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| import os | |
| import requests | |
| import streamlit as st | |
| import pandas as pd | |
| from scraper import scrape_tariffs | |
| from groq import Groq | |
| # Initialize Groq client | |
| client = Groq(api_key=os.environ.get('GroqApi')) | |
| # Streamlit App: Electricity Bill & Carbon Footprint Estimator | |
| st.title("π Electricity Bill & Carbon Footprint Estimator") | |
| st.sidebar.header("βοΈ User Input") | |
| # Tariff URLs for scraping | |
| tariff_urls = { | |
| "IESCO": "https://iesco.com.pk/index.php/customer-services/tariff-guide", | |
| "FESCO": "https://fesco.com.pk/tariff", | |
| "HESCO": "http://www.hesco.gov.pk/htmls/tariffs.htm", | |
| "KE": "https://www.ke.com.pk/customer-services/tariff-structure/", | |
| "LESCO": "https://www.lesco.gov.pk/ElectricityTariffs", | |
| "PESCO": "https://pesconlinebill.pk/pesco-tariff/", | |
| "QESCO": "http://qesco.com.pk/Tariffs.aspx", | |
| "TESCO": "https://tesco.gov.pk/index.php/electricity-traiff", | |
| } | |
| # Predefined appliances and their power in watts | |
| appliances = { | |
| "LED Bulb (10W)": 10, | |
| "Ceiling Fan (75W)": 75, | |
| "Refrigerator (150W)": 150, | |
| "Air Conditioner (1.5 Ton, 1500W)": 1500, | |
| "Washing Machine (500W)": 500, | |
| "Television (100W)": 100, | |
| "Laptop (65W)": 65, | |
| "Iron (1000W)": 1000, | |
| "Microwave Oven (1200W)": 1200, | |
| "Water Heater (2000W)": 2000, | |
| } | |
| def scrape_data(): | |
| """ | |
| Scrapes tariff data from the provided URLs. | |
| """ | |
| st.info("π Scraping tariff data... Please wait.") | |
| scrape_tariffs(list(tariff_urls.values())) | |
| st.success("β Tariff data scraping complete.") | |
| def calculate_carbon_footprint(monthly_energy_kwh): | |
| """ | |
| Calculates the carbon footprint based on energy consumption in kWh. | |
| """ | |
| carbon_emission_factor = 0.75 # kg CO2 per kWh | |
| return monthly_energy_kwh * carbon_emission_factor | |
| # Sidebar: Scrape Tariff Data | |
| if st.sidebar.button("Scrape Tariff Data"): | |
| scrape_data() | |
| # Sidebar: Tariff Selection | |
| st.sidebar.subheader("π‘ Select Tariff") | |
| try: | |
| tariff_data = pd.read_csv("data/tariffs.csv") | |
| tariff_types = tariff_data["category"].unique() | |
| selected_tariff = st.sidebar.selectbox("Select your tariff category:", tariff_types) | |
| rate_per_kwh = tariff_data[tariff_data["category"] == selected_tariff]["rate"].iloc[0] | |
| st.sidebar.write(f"Rate per kWh: **{rate_per_kwh} PKR**") | |
| except FileNotFoundError: | |
| st.sidebar.error("β οΈ Tariff data not found. Please scrape the data first.") | |
| rate_per_kwh = 0 | |
| # Sidebar: User Inputs for Appliances | |
| st.sidebar.subheader("π Add Appliances") | |
| selected_appliance = st.sidebar.selectbox("Select an appliance:", list(appliances.keys())) | |
| appliance_power = appliances[selected_appliance] | |
| appliance_quantity = st.sidebar.number_input( | |
| "Enter quantity:", min_value=1, max_value=10, value=1 | |
| ) | |
| usage_hours = st.sidebar.number_input( | |
| "Enter usage hours per day:", min_value=1, max_value=24, value=5 | |
| ) | |
| # Add appliance details to the main list | |
| if "appliance_list" not in st.session_state: | |
| st.session_state["appliance_list"] = [] | |
| if st.sidebar.button("Add Appliance"): | |
| st.session_state["appliance_list"].append( | |
| { | |
| "appliance": selected_appliance, | |
| "power": appliance_power, | |
| "quantity": appliance_quantity, | |
| "hours": usage_hours, | |
| } | |
| ) | |
| # Display the list of added appliances | |
| st.subheader("π Added Appliances") | |
| if st.session_state["appliance_list"]: | |
| for idx, appliance in enumerate(st.session_state["appliance_list"], start=1): | |
| st.write( | |
| f"{idx}. **{appliance['appliance']}** - " | |
| f"{appliance['power']}W, {appliance['quantity']} unit(s), " | |
| f"{appliance['hours']} hours/day" | |
| ) | |
| # Electricity Bill and Carbon Footprint Calculation | |
| if st.session_state["appliance_list"] and rate_per_kwh > 0: | |
| total_daily_energy_kwh = sum( | |
| (appliance["power"] * appliance["quantity"] * appliance["hours"]) / 1000 | |
| for appliance in st.session_state["appliance_list"] | |
| ) | |
| monthly_energy_kwh = total_daily_energy_kwh * 30 # Assume 30 days in a month | |
| bill_amount = monthly_energy_kwh * rate_per_kwh # Dynamic tariff rate | |
| carbon_footprint = calculate_carbon_footprint(monthly_energy_kwh) | |
| st.subheader("π΅ Electricity Bill & π Carbon Footprint") | |
| st.write(f"π΅ **Estimated Electricity Bill**: **{bill_amount:.2f} PKR**") | |
| st.write(f"π **Estimated Carbon Footprint**: **{carbon_footprint:.2f} kg CO2 per month**") | |
| # Generate Groq-based advice to reduce carbon footprint | |
| appliance_names = [appliance["appliance"] for appliance in st.session_state["appliance_list"]] | |
| appliance_list_str = ", ".join(appliance_names) | |
| chat_completion = client.chat.completions.create( | |
| messages=[{ | |
| "role": "user", | |
| "content": ( | |
| f"Provide exactly 3 to 4 short, one-line tips to reduce the carbon footprint caused " | |
| f"by the usage of the following appliances: {appliance_list_str}. The tips should be " | |
| f"practical and relevant to these appliances only." | |
| ) | |
| }], | |
| model="llama3-8b-8192", | |
| ) | |
| advice = chat_completion.choices[0].message.content | |
| st.subheader("π‘ Tips to Reduce Carbon Footprint") | |
| st.write(advice) | |
| else: | |
| st.info("βΉοΈ Add appliances and ensure a valid tariff rate is selected to calculate the electricity bill and carbon footprint.") | |