mertkarabacak
commited on
Commit
•
33bee46
1
Parent(s):
a9d179a
Upload app.py
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app.py
CHANGED
@@ -438,19 +438,19 @@ with gr.Blocks(title = "NTDB-Epidural") as demo:
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y1_predict_btn_xgb.click(
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y1_predict_xgb,
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-
inputs = [
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outputs = [label]
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)
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y1_predict_btn_lgb.click(
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y1_predict_lgb,
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inputs = [
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outputs = [label]
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)
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y1_predict_btn_cb.click(
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y1_predict_cb,
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inputs = [
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outputs = [label]
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)
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@@ -462,26 +462,26 @@ with gr.Blocks(title = "NTDB-Epidural") as demo:
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y1_interpret_btn_xgb.click(
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y1_interpret_xgb,
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-
inputs = [
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outputs = [plot],
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)
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y1_interpret_btn_lgb.click(
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y1_interpret_lgb,
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inputs = [
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outputs = [plot],
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)
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y1_interpret_btn_cb.click(
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y1_interpret_cb,
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inputs = [
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outputs = [plot],
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)
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y1_interpret_btn_rf.click(
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y1_interpret_rf,
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inputs = [
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outputs = [plot],
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)
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demo.launch()
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y1_predict_btn_xgb.click(
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y1_predict_xgb,
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+
inputs = inputs = [Age, Sex, Race, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, Protective_Device, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Cerebral_Monitoring, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Not_Tested, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment,],
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outputs = [label]
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)
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y1_predict_btn_lgb.click(
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y1_predict_lgb,
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+
inputs = inputs = [Age, Sex, Race, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, Protective_Device, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Cerebral_Monitoring, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Not_Tested, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment,],
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outputs = [label]
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)
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y1_predict_btn_cb.click(
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y1_predict_cb,
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+
inputs = inputs = [Age, Sex, Race, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, Protective_Device, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Cerebral_Monitoring, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Not_Tested, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment,],
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outputs = [label]
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)
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y1_interpret_btn_xgb.click(
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y1_interpret_xgb,
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+
inputs = inputs = [Age, Sex, Race, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, Protective_Device, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Cerebral_Monitoring, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Not_Tested, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment,],
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outputs = [plot],
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)
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y1_interpret_btn_lgb.click(
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y1_interpret_lgb,
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+
inputs = inputs = [Age, Sex, Race, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, Protective_Device, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Cerebral_Monitoring, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Not_Tested, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment,],
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outputs = [plot],
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)
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y1_interpret_btn_cb.click(
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y1_interpret_cb,
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+
inputs = inputs = [Age, Sex, Race, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, Protective_Device, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Cerebral_Monitoring, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Not_Tested, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment,],
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outputs = [plot],
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)
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y1_interpret_btn_rf.click(
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y1_interpret_rf,
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inputs = inputs = [Age, Sex, Race, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, Protective_Device, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Cerebral_Monitoring, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Not_Tested, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment,],
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outputs = [plot],
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)
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demo.launch()
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