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app.py
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from flask import Flask,render_template,url_for,request,jsonify
import pandas as pd
import numpy as np
import datetime
import pickle
model = pickle.load(open("rain_XGBnew_model.pkl", "rb"))
app = Flask(__name__, template_folder="template")
@app.route("/",methods=['GET'])
def home():
return render_template("index.html")
@app.route("/predict",methods=['GET', 'POST'])
def predict():
if request.method == "POST":
# DATE
date = request.form['date']
day = float(pd.to_datetime(date, format="%Y-%m-%dT").day)
month = float(pd.to_datetime(date, format="%Y-%m-%dT").month)
# MinTemp
minTemp = float(request.form['mintemp'])
# MaxTemp
maxTemp = float(request.form['maxtemp'])
# Rainfall
rainfall = float(request.form['rainfall'])
# Evaporation
evaporation = float(request.form['evaporation'])
# Sunshine
sunshine = float(request.form['sunshine'])
# Wind Gust Speed
windGustSpeed = float(request.form['windgustspeed'])
# Wind Speed 9am
windSpeed9am = float(request.form['windspeed9am'])
# Wind Speed 3pm
windSpeed3pm = float(request.form['windspeed3pm'])
# Humidity 9am
humidity9am = float(request.form['humidity9am'])
# Humidity 3pm
humidity3pm = float(request.form['humidity3pm'])
# Pressure 9am
pressure9am = float(request.form['pressure9am'])
# Pressure 3pm
pressure3pm = float(request.form['pressure3pm'])
# Temperature 9am
temp9am = float(request.form['temp9am'])
# Temperature 3pm
temp3pm = float(request.form['temp3pm'])
# Cloud 9am
cloud9am = float(request.form['cloud9am'])
# Cloud 3pm
cloud3pm = float(request.form['cloud3pm'])
# Cloud 3pm
location = float(request.form['location'])
if(location == 'Portland'):
location = 1
elif(location == 'Cairns'):
location = 2
elif(location == 'Walpole'):
location = 3
elif(location == 'Dartmoor'):
location = 4
elif(location == 'MountGambier'):
location = 5
elif(location == 'NorfolkIsland'):
location = 6
elif(location == 'Albany'):
location = 7
elif(location == 'Witchcliffe'):
location = 8
elif(location == 'CoffsHarbour'):
location = 9
elif(location == 'Sydney'):
location = 10
elif(location == 'Darwin'):
location = 11
elif(location == 'MountGinini'):
location = 12
elif(location == 'NorahHead'):
location = 13
elif(location == 'Ballarat'):
location = 14
elif(location == 'GoldCoast'):
location = 15
elif(location == 'SydneyAirport'):
location = 16
# Wind Dir 9am
winddDir9am = float(request.form['winddir9am'])
if(winddDir9am == 'NMW'):
winddDir9am == 0
elif(winddDir9am== 'NW'):
winddDir9am == 1
elif(winddDir9am== 'WNW'):
winddDir9am == 2
elif(winddDir9am== 'N'):
winddDir9am == 3
# Wind Dir 3pm
winddDir3pm = float(request.form['winddir3pm'])
if(winddDir3pm== 'NW'):
winddDir3pm == 0
elif(winddDir3pm== 'NNW'):
winddDir3pm == 1
elif(winddDir3pm == 'N'):
winddDir9am == 2
elif(winddDir3pm== 'WNW'):
winddDir3pm == 3
# Wind Gust Dir
windGustDir = float(request.form['windgustdir'])
if(windGustDir== 'NNW'):
windGustDir == 0
elif(windGustDir == 'NW'):
windGustDir == 1
elif(windGustDir== 'WNW'):
windGustDir == 2
elif(windGustDir== 'N'):
windGustDir == 3
# Rain Today
rainToday = float(request.form['raintoday'])
if(rainToday== 'Yes'):
rainToday== 1
elif(rainToday== 'No'):
rainToday== 0
input_lst = [location , minTemp , maxTemp , rainfall , evaporation , sunshine ,
windGustDir , windGustSpeed , winddDir9am , winddDir3pm , windSpeed9am , windSpeed3pm ,
humidity9am , humidity3pm , pressure9am , pressure3pm , cloud9am , cloud3pm , temp9am , temp3pm ,
rainToday , month , day]
pred = model.predict(input_lst)
output = pred
if output == 0:
return render_template("after_sunny.html")
else:
return render_template("after_rainy.html")
if __name__=='__main__':
app.run(debug=True)