mertkarabacak commited on
Commit
6d9b18e
1 Parent(s): 13854f8

Upload app.py

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Files changed (1) hide show
  1. app.py +8 -20
app.py CHANGED
@@ -166,7 +166,7 @@ def y1_interpret_xgb(*args):
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  scores_desc = list(zip(shap_values[0], x1.columns))
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  scores_desc = sorted(scores_desc)
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  fig_m = plt.figure(facecolor='white')
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- fig_m.set_size_inches(14, 10)
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  plt.barh([s[1] for s in scores_desc], [s[0] for s in scores_desc])
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  plt.title("Feature Shap Values", fontsize = 24, pad = 20, fontweight = 'bold')
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  plt.yticks(fontsize=12)
@@ -181,7 +181,7 @@ def y1_interpret_lgb(*args):
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  scores_desc = list(zip(shap_values[0][0], x1.columns))
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  scores_desc = sorted(scores_desc)
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  fig_m = plt.figure(facecolor='white')
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- fig_m.set_size_inches(14, 10)
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  plt.barh([s[1] for s in scores_desc], [s[0] for s in scores_desc])
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  plt.title("Feature Shap Values", fontsize = 24, pad = 20, fontweight = 'bold')
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  plt.yticks(fontsize=12)
@@ -196,7 +196,7 @@ def y1_interpret_cb(*args):
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  scores_desc = list(zip(shap_values[0], x1.columns))
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  scores_desc = sorted(scores_desc)
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  fig_m = plt.figure(facecolor='white')
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- fig_m.set_size_inches(14, 10)
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  plt.barh([s[1] for s in scores_desc], [s[0] for s in scores_desc])
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  plt.title("Feature Shap Values", fontsize = 24, pad = 20, fontweight = 'bold')
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  plt.yticks(fontsize=12)
@@ -211,7 +211,7 @@ def y1_interpret_rf(*args):
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  scores_desc = list(zip(shap_values[0][0], x1_rf.columns))
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  scores_desc = sorted(scores_desc)
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  fig_m = plt.figure(facecolor='white')
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- fig_m.set_size_inches(14, 10)
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  plt.barh([s[1] for s in scores_desc], [s[0] for s in scores_desc])
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  plt.title("Feature Shap Values", fontsize = 24, pad = 20, fontweight = 'bold')
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  plt.yticks(fontsize=12)
@@ -269,7 +269,7 @@ with gr.Blocks(title = "NTDB-Epidural") as demo:
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  Systolic_Blood_Pressure = gr.Slider(label = "Systolic Blood Pressure", minimum = 50, maximum = 250, step = 1, value = 135)
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- Pulse_Rate = gr.Slider(label = "Pulse Rate", minimum=20, maximum=250, step=1, value = 250)
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  Supplemental_Oxygen = gr.Radio(label = "Supplemental Oxygen", choices = unique_SUPPLEMENTALOXYGEN, type = 'index', value = 'No supplemental oxygen')
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@@ -425,26 +425,14 @@ with gr.Blocks(title = "NTDB-Epidural") as demo:
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  with gr.Box():
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  with gr.Row():
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-
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- gr.Markdown(
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- """
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-
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- """
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- )
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-
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  gr.Markdown(
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  """
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- \n
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  ## Mortality
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- \n
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- """
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- )
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-
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- gr.Markdown(
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  """
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- """
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- )
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  with gr.Row():
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  y1_predict_btn_xgb = gr.Button(value="Predict (XGBoost)")
 
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  scores_desc = list(zip(shap_values[0], x1.columns))
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  scores_desc = sorted(scores_desc)
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  fig_m = plt.figure(facecolor='white')
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+ fig_m.set_size_inches(14, 24)
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  plt.barh([s[1] for s in scores_desc], [s[0] for s in scores_desc])
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  plt.title("Feature Shap Values", fontsize = 24, pad = 20, fontweight = 'bold')
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  plt.yticks(fontsize=12)
 
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  scores_desc = list(zip(shap_values[0][0], x1.columns))
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  scores_desc = sorted(scores_desc)
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  fig_m = plt.figure(facecolor='white')
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+ fig_m.set_size_inches(14, 24)
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  plt.barh([s[1] for s in scores_desc], [s[0] for s in scores_desc])
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  plt.title("Feature Shap Values", fontsize = 24, pad = 20, fontweight = 'bold')
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  plt.yticks(fontsize=12)
 
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  scores_desc = list(zip(shap_values[0], x1.columns))
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  scores_desc = sorted(scores_desc)
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  fig_m = plt.figure(facecolor='white')
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+ fig_m.set_size_inches(14, 24)
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  plt.barh([s[1] for s in scores_desc], [s[0] for s in scores_desc])
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  plt.title("Feature Shap Values", fontsize = 24, pad = 20, fontweight = 'bold')
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  plt.yticks(fontsize=12)
 
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  scores_desc = list(zip(shap_values[0][0], x1_rf.columns))
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  scores_desc = sorted(scores_desc)
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  fig_m = plt.figure(facecolor='white')
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+ fig_m.set_size_inches(14, 24)
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  plt.barh([s[1] for s in scores_desc], [s[0] for s in scores_desc])
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  plt.title("Feature Shap Values", fontsize = 24, pad = 20, fontweight = 'bold')
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  plt.yticks(fontsize=12)
 
269
 
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  Systolic_Blood_Pressure = gr.Slider(label = "Systolic Blood Pressure", minimum = 50, maximum = 250, step = 1, value = 135)
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+ Pulse_Rate = gr.Slider(label = "Pulse Rate", minimum=20, maximum=250, step=1, value = 75)
273
 
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  Supplemental_Oxygen = gr.Radio(label = "Supplemental Oxygen", choices = unique_SUPPLEMENTALOXYGEN, type = 'index', value = 'No supplemental oxygen')
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425
 
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  with gr.Box():
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  with gr.Row():
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+
 
 
 
 
 
 
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  gr.Markdown(
430
  """
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+ <br/>
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  ## Mortality
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+ <br/>
 
 
 
 
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  """
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  with gr.Row():
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  y1_predict_btn_xgb = gr.Button(value="Predict (XGBoost)")