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authorAdeB <adbrebs@gmail.com>2015-05-05 22:15:29 -0400
committerAdeB <adbrebs@gmail.com>2015-05-05 22:15:29 -0400
commitc29a0d3f22134a8d1f5d557b325f6779c5961546 (patch)
tree6fa431d9b3595b5d2d11089920aa07ea43172d90 /data/__init__.py
parentf4d3ee6449217535bdbe19ac9c5fdd825d71b0d3 (diff)
parent1f2ff96e6480a62089fcac35154a956c218ed678 (diff)
downloadtaxi-c29a0d3f22134a8d1f5d557b325f6779c5961546.tar.gz
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Merge branch 'master' of github.com:adbrebs/taxi
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+import os
+
+import h5py
+import numpy
+import theano
+
+
+path = os.environ.get('TAXI_PATH', '/data/lisatmp3/auvolat/taxikaggle')
+Polyline = h5py.special_dtype(vlen=theano.config.floatX)
+
+
+# `wc -l test.csv` - 1 # Minus 1 to ignore the header
+test_size = 320
+
+# `wc -l train.csv` - 1
+train_size = 1710670
+
+# `wc -l metaData_taxistandsID_name_GPSlocation.csv`
+stands_size = 64 # include 0 ("no origin_stands")
+
+# `cut -d, -f 5 train.csv test.csv | sort -u | wc -l` - 1
+taxi_id_size = 448
+
+# `cut -d, -f 3 train.csv test.csv | sort -u | wc -l` - 2
+origin_call_size = 57125 # include 0 ("no origin_call")
+
+# As printed by csv_to_hdf5.py
+origin_call_train_size = 57106
+
+train_gps_mean = numpy.array([41.1573, -8.61612], dtype=theano.config.floatX)
+train_gps_std = numpy.sqrt(numpy.array([0.00549598, 0.00333233], dtype=theano.config.floatX))