diff --git a/files/butterfly_anomaly_train.csv b/files/butterfly_anomaly_train.csv
index bf3d159..0bf1689 100644
--- a/files/butterfly_anomaly_train.csv
+++ b/files/butterfly_anomaly_train.csv
@@ -1,2083 +1,2083 @@
-CAMID,file_url,hybrid_stat,split,zenodo_link,md5,subspecies,parent_subspecies_1,parent_subspecies_2
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diff --git a/pages/data.md b/pages/data.md
index b594e3e..258ed4b 100644
--- a/pages/data.md
+++ b/pages/data.md
@@ -10,10 +10,10 @@ pip install git+https://github.com/Imageomics/cautious-robot
 ```
 Then download [`butterfly_anomaly_train.csv`](https://github.com/Imageomics/HDR-anomaly-challenge/blob/main/files/butterfly_anomaly_train.csv) and run: 
 ```bash
-cautious-robot -i <path/to/butterfly_anomaly_train.csv> -o <path/to/images> -s hybrid_stat -n CAMID -v md5
+cautious-robot -i <path/to/butterfly_anomaly_train.csv> -o <path/to/images> -s hybrid_stat -v md5
 ```
 
-This will create subfolders `hybrid` and `non-hybrid` with images named by the `CAMID` column. Remove the `-s hybrid_stat` if you want a flat directory.
+This will create subfolders `hybrid` and `non-hybrid` with images named by the `filename` column (`<CAMID>.jpg`). Remove the `-s hybrid_stat` if you want a flat directory.
 
 Add downsample flag with desired size if you want to also get the images downsized for training (e.g., `-l 224` for 224 x 224 images). This creates a directory `path/to/images_downsized` with the downsized images in the same folder structure as the originals.