Update README.md

README.md

@@ -63,6 +63,8 @@ GIT_LFS_SKIP_SMUDGE=1 git clone [email protected]:datasets/viddiff/VidDiffBench data/
 Which puts some `.py` files into the folder `data/`, and skips downloading larger data files. 
 
 ## Get the data - videos
+**some bold text** 
+
 We get videos from prior works (which should be cited if you use the benchmark - see the last section). The source dataset is in the dataset column `source_dataset`. 
 
 
@@ -71,13 +73,13 @@ A few datasets let us redistribute videos, so you can download them from this HF
 python data/download_data.py
 ```
 
-If you ONLY need 'easy' split, you can skip stop here. It includes the source datasets [Humann](https://caizhongang.com/projects/HuMMan/) (and 'easy' only draws from this data) and [JIGSAWS](https://cirl.lcsr.jhu.edu/research/hmm/datasets/jigsaws_release/). 
+If you ONLY need 'easy' split, you can stop here. The videos includes the source datasets [Humann](https://caizhongang.com/projects/HuMMan/) (and 'easy' only draws from this data) and [JIGSAWS](https://cirl.lcsr.jhu.edu/research/hmm/datasets/jigsaws_release/). 
 
 For 'medium' and 'hard' splits, you'll need to download these other datasets from the original source. Here's how to do that:
 
 *Download EgoExo4d videos*
 
-These are needed for 'medium' and 'hard' splits'. First Request an access key from the [docs](https://docs.ego-exo4d-data.org/getting-started/) (it takes 48hrs). Then follow the instructions to install the CLI download tool `egoexo`. We only need a small number of these videos, so get the uids list from `data/egoexo4d_uids.json` and use `egoexo` to download:
+These are needed for 'medium' and 'hard' splits. First Request an access key from the [docs](https://docs.ego-exo4d-data.org/getting-started/) (it takes 48hrs). Then follow the instructions to install the CLI download tool `egoexo`. We only need a small number of these videos, so get the uids list from `data/egoexo4d_uids.json` and use `egoexo` to download:
 ```
 uids=$(jq -r '.[]' data/egoexo4d_uids.json | tr '\n' ' ' | sed 's/ $//')
 egoexo -o data/src_EgoExo4D --parts downscaled_takes/448 --uids $uids
@@ -87,7 +89,7 @@ Common issue: remember to put your access key into `~/.aws/credentials`.
 
 *Download FineDiving videos*
 
-Follow the instructions in [the repo](https://github.com/xujinglin/FineDiving), download the whole thing, and set up a link to it: `ln -s <path_to_fitnediving> data/src_FineDiving`.
+These are needed for 'medium' split. Follow the instructions in [the repo](https://github.com/xujinglin/FineDiving), download the whole thing, and set up a link to it: `ln -s <path_to_fitnediving> data/src_FineDiving`.
 
 
 ## Making the final dataset with videos