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app.py
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app.py
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from flask import Flask, request, render_template
import pickle
import numpy as np
from wwo_hist import retrieve_hist_data
from warnings import simplefilter
# ignore all future warnings
simplefilter(action='ignore')
app = Flask(__name__, template_folder='template')
model = pickle.load(open('models/model.pkl', 'rb'))
START_DATE = '15-Nov-2019'
END_DATE = '15-FEB-2020'
API_KEY = 'b1ec70731e66454d9ec62250201602'
LOCATION_LIST = ['pune']
hist_weather_data = retrieve_hist_data(API_KEY,
LOCATION_LIST,
START_DATE,
END_DATE,
location_label = False,
export_csv = True,
store_df = True)
@app.route('/')
def app_status():
return "Application is up and running."
@app.route('/form')
def show_form():
return render_template('form.html')
@app.route('/predict', methods=['GET', 'POST'])
def predict():
month_lst = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]
monthwise_prediction = {}
month = int(request.form['month'])
sunlight = request.form['sunlight']
temperature = int(request.form['temperature'])
humidity = int(request.form['humidity'])
electricity = int(request.form['electricity'])
rainfall = int(request.form['rainfall'])
input_features = [month, temperature, humidity, electricity, rainfall]
if sunlight.lower() == 'h':
input_features.extend([0, 1])
if sunlight.lower() == 'm':
input_features.extend([1, 0])
else:
input_features.extend([0, 0])
# month temperature humidity electricity rainfall sunlight__2 sunlight__3
features = [np.array(input_features)]
prediction = model.predict(features)
return {"predicted_yield_"+str(month): prediction[0]}
if __name__ == '__main__':
app.run(debug=True)