start_station"]!=end_station: | |
print bike | |
print "new ", tracking[bike]["start_date"], tracking[bike]["start_station"] | |
print "old " ,end_date, end_station | |
print "------" | |
#print bike, tracking[bike]["end_station"], start_station | |
#print bike, {"duration":duration, "start_date":start_date, "end_date":end_date, "start_station":start_station, "end_station":end_station, "member_type":member_type} | |
#print bike, tracking[bike] | |
mismatch=mismatch+1 | |
tracking[bike]={"duration":duration, "start_date":start_date, "end_date":end_date, "start_station":start_station, "end_station":end_station, "member_type":member_type} | |
else: | |
tracking[bike]={"duration":duration, "start_date":start_date, "end_date":end_date, "start_station":start_station, "end_station":end_station, "member_type":member_type} | |
#if bike=='W00746': | |
# print line | |
print total, mismatch, float(mismatch)/float(total) | |
print member_types |
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