Create app.py

app.py

@@ -0,0 +1,90 @@
+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('Income_classification_ra.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 = '18.png'
+    st.image(image, use_column_width=True)
+    
+    st.subheader("Enter the following values:")
+
+    Age = st.number_input("Age")
+    Workclass = st.number_input("Workclass")
+    Final_weight = st.number_input("Final_weight")
+    Education = st.number_input("Education")
+    Education_Num = st.number_input("Education_Num")
+    Marital_status = st.number_input("Marital_status")
+    Occupation = st.number_input("Occupation")
+    Relationship = st.number_input("Relationship")
+    Race = st.number_input("Race")
+    Sex = st.selectbox("Sex",('Male','Female'))
+    Capital_gain = st.number_input("Capital_gain")
+    Capital_loss = st.number_input("Capital_loss")
+    Hours_per_week = st.number_input("Hours_per_week")
+    Native_country = st.number_input("Native_country")
+    
+ 
+    # Create a feature list from the user inputs
+    features = [[Age, Workclass, Final_weight, Education, Education_Num, Marital_status, Occupation,Relationship,Race,Sex,Capital_gain,Capital_loss,Hours_per_week,Native_country]]
+    
+    # Load the model
+    model = load_model()
+    
+    # Make a prediction when the user clicks the "Predict" button
+    if st.button('Predict Income'):
+        predicted_value = model_prediction(model, features)
+        if predicted_value=='1':
+           predicted_value='greater then 50000'
+        else:
+           predicted_value='less then or equal to 50000'
+        st.success(f"The Income 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>
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+        <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="Income Classification",
+        page_icon=":chart_with_upwards_trend:",
+        )
+    
+        st.title("Welcome to our Income Classification App!")
+    
+        app_design()    
+        st.header("About HiDevs Community")
+        about_hidevs()
+
+if __name__ == '__main__':
+        main()