Add distribution image (#3)

- Add distribution image (eb748f6968207972294e2cdd0b2e3509eec2e17c)
- Added distribution stats image (23b3e1936373f569937405d113d1fa60627a0491)
- Added distribution stats image link (e65ec797d98694b388594693639382987dd9ca3d)

README.md

@@ -37,6 +37,8 @@ Subset of images processed from Cuthill, et. al. dataset available at [doi:10.50
 
 ### Dataset Summary
 
+![Distribution Summary](https://huggingface.co/datasets/imageomics/Curated_GoldStandard_Hoyal_Cuthill/blob/main/Curated_GS_Cuthill_Distribution_Snapshot.png)
+
 <!---
 This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).
 --->
@@ -123,7 +125,7 @@ This dataset card aims to be a base template for new datasets. It has been gener
 
 ### Data Fields
 
-**In [Hoyal_Cuthill_GoldStandard_metadata_cleaned.csv](https://huggingface.co/datasets/imageomics/Curated_GoldStandard_Hoyal_Cuthill/edit/main/Hoyal_Cuthill_GoldStandard_metadata_cleaned.csv):**
+**In `Hoyal_Cuthill_GoldStandard_metadata_cleaned.csv`:**
 
 * `NHM_Specimen`: Natural History Museum Specimen number
 * `Image_filename`: filename of image of specimen
@@ -140,12 +142,12 @@ This dataset card aims to be a base template for new datasets. It has been gener
 * `lon`: longitude where specimen was collected
 * `speciesdesig`: species designation, first initial of species '.' subspecies (eg., 'm. rosina')
 
-[Train_Test_Curated_GoldStandard_Hoyal_Cuthill.csv](https://huggingface.co/datasets/imageomics/Curated_GoldStandard_Hoyal_Cuthill/edit/main/Train_Test_Curated_GoldStandard_Hoyal_Cuthill.csv) has three additional columns:
+`Train_Test_Curated_GoldStandard_Hoyal_Cuthill.csv` has three additional columns:
 * `Image_filename_png`: filename of (png) image of specimen, `dorsal_images_cuthill/` + `<Image_filename_png>` is the filepath for the processed dorsal image
 * `subset`: whether this is part of the training or test set (`train` or `test`)
 * `filepath`: the filepath for the train or test image
 
-[Acuity_Curated_GoldStandard_Hoyal_Cuthill.csv](https://huggingface.co/datasets/imageomics/Curated_GoldStandard_Hoyal_Cuthill/edit/main/Acuity_Curated_GoldStandard_Hoyal_Cuthill.csv) also has `Image_filename_png` and `subset`, but `subset` references the bird and butterfly acuity training and test sets. Additionally, it has columns:
+`Acuity_Curated_GoldStandard_Hoyal_Cuthill.csv` also has `Image_filename_png` and `subset`, but `subset` references the bird and butterfly acuity training and test sets. Additionally, it has columns:
 * `bird_filepath`: the filepath for the bird acuity version of the image
 * `butterfly_filepath`: the filepath for the butterfly acuity version of the image
 
@@ -158,7 +160,7 @@ RGB training images are in `train` folder and testing are in `test`.
 
 For bird and butterfly acuities, their respective training and test images are in the `train_bird` (`train_butterfly`) and `test_bird` (`test_butterfly`) folders.
 
-All of these folders are further subdivided by the subspecies. Filepaths to access these images are provided in [Train_Test_Curated_GoldStandard_Hoyal_Cuthill.csv](https://huggingface.co/datasets/imageomics/Curated_GoldStandard_Hoyal_Cuthill/edit/main/Train_Test_Curated_GoldStandard_Hoyal_Cuthill.csv) and [Acuity_Curated_GoldStandard_Hoyal_Cuthill.csv](https://huggingface.co/datasets/imageomics/Curated_GoldStandard_Hoyal_Cuthill/edit/main/Acuity_Curated_GoldStandard_Hoyal_Cuthill.csv), respectively.
+All of these folders are further subdivided by the subspecies. Filepaths to access these images are provided in `Train_Test_Curated_GoldStandard_Hoyal_Cuthill.csv` and `Acuity_Curated_GoldStandard_Hoyal_Cuthill.csv`, respectively.
 
 
 ## Dataset Creation