Delete app.py

app.py

@@ -1,145 +0,0 @@
-import pandas as pd
-import pickle as pkl
-import smtplib
-from email.mime.multipart import MIMEMultipart
-from email.mime.text import MIMEText
-import streamlit as st
-
-
-st.set_page_config(page_title="Music Customer Churn Prediction", layout="centered")
-# 🎯 Add Image at the Top
-st.image("inno.jpg", use_container_width=True,width=300) 
-# 🎯 Add Image at the Top
-st.image("music.png", use_container_width=True,width=300) 
-
-st.header("Business and Data Understanding")
-st.subheader("Business Statements")
-st.write(""" 
-- The business problem statement is **music streaming service** that offers"
-" different subscription plans (Free, Premium, Family). The main goal is to analyze"
-" user behavior and predict customer churn—whether a user will leave the platform .""")
-
-st.subheader("Business Objective")
-st.write("""
-- Identify key factors contributing to customer churn (e.g., subscription type, engagement metrics, payment method).
-- Improve customer retention strategies by targeting at-risk users with promotions, better recommendations, or engagement campaigns.
-- Enhance user experience by understanding listening habits, subscription patterns, and customer service interactions.
-- Optimize marketing efforts to encourage conversions from free users to premium plans.""")
-
-st.subheader("Business Constraints")
-st.write("""
-- Business constraints are limitations or restrictions that affect decision-making, 
-         operations, or strategic planning within a business. They can include:
-
-- Financial Constraints:  Budget limitations, funding availability, or cost-cutting measures.
-- Time Constraints: Project deadlines, time-to-market pressures, or regulatory timelines.
-- Resource Constraints: Limited workforce, technology, or raw materials.
-- Legal & Compliance Constraints: Industry regulations, data privacy laws (e.g., GDPR), or contractual obligations.
-- Market Constraints: Customer demand, competition, or economic conditions.
-- Technical Constraints: Software/hardware limitations, system integrations, or scalability issues.
-- Operational Constraints:  Supply chain restrictions, production capabilities, or logistics limitations.""")
-
-st.header("Data Understanding")
-st.write("""
-- *Dataset Size:* 125000 rows × 20 columns.
-- *Data Types:*  float64(3), int64(11), object(4)
-- *Data Features:*'age', 'location', 'subscription_type', 'payment_plan',
-       'num_subscription_pauses', 'customer_service_inquiries', 'signup_date',
-       'weekly_hours', 'average_session_length' 'song_skip_rate',
-       'weekly_songs_played', 'weekly_unique_songs', 'num_favorite_artists',
-       'num_platform_friends', 'num_playlists_created', 'num_shared_playlists',
-       'notifications_clicked', 'churned'. """)
-
-
-
-st.write(r"https://www.kaggle.com/competitions/streaming-subscription-churn-model/overview")
-st.write("Demo Data:")
-data = pd.read_csv("data.csv")
-st.write(data)
-dff = st.file_uploader("Upload File:")
-
-with open("pipe.pkl","rb") as file:
-    pipe = pkl.load(file)
-
-with open("model.pkl","rb") as file:
-    model = pkl.load(file)
-
-if dff:
-    df =pd.read_csv(dff)
-    req = df
-    test = pipe.transform(req)
-
-    predicted = model.predict(test)
-    df["churned"] = predicted
-
-    st.table(df[["customer_id","churned"]])
-
-    ans = {
-        0: {
-            "name": "name",
-            "email": "email",
-            "mail": {
-                "subject": "🎶 Discover New Music You'll Love, name!",
-                "body": "Hey name,\n\nWe noticed you have a fantastic taste for music, "
-                "exploring tons of unique songs every week! To help you find even more tracks you'll love, "
-                "we've put together some recommendations just for you.\n\nBased on your listening habits, "
-                "we think you might enjoy:\n\n* **Daily Mixes:** Personalized playlists refreshed daily with music "
-                "we think you'll be excited about.\n* **New Music Friday:** Stay up-to-date with the freshest releases "
-                "from your favorite genres and artists.\n* **Genre Playlists:** Dive deeper into genres you love or explore "
-                "something completely new.\n\nReady to discover your next favorite song? Click here to explore: [Link to App/Music Platform]\n\nHappy listening,\nYour Music Team"
-            }
-        },
-        1: {
-            "name": "name",
-            "email": "email",
-            "mail": {
-                "subject": "We Miss You, Moon! Come Back for More Music & Family Fun!",
-                "body": "Hi name,\n\nWe've noticed you've been away from our music platform, "
-                "and we wanted to reach out and see if everything is alright."
-                " We truly value you as a Family plan subscriber and want to ensure you and your family are getting the most out of our service.\n\nTo welcome you back, "
-                "we'd like to offer you a special **30-day free trial** to re-engage with all the latest music, podcasts, "
-                "and features you might have missed. Rediscover millions of songs, create new playlists, "
-                "and share the joy of music with your family again.\n\nClick here to reactivate your free trial and start listening: [Link to Reactivation Page]\n\nWe hope to see you back soon!\n\nBest regards,\nYour Music Team"
-            }
-        }
-    }
-
-    st.bar_chart(df["churned"].value_counts())
-
-    mails_data = pd.DataFrame(ans).T
-
-    if st.button('Send Mail'):
-        for i in df.index:
-            cust_id = df.iloc[i]["customer_id"]
-            name = df.iloc[i]["name"]
-            email_id = df.iloc[i]["email"]
-            pred = df.iloc[i]["churned"]
-            
-            sender_email = "moon24012407@gmail.com"
-            receiver_email = email_id
-            password = "rjig xxky lwfc xkcb"
-            
-            # Email content
-            subject = mails_data.iloc[pred]['mail']['subject'].replace('name',name)
-            
-            body = mails_data.iloc[pred]['mail']['body'].replace('name',name)
-            
-            
-            # Create the email
-            message = MIMEMultipart()
-            message["From"] = sender_email
-            message["To"] = receiver_email
-            message["Subject"] = subject
-            message.attach(MIMEText(body, "plain"))
-            
-            # Set up the SMTP server and send the email
-            try:
-                server = smtplib.SMTP("smtp.gmail.com", 587)
-                server.starttls()  # Secure the connection
-                server.login(sender_email, password)
-                server.sendmail(sender_email, receiver_email, message.as_string())
-                server.quit()
-                st.write(f"{cust_id} : Email sent successfully!")
-            except Exception as e:
-                st.write(f"{cust_id} : Failed to send email: {e}")
-st.write("Accurace : 0.82328")