Delete business_problem.py

business_problem.py

@@ -1,67 +0,0 @@
-import streamlit as st 
-
-import streamlit as st
-
-st.header("🚗 Brake System Fault Detection")
-
-
-
-feature_desc = {
-    'Brake_Pressure': "Pressure applied to the brake pedal.",
-    'Pad_Wear_Level': "Indicates the wear level of brake pads.",
-    'ABS_Status': "1 if Anti-lock Braking System is active, else 0.",
-    'Wheel_Speed_FL': "Speed of the front-left wheel.",
-    'Wheel_Speed_FR': "Speed of the front-right wheel.",
-    'Wheel_Speed_RL': "Speed of the rear-left wheel.",
-    'Wheel_Speed_RR': "Speed of the rear-right wheel.",
-    'Fluid_Temperature': "Temperature of the brake fluid.",
-    'Pedal_Position': "How far the brake pedal is pressed."
-}
-
-selected = st.selectbox("Select a feature to understand:", list(feature_desc.keys()))
-st.info(f"📘 **{selected}**: {feature_desc[selected]}")
-
-
-
-
-# 🎯 Goal
-st.markdown("### 🎯 Goal")
-st.markdown("""
-Build a data-driven model that detects braking system faults using sensor data such as brake pressure, wheel speeds, fluid temperature, and pedal position.
-""")
-
-# 💼 Business Objective
-st.markdown("### 📌 Business Objective")
-st.markdown("""
-- Detect faults early to reduce vehicle failure risks.
-- Analyze sensor behavior during fault vs non-fault conditions.
-- Support preventive maintenance using historical data patterns.
-""")
-st.markdown("### 📊 Data Understanding")
-
-st.markdown("""
-The dataset contains **real-time sensor readings** collected from a vehicle's braking system to detect faults. Below are the details of each feature:
-
-#### 🔢 Numerical Features:
-
-- **Brake_Pressure**: Pressure applied to the braking system (in bar or psi).
-- **Pad_Wear_Level**: Indicates how much the brake pads have worn down (in % or mm).
-- **Wheel_Speed_FL**: Speed of the **front-left** wheel (in km/h).
-- **Wheel_Speed_FR**: Speed of the **front-right** wheel (in km/h).
-- **Wheel_Speed_RL**: Speed of the **rear-left** wheel (in km/h).
-- **Wheel_Speed_RR**: Speed of the **rear-right** wheel (in km/h).
-- **Fluid_Temperature**: Temperature of the brake fluid (in °C).
-- **Pedal_Position**: Position of the brake pedal, indicating how far it is pressed (0–100%).
-
-#### 🔠 Categorical Feature:
-
-- **ABS_Status**: Anti-lock Braking System status —  
-  - `1`: Active  
-  - `0`: Inactive
-
-#### 🎯 Target Variable:
-
-- **Fault**:
-  - `0`: Normal (No issue detected)  
-  - `1`: Fault Detected (Brake system problem)
-""")