title: High val_acc, but low accuracy in practice
body: <p>I have been following the code from <a href="https://www.kaggle.com/estebancortero/applying-kaggle-s-deep-learning-tutorial" rel="nofollow noreferrer">this website</a> to train a CNN that can distinguish between 10 monkey species. During the training phase I get decent results with 3 epochs:</p>
  
  <pre><code>Using TensorFlow backend.
  Found 1097 images belonging to 10 classes.
  Found 272 images belonging to 10 classes.
  Epoch 1/3
  46/46 [==============================] - 24s 521ms/step - loss: 1.4526 - acc: 0.5644 - val_loss: 0.5665 - val_acc: 0.9688
  Epoch 2/3
  46/46 [==============================] - 20s 445ms/step - loss: 0.5706 - acc: 0.8983 - val_loss: 0.4078 - val_acc: 0.9375
  Epoch 3/3
  46/46 [==============================] - 21s 449ms/step - loss: 0.3696 - acc: 0.9447 - val_loss: 0.4832 - val_acc: 0.8438
  </code></pre>
  
  <p>Then I wrote a prediction script that looks at a directory and makes a prediction from the saved model. I tried pointing it at both the training and validation folders, but both of the results seem correct about 16% of the time. Why does my <code>val_acc</code> seem high during training but when I actually use the model to make a prediction, it performs poorly?</p>
  
  <p>Here is the prediction loop:</p>
  
  <pre class="lang-python prettyprint-override"><code>inputSize = (300, 400, 3)
  for count, path in enumerate(allImages):
      img= cv2.imread(path)
  
      img = cv2.resize(img, (inputSize[0], inputSize[1]))
      img = np.reshape(img, (1, inputSize[0], inputSize[1], inputSize[2]))
  
      correct = path.split(os.path.sep)[-2] #get label from directory
      classes = labels[model.predict(img)[0].argmax(axis=0)]
  
      if args.show_predictions: #display prediction in a window
          fontSize = 0.8
          black = (0, 0, 0)
          white = (255, 255, 255)
  
          orig = cv2.resize(orig, (480, 480))
          cv2.putText(orig, 'prediction: {}'.format(classes), (0, 20),
              cv2.FONT_HERSHEY_SIMPLEX, fontSize, black, 10)
          cv2.putText(orig, 'prediction: {}'.format(classes), (0, 20),
              cv2.FONT_HERSHEY_SIMPLEX, fontSize, white, 2)
  
          cv2.putText(orig, 'answer: {}'.format(correct), (0, orig.shape[0] - 10),
              cv2.FONT_HERSHEY_SIMPLEX, fontSize, black, 10)
          cv2.putText(orig, 'answer: {}'.format(correct), (0, orig.shape[0] - 10),
              cv2.FONT_HERSHEY_SIMPLEX, fontSize, white, 2)
          cv2.imshow('prediction', orig)
          if cv2.waitKey(0) == ord('q'):
              break
  
      if args.verbose:
          print('prediction: {} --&gt; answer: {}'.format(classes, correct))
  
      if classes == correct:
          totalCorrect += 1
  
      counter += 1
      if count%verbosity == 0:
          print('Predicting image {} out of {}'.format(count, len(allImages)))
  
  print('total correct: {}/{} - {}%'.format(totalCorrect, counter, int(totalCorrect/counter * 100)))
  cv2.destroyAllWindows()
  </code></pre>
  
  <p>Basically it reads the label from the directory and compares it to a <code>label</code> list I made earlier in the script.</p>
  
  <p>Upon running the script with the <strong>training</strong> data (which I thought would be high since it was trained on it), I get:</p>
  
  <pre><code>Predicting image 600 out of 1097
  Predicting image 650 out of 1097
  Predicting image 700 out of 1097
  Predicting image 750 out of 1097
  Predicting image 800 out of 1097
  Predicting image 850 out of 1097
  Predicting image 900 out of 1097
  Predicting image 950 out of 1097
  Predicting image 1000 out of 1097
  Predicting image 1050 out of 1097
  total correct: 161/1097 - 14%
  </code></pre>
  
  <p>What makes the accuracy high during training, but low in practice?</p>
  
  <p>EDIT: Running the script in verbose mode:</p>
  
  <pre><code>Predicting image 0 out of 272
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: bald_uakari --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: bald_uakari --&gt; answer: bald_uakari
  prediction: japanese_macaque --&gt; answer: bald_uakari
  prediction: japanese_macaque --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: white_headed_capuchin --&gt; answer: bald_uakari
  prediction: bald_uakari --&gt; answer: bald_uakari
  prediction: white_headed_capuchin --&gt; answer: bald_uakari
  prediction: japanese_macaque --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: japanese_macaque --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: bald_uakari
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  Predicting image 50 out of 272
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: common_squirrel_monkey --&gt; answer: black_headed_night_monkey
  prediction: nilgiri_langur --&gt; answer: common_squirrel_monkey
  prediction: japanese_macaque --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: white_headed_capuchin --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: pygmy_marmoset --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: nilgiri_langur --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: white_headed_capuchin --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: nilgiri_langur --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: common_squirrel_monkey
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: japanese_macaque --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: japanese_macaque --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: japanese_macaque --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: pygmy_marmoset --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: japanese_macaque --&gt; answer: japanese_macaque
  prediction: japanese_macaque --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: pygmy_marmoset --&gt; answer: japanese_macaque
  prediction: japanese_macaque --&gt; answer: japanese_macaque
  prediction: japanese_macaque --&gt; answer: japanese_macaque
  Predicting image 100 out of 272
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: japanese_macaque --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: japanese_macaque --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: japanese_macaque
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: japanese_macaque --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: mantled_howler
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: white_headed_capuchin --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: white_headed_capuchin --&gt; answer: nilgiri_langur
  Predicting image 150 out of 272
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: nilgiri_langur
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: japanese_macaque --&gt; answer: patas_monkey
  prediction: nilgiri_langur --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: nilgiri_langur --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: nilgiri_langur --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: japanese_macaque --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: pygmy_marmoset --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: patas_monkey
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  Predicting image 200 out of 272
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: pygmy_marmoset --&gt; answer: pygmy_marmoset
  prediction: japanese_macaque --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: japanese_macaque --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: nilgiri_langur --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: common_squirrel_monkey --&gt; answer: pygmy_marmoset
  prediction: white_headed_capuchin --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: nilgiri_langur --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: japanese_macaque --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: nilgiri_langur --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: patas_monkey --&gt; answer: silvery_marmoset
  prediction: japanese_macaque --&gt; answer: silvery_marmoset
  prediction: japanese_macaque --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: japanese_macaque --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: silvery_marmoset
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: white_headed_capuchin --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: white_headed_capuchin --&gt; answer: white_headed_capuchin
  Predicting image 250 out of 272
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: white_headed_capuchin --&gt; answer: white_headed_capuchin
  prediction: white_headed_capuchin --&gt; answer: white_headed_capuchin
  prediction: white_headed_capuchin --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: japanese_macaque --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: pygmy_marmoset --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: white_headed_capuchin --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  prediction: common_squirrel_monkey --&gt; answer: white_headed_capuchin
  total correct: 41/272 - 15%
  </code></pre>