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pip install -q gradio nltk | |
import gradio as gr | |
def house_price_estimation(area, rooms, kitchens, doors, washrooms, manzalas, land_measurement, garden=False, garage=False, storage_room=False, electricity=False, gas=False, water=False, ac=False, geyser=False, roof=False): | |
# Perform calculations to estimate the house price based on the provided details | |
price = area * 100 + rooms * 2000 + kitchens * 1500 | |
# Increase price based on land measurement | |
if land_measurement == "Marlas": | |
price += 500 * area | |
elif land_measurement == "Canals": | |
price += 1000 * area | |
# Increase price based on optional facilities | |
if garden: | |
price += 5000 | |
if garage: | |
price += 4000 | |
if storage_room: | |
price += 3000 | |
if electricity: | |
price += 2000 | |
if gas: | |
price += 3000 | |
if water: | |
price += 2000 | |
if ac: | |
price += 2000 | |
if geyser: | |
price += 1000 | |
if roof: | |
price += 2000 | |
return price | |
input_area = gr.inputs.Slider(minimum=0, maximum=5000, step=100, default=1000, label="Area (in square feet)") | |
input_rooms = gr.inputs.Slider(minimum=0, maximum=10, step=1, default=3, label="Number of Rooms") | |
input_kitchens = gr.inputs.Slider(minimum=0, maximum=5, step=1, default=1, label="Number of Kitchens") | |
input_doors = gr.inputs.Slider(minimum=0, maximum=20, step=1, default=4, label="Number of Doors") | |
input_washrooms = gr.inputs.Slider(minimum=0, maximum=10, step=1, default=2, label="Number of Washrooms") | |
input_manzalas = gr.inputs.Slider(minimum=0, maximum=5, step=1, default=1, label="Number of Manzalas") | |
input_land_measurement = gr.inputs.Radio(["Marlas", "Canals"], label="Land Measurement") | |
input_garden = gr.inputs.Checkbox(label="Garden") | |
input_garage = gr.inputs.Checkbox(label="Garage") | |
input_storage_room = gr.inputs.Checkbox(label="Storage Room") | |
input_electricity = gr.inputs.Checkbox(label="Electricity") | |
input_gas = gr.inputs.Checkbox(label="Gas") | |
input_water = gr.inputs.Checkbox(label="Water") | |
input_ac = gr.inputs.Checkbox(label="Air Conditioning (AC)") | |
input_geyser = gr.inputs.Checkbox(label="Geyser") | |
input_roof = gr.inputs.Checkbox(label="Roof") | |
output_price = gr.outputs.Textbox(label="Estimated House Price") | |
demo = gr.Interface( | |
fn=house_price_estimation, | |
inputs=[ | |
input_area, input_rooms, input_kitchens, input_doors, input_washrooms, input_manzalas, | |
input_land_measurement, input_garden, input_garage, input_storage_room, | |
input_electricity, input_gas, input_water, input_ac, input_geyser, input_roof | |
], | |
outputs=output_price, | |
examples=[ | |
[1000, 3, 1, 4, 2, 1, "Marlas", True, False, True, True, False, True, False, False, True], | |
[1500, 4, 2, 6, 3, 1, "Canals", False, True, False, False, True, True, False, False, True], | |
[800, 2, 1, 2, 1, 1, "Marlas", True, False, False, True, True, True, False, True, False] | |
], | |
title="House Price Estimation", | |
description="Estimate the price of a house based on the provided requirements." | |
) | |
demo.launch() | |