def predict_used_car():
manufacturers = request.form['manufacturers']
models = request.form['models']
transmission = request.form['transmission']
color = request.form['color']
engine_fuel = request.form['engine_fuel']
engine_type = request.form['engine_type']
body = request.form['body']
state = request.form['state']
drivetrain = request.form['drivetrain']
odometer_value = int(request.form['odometer_value'])
year_produced = int(request.form['year_produced'])
engine_has_gas = int(request.form['engine_has_gas'])
engine_capacity = float(request.form['engine_capacity'])
has_warranty = int(request.form['has_warranty'])
is_exchangeable = int(request.form['is_exchangeable'])
number_of_photos = float(request.form['number_of_photos'])
up_counter = int(request.form['up_counter'])
duration_listed = int(request.form['duration_listed'])
response = jsonify({
'estimated_price':
util.get_estimated_price(manufacturers, models, transmission, color,
engine_fuel, engine_type, body, state,
drivetrain, odometer_value, year_produced,
engine_has_gas, engine_capacity, has_warranty,
is_exchangeable, number_of_photos, up_counter,
duration_listed)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def main_streamlit():
st.title("Price Prediction")
##st.write("Hello World Streamlit")
html_temp = """
<div style="background-color:tomato;padding:10px">
<h2 style="color:white;text-align:center;">Streamlit Housing Price Prediction ML App </h2>
</div>
"""
st.markdown(html_temp, unsafe_allow_html=True)
total_sqft = st.slider("total_sqft",
min_value=500.0,
max_value=5000.0,
step=10.0)
st.write("Total Square Ft.", total_sqft)
#location = st.text_input("location","Type Here")
location = st.selectbox("Select the location", util.get_location_names())
st.write('You selected', location)
bhk = st.slider("bhk", min_value=1, max_value=10, step=1)
st.write("Total BHK", bhk)
bath = st.slider("bath", min_value=1, max_value=10, step=1)
st.write("Total Bath", bath)
estimated_price = ""
if st.button("Predict"):
estimated_price = util.get_estimated_price(location, total_sqft, bhk,
bath)
print(estimated_price)
st.write('The predicted price is ', estimated_price)
def predict_home_price(location, total_sqft, bhk, bath):
total_sqft = float(total_sqft)
location = location
bhk = int(bhk)
bath = int(bath)
estimated_price = util.get_estimated_price(location, total_sqft, bhk, bath)
return float(estimated_price)
def predict_home_price():
total_sqft = float(request.form['squareft'])
location = request.form['location']
bhk = int(request.form['bhk'])
bath = int(request.form['bath'])
#return 'total sqft : '+str(total_sqft)+'Location : '+str(location)+'BHK : '+str(bhk)+'bath : '+str(bath)
return str(util.get_estimated_price(location, total_sqft, bhk, bath)[0])
def predict_home_price():
rooms = request.form['rooms']
location = request.form['suburb']
response = jsonify(
{'estimated_price': util.get_estimated_price(rooms, location)})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_prce():
total_sqft = float(request.form['total_sqft'])
location = request.form['location']
bhk = int(request.form['bhk'])
bath = int(request.form['bath'])
response = jsonify({'estimated_price': util.get_estimated_price(location, bhk, bath, total_sqft)})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
area = float(request.form['area'])
location = request.form['location']
bhk = int(request.form['bhk'])
util.load_saved_artifacts()
response = jsonify(
{'estimated_price': util.get_estimated_price(location, area, bhk)})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
sqft=float(request.form['sqft'])
baths = float(request.form['baths'])
beds = float(request.form['beds'])
response=jsonify({'estimated_price': util.get_estimated_price(sqft,baths,beds)})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
location = request.form['location']
no_of_rooms = request.form['noOfRooms']
response = jsonify(
{'estimated_price': util.get_estimated_price(location, no_of_rooms)})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
sqft = request.form['sqftarea']
location = request.form['location']
bhk = request.form['BHK']
bath = request.form['Bath']
# response = jsonify({'estimated price':util.get_estimated_price(location,sqft,bhk,bath)})
# response.headers.add('Access-Control-Allow-Origin', '*')
# return response
response = util.get_estimated_price(location, sqft, bhk, bath)
return render_template(
'index.html', prediction_text=' Price is {} lakh.'.format(response))
def predict_home_price():
sqft = int(request.form['sqft'])
bath = float(request.form['bath'])
bhk = float(request.form['bhk'])
rank = int(request.form['rank'])
response = jsonify(
{'estimated_price': util.get_estimated_price(sqft, bath, bhk, rank)})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_kero_price():
# create a form
year = int(request.form['year'])
month = request.form['month']
response = jsonify(
{'estimated_price': util.get_estimated_price(month, year)})
response.headers.add("Access-Control-Allow-Origin", "*")
return response
def predict_home_price():
total_sqft = float(request.form['total_sqft'])
location = request.form['location']
bhk = int(request.form['bhk'])
bath = int(request.form['bath'])
response = jsonify({
'estimated_price':
util.get_estimated_price(location, total_sqft, bhk, bath)
})
return response
def predict_modalprice():
market = request.form['market']
min_price = float(request.form['min_price'])
max_price = float(request.form['max_price'])
response = jsonify({
'estimated_price':
util.get_estimated_price(market, min_price, max_price)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
total_sqft = float(request.form["total_sqft"])
location = request.form["location"]
bhk = int(request.form["bhk"])
bath = int(request.form["bath"])
response = jsonify({
"estimated_price":
util.get_estimated_price(location, total_sqft, bhk, bath)
})
response.headers.add("Access-Control-Allow-Origin", "*")
return response
def predict_home_price():
total_sqft = float(request.form['total_sqft'])
location = request.form['location']
bhk = int(request.form['bhk'])
bath = int(request.form['bath'])
response = jsonify({
'estimated_price':
util.get_estimated_price(location, total_sqft, bhk, bath)
})
#response.headers.add('Access-Control-Allow-Origin','*');
#Use above line in case of CORR error.
return response
def predict_home_price():
if request.method == 'POST':
total_sqft = float(request.form['sqft'])
bhk = int(request.form['bhk'])
bath = int(request.form['bath'])
location = request.form.get('loc')
prediction = util.get_estimated_price(location, total_sqft, bhk, bath)
return render_template(
'home.html',
prediction_text="The Predicted house price is Rs. {} lakhs".format(
prediction))
return render_template("home.html")
def predict_home_price():
total_sqft = float(request.form['distance'])
location = request.form['Suburb']
bhk = int(request.form['rooms'])
# bath = int(request.form['bath'])
response = jsonify({
'estimated_price':
util.get_estimated_price(location, total_sqft, bhk)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
newBuilding = int(request.form['newBuilding'])
floorNumber = int(request.form['floorNumber'])
fromDeveloper = int(request.form['fromDeveloper'])
isApartments = int(request.form['isApartments'])
isAuction = int(request.form['isAuction'])
kitchenArea = int(request.form['kitchenArea'])
livingArea = int(request.form['livingArea'])
roomsCount = int(request.form['roomsCount'])
totalArea = int(request.form['totalArea'])
floorsCount = int(request.form['floorsCount'])
isComplete = int(request.form['isComplete'])
passengerLiftsCount = int(request.form['passengerLiftsCount'])
cargoLiftsCount = int(request.form['cargoLiftsCount'])
hasBalcony = int(request.form['hasBalcony'])
isBasement = int(request.form['isBasement'])
isFirstFloor = int(request.form['isFirstFloor'])
isLastFloor = int(request.form['isLastFloor'])
flatType = request.form['flatType']
region = request.form['region']
city = request.form['city']
materialType = request.form['materialType']
response = jsonify({
'estimated_price': util.get_estimated_price(
newBuilding,
floorNumber,
fromDeveloper,
isApartments,
isAuction,
kitchenArea,
livingArea,
roomsCount,
totalArea,
floorsCount,
isComplete,
passengerLiftsCount,
cargoLiftsCount,
hasBalcony,
isBasement,
isFirstFloor,
isLastFloor,
flatType,
region,
city,
materialType
)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def bhppredict():
area = request.args.get('area')
bhk = request.args.get('bhk')
bath = request.args.get('bath')
loc = request.args.get('loc')
price = float(util.get_estimated_price(loc, area, bhk, bath))
return render_template('bhppredict.html',
area=area,
bhk=bhk,
bath=bath,
loc=loc,
price=price)
def get_estimated_price():
sqft = float(request.form['sqft'])
location = request.form['location']
n_rooms = request.form['n_rooms']
n_bedrooms = request.form['n_bedrooms']
n_bathrooms = request.form['n_bathrooms']
response = jsonify({
'estimated_price':
util.get_estimated_price(location, sqft, n_rooms, n_bedrooms,
n_bathrooms)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
data = request.get_json()
total_sqft = float(data['total_sqft'])
location = data['location']
bhk = int(data['bhk'])
bath = int(data['bath'])
response = jsonify({
'estimated_price':
util.get_estimated_price(location, total_sqft, bhk, bath)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
total_sqft = float(
request.form['total_sqft']) #getting all inputs in request.form
location = request.form['location']
bhk = int(request.form['bhk'])
bath = int(request.form['bath'])
response = jsonify({ #response
'estimated_price':
util.get_estimated_price(location, total_sqft, bhk, bath)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
# implementing a dummy routine. can get the form input from request.form
total_sqft = float(request.form['total_sqft'])
location = request.form['location']
bhk = int(request.form['bhk'])
bath = int(request.form['bath'])
response = jsonify({
"estimated_price": util.get_estimated_price(location, total_sqft, bhk, bath)
})
response.headers.add("Access-Control-Allow-Origin", "*")
return response
def predict_home_price():
total_sqft = float(request.form['total_sqft'])
location = request.form['location']
bhk = int(request.form['bhk'])
bath = int(request.form['bath'])
# response = jsonify({
# 'estimated_price': get_estimated_price(location,total_sqft,bhk,bath)
# })
# response.headers.add('Access-Control-Allow-Origin', '*')
estimated_price = get_estimated_price(location,total_sqft,bhk,bath)
estimated_price = str(round(estimated_price,4)) + " Lakhs"
return render_template('index.html', response= estimated_price)
def predict_home_price():
total_sqft = float(request.form['total_sqft'])
location = request.form['location']
bedroom = int(request.form['bedroom'])
bath = int(request.form['bath'])
print(total_sqft)
response = jsonify({
'estimated_price':
util.get_estimated_price(location, total_sqft, bedroom, bath)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
total_sqft = float(str(request.form["total_sqft"]))
location = str(request.form['location'])
bath = int(request.form['bath'])
balcony = int(str(request.form['balcony']))
bhk = int(str(request.form['bhk']))
response = jsonify({
'estimated_price':
util.get_estimated_price(location, total_sqft, bath, balcony, bhk)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_house_price():
'''
This function calls the get_estimated_price function from util.py
'''
total_sqft = float(request.form['total_sqft'])
location = request.form['location']
bhk = int(request.form['bhk'])
bath = int(request.form['bath'])
response = jsonify({
'estimated_price':
util.get_estimated_price(location, total_sqft, bhk, bath)
})
response.headers.add('Access-control-Allow-Origin', '*')
return response
def predict_home_price():
total_m2 = float(request.form['m2'])
location = request.form['location']
room_f = int(request.form['room_f'])
room_hf = int(request.form['room_hf'])
butor = request.form['butor']
emelet = request.form['emelet']
lift = request.form['lift']
# kerület, m2, szoba, félszoba, bútorozott, emelet, lift
response = jsonify({
'estimated_price': util.get_estimated_price(location, total_m2, room_f, room_hf, butor, emelet, lift)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
def predict_home_price():
try:
bedrooms = int(request.args.get('bedrooms'))
bathrooms = int(request.args.get('bathrooms'))
square_footage = int(request.args.get('square_footage'))
resident_type = request.args.get('resident_type')
response = jsonify({
'estimated_price':
util.get_estimated_price(resident_type, bedrooms, bathrooms,
square_footage)
})
response.headers.add('Access-Control-Allow-Origin', '*')
return response
except:
return jsonify({"message": "Error occurred"})
