Update README.md

README.md

@@ -95,11 +95,26 @@ wget https://huggingface.co/datasets/WenhaoWang/VidProM/resolve/main/VidProM_uni
 
 ``VidProM_unique.csv`` contains the UUID, prompt, time, and 6 NSFW probabilities.
 
+It can easily be read by
+
+```
+import pandas
+df = pd.read_csv(VidProM_unique.csv)
+```
+
+Below are three rows from ``VidProM_unique.csv``:
+| uuid                                 | prompt                                                                                                                                                                 | time                     | toxicity | obscene | identity_attack | insult  | threat  | sexual_explicit |
+|--------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------|----------|---------|-----------------|---------|---------|-----------------|
+| 6a83eb92-faa0-572b-9e1f-67dec99b711d | Flying among clouds and stars, kitten Max discovered a world full of winged friends. Returning home, he shared his stories and everyone smiled as they imagined flying together in their dreams. | Sun Sep  3 12:27:44 2023 | 0.00129  | 0.00016 | 7e-05           | 0.00064 | 2e-05   | 2e-05           |
+| 3ba1adf3-5254-59fb-a13e-57e6aa161626 | Use a clean and modern font for the text "Relate Reality 101." Add a small, stylized heart icon or a thought bubble above or beside the text to represent emotions and thoughts. Consider using a color scheme that includes warm, inviting colors like deep reds, soft blues, or soothing purples to evoke feelings of connection and intrigue. | Wed Sep 13 18:15:30 2023 | 0.00038  | 0.00013 | 8e-05           | 0.00018 | 3e-05   | 3e-05           |
+| 62e5a2a0-4994-5c75-9976-2416420526f7 | zoomed out, sideview of an Grey Alien sitting at a computer desk                                                                                                       | Tue Oct 24 20:24:21 2023 | 0.01777  | 0.00029 | 0.00336         | 0.00256 | 0.00017 | 5e-05           |
+
+
 ``VidProM_semantic_unique.csv`` is a semantically unique version of ``VidProM_unique.csv``.
 
 ``VidProM_embed.hdf5`` is the 3072-dim embeddings of our prompts. They are embedded by text-embedding-3-large, which is the latest text embedding model of OpenAI.
 
-It can easily read by
+It can easily be read by
 
 ```
 import numpy as np
@@ -117,12 +132,6 @@ uuid, features = read_descriptors('VidProM_embed.hdf5')
 
 ``pika_videos``, ``vc2_videos``, ``t2vz_videos``, and ``ms_videos`` are the generated videos by 4 state-of-the-art text-to-video diffusion models. Each contains 30 tar files.
 
-Below are three rows from ``VidProM_unique.csv``:
-| uuid                                 | prompt                                                                                                                                                                 | time                     | toxicity | obscene | identity_attack | insult  | threat  | sexual_explicit |
-|--------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------|----------|---------|-----------------|---------|---------|-----------------|
-| 6a83eb92-faa0-572b-9e1f-67dec99b711d | Flying among clouds and stars, kitten Max discovered a world full of winged friends. Returning home, he shared his stories and everyone smiled as they imagined flying together in their dreams. | Sun Sep  3 12:27:44 2023 | 0.00129  | 0.00016 | 7e-05           | 0.00064 | 2e-05   | 2e-05           |
-| 3ba1adf3-5254-59fb-a13e-57e6aa161626 | Use a clean and modern font for the text "Relate Reality 101." Add a small, stylized heart icon or a thought bubble above or beside the text to represent emotions and thoughts. Consider using a color scheme that includes warm, inviting colors like deep reds, soft blues, or soothing purples to evoke feelings of connection and intrigue. | Wed Sep 13 18:15:30 2023 | 0.00038  | 0.00013 | 8e-05           | 0.00018 | 3e-05   | 3e-05           |
-| 62e5a2a0-4994-5c75-9976-2416420526f7 | zoomed out, sideview of an Grey Alien sitting at a computer desk                                                                                                       | Tue Oct 24 20:24:21 2023 | 0.01777  | 0.00029 | 0.00336         | 0.00256 | 0.00017 | 5e-05           |