Update app.py

removed the tome thing

app.py

@@ -82,8 +82,8 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
     low_grad_schools = schools[schools['grad_rate'] < grad_rate_threshold]['school_number'].unique()
 
     # Step 5: Sample percentage of schools from each group
-    high_sample = pd.Series(high_grad_schools).sample(frac=inc_slider/100, random_state=1).tolist()
-    low_sample = pd.Series(low_grad_schools).sample(frac=inc_slider/100, random_state=1).tolist()
+    high_sample = pd.Series(high_grad_schools).sample(frac=inc_slider/100).tolist()
+    low_sample = pd.Series(low_grad_schools).sample(frac=inc_slider/100).tolist()
 
     # Step 6: Combine the sampled schools
     random_schools = high_sample + low_sample
@@ -706,7 +706,6 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
     ---------------------------
     Model: {model_name}
     ---------------------------\n
-    Time Taken: {result['time_taken_from_start']:.2f} seconds
     Number of schools sampled: {len(random_schools)} / {len(unique_schools)} 
     Total number of instances from HGR schools : {len(high_indices)}
     Total number of instances from LGR schools: {len(low_indices)}
@@ -1147,7 +1146,6 @@ button, select, .slider-percentage {
 }
 
 
-
 '''
 # Define the file directory
 FILE_DIR = "fileHandler"
@@ -1209,7 +1207,7 @@ with gr.Blocks(theme='gstaff/sketch', css=custom_css) as demo:
     with gr.Row():
         gr.Markdown("Select a strategy from the dropdown")
     with gr.Row():
-        file_dropdown = gr.Dropdown(choices=list_files(), label=" ")
+        file_dropdown = gr.Dropdown(choices=list_files(),label=" ")
         download_button = gr.Button("Generate Strategies")
     with gr.Row():
         file_output = gr.File(label="Download File")