app.py

import gradio as gr
import pandas as pd
import numpy as np
from prophet import Prophet
from mysql import connector
import json
import random
from prophet.serialize import model_from_json

province_dict = {
    "Bangkok":"กรุงเทพฯ",
    'Nakohn Pathom':'นครปฐม',
    'Pathum Thani':'ปทุมธานี',
    'Nakohn Nayok':'นครนายก',
    'Nonthaburi':'นนทบุรี',
    'Samut Songkhram':'สมุทรสงคราม'
}



def weather_forcast(year,month,date):
    _date = pd.to_datetime(f'{year}-{month}-{date}')
        
    _df = pd.DataFrame({'ds':[_date]})

    _prediction = _model.predict(_df)
    _prediction = _prediction['yhat']

    _israin = False if(_prediction<0.5) else True
    return _israin
    
def get_advice(province,activity,purpose,year,month,date):
    _province = province_dict[province]
    with open('prophet_model.json', 'r') as fin:
        _model = model_from_json(json.load(fin))
    _purpose = purpose.lower()
    _day = pd.to_datetime(f'{year}-{month}-{date}').day_name()
    _activity = 'indoor' if(weather_forcast(year,month,date)) else activity.lower()

    _places = pd.read_csv('Places.csv')
    _places = _places[_places['จังหวัก']==_province]
    _places = _places[_places['indoor/outdoor']==_activity]
    _places = _places[_places['หมวดหมู่']==_purpose]
    _places = _places[_places['ปิดวัน']!=_day]

    random_idx = random.randrange(0,len(_places))
    
    return random_idx,random_idx,random_idx



iface = gr.Interface(
    fn = get_advice,
    inputs = [
        
        gr.Dropdown(
            ["Bangkok",'Nakohn Pathom','Pathum Thani','Nakohn Nayok','Nonthaburi','Samut Songkhram'], label="Province", info="Will add more later!"
        ),

        gr.Dropdown(
            ["Indoor","Outdoor"], label="Activity"
        ),

        gr.Dropdown(
            ["Shopping","Relax",'Education','Culture','Nature'], label="Purpose"
        ),

        gr.Dropdown(
            [2024], label="Year", info="Will add more later!"
        ),

        gr.Dropdown(
            [1,2,3,4,5,6,7,8,9,10,11,12], label="Month"
        ),

        gr.Dropdown(
            [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31], label="Date"
        )

    ],
    
    outputs=[gr.components.Textbox(label="Place Name :"),
           gr.components.Textbox(label="Close day :"),
           gr.components.Textbox(label="Open hour :")],
    live=True,
    title="Weather Forecast",
    description="Get the weather forecast for a city.",
    theme="default",
)

iface.launch()