[fix] - update README.md

README.md

@@ -9,9 +9,46 @@ language:
   - en
 pretty_name: MovieFeats_Visual
 size_categories:
-  - n>50G
+  - n>100G
 ---
 
-# 🎬 Movies Visual Features
+# 🎬 SceneSense Dataset
 
-A dataset designed for Movie Recommendation based on the data extracted from movies. You can read more about it [here](https://github.com/RecSys-lab/SceneSense).
+The dataset contains visual features obtained from a wide range of movies (full-length), their shots, and free trailers. It can be used in recommendation, information retrieval, classification, _etc_. You can read more about it [on the GitHub repository](https://github.com/RecSys-lab/SceneSense).
+
+<!-- [![arXiv](https://img.shields.io/badge/arXiv-2309.10461-b31b1b.svg)](https://arxiv.org/abs/2309.10461) -->
+
+## 📃 Table of Content
+
+- [Dataset Stats](#stats)
+
+## 📊 Dataset Stats <a id="stats"></a>
+
+You can find below the stats and characteristics of the dataset:
+
+| Aspect                                      | Value     |
+| ------------------------------------------- | --------- |
+| **Total Number of Movies:**                 | 274       |
+| **Average Frames per Movie:**               | 7,732     |
+| **Total Number of Frames/Feature Vectors:** | 2,118,647 |
+
+Also, the stats when combined with **MovieLenz 25M** ([link](https://grouplens.org/datasets/movielens/25m/)) are listed below:
+
+| Aspect                              | Value     |
+| ----------------------------------- | --------- |
+| **Accumulative # of Genres:**       | 723       |
+| **Average Movie Ratings:**          | 3.88/5    |
+| **Total # of Users:**               | 158,146   |
+| **Accumulative # of Interactions:** | 2,869,024 |
+
+In terms of the model-based characteristics of the datase:
+
+| Data        | Model | Total Files | Size on Disk  |
+| ----------- | ----- | ----------- | ------------- |
+| Full Movies | incp3 | 84,872      | 35.8 GB       |
+| Full Movies | vgg19 | 84,872      | 46.1 GB       |
+| Movie Shots | incp3 | 16,713      | 7.01 GB       |
+| Movie Shots | vgg19 | 24,598      | 13.3 GB       |
+| Trailers    | incp3 | 1,725       | 681 MB        |
+| Trailers    | vgg19 | 1,725       | 885 MB        |
+| **Total**   | -     | **214,505** | **~103.8 GB** |