from django.core.management.base import BaseCommand, CommandError

from datetime import date
from heasarc.models import INPUT_DATA_DIR
import datetime
from django.utils import timezone
import astropy
from astropy.io import ascii
import pandas as pd
import pymysql
from sqlalchemy import create_engine
import numpy.ma as ma
from heasarc.tdat import tDat
from heasarc.models import HeasarcTable, TableColumn, HeasarcCSC, HeasarcObjectClass
from heasarc.models import NSIDE_SOURCES, ORDER 

from astropy_healpix import HEALPix
from astropy.coordinates import SkyCoord  # High-level coordinates
from astropy.coordinates import ICRS, Galactic, FK4, FK5  # Low-level frames
from astropy.coordinates import Angle, Latitude, Longitude  # Angles
import astropy.units as u

def load_heasarc_table(filename):
    tdatfile=INPUT_DATA_DIR+'/dump/'+filename
    data = astropy.table.Table.read(tdatfile, format='ascii.tdat',encoding='latin1')

    keywords = data.meta['keywords']
    for key, value in keywords.items():
            print(key, '->', value)

            try:
                table=HeasarcTable.objects.get(name__exact=keywords['table_name'])
                table.delete()
            except:
                pass

            table_name=keywords['table_name']
            table = HeasarcTable(name=keywords['table_name'])
            table.description=keywords['table_description'].replace('\"', '')
            table.document_url=keywords['table_document_url']
            if 'default_search_radius' in keywords:
                table.search_radius=int(keywords['default_search_radius'])
            if 'frequency_regime' in keywords:
                table.frequency_regime=keywords['frequency_regime']
            table.observatory_name=keywords['observatory_name']
            table.security=keywords['table_security']
            if 'table_author' in keywords:
                table.author=keywords['table_author']
            if 'catalog_bibcode' in keywords:
                table.bibcode=keywords['catalog_bibcode']
            if 'declination' in keywords:
                table.declination=keywords['declination'].replace('@', '')
            if 'right_ascension' in keywords:
                table.right_ascension=keywords['right_ascension'].replace('@', '')
            table.observatory_name = keywords['observatory_name']
            if 'parameter_defaults' in keywords:
                table.parameter_defaults = keywords['parameter_defaults']
            table.save()

    cols = data.meta['cols']
    for key, value in cols.items():
        column = TableColumn(table=table)
        column.name=key
        column.tdat_type=value['type']
        column.description=value['description']
        column.save()
        print(key, '->', value)

    # convert data frame to pandas                                                                                                           
    # df = data.to_pandas()
    # sql = 'DROP TABLE IF EXISTS '+table_name+';'
    # result = engine.execute(sql)
    # Insert whole DataFrame into MySQL                                                                            
    # df.to_sql(table_name, con = engine, if_exists = 'append', chunksize = 200000)
    
    tables = HeasarcCSC.objects.all()
    tables.delete()

    hp = HEALPix(nside=NSIDE_SOURCES, order=ORDER, frame=FK5())
    for item in data:

        #crd = SkyCoord(item['ra'], item['dec'], frame=FK5(), unit="deg")
        #healpix = hp.skycoord_to_healpix(crd)
        
        conf_flag=''
        if(item['conf_flag'] == 'NULL'):
            conf_flag = 'N'

        healpix = 0
        ra = 0.0
        dec = 0.0
        if not (ma.is_masked(item['ra']) or ma.is_masked(item['dec'])):
            ra = float(item['ra'])
            dec = float(item['dec'])
            crd = SkyCoord(ra, dec, frame=FK5(), unit="deg")
            healpix = hp.skycoord_to_healpix(crd)
        
        obj = HeasarcCSC.objects.create(healpix=healpix, 
                                        ra=ra,
                                        dec=dec,
                                        lii=item['lii'],
                                        bii=item['bii'],
                                        name=item['name'],
                                        significance=item['significance'],
                                        extent_flag=item['extent_flag'],
                                        conf_flag=conf_flag,
                                        error_ellipse_r0=item['error_ellipse_r0'],
                                        error_ellipse_r1=item['error_ellipse_r1'],
                                        error_ellipse_angle=item['error_ellipse_angle'],
                                        b_flux_ap=item['b_flux_ap'],
                                        b_flux_ap_hi=item['b_flux_ap_hi'],
                                        b_flux_ap_lo=item['b_flux_ap_lo'],
                                        m_flux_ap=item['m_flux_ap'],
                                        m_flux_ap_hi=item['m_flux_ap_hi'],
                                        m_flux_ap_lo=item['m_flux_ap_lo'],
                                        s_flux_ap = item['s_flux_ap'], 
                                        s_flux_ap_hi = item['s_flux_ap_hi'],
                                        m_photflux_ap=item['m_photflux_ap'],
                                        m_photflux_ap_hi=item['m_photflux_ap_hi'],
                                        m_photflux_ap_lo=item['m_photflux_ap_lo'],                                        
                                        s_photflux_ap=item['s_photflux_ap'],
                                        s_photflux_ap_hi=item['s_photflux_ap_hi'],
                                        s_photflux_ap_lo=item['s_photflux_ap_lo'],)
        obj.save()

    print('--> Successfully loaded "%s"' % table_name)
    pass

class Command(BaseCommand):
    help = 'Initiates data dase'

#    def add_arguments(self, parser):
#        parser.add_argument('poll_id', nargs='+', type=int)

    def handle(self, *args, **options):
        
        load_heasarc_table('heasarc_csc.tdat.gz')

        self.stdout.write(self.style.SUCCESS('Done'))