Update README.md

README.md

@@ -105,7 +105,7 @@ This example shows a view that is suitable to compare the results of two differe
 from renumics import spotlight
 
 df = dataset.to_pandas()
-# 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"))
+# spotlight.show(df, dtype={'path': spotlight.Audio, "embeddings_ast-finetuned-audioset-10-10-0.4593": spotlight.Embedding}, layout=ds_builder.config.get_layout(config="standard"))
 # todo
 ```
 
@@ -122,6 +122,8 @@ Depending on your concrete task you might want to use different enrichments. For
 
 You can also save your view configuration in Spotlight in a JSON configuration file by clicking on the respective icon:
 
+[//]: # (todo: create new image -> Spotlight widgets use column "audio" as key in this picture.)
+
 ![Save a data curation layout in Spotlight](data/spotlight_save_layout.png "Save a data curation layout in Spotlight")
 
 We have also set up a Github repo with interactive notebooks that highlight different enrichment possibilities and curation templates. We encourage you to submit a pull request to share your enrichment code and interaction layouts.
@@ -134,6 +136,8 @@ We have also set up a Github repo with interactive notebooks that highlight diff
 For each instance, there is a Audio for the audio, a string for the path, an integer for the section, a string for the d1p (parameter), a string for the d1v (value),
 a ClassLabel for the label and a ClassLabel for the class.
 
+[//]: # (todo: add new data fields)
+
 ```
 {'audio': {'array': array([ 0.        ,  0.00024414, -0.00024414, ..., -0.00024414,
          0.        ,  0.        ], dtype=float32),
@@ -161,6 +165,8 @@ The length of each audio file is 10 seconds.
 
 ### Data Fields
 
+[//]: # (todo: add new data fields)
+
 - `audio`: an `datasets.Audio` 
 - `path`: a string representing the path of the audio file inside the _tar.gz._-archive.
 - `section`: an integer representing the section, see [Definition](#Description)