Update app.py

app.py

@@ -154,15 +154,22 @@ libraries = [library for library in df.library.unique() if library]
 metadata_coverage_columns = [c for c in df.columns if c.startswith("has")]
 with gr.Blocks() as demo:
     gr.Markdown("# 🤗 Hub Metadata Explorer")
-    gr.Markdown("Some explanation")
-    with gr.Tab("Tags overview"):
-        gr.Markdown("Tags are one of the key...")
+    gr.Markdown(
+        "tl;dr: this dashboard aims to provide an overview of model metadata on the hub"
+    )
+    with gr.Tab("Tag frequencies"):
+        gr.Markdown(
+            "Tags are one of the key ways in which users may identify models which are of interest."
+        )
         with gr.Row():
-            gr.Markdown("thsh")
+            gr.Markdown(
+                "The accordian below allows you to see the top tags for models on the hub (optionally making "
+                "tags case insensitive"
+            )
         with gr.Row():
             case_sensitive = gr.Checkbox(
                 True,
-                label="Case sensitive",
+                label="case sensitive",
             )
             mk = gr.Markdown()
             case_sensitive.change(get_number_of_tags, [case_sensitive], mk, queue=False)
@@ -171,7 +178,11 @@ with gr.Blocks() as demo:
             case_sensitive.change(tag_frequency, [case_sensitive], df, queue=False)
         with gr.Row():
             gr.Markdown(
-                f"Number of tags which are case sensitive {len(get_case_sensitive_duplicate_tags())}"
+                "Some tags are currently used with in cased or uncased forms i.e. 'translation' vs 'Translation'"
+            )
+        with gr.Row():
+            gr.Markdown(
+                f"Number of tags which are currently case sensitive {len(get_case_sensitive_duplicate_tags())}"
             )
         with gr.Row():
             with gr.Accordion("View case sensitive tag pairs", open=False):
@@ -211,4 +222,4 @@ with gr.Blocks() as demo:
                 model_card_length_by_library, [min_lib_frequency], df, queue=False
             )
 
-demo.launch(debug=True)
+demo.launch()