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authorAlex Auvolat <alex.auvolat@ens.fr>2015-04-29 19:16:22 -0400
committerAlex Auvolat <alex.auvolat@ens.fr>2015-04-29 19:16:22 -0400
commit8b27690c8d77585f173412e5719787c48272674e (patch)
treec2211d7fc60f9b05e6f1b257dd6093fcf792af29 /data.py
parentfe704521e6cb4d7f32414b55044b6e2240524bf5 (diff)
downloadtaxi-8b27690c8d77585f173412e5719787c48272674e.tar.gz
taxi-8b27690c8d77585f173412e5719787c48272674e.zip
Fix CSV id normalization
Diffstat (limited to 'data.py')
-rw-r--r--data.py29
1 files changed, 21 insertions, 8 deletions
diff --git a/data.py b/data.py
index 79b38c7..92efefc 100644
--- a/data.py
+++ b/data.py
@@ -13,22 +13,35 @@ if socket.gethostname() == "adeb.laptop":
else:
DATA_PATH="/data/lisatmp3/auvolat/taxikaggle"
-client_ids = {int(x): y+1 for y, x in enumerate(open(DATA_PATH+"/client_ids.txt"))}
-
-def get_client_id(n):
- if n in client_ids:
- return client_ids[n]
- else:
- return 0
+H5DATA_PATH = '/data/lisatmp3/simonet/taxi/data.hdf5'
porto_center = numpy.array([41.1573, -8.61612], dtype=theano.config.floatX)
data_std = numpy.sqrt(numpy.array([0.00549598, 0.00333233], dtype=theano.config.floatX))
-n_clients = 57124 #57105
+n_clients = 57124
+n_train_clients = 57105
n_stands = 63
dataset_size = 1710670
+# ---- Read client IDs and create reverse dictionnary
+
+def make_client_ids():
+ f = h5py.File(H5DATA_PATH, "r")
+ l = f['uniq_origin_call']
+ r = {}
+ for i in range(l.shape[0]):
+ r[l[i]] = i
+ return r
+
+client_ids = make_client_ids()
+
+def get_client_id(n):
+ if n in client_ids:
+ return client_ids[n]
+ else:
+ return 0
+
class CallType(Enum):
CENTRAL = 0
STAND = 1