Update README.md

wrote out some points

README.md

@@ -101,15 +101,23 @@ We show detailed information for all the configurations of the dataset. Currentl
 
 ## Dataset Creation
 
+A total of 565 categories were selected based on the following: 1) their word frequency in American television and film subtitles (SUBTLEX_US), 2) the perceived concreteness by human observers, and 3) the availability of a minimum of 700 images. Images were sourced via the overall ImageNet database (the same resource used for ILSVRC 2012) or obtained under CC BY-NC-SA 2.0 license from Bing image search and Flickr. Thorough data cleaning procedures were put in place to remove duplicates and to assure an expected misclassification rate per category of <4%.
+
 ### Curation Rationale
 
+# TODO
+
 ### Source Data
 
+The source data is available under: [https://codeocean.com/capsule/9570390/tree/v1](https://codeocean.com/capsule/9570390/tree/v1)
+
 ### Annotations
 
+Each ecoset image folder is annotated with class labels according to the main object depicted in a class of images. No further annotations are added to the dataset.
+
 ### Personal and Sensitive Information
 
-... # TODO
+The dataset was tested to exclude sensitive images using Yahoo's Open NSFW detection model, removing all image with an NSFW score above 0.8. For this dataset, only images with secured license information was used, which should prevent the inclusion of images without consent of the image's authors and subjects. Despite these measures, it is possible that the images in the dataset contain personal and sensitive information.
   
 ## Considerations for Using the Data
 
@@ -123,13 +131,13 @@ Despite best efforts to provide an ecologically valid dataset, ecoset is likely
 
 ### Other Known Limitations
 
-In addition to [Discussion of Biases](#discussion-of-biases), ecoset image and category distributions do not reflect the naturalistic, egocentric visual input typically encountered in the everyday life of infant and adults.
+In addition to points mentioned in [Discussion of Biases](#discussion-of-biases), ecoset image and category distributions do not reflect the naturalistic, egocentric visual input typically encountered in the everyday life of infant and adults.
 
 ## Additional Information
 
 ### Dataset Curators
 
-The corpus was put together by # TODO.
+The corpus was put together by Johannes Mehrer, Courtney J. Spoerer, Emer C. Jones, Nikolaus Kriegeskorte, and Tim C. Kietzmann.
 
 ### Licensing Information