Update app.py

app.py

@@ -383,7 +383,7 @@ with gr.Blocks() as demo:
     cytof_state = gr.State(CytofImage())
      # used in scenrios where users define/remove channels multiple times
     cytof_original_state = gr.State(CytofImage())
-    
+
     gr.Markdown('<div class="h-1">Step 1. Upload images</div>')
     gr.Markdown('<div class="h-2">You may upload one or two files depending on your use case.</div>')
     gr.Markdown('<div class="h-2 bold">Case 1: &nbsp; Upload a single file</div>')
@@ -515,7 +515,7 @@ with gr.Blocks() as demo:
         with gr.Column(scale=2):
             gr.Markdown('<div class="h-2">This analysis measures the degree of co-expression within a pair of neighborhoods.</div>')
             gr.Markdown('<div class="h-2">Select the clustering method:</div>')
-            info_text = gr.Markdown(update_info_text('k-neighbor'))
+            info_text = gr.Markdown(update_info_text('K-neighbor'))
             cluster_method = gr.Radio(['k-neighbor', 'distance'], value='k-neighbor', elem_classes='test', label='')
             cluster_threshold = gr.Slider(minimum=1, maximum=100, step=1, value=30, interactive=True, label='Clustering threshold')
             spatial_btn = gr.Button('Run spatial interaction analysis')
@@ -531,7 +531,8 @@ with gr.Blocks() as demo:
     gr.Markdown('<br>')
     gr.Markdown('<div class="h-1">Step 6. Visualize positive markers</div>')
     gr.Markdown('<div class="h-2">Select two markers for side-by-side comparison to visualize their positive states in cells. This serves two purposes: </div>')
-    gr.Markdown('<div class="h-2 bold">(1) Validate the co-expression analysis results. (2) Validate teh spatial interaction analysis results.</div>')
+    gr.Markdown('<div class="h-2 bold">(1) Validate the co-expression analysis results.</div>')
+    gr.Markdown('<div class="h-2 bold">(2) Validate teh spatial interaction analysis results.</div>')
     
     
     with gr.Row(): # two marker positive visualization - dropdown options