diff --git a/data/legend-template.csv b/data/legend-template.csv
new file mode 100644
index 000000000..7ea32f910
--- /dev/null
+++ b/data/legend-template.csv
@@ -0,0 +1,5 @@
+user.id,image,emotion
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diff --git a/data/legend.csv b/data/legend.csv
index 7ea32f910..68b04584b 100644
--- a/data/legend.csv
+++ b/data/legend.csv
@@ -1,5 +1,498 @@
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+# -*- coding: utf-8 -*-
+"""
+Created on Sun Nov 06 20:57:23 2016
+
+@author: Parshu Rath
+"""
+
+import os
+import sys
+#from IPython.display import Image
+import matplotlib.pyplot as plt
+#import time 
+import numpy as np
+import scipy
+import scipy.misc
+from scipy import ndimage
+from scipy import misc
+from skimage import transform as tf
+import math
+import re
+
+""" 
+Define transformation functons.
+"""
+
+#Flip the image 
+def flipt(f):
+    return(np.flipud(f))
+    
+#Rotate at some random angle transform 
+def rotatet(f):
+    angle = math.floor(np.random.uniform(-90, 90, 1))
+    return (ndimage.rotate(f, angle, reshape=False))
+
+#Add some random noise transform 
+def noisyt(f):
+    noisy = f + 0.9 * f.std() * np.random.random(f.shape)
+    return (f)
+
+#Add Gaussian transform Filter
+def gausst(f):
+    f1 = ndimage.gaussian_filter(f, sigma=3)
+    return(f1)
+
+#Add Uniform transform Filter
+def uniformt(f):
+    f1 = ndimage.uniform_filter(f, size=10)
+    return(f1)
+
+#Add Median transform Filter
+def mediant(f):
+    f1 = ndimage.median_filter(f, size=10)
+    return(f1)
+
+#Add Fourrier ellipsoid transform Filter
+def fouriert(f):
+    f1 = ndimage.fourier_ellipsoid(f, size=1.0)
+    return(f1)
+
+#Add Fourrier uniform transform Filter
+def fourierut(f):
+    f1 = ndimage.fourier_uniform(f, size=1.25)
+    return(f1)
+
+#Add Affine transform Filter
+def affinet(f):
+    H = np.array([[1.4,0.05,-100],[0.05,1.4,-100],[0,0,1]])
+    f1 = ndimage.affine_transform(f,H[:2,:2],(H[0,2],H[1,2]))
+    return(f1)
+
+#Add Geometric transform Filter
+def shift_func(output_coordinates):
+     return (output_coordinates[0] - 10.5, output_coordinates[1] - 10.5)
+def geomt(f):
+    H = np.array([[1.4,0.05,-100],[0.05,1.4,-100],[0,0,1]])
+    f1 = ndimage.geometric_transform(f, shift_func)
+    return(f1)
+    
+"""
+Below is an example of applying the above transformations to images in a directory 
+and saving the transformed images.
+"""    
+#List of trsansformations
+transforms = [flipt, rotatet, noisyt, gausst, uniformt, mediant, fouriert, fourierut, affinet, geomt]
+#Source image directory
+imgdir = r'C:\pr\CUNY\MSDA Fall 2016\DATA 622\Kaggle Project\img10'
+#Get names of the images
+file_list = os.listdir(imgdir)
+#Directory to save the transformed images
+img_savedir = r'C:\pr\CUNY\MSDA Fall 2016\DATA 622\Kaggle Project\trans_img'
+
+#Transform the files and save.
+
+#import re
+for f in file_list:
+    #use one transformation at a time
+    for i in range(0, len(transforms)):
+        #read the image file
+        f1 = misc.imread(''.join([imgdir, '\\', f]))
+        #transform the image
+        f1t = transforms[i](f1)
+        #save the image after adding '-[i]t' in the file name
+        scipy.misc.imsave(''.join([img_savedir, '\\', re.sub(r'.jpg', '-', f), str(i),'t.jpg']), f1t)
+