Fix typos, parity with emilylearning.

app.py

@@ -365,10 +365,11 @@ with demo:
     gr.Markdown("3) Repeat steps (1) and (2) with more pre-populated inputs or with your own values in the input fields!")
 
     gr.Markdown("### Example inputs")
+    gr.Markdown("Click a button below to pre-populate input fields with example values. Then scroll down to Hit Submit to generate predictions.")
     with gr.Row():
         gr.Markdown("X-axis sorted by older to more recent dates:")
         date_gen = gr.Button('Click for date example inputs')
-        
+
         gr.Markdown(
             "X-axis sorted by bottom 10 and top 10 [Global Gender Gap](https://www3.weforum.org/docs/WEF_GGGR_2021.pdf) ranked countries by World Economic Forum in 2021:")
         place_gen = gr.Button('Click for country example inputs')
@@ -486,9 +487,9 @@ with demo:
     </center>
     """)
 
-    gr.Markdown("There may be misassumptions in our DAG above, which you can explore below.")
-    gr.Markdown("Or you may be interested in applying this demo to your own model of interest. This demo _should_ work with any Hugging Face model that supports the [fill-mask](https://huggingface.co/models?pipeline_tag=fill-mask) task.")
+    gr.Markdown("There may be misassumptions in our DAG above, which you can explore above. Please contribute any corrections or new examples of interest!")
+    gr.Markdown("You may also be interested in applying this demo to your own model of interest. This demo _should_ work with any Hugging Face model that supports the [fill-mask](https://huggingface.co/models?pipeline_tag=fill-mask) task.")
 
 demo.launch(debug=True)
 
-# %%
+# %%