Fixing labels and explainers

app.py

@@ -73,17 +73,17 @@ with gr.Blocks(title=TITLE) as demo:
             a = gr.Text(label="Number of images")
     with gr.Row():
             with gr.Column(scale=1):
-                c = gr.Plot(label="Model makeup of clssuster")
+                c = gr.Plot(label="How many images in the cluster are from which models?")
                 c_desc = gr.Text(label="")
             with gr.Column(scale=1):
-                b = gr.Plot(label="Gender label makeup of cluster")
+                b = gr.Plot(label="How many genders are represented, based on the input prompts?")
                 b_desc = gr.Text(label="")
             with gr.Column(scale=2):
-                d = gr.Plot(label="Ethnicity label makeup of cluster")
+                d = gr.Plot(label="Which ethnicities are present, based on the input prompts?")
 
     gr.Markdown(f"The 'Model makeup' plot corresponds to the number of images from the cluster that come from each of the TTI systems that we are comparing: Dall-E 2, Stable Diffusion v.1.4. and Stable Diffusion v.2.")
-    gr.Markdown(f"The 'Gender label makeup' plot corresponds to the number of images from each of the genders used in the prompts: male, female, non-binary and unmarked ('person')")
-    gr.Markdown(f"The 'Ethnicity label makeup' plot corresponds to the number of images from each of the 18 ethnicities used in the prompts. A blank value means unmarked ethnicity")
+    gr.Markdown('The Gender plot shows the number of images based on the input prompts that used the words male, female, non-binary, and unmarked, which we label "person".')
+    gr.Markdown(f"The 'Ethnicity label makeup' plot corresponds to the number of images from each of the 18 ethnicities used in the prompts. A blank value means unmarked ethnicity.")
     demo.load(fn=show_cluster, inputs=[cluster_id, num_clusters], outputs=[a, b, b_desc, c, c_desc, d, gallery])
     num_clusters.change(fn=show_cluster, inputs=[cluster_id, num_clusters], outputs=[a, b, b_desc, c, c_desc, d, gallery])
     cluster_id.change(fn=show_cluster, inputs=[cluster_id, num_clusters], outputs=[a, b, b_desc, c, c_desc, d, gallery])