diff --git a/tests/data/fear.png b/tests/data/fear.png
new file mode 100644
index 0000000..fbbd38c
Binary files /dev/null and b/tests/data/fear.png differ
diff --git a/tests/data/happy.png b/tests/data/happy.png
new file mode 100644
index 0000000..c1d522c
Binary files /dev/null and b/tests/data/happy.png differ
diff --git a/tests/remote/test_remote.py b/tests/remote/test_remote.py
index c9f18bb..8b46096 100644
--- a/tests/remote/test_remote.py
+++ b/tests/remote/test_remote.py
@@ -1,12 +1,21 @@
 import unittest
+import os
 
 import numpy as np
+import skimage.io
 
 from indicoio import political, sentiment, fer, facial_features, language, image_features
 
+DIR = os.path.dirname(os.path.realpath(__file__))
+
 
 class FullAPIRun(unittest.TestCase):
 
+    def load_image(self, relpath, as_grey=False):
+        image_path = os.path.normpath(os.path.join(DIR, relpath))
+        image = skimage.io.imread(image_path, as_grey=True).tolist()
+        return image
+
     def test_political(self):
         political_set = set(['Libertarian', 'Liberal', 'Conservative', 'Green'])
         test_string = "Guns don't kill people, people kill people."
@@ -41,6 +50,18 @@ class FullAPIRun(unittest.TestCase):
         self.assertTrue(isinstance(response, dict))
         self.assertEqual(fer_set, set(response.keys()))
 
+    def test_happy_fer(self):
+        test_face = self.load_image("../data/happy.png", as_grey=True)
+        response = fer(test_face)
+        self.assertTrue(isinstance(response, dict))
+        self.assertTrue(response['Happy'] > 0.5)
+
+    def test_fear_fer(self):
+        test_face = self.load_image("../data/fear.png", as_grey=True)
+        response = fer(test_face)
+        self.assertTrue(isinstance(response, dict))
+        self.assertTrue(response['Fear'] > 0.25)
+
     def test_bad_fer(self):
         fer_set = set(['Angry', 'Sad', 'Neutral', 'Surprise', 'Fear', 'Happy'])
         test_face = np.random.rand(56,56).tolist()
@@ -55,6 +76,9 @@ class FullAPIRun(unittest.TestCase):
 
         self.assertTrue(isinstance(response, list))
         self.assertEqual(len(response), 48)
+        self.assertTrue(np.asarray(response).max() > 0.1)
+        self.assertTrue(np.asarray(response).min() < 0.9)
+        self.assertTrue(np.ptp(np.asarray(response)) > 0.5)
     
     def test_good_image_features_greyscale(self):
         test_image = np.random.rand(64, 64).tolist()
@@ -62,6 +86,8 @@ class FullAPIRun(unittest.TestCase):
 
         self.assertTrue(isinstance(response, list))
         self.assertEqual(len(response), 2048)
+        self.assertTrue(np.asarray(response).max() > 0.1)
+        self.assertTrue(np.asarray(response).min() < 0.9)
 
     def test_good_image_features_rgb(self):
         test_image = np.random.rand(64, 64, 3).tolist()
@@ -69,6 +95,9 @@ class FullAPIRun(unittest.TestCase):
 
         self.assertTrue(isinstance(response, list))
         self.assertEqual(len(response), 2048)
+        self.assertTrue(np.asarray(response).max() > 0.1)
+        self.assertTrue(np.asarray(response).min() < 0.9)
+        self.assertTrue(np.ptp(np.asarray(response)) > 0.5)
 
     def test_language(self):
         language_set = set([