diff --git a/README.md b/README.md
index 2c43259f6..0a3ad6916 100644
--- a/README.md
+++ b/README.md
@@ -11,6 +11,7 @@
 - [x] requirements.txt ([requirements of packages for GiMeFive](https://github.com/werywjw/SEP-CVDL/blob/main/requirements.txt))
 - [x] README.md ([README for GiMeFive](https://github.com/werywjw/SEP-CVDL/blob/main/README.md))
 - [x] best_GiMeFive.pth ([saved GiMeFive model](https://github.com/werywjw/SEP-CVDL/blob/main/best_GiMeFive.pth))
+- [x] classification_scores_valid.csv ([result from script of classification scores](https://github.com/werywjw/SEP-CVDL/blob/main/classification_scores_valid.csv))
 - [x] script_csv.py ([script that iterates through folders and creates csv file](https://github.com/werywjw/SEP-CVDL/blob/main/script_csv.py))
 - [x] script_csv.sh ([alternative script](https://github.com/werywjw/SEP-CVDL/blob/main/script_csv.sh))
 - [x] script_video.py ([Script that classifies and saves videos and live camera streams](https://github.com/werywjw/SEP-CVDL/blob/main/script_video.py))
@@ -22,13 +23,14 @@
 - [x] plot_gcam.ipynb ([Jupiter Notebook for GradCAM visulization](https://github.com/werywjw/SEP-CVDL/blob/main/plot_gcam.ipynb))
 - [x] plot_heatmap.ipynb ([Jupiter Notebook for Heatmap visulization](https://github.com/werywjw/SEP-CVDL/blob/main/plot_gcam.ipynb))
 - [x] eval_video.ipynb ([Jupiter Notebook that classifies and saves videos and live camera](https://github.com/werywjw/SEP-CVDL/blob/main/eval_video.ipynb))
-- [x] video.mp4 ([test video with no evaluation](https://github.com/werywjw/SEP-CVDL/blob/main/video/video.mp4))
-- [x] eval_video.mp4 ([evaluated video](https://github.com/werywjw/SEP-CVDL/blob/main/eval_video.mp4))
-- [x] haarcascade_frontalface_default.xml ([pretrained model of haar cascade](https://github.com/werywjw/SEP-CVDL/blob/main/haarcascade_frontalface_default.xml))
-- [x] shape_predictor_68_face_landmarks.dat ([pretrained model of Landmarks](https://github.com/werywjw/SEP-CVDL/blob/main/shape_predictor_68_face_landmarks.dat))
 - [x] slurm_jobs.sh ([script for slurm](https://github.com/werywjw/SEP-CVDL/blob/main/slurm/slurm_job.sh))
 - [x] installed_packages.txt ([requirements of packages for slurm](https://github.com/werywjw/SEP-CVDL/blob/main/slurm/installed_packages.txt))
 
+- [ ] video.mp4 ([test video with no evaluation](https://github.com/werywjw/SEP-CVDL/blob/main/video/video.mp4))
+- [ ] eval_video.mp4 ([evaluated video](https://github.com/werywjw/SEP-CVDL/blob/main/eval_video.mp4))
+- [ ] shape_predictor_68_face_landmarks.dat ([pretrained model of Landmarks](https://github.com/werywjw/SEP-CVDL/blob/main/shape_predictor_68_face_landmarks.dat))
+- [ ] haarcascade_frontalface_default.xml ([pretrained model of haar cascade](https://github.com/werywjw/SEP-CVDL/blob/main/haarcascade_frontalface_default.xml))
+
 ## Abstract
 
 Deep convolutional neural networks have been shown to successfully recognize facial emotions for the past years in the realm of computer vision. However, the existing detection approaches are not always reliable or explainable, we here propose our model GiMeFive with interpretations, i.e., via layer activations and gradient-weighted class activation mapping. We compare against the state-of-the-art methods to classify the six facial emotions. Empirical results show that our model outperforms the previous meth- ods in terms of accuracy on two *Facial Emotion Recognition* (FER) benchmarks and our aggregated FER GiMeFive. Furthermore, we explain our work in real-world image and video examples, as well as real-time live streams.
diff --git a/classification_scores_valid.csv b/classification_scores_valid.csv
index fd3fcdfd6..26f9d7b55 100644
--- a/classification_scores_valid.csv
+++ b/classification_scores_valid.csv
@@ -1,601 +1,601 @@
 filepath,happiness,surprise,sadness,anger,disgust,fear
-dataset/validation_set/img496_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img358_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img190_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img191_fear.jpg,0.0,0.05,0.0,0.13,0.0,0.82
-dataset/validation_set/img081_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img247_disgust.jpg,0.0,0.03,0.07,0.0,0.0,0.89
-dataset/validation_set/img102_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img103_fear.jpg,0.0,0.04,0.0,0.0,0.0,0.95
-dataset/validation_set/img237_disgust.jpg,0.42,0.54,0.0,0.0,0.0,0.03
-dataset/validation_set/img086_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img504_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img079_surprise.jpg,0.0,0.99,0.0,0.0,0.0,0.01
-dataset/validation_set/img510_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img269_disgust.jpg,0.0,0.0,0.99,0.0,0.01,0.0
-dataset/validation_set/img445_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img361_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img294_disgust.jpg,0.0,0.0,0.0,0.0,1.0,0.0
-dataset/validation_set/img219_disgust.jpg,0.0,0.0,0.0,0.71,0.29,0.0
-dataset/validation_set/img435_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img376_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img093_surprise.jpg,0.37,0.0,0.01,0.08,0.54,0.0
-dataset/validation_set/img039_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img531_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img429_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img205_disgust.jpg,0.0,0.0,0.0,0.98,0.02,0.0
-dataset/validation_set/img288_disgust.jpg,0.0,0.0,0.96,0.02,0.02,0.0
-dataset/validation_set/img094_surprise.jpg,0.0,0.03,0.0,0.06,0.0,0.91
-dataset/validation_set/img582_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img459_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img275_disgust.jpg,0.0,0.01,0.06,0.49,0.44,0.0
-dataset/validation_set/img407_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img596_anger.jpg,0.0,0.0,0.0,0.87,0.13,0.0
-dataset/validation_set/img372_happiness.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img175_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img477_sadness.jpg,0.0,0.0,0.03,0.97,0.0,0.0
-dataset/validation_set/img365_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img174_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img525_anger.jpg,0.0,0.0,0.25,0.71,0.04,0.0
-dataset/validation_set/img141_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img140_fear.jpg,0.0,0.0,0.93,0.0,0.0,0.07
-dataset/validation_set/img573_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img008_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img412_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img382_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img509_anger.jpg,0.19,0.0,0.0,0.8,0.01,0.0
-dataset/validation_set/img328_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img395_happiness.jpg,0.8,0.0,0.2,0.0,0.0,0.0
-dataset/validation_set/img462_sadness.jpg,0.03,0.0,0.97,0.0,0.0,0.0
-dataset/validation_set/img306_happiness.jpg,0.99,0.0,0.0,0.0,0.01,0.0
-dataset/validation_set/img210_disgust.jpg,0.0,0.0,0.0,0.0,1.0,0.0
-dataset/validation_set/img108_fear.jpg,0.11,0.73,0.0,0.0,0.0,0.15
-dataset/validation_set/img109_fear.jpg,0.0,0.06,0.01,0.02,0.89,0.02
-dataset/validation_set/img311_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img567_anger.jpg,0.0,0.98,0.0,0.02,0.0,0.0
-dataset/validation_set/img260_disgust.jpg,0.1,0.0,0.0,0.0,0.9,0.0
-dataset/validation_set/img450_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img391_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img281_disgust.jpg,0.01,0.0,0.01,0.06,0.93,0.0
-dataset/validation_set/img386_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img420_sadness.jpg,0.0,0.86,0.13,0.0,0.01,0.0
-dataset/validation_set/img546_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img048_surprise.jpg,0.0,0.92,0.0,0.08,0.0,0.0
-dataset/validation_set/img136_fear.jpg,0.0,0.55,0.0,0.0,0.0,0.45
-dataset/validation_set/img137_fear.jpg,0.0,0.53,0.0,0.0,0.0,0.47
-dataset/validation_set/img483_sadness.jpg,0.02,0.0,0.97,0.0,0.01,0.0
-dataset/validation_set/img552_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img315_happiness.jpg,0.95,0.0,0.0,0.0,0.0,0.04
-dataset/validation_set/img252_disgust.jpg,0.0,0.02,0.26,0.06,0.65,0.0
-dataset/validation_set/img528_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img302_happiness.jpg,0.88,0.0,0.11,0.0,0.0,0.0
-dataset/validation_set/img222_disgust.jpg,0.02,0.38,0.17,0.0,0.42,0.02
-dataset/validation_set/img584_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img449_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img265_disgust.jpg,0.1,0.0,0.01,0.0,0.88,0.0
-dataset/validation_set/img095_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img298_disgust.jpg,0.0,0.0,0.0,0.0,1.0,0.0
-dataset/validation_set/img396_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img439_sadness.jpg,0.0,0.0,0.99,0.0,0.0,0.0
-dataset/validation_set/img215_disgust.jpg,0.91,0.0,0.0,0.0,0.07,0.01
-dataset/validation_set/img537_anger.jpg,0.0,0.0,0.0,0.99,0.01,0.0
-dataset/validation_set/img381_happiness.jpg,0.97,0.0,0.0,0.03,0.0,0.0
-dataset/validation_set/img038_surprise.jpg,0.0,0.95,0.03,0.0,0.01,0.01
-dataset/validation_set/img092_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img115_fear.jpg,0.0,0.0,0.04,0.0,0.0,0.95
-dataset/validation_set/img114_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img523_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img312_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img467_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img305_happiness.jpg,0.52,0.01,0.04,0.0,0.42,0.01
-dataset/validation_set/img187_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img186_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img559_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img590_anger.jpg,0.92,0.05,0.01,0.01,0.01,0.0
-dataset/validation_set/img417_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img162_fear.jpg,0.0,0.0,0.0,0.03,0.02,0.95
-dataset/validation_set/img163_fear.jpg,0.0,0.0,0.06,0.0,0.0,0.94
-dataset/validation_set/img078_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img227_disgust.jpg,0.0,0.0,0.0,0.14,0.86,0.0
-dataset/validation_set/img087_surprise.jpg,0.01,0.99,0.0,0.0,0.0,0.0
-dataset/validation_set/img502_anger.jpg,0.0,0.0,0.0,0.16,0.84,0.0
-dataset/validation_set/img385_happiness.jpg,0.03,0.94,0.0,0.0,0.0,0.02
-dataset/validation_set/img338_happiness.jpg,0.15,0.0,0.0,0.01,0.83,0.0
-dataset/validation_set/img080_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img257_disgust.jpg,0.0,0.0,0.0,0.01,0.99,0.0
-dataset/validation_set/img392_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img486_sadness.jpg,0.0,0.0,0.93,0.01,0.06,0.0
-dataset/validation_set/img578_anger.jpg,0.0,0.01,0.03,0.65,0.01,0.32
-dataset/validation_set/img209_disgust.jpg,0.02,0.0,0.01,0.17,0.81,0.0
-dataset/validation_set/img301_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img425_sadness.jpg,0.01,0.0,0.99,0.0,0.0,0.0
-dataset/validation_set/img516_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img284_disgust.jpg,0.0,0.0,0.84,0.1,0.06,0.0
-dataset/validation_set/img316_happiness.jpg,0.81,0.0,0.07,0.11,0.01,0.0
-dataset/validation_set/img279_disgust.jpg,0.0,0.23,0.01,0.22,0.52,0.01
-dataset/validation_set/img455_sadness.jpg,0.01,0.0,0.99,0.0,0.0,0.0
-dataset/validation_set/img049_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img430_sadness.jpg,0.0,0.17,0.79,0.03,0.0,0.01
-dataset/validation_set/img589_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img540_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img291_disgust.jpg,0.0,0.0,0.0,0.01,0.99,0.0
-dataset/validation_set/img440_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img232_disgust.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img375_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img554_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img156_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img362_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img157_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img242_disgust.jpg,0.0,0.13,0.0,0.47,0.39,0.0
-dataset/validation_set/img493_sadness.jpg,0.0,0.0,0.0,0.0,0.99,0.0
-dataset/validation_set/img472_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img348_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img575_anger.jpg,0.0,0.0,0.0,0.05,0.94,0.0
-dataset/validation_set/img121_fear.jpg,0.0,0.52,0.0,0.0,0.0,0.48
-dataset/validation_set/img120_fear.jpg,0.0,0.97,0.0,0.0,0.01,0.01
-dataset/validation_set/img402_sadness.jpg,0.01,0.0,0.93,0.06,0.0,0.0
-dataset/validation_set/img009_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img270_disgust.jpg,0.0,0.0,0.0,0.05,0.94,0.0
-dataset/validation_set/img366_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img561_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img371_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img200_disgust.jpg,0.0,0.0,0.0,0.0,1.0,0.0
-dataset/validation_set/img168_fear.jpg,0.0,0.36,0.0,0.64,0.0,0.0
-dataset/validation_set/img169_fear.jpg,0.0,0.69,0.0,0.07,0.0,0.24
-dataset/validation_set/img003_surprise.jpg,0.0,0.11,0.0,0.77,0.0,0.12
-dataset/validation_set/img056_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img511_anger.jpg,0.0,0.0,0.0,0.98,0.02,0.0
-dataset/validation_set/img273_disgust.jpg,0.04,0.0,0.9,0.0,0.06,0.0
-dataset/validation_set/img342_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img004_surprise.jpg,0.98,0.0,0.02,0.0,0.0,0.0
-dataset/validation_set/img051_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img355_happiness.jpg,1.0,0.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img203_disgust.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img471_sadness.jpg,0.0,0.99,0.01,0.0,0.0,0.0
-dataset/validation_set/img180_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img181_fear.jpg,0.0,0.06,0.02,0.0,0.68,0.23
-dataset/validation_set/img401_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
-dataset/validation_set/img112_fear.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img113_fear.jpg,0.0,0.8,0.0,0.0,0.0,0.2
-dataset/validation_set/img505_anger.jpg,0.0,0.0,0.0,0.99,0.01,0.0
-dataset/validation_set/img231_disgust.jpg,0.0,0.0,0.89,0.0,0.11,0.0
-dataset/validation_set/img011_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img597_anger.jpg,0.0,0.0,0.0,1.0,0.0,0.0
-dataset/validation_set/img044_surprise.jpg,0.0,1.0,0.0,0.0,0.0,0.0
-dataset/validation_set/img351_happiness.jpg,0.87,0.0,0.0,0.08,0.04,0.01
-dataset/validation_set/img165_fear.jpg,0.0,0.34,0.0,0.01,0.0,0.65
-dataset/validation_set/img164_fear.jpg,0.0,0.0,0.0,0.0,0.0,1.0
-dataset/validation_set/img490_sadness.jpg,0.0,0.0,1.0,0.0,0.0,0.0
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diff --git a/script_video.py b/script_video.py
index 0341be406..b76289762 100644
--- a/script_video.py
+++ b/script_video.py
@@ -43,11 +43,14 @@ def classify_image(image_path):
     
     return rounded_scores, image, image_array, image_tensor
 
-
+# Please download the haarcascade_frontalface_default.xml file from:
+# https://github.com/werywjw/SEP-CVDL/blob/main/haarcascade_frontalface_default.xml
 from pathlib import Path
 face_classifier = cv2.CascadeClassifier(
     cv2.data.haarcascades + 'haarcascade_frontalface_default.xml')
 
+# Please download the shape_predictor_68_face_landmarks.dat file from:
+# https://github.com/werywjw/SEP-CVDL/blob/main/shape_predictor_68_face_landmarks.dat
 predictor = dlib.shape_predictor('shape_predictor_68_face_landmarks.dat')
 
 # text settings