taxi

commit 1b199b0fd068dcbe2502a613caff3a1c322f73e1
parent 8d4621c30a4926a3393733175390bea3d3c138a0
Author: Alex Auvolat <alex.auvolat@ens.fr>
Date:   Fri, 24 Apr 2015 13:46:07 -0400

Merge branch 'master' of github.com:adbrebs/taxi

is merge is necessary,

Diffstat:
A
data.py
 | 
100
+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++

1 file changed, 100 insertions(+), 0 deletions(-)
diff --git a/data.py b/data.py
@@ -0,0 +1,100 @@
+import ast, csv
+import fuel
+from enum import Enum
+from fuel.datasets import Dataset
+from fuel.streams import DataStream
+from fuel.iterator import DataIterator
+
+PREFIX="/data/lisatmp3/auvolat/taxikaggle"
+
+class CallType(Enum):
+    CENTRAL = 0
+    STAND = 1
+    STREET = 2
+
+    @classmethod
+    def from_data(cls, val):
+        if val=='A':
+            return cls.CENTRAL
+        elif val=='B':
+            return cls.STAND
+        elif val=='C':
+            return cls.STREET
+
+    @classmethod
+    def to_data(cls, val):
+        if val==cls.CENTRAL:
+            return 'A'
+        elif val==cls.STAND:
+            return 'B'
+        elif val==cls.STREET:
+            return 'C'
+
+class DayType(Enum):
+    NORMAL = 0
+    HOLIDAY = 1
+    HOLIDAY_EVE = 2
+
+    @classmethod
+    def from_data(cls, val):
+        if val=='A':
+            return cls.NORMAL
+        elif val=='B':
+            return cls.HOLIDAY
+        elif val=='C':
+            return cls.HOLIDAY_EVE
+
+    @classmethod
+    def to_data(cls, val):
+        if val==cls.NORMAL:
+            return 'A'
+        elif val==cls.HOLIDAY:
+            return 'B'
+        elif val==cls.HOLIDAY_EVE:
+            return 'C'
+
+class TaxiData(Dataset):
+    provides_sources= ("trip_id","call_type","origin_call","origin_stand","taxi_id","timestamp","day_type","missing_data","polyline")
+
+    example_iteration_scheme=None
+
+    def __init__(self, path):
+        self.path=path
+        super(TaxiData, self).__init__()
+
+    def open(self):
+        file=open(self.path)
+        reader=csv.reader(file)
+        reader.next() # Skip header
+        return (file, reader)
+
+    def close(self, state):
+        state[0].close()
+
+    def reset(self, state):
+        state[0].seek(0)
+        state[1]=csv.reader(state[0])
+        return state
+
+    def get_data(self, state, request=None):
+        if request is not None:
+            raise ValueError
+        line=state[1].next()
+        line[1]=CallType.from_data(line[1]) # call_type
+        line[2]=0 if line[2]=='' or line[2]=='NA' else int(line[2]) # origin_call
+        line[3]=0 if line[3]=='' or line[3]=='NA' else int(line[3]) # origin_stand
+        line[4]=int(line[4]) # taxi_id
+        line[5]=int(line[5]) # timestamp
+        line[6]=DayType.from_data(line[6]) # day_type
+        line[7]=line[7][0]=='T' # missing_data
+        line[8]=map(tuple, ast.literal_eval(line[8])) # polyline
+        return tuple(line)
+
+train_data=TaxiData(PREFIX+'/train.csv')
+test_data=TaxiData(PREFIX+'/test.csv')
+
+def train_it():
+    return DataIterator(DataStream(train_data))
+
+def test_it():
+    return DataIterator(DataStream(test_data))