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app.py
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app.py
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from flask import Flask, request, render_template, url_for
import pandas as pd
from src.day_predictions import day_predictions
from src.hr_predictions import hour_predictions
from src.config import Config
from csv import DictWriter
app = Flask(__name__)
@app.route('/', methods=['GET'])
@app.route('/home', methods=['GET'])
def home_page():
return render_template('home.html')
@app.route('/day')
def day_prediction():
return render_template('day.html')
@app.route('/day', methods=['POST', 'GET'])
def day_res():
if request.method == "POST":
season = request.form.get("season")
mnth = request.form.get("mnth")
holiday = request.form.get("holiday")
weekday = request.form.get("weekday")
workingday = request.form.get("workingday")
weathersit = request.form.get("weathersit")
temp = float(request.form.get("temp")) / 41
humidity = float(request.form.get("humidity")) / 100
windspeed = float(request.form.get("windspeed")) / 67
day_form_data = [
{
'season': season,
'mnth': mnth,
'holiday': holiday,
'weekday': weekday,
'workingday': workingday,
'weathersit': weathersit,
'temp': temp,
'humidity': humidity,
'windspeed': windspeed,
}
]
headersCSV = ['season','mnth','holiday', 'weekday', 'workingday', 'weathersit', 'temp', 'humidity', 'windspeed','casual', 'registered','count']
result = day_predictions().predict(day_form_data)
# print(result)
# print(pd.DataFrame(form_data))
casual = int(result[0][0])
registered = int(result[0][1])
day_res = [
{
'casual': casual,
'registered': registered,
'count': casual + registered
}
]
z1 = day_form_data[0] | day_res[0]
with open(r"assets\user_input\day_input.csv", "a", newline='') as f_object:
dictwriter_object = DictWriter(f_object, fieldnames=headersCSV)
dictwriter_object.writerow(z1)
f_object.close()
return render_template('day.html', data=day_res)
@app.route('/hour')
def hour_prediction():
return render_template('hour.html')
@app.route('/hour', methods=['POST', 'GET'])
def hour_res():
if request.method == "POST":
season = request.form.get("season")
mnth = request.form.get("mnth")
hr = request.form.get("hr")
holiday = request.form.get("holiday")
weekday = request.form.get("weekday")
workingday = request.form.get("workingday")
weathersit = request.form.get("weathersit")
temp = float(request.form.get("temp")) / 41
humidity = float(request.form.get("humidity")) / 100
windspeed = float(request.form.get("windspeed")) / 67
hour_form_data = [
{
'season': season,
'mnth': mnth,
'hr': hr,
'holiday': holiday,
'weekday': weekday,
'workingday': workingday,
'weathersit': weathersit,
'temp': temp,
'humidity': humidity,
'windspeed': windspeed,
}
]
headersCSV = ['season','mnth','hr','holiday', 'weekday', 'workingday', 'weathersit', 'temp', 'humidity', 'windspeed','casual', 'registered','count']
result = hour_predictions().predict(hour_form_data)
casual = int(result[0][0])
registered = int(result[0][1])
hour_res = [
{
'casual': casual,
'registered': registered,
'count': casual + registered
}
]
z = hour_form_data[0] | hour_res[0]
with open(r"assets\user_input\hour_input.csv", "a", newline='') as f_object:
dictwriter_object = DictWriter(f_object, fieldnames=headersCSV)
dictwriter_object.writerow(z)
f_object.close()
return render_template('hour.html', data=hour_res)
if __name__ == "__main__":
app.run(debug=False)