Add description of filtered test sets

README.md

@@ -108,15 +108,41 @@ See the [LILA BC HF Dataset](https://huggingface.co/datasets/society-ethics/lila
         potential-test-sets/
             lila-taxonomy-mapping_release.csv
             lila_image_urls_and_labels.csv
+                filtered/
+                    ENA24-imbalanced.csv
+                    ENA24-balanced.csv
+                    ENA24-balanced-small.csv
+                    desert-lion-upper-lower-bound.csv
+                    desert-lion-upper-bound.csv
+                    desert-lion-balanced.csv
+                    island-lower-bound_common.csv
+                    island-lower-bound_family.csv
+                    island-imbalanced_family.csv
+                    island-balanced.csv
+                    island-imbalanced_common.csv
+                    ohio-small-animals-upper-lower-bound.csv
+                    ohio-small-animals-upper-bound.csv
+                    ohio-small-animals-balanced.csv
+                    orinoquia-upper-lower-bound.csv
+                    orinoquia-upper-bound.csv
+                    orinoquia-balanced.csv
     notebooks/
         lilabc_CT.ipynb
         lilabc_CT.py
-        lilabc_test-EDA.ipynb
+        lilabc_test-<dataset_name>.ipynb
         lilabc_test-EDA.py
         lilabc_test-filter.ipynb
         lilabc_test-filter.py
 ```
 
+**Notes:**
+ - `dataset_name` is one of `desert-lion`, `ENA24`, `island`, `ohio-small-animal`, or `orinoquia`. Each collection of `<dataset_name>-<size_indicator>` CSVs are created in their corresponding `lilabc_test-<dataset_name>` notebook.
+ - All the "balanced" datasets and `ENA24-balanced-small.csv` have 12 images per species (or family, in the case of the island-balanced CSV). `ENA24-balanced.csv` has 56 images per species.
+ - `upper-bound` are max 10K images per species, with no minimum (this often means the smallest classification class has just 1 image).
+ - `upper-lower-bound` CSVs are max 10K images per species and minimum of 10.
+ - ENA24 has a minimum of 56 images per species and a maximum of 893, so `ENA24-imbalanced.csv` is just all images containing a single species.
+ - The island camera traps were mostly only labeled to family level, so there are common name and family versions. The `imbalanced` sets are just all images with common name or family designation, respectively. The `lower-bound` are only those with at least ten images per class (by common name and family), and `balanced` is just 12 images per family.
+
 
 ### Data Instances
 
@@ -221,6 +247,28 @@ Looks like we'll have about 306K images across the 5 datasets that have image-le
 Describe the types of the data files or the columns in a CSV with metadata.
 -->
 
+Each of the `<dataset_name>_<type>` CSVs has the following columns.
+
+ - `dataset_name`: name of the LILA BC dataset
+ - `url_gcp`, `url_aws`, `url_azure` are URLs to potentially access the image, we recommend `url_aws`.
+ - `image_id`: unique identifier for the image.
+ - `sequence_id`: ID of the sequence to which the image belongs.
+ - `location_id`: ID of the location at which the camera was placed.
+ - `frame_num`: generally 0, 1, or 2, indicates order of image within a sequence.
+ - `original_label`: label initially assigned to the image.
+ - `scientific_name`: genus species of the animal in the image. For the island CSV, lowest rank taxa available, generally family. 
+ - `common_name`: vernacular name of the animal in the image. For the island CSV, this is generally for the family, but it's a mix.
+ - `kingdom`: kingdom of the animal in the image.
+ - `phylum`: phylum of the animal in the image.
+ - `class`: class of the animal in the image.
+ - `order`: order of the animal in the image.
+ - `family`: family of the animal in the image.
+ - `genus`: genus of the animal in the image. About half null in the island CSVs.
+ - `species`: species of the animal in the image. Mostly null in the island CSVs.
+ - `num_sp_images`: number of images of that species in the dataset.
+ For the island CSVs, instead of `num_sp_images` there are `num_fam_images` and `num_cn_images` representing the number of images for the family or common name, respectively.
+
+
 ### Data Splits
 [More Information Needed]
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