overwrite README

README.md

@@ -25,6 +25,7 @@ tags:
 
 ## Table of contents
 
+[//]: # (todo: create new)
 - [Dataset Description](#dataset-description)
   - [Dataset Summary](#dataset-summary)
   - [Explore the data with Spotlight](#explore-the-data-with-spotlight)
@@ -57,9 +58,11 @@ tags:
 
 ### Dataset Summary
 
-[//]: # (todo: verantwortlichkeit)
+This dataset ...
 
-### Explore the data with Spotlight
+[//]: # (todo: verantwortlichkeit/attribution)
+
+### Explore DCASE23 Task 2 with Spotlight
 
 ![Analyze DCASE23 Task 2 with Spotlight](data/preview_dcase.png "Analyze DCASE23 Task 2 with Spotlight")
 
@@ -73,13 +76,16 @@ and simply run the following codeblock:
 from datasets import load_dataset, load_dataset_builder
 from renumics import spotlight
 
-ds = load_dataset("dcase23-task2-enriched.py", "dev", split="all", streaming=False)
-db = load_dataset_builder("dcase23-task2-enriched.py", "dev")
+dataset = load_dataset("renumics/dcase23-task2-enriched", "dev", split="all", streaming=False)
+ds_builder = load_dataset_builder("renumics/dcase23-task2-enriched", "dev")
 
-df = db.config.to_spotlight(ds)
-spotlight.show(df, dtype={'audio': spotlight.Audio, "ast-finetuned-audioset-10-10-0.4593-embeddings": spotlight.Embedding}, layout=db.config.get_layout())
+df = ds_builder.config.to_spotlight(dataset)
+spotlight.show(df, dtype={'audio': spotlight.Audio, "ast-finetuned-audioset-10-10-0.4593-embeddings": spotlight.Embedding}, layout=ds_builder.config.get_layout(config="standard"))
 ```
 
+[//]: # (todo: how2 -> dataset -> spotlight)
+[//]: # (todo: spotlight)
+
 ## Dataset Structure
 
 ### Data Instances