Create new file

app.py

@@ -0,0 +1,65 @@
+import joblib
+import pandas as pd
+import streamlit as st
+
+CL_DICT = {'Red': 1,
+            'Blue': 2,
+            'White': 3,
+            'Yellow': 4,
+            'Orange': 5
+            }
+            
+SC_DICT = {'M': 1,
+            'B': 2,
+            'O': 3,
+            'A': 4,
+            'F': 5,
+            'K': 6,
+            'G': 7
+            }
+            
+model = joblib.load('model_star.joblib')
+unique_values = joblib.load('unique_values_star.joblib')
+
+unique_CL =  unique_values["Color"]
+unique_SC =  unique_values["Temperature"]
+
+st.title("My star type")
+st.image("https://study.com/academy/lesson/star-formation-main-sequence-dwarf-giant-stars.html")
+
+def main():
+    st.text('For comparing all models of ML It can be used for prediction')
+    with st.form("questionaire"):
+         K = st.slider('Temperature',min_value=1900,max_value=40000)
+         L = st.slider('Relative Luminosity',min_value=1900,max_value=40000)
+         R = st.slider('Relative Radius',min_value=1900,max_value=40000)
+         AM = st.slider('Absolute Magnitude',min_value=1900,max_value=40000)
+         CL = st.selectbox("General Color of Spectrum",options=unique_CL)
+         SC = st.selectbox("Spectral_Class",options=unique_SC)
+         clicked = st.form_submit_button("Predict type")
+         if clicked:
+            result=model.predict(pd.DataFrame({"Temperature": [K],
+                                               "Relative Luminosity": [L],
+                                               "Relative Radiusducation": [R],
+                                               "Absolute Magnitude": [AM],
+                                               "General Color of Spectrum": [CL_DICT[CL]],
+                                               "Spectral_Class": [SC_DICT[SC]]
+                                               }))
+            # Show prediction
+            if result[0] == 0:
+               result = "Red Dwarf" 
+            elif result[0] == 1:
+               result = "Brown Dwarf"
+            elif result[0] == 2:
+               result = "White Dwarf"
+            elif result[0] == 3:
+               result = "Main Sequence"
+            elif result[0] == 4:
+               result = "Super Giants"
+            elif result[0] == 5:
+               result = "Hyper Giants"
+               
+            st.success("Your finished income is "+result)
+        
+if __name__=="__main__":
+    main()