Create app.py

app.py

@@ -0,0 +1,96 @@
+import streamlit as st
+import numpy as np
+import pickle
+import streamlit.components.v1 as components
+
+# Load the pickled model
+def load_model():
+    return pickle.load(open('Employee_Turnover_prognosis_RandomForest.pkl', 'rb'))
+
+# Function for model prediction
+def model_prediction(model, features):
+    predicted = str(model.predict(features)[0])
+    return predicted
+
+def app_design():
+    # Add input fields for High, Open, and Low values
+    image = '14.png'
+    st.image(image, use_column_width=True)
+    
+    st.subheader("Enter the following values:")
+
+    
+    Stag = st.number_input("Stag")
+    Gender = st.selectbox('Gender',('Male','Female'))
+    if Gender == 'Male':
+          Gender = 1
+    elif Gender == 'Female':
+          Gender = 0      
+    Age = st.number_input("Age")
+    Industry = st.number_input("Industry")
+    Profession = st.number_input("Profession")
+    Traffic = st.number_input("Traffic")
+    Coach = st.number_input("Coach")
+    Head_gender = st.select_slider("Head Gender",('Male','Female'))
+    if Head_gender == 'Male':
+          Gender = 0
+    elif Head_gender == 'Female':
+          Gender = 1  
+    Greywage = st.number_input("Greywage")
+    Way = st.number_input("Way")
+    Extraversion = st.number_input("Extraversion")
+    Independ = st.number_input("Independ")
+    Selfcontrol = st.number_input("Selfcontrol")
+    Anxiety = st.number_input("Anxiety")
+    Novator = st.number_input("Novator")
+    
+ 
+    # Create a feature list from the user inputs
+    features = [Stag,Gender,Age,Industry,Profession,Traffic,Coach,Head_gender,Greywage,Way,Extraversion,Independ,Selfcontrol,Anxiety,Novator]
+    
+    # Load the model
+    model = load_model()
+    
+    # Make a prediction when the user clicks the "Predict" button
+    if st.button('Predict Turnover'):
+        predicted_value = model_prediction(model, features)
+        st.success(f"The Employee Turnover is: {predicted_value}")       
+
+
+def about_hidevs():
+
+        components.html("""
+        <div>
+        <h4>🚀 Unlock Your Dream Job with HiDevs Community!</h4>
+        <p class="subtitle">🔍 Seeking the perfect job? HiDevs Community is your gateway to career success in the tech industry. Explore free expert courses, job-seeking support, and career transformation tips.</p>
+        <p class="subtitle">💼 We offer an upskill program in <b>Gen AI, Data Science, Machine Learning</b>, and assist startups in adopting <b>Gen AI</b> at minimal development costs.</p>
+        <p class="subtitle">🆓 Best of all, everything we offer is <b>completely free</b>! We are dedicated to helping society.</p>
+        <p class="subtitle">Book free of cost 1:1 mentorship on any topic of your choice — <a class="link" href="https://topmate.io/deepakchawla1307">topmate</a></p>
+        <p class="subtitle">✨ We dedicate over 30 minutes to each applicant’s resume, LinkedIn profile, mock interview, and upskill program. If you’d like our guidance, check out our services <a class="link" href="https://hidevscommunity.wixsite.com/hidevs">here</a></p>
+        <p class="subtitle">💡 Join us now, and turbocharge your career!</p>
+        <p class="subtitle"><a class="link" href="https://hidevscommunity.wixsite.com/hidevs" target="__blank">Website</a>
+        <a class="link" href="https://www.youtube.com/@HidevsCommunity1307/" target="__blank">YouTube</a>
+        <a class="link" href="https://www.instagram.com/hidevs_community/" target="__blank">Instagram</a>
+        <a class="link" href="https://medium.com/@hidevscommunity" target="__blank">Medium</a>
+        <a class="link" href="https://www.linkedin.com/company/hidevs-community/" target="__blank">LinkedIn</a>
+        <a class="link" href="https://github.com/hidevscommunity" target="__blank">GitHub</a></p>
+      </div>
+        """,
+                    height=600)
+
+def main():
+
+        # Set the app title and add your website name and logo
+        st.set_page_config(
+        page_title="Employee Attrition Prediction",
+        page_icon=":chart_with_upwards_trend:",
+        )
+    
+        st.title("Welcome to our Employee Attrition Prediction App!")
+    
+        app_design()    
+        st.header("About HiDevs Community")
+        about_hidevs()
+
+if __name__ == '__main__':
+        main()