Upload 4 files

app.py

@@ -2,9 +2,36 @@ import joblib
 import pandas as pd
 import streamlit as st 
 
-model = joblib.load('rf5.joblib')
-unique_values = joblib.load('unique_values2.joblib')
-unique_sex =  unique_values["Gender"]    
+Blood_DICT = {'126/83':1,
+            '125/80': 2,
+            '140/90': 3,
+            '120/80': 4,
+            '132/87': 5,
+            '130/86': 6,
+            '117/76': 7,
+            '118/76': 8,
+            '128/85': 9,
+            '131/86': 10,
+            '128/84': 11,
+            '115/75': 12,
+            '135/88': 13,
+            '129/84': 14,
+            '130/85': 15,
+            '115/78': 16,
+            '119/77': 17,
+            '121/79': 18,
+            '125/82': 19,
+            '135/90': 20,
+            '122/80': 21,
+            '142/92': 22,
+            '140/95': 23,
+            '139/91': 24,
+            '118/75': 25,   
+            }
+
+model = joblib.load('rf_n1.joblib')
+unique_values = joblib.load('unique_values_n1.joblib')
+unique_Gender =  unique_values["Gender"]    
 unique_occupation =  unique_values["Occupation"]
 unique_ฺBMI = unique_values["BMI Category"]
 unique_Blood =  unique_values["Blood Pressure"]
@@ -13,7 +40,7 @@ def main():
     st.title("Sleeping Health")
 
     with st.form("questionaire"):
-        Gender = st.selectbox("Gender", unique_sex)
+        Gender = st.selectbox("Gender", unique_Gender)
         age = st.slider("Age", min_value=27, max_value=59)
         occupation = st.selectbox("Occupation", unique_occupation)
         Sleep_Duration = st.slider("Sleep Duration", min_value=5.8, max_value=8.5)
@@ -35,16 +62,16 @@ def main():
                                                "Physical Activity Level": [Physical_Activity_Level],
                                                "Stress Level":[Stress_Level],
                                                "BMI Category": [BMI_Category],
-                                               "Blood Pressure": [Blood_Pressure],
+                                               "Blood Pressure": [Blood_DICT[Blood_Pressure]],
                                                "Heart Rate": [Heart_Rate],
                                                "Daily Steps": [Daily_Steps]
                                                }))
             if result[0] == 1:
                 result_message = "None"
             elif result[0] == 2:
-                result_message = "Insomnia"
-            elif result[0] == 3:
                 result_message = "Sleep Apnea"
+            elif result[0] == 3:
+                result_message = "Insomnia"
             st.success(result_message)
 
 if __name__=='__main__':

rf_n1.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a16bc0dc08e41bab7ec545c4e1da33291a88393e07d734b41a0695fc2289542
+size 830497

unique_values_n1.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d225d6d2c602c409ee7ec11b665306ea62e7834354789fffe77457d83a4b62fe
+size 502