diff --git a/data_providers.py b/data_providers.py
index c6ae1b2..03f7d94 100644
--- a/data_providers.py
+++ b/data_providers.py
@@ -204,7 +204,7 @@ class EMNISTDataProvider(DataProvider):
     """Data provider for EMNIST handwritten digit images."""
 
     def __init__(self, which_set='train', batch_size=100, max_num_batches=-1,
-                 random_sampling=True, rng=None, flatten=False, one_hot=False):
+                 random_sampling=False, rng=None, flatten=False, one_hot=False):
         """Create a new EMNIST data provider object.
 
         Args:
@@ -281,7 +281,7 @@ class CIFAR10DataProvider(DataProvider):
     """Data provider for CIFAR-10 object images."""
 
     def __init__(self, which_set='train', batch_size=100, max_num_batches=-1,
-                 random_sampling=True, rng=None, flatten=False, one_hot=False):
+                 random_sampling=False, rng=None, flatten=False, one_hot=False):
         """Create a new EMNIST data provider object.
 
         Args:
@@ -364,7 +364,7 @@ class CIFAR100DataProvider(DataProvider):
     """Data provider for CIFAR-100 object images."""
 
     def __init__(self, which_set='train', batch_size=100, max_num_batches=-1,
-                 random_sampling=True, rng=None, flatten=False, one_hot=False):
+                 random_sampling=False, rng=None, flatten=False, one_hot=False):
         """Create a new EMNIST data provider object.
 
         Args:
@@ -443,7 +443,7 @@ class MSD10GenreDataProvider(DataProvider):
     """Data provider for Million Song Dataset 10-genre classification task."""
 
     def __init__(self, which_set='train', batch_size=100, max_num_batches=-1,
-                 random_sampling=True, rng=None, one_hot=False, flatten=True):
+                 random_sampling=False, rng=None, one_hot=False, flatten=True):
         """Create a new EMNIST data provider object.
 
         Args:
@@ -535,7 +535,7 @@ class MSD25GenreDataProvider(DataProvider):
     """Data provider for Million Song Dataset 25-genre classification task."""
 
     def __init__(self, which_set='train', batch_size=100, max_num_batches=-1,
-                 random_sampling=True, rng=None, one_hot=False, flatten=True):
+                 random_sampling=False, rng=None, one_hot=False, flatten=True):
         """Create a new EMNIST data provider object.
 
         Args:
@@ -612,7 +612,7 @@ class MetOfficeDataProvider(DataProvider):
     """South Scotland Met Office weather data provider."""
 
     def __init__(self, window_size, batch_size=10, max_num_batches=-1,
-                 random_sampling=True, rng=None):
+                 random_sampling=False, rng=None):
         """Create a new Met Office data provider object.
 
         Args:
@@ -658,7 +658,7 @@ class MetOfficeDataProvider(DataProvider):
 class CCPPDataProvider(DataProvider):
 
     def __init__(self, which_set='train', input_dims=None, batch_size=10,
-                 max_num_batches=-1, random_sampling=True, rng=None):
+                 max_num_batches=-1, random_sampling=False, rng=None):
         """Create a new Combined Cycle Power Plant data provider object.
 
         Args:
@@ -706,7 +706,7 @@ class AugmentedMNISTDataProvider(MNISTDataProvider):
     """Data provider for MNIST dataset which randomly transforms images."""
 
     def __init__(self, which_set='train', batch_size=100, max_num_batches=-1,
-                 random_sampling=True, rng=None, transformer=None):
+                 random_sampling=False, rng=None, transformer=None):
         """Create a new augmented MNIST data provider object.
 
         Args: