cta_astro_tool: model_cube

annotate model_cube_file.py @ 0:2f3e314c3dfa draft default tip

planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995

author	astroteam
date	Fri, 19 Apr 2024 10:06:21 +0000
parents
children

rev	line source
0 2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	1 #!/usr/bin/env python
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	2 # coding: utf-8
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	3
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	4 # flake8: noqa
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	5
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	6 import json
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	7 import os
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	8 import shutil
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	9
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	10 from oda_api.json import CustomJSONEncoder
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	11
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	12 get_ipython().run_cell_magic( # noqa: F821
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	13 "bash",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	14 "",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	15 'rm -r IRFS \| echo "Ok"\nmkdir IRFS\ncd IRFS\nwget https://zenodo.org/records/5499840/files/cta-prod5-zenodo-fitsonly-v0.1.zip\nunzip cta-prod5-zenodo-fitsonly-v0.1.zip\ncd fits\nfor fn in *.gz ; do tar -zxvf $fn; done \n',
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	16 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	17
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	18 import sys
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	19
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	20 sys.path.append(".")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	21 from pathlib import Path
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	22
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	23 import astropy.units as u
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	24 import matplotlib.pyplot as plt
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	25 import numpy as np
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	26 from astropy import units as u
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	27 from astropy import wcs
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	28 from astropy.coordinates import SkyCoord
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	29 from astropy.io import fits
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	30 from gammapy.data import (
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	31 FixedPointingInfo,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	32 Observation,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	33 PointingMode,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	34 observatory_locations,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	35 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	36 from gammapy.datasets import MapDataset, MapDatasetEventSampler
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	37 from gammapy.irf import load_irf_dict_from_file
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	38 from gammapy.makers import MapDatasetMaker
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	39 from gammapy.maps import Map, MapAxis
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	40 from gammapy.modeling.models import (
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	41 FoVBackgroundModel,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	42 Models,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	43 SkyModel,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	44 TemplateSpatialModel,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	45 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	46 from numpy import cos, pi, sqrt
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	47 from oda_api.api import ProgressReporter
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	48 from oda_api.data_products import BinaryProduct, PictureProduct
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	49
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	50 # not for run on Galaxy
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	51 # %%bash
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	52 # git lfs install
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	53 # git lfs pull
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	54
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	55 data_cube = "3d.fits" # http://odahub.io/ontology#POSIXPath
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	56
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	57 # Source flux normalisaiton F0 in 1/(TeV cm2 s) at reference energy E0
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	58 F0 = 1e-11 # http://odahub.io/ontology#Float
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	59 E0 = 1.0 # http://odahub.io/ontology#Energy_TeV
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	60
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	61 OffAxis_angle = 0.4 # http://odahub.io/ontology#AngleDegrees
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	62
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	63 Radius_spectal_extraction = 0.2 # http://odahub.io/ontology#AngleDegrees
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	64 Radius_sky_image = 2.5 # http://odahub.io/ontology#AngleDegrees
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	65
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	66 Site = "North" # http://odahub.io/ontology#String ; oda:allowed_value "North","South"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	67 Telescopes_LST = True # http://odahub.io/ontology#Boolean
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	68 Telescopes_MST = True # http://odahub.io/ontology#Boolean
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	69 Telescopes_SST = False # http://odahub.io/ontology#Boolean
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	70
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	71 Texp = 1.0 # http://odahub.io/ontology#TimeIntervalHours
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	72
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	73 _galaxy_wd = os.getcwd()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	74
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	75 with open("inputs.json", "r") as fd:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	76 inp_dic = json.load(fd)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	77 if "_data_product" in inp_dic.keys():
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	78 inp_pdic = inp_dic["_data_product"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	79 else:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	80 inp_pdic = inp_dic
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	81
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	82 for vn, vv in inp_pdic.items():
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	83 if vn != "_selector":
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	84 globals()[vn] = type(globals()[vn])(vv)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	85
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	86 R_s = Radius_spectal_extraction
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	87 Radius = Radius_sky_image
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	88 LSTs = Telescopes_LST
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	89 MSTs = Telescopes_MST
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	90 SSTs = Telescopes_SST
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	91 file_path = data_cube
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	92
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	93 pr = ProgressReporter()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	94 pr.report_progress(stage="Progress", progress=10.0)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	95
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	96 print("loading " + file_path)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	97 cube_map = Map.read(file_path)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	98 cube_map.geom
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	99
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	100 print("locating source")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	101 # source = SkyCoord.from_name(src_name, frame='icrs', parse=False, cache=True)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	102 source = cube_map.geom.center_skydir
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	103 DEC = float(source.dec / u.deg)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	104 RA = float(source.ra / u.deg)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	105
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	106 CTA_south_lat = -25.0
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	107 CTA_north_lat = 18.0
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	108 filename = ""
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	109 if Site == "North":
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	110 Zd = abs(DEC - CTA_north_lat)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	111 if Zd < 30.0:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	112 Zd = "20deg-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	113 elif Zd < 50:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	114 Zd = "40deg-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	115 elif Zd < 70.0:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	116 Zd = "60deg-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	117 else:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	118 raise RuntimeError("Source not visible from " + Site)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	119 if DEC > CTA_north_lat:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	120 N_S = "NorthAz-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	121 else:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	122 N_S = "SouthAz-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	123 if LSTs:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	124 tel = "4LSTs"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	125 if MSTs:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	126 tel += "09MSTs"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	127 if SSTs:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	128 raise RuntimeError("No SSTs on the North site")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	129 filename = "IRFS/fits/Prod5-North-" + Zd + N_S + tel
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	130 else:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	131 Zd = abs(DEC - CTA_south_lat)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	132 if Zd < 30.0:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	133 Zd = "20deg-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	134 elif Zd < 50:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	135 Zd = "40deg-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	136 elif Zd < 70.0:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	137 Zd = "60deg-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	138 else:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	139 raise RuntimeError("Source not visible from " + Site)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	140 if DEC > CTA_south_lat:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	141 N_S = "NorthAz-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	142 else:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	143 N_S = "SouthAz-"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	144 if MSTs:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	145 tel = "14MSTs"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	146 if SSTs:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	147 tel += "37MSTs"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	148 if LSTs:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	149 raise RuntimeError("No LSTs on the South site")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	150 filename = "IRFS/fits/Prod5-South-" + Zd + N_S + tel
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	151
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	152 if Texp < 1800:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	153 filename += ".1800s-v0.1.fits.gz"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	154 elif Texp < 18000:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	155 filename += ".18000s-v0.1.fits.gz"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	156 else:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	157 filename += ".180000s-v0.1.fits.gz"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	158
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	159 import os
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	160
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	161 print(filename)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	162 if os.path.exists(filename) == False:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	163 raise RuntimeError("No reponse function found")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	164 message = "No reponse function found!"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	165
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	166 # telescope pointing will be shifted slightly
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	167 cdec = cos(DEC * pi / 180.0)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	168 RA_pnt = RA - OffAxis_angle / cdec
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	169 DEC_pnt = DEC
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	170 pnt = SkyCoord(RA_pnt, DEC_pnt, unit="degree")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	171
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	172 # telescope is pointing at a fixed position in ICRS for the observation
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	173 pointing = FixedPointingInfo(fixed_icrs=pnt, mode=PointingMode.POINTING)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	174
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	175 location = observatory_locations["cta_south"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	176
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	177 print("loading IRFs")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	178
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	179 # irfs = load_irf_dict_from_file(path / irf_filename)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	180 # filename = "data/Prod5-North-20deg-AverageAz-4LSTs09MSTs.180000s-v0.1.fits.gz"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	181 irfs_filename = (
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	182 "IRFS/fits/Prod5-North-20deg-AverageAz-4LSTs09MSTs.180000s-v0.1.fits.gz"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	183 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	184 irfs = load_irf_dict_from_file(irfs_filename)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	185
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	186 print("Creating observation")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	187 livetime = Texp * u.hr
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	188 observation = Observation.create(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	189 obs_id=1001,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	190 pointing=pointing,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	191 livetime=livetime,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	192 irfs=irfs,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	193 location=location,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	194 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	195 print(observation)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	196
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	197 def GetBinSpectralModel(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	198 E, bins_per_decade=20, amplitude=1e-12 * u.Unit("cm-2 s-1")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	199 ):
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	200 # amplitude=1e-12 * u.Unit("cm-2 s-1") * norm
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	201 from gammapy.modeling.models import GaussianSpectralModel
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	202
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	203 sigma = (10 ** (1 / bins_per_decade) - 1) * E
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	204 return GaussianSpectralModel(mean=E, sigma=sigma, amplitude=amplitude)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	205
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	206 print("Calculate energy range")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	207
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	208 # selected_n_bins_per_decade = 20 # n bins per decade
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	209 max_rel_energy_error = 3
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	210
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	211 energy_axis = cube_map.geom.axes["energy"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	212 EminMap = energy_axis.edges[0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	213 EmaxMap = energy_axis.edges[-1]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	214 stepE = energy_axis.edges[1] / energy_axis.edges[0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	215 nbins_per_decade = int(np.round(np.log(10) / np.log(stepE)))
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	216 Emin = EminMap / max_rel_energy_error
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	217 Emax = EmaxMap * max_rel_energy_error
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	218 nbins_per_decade, Emin, Emax
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	219
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	220 print("Create empty dataset")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	221
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	222 # energy_axis = MapAxis.from_energy_bounds(max_rel_energy_errorEminu.TeV, Emax*u.TeV, nbin=selected_n_bins_per_decade, per_decade=True)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	223 energy_axis_true = MapAxis.from_energy_bounds(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	224 Emin, Emax, nbin=nbins_per_decade, per_decade=True, name="energy_true"
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	225 ) # TODO: get from geom
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	226 migra_axis = MapAxis.from_bounds(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	227 1.0 / max_rel_energy_error,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	228 max_rel_energy_error,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	229 nbin=150,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	230 node_type="edges",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	231 name="migra",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	232 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	233 # TODO: get from geom
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	234
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	235 geom = cube_map.geom
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	236
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	237 empty = MapDataset.create(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	238 geom,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	239 energy_axis_true=energy_axis_true,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	240 migra_axis=migra_axis,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	241 name="my-dataset",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	242 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	243 maker = MapDatasetMaker(selection=["exposure", "background", "psf", "edisp"])
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	244 dataset = maker.run(empty, observation)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	245
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	246 Path("event_sampling").mkdir(exist_ok=True)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	247 dataset.write("./event_sampling/dataset.fits", overwrite=True)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	248
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	249 print("Plotting GaussianSpectralModel")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	250 from gammapy.modeling.models import GaussianSpectralModel
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	251
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	252 meanE = 1 * u.TeV
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	253 bins_per_decade = 20
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	254 sigma = (10 ** (1 / bins_per_decade) - 1) * meanE
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	255 amplitude = 1 * u.Unit("cm-2 s-1")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	256 gm = GaussianSpectralModel(mean=meanE, sigma=sigma, amplitude=amplitude)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	257 ax = gm.plot(energy_bounds=(0.1, 100) * u.TeV)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	258 ax.set_yscale("linear")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	259 gm.integral(meanE - 3 * sigma, meanE + 3 * sigma)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	260
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	261 print("cube_map.get_spectrum()")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	262 spec = cube_map.get_spectrum()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	263 spec
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	264
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	265 # print('spec.plot()')
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	266 # spec.plot() # this plot shows dN/dE * E
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	267
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	268 pr.report_progress(stage="Progress", progress=20.0)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	269
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	270 print("Find norm bin")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	271
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	272 energy_bins = cube_map.geom.axes["energy"].center
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	273 len(energy_bins), float(np.max(energy_bins) / u.TeV)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	274 norm_bin = 0
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	275 for i, E in enumerate(energy_bins):
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	276 if E > E0 * u.TeV:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	277 norm_bin = i
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	278 break
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	279 assert norm_bin > 0
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	280 norm_bin
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	281
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	282 print("obtain norm_bin_width")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	283 norm_bin_width = cube_map.geom.axes["energy"].bin_width[norm_bin]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	284 norm_bin_width
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	285
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	286 print("find norm_flux")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	287 # Npart=5000 # TODO update
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	288 # n_events_reduction_factor = 1 # suppress flux factor
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	289
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	290 int_bin_flux = (
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	291 spec.data.flatten()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	292 ) # we don't have to multiply by energy_bins /u.TeV since spectrum is already multiplied by E (see above)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	293 norm_flux = int_bin_flux[norm_bin] / norm_bin_width
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	294 norm_flux
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	295 # int_bin_flux /= (Npart/200000 * np.max(int_bin_flux) * n_events_reduction_factor * 20/len(energy_bins)) # roughly 100 events
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	296 # int_bin_flux
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	297
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	298 print("find mult")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	299 mult = F0 * u.Unit("cm-2 s-1 TeV-1") / norm_flux # .decompose()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	300 mult
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	301
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	302 print("find int_bin_flux")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	303 int_bin_flux = mult * int_bin_flux
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	304
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	305 int_bin_flux
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	306
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	307 pr.report_progress(stage="Progress", progress=30.0)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	308
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	309 print("Creating bin_models")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	310
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	311 bin_models = []
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	312 for i, (flux, E) in enumerate(zip(int_bin_flux, energy_bins)):
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	313 # print(i)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	314 if flux == 0:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	315 print("skipping bin ", i)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	316 continue
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	317 # print(flux)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	318 spectral_model_delta = GetBinSpectralModel(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	319 E, amplitude=flux
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	320 ) # normalizing here
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	321 spacial_template_model = TemplateSpatialModel(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	322 cube_map.slice_by_idx({"energy": i}),
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	323 filename=f"cube_bin{i}.fit",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	324 normalize=True,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	325 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	326 sky_bin_model = SkyModel(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	327 spectral_model=spectral_model_delta,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	328 spatial_model=spacial_template_model,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	329 name=f"bin_{i}",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	330 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	331 bin_models.append(sky_bin_model)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	332
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	333 print("Creating bkg_model")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	334 bkg_model = FoVBackgroundModel(dataset_name="my-dataset")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	335 models = Models(bin_models + [bkg_model])
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	336
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	337 print("dataset.models = models")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	338 dataset.models = models
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	339
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	340 print("Creating sampler")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	341 sampler = MapDatasetEventSampler(random_state=0)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	342 print("Running sampler")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	343 events = sampler.run(dataset, observation)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	344
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	345 hdul = fits.open(filename)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	346 aeff = hdul["EFFECTIVE AREA"].data
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	347 ENERG_LO = aeff["ENERG_LO"][0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	348 ENERG_HI = aeff["ENERG_HI"][0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	349 THETA_LO = aeff["THETA_LO"][0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	350 THETA_HI = aeff["THETA_HI"][0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	351 EFFAREA = aeff["EFFAREA"][0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	352 ind_offaxis = len(THETA_LO[THETA_LO < OffAxis_angle] - 1)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	353 EFAREA = EFFAREA[ind_offaxis]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	354 HDU_EFFAREA = hdul["EFFECTIVE AREA"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	355 HDU_RMF = hdul["ENERGY DISPERSION"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	356
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	357 pr.report_progress(stage="Progress", progress=80.0)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	358
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	359 print(f"Save events ...")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	360 primary_hdu = fits.PrimaryHDU()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	361 hdu_evt = fits.BinTableHDU(events.table)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	362 hdu_gti = fits.BinTableHDU(dataset.gti.table, name="GTI")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	363 hdu_all = fits.HDUList([primary_hdu, hdu_evt, hdu_gti, HDU_EFFAREA, HDU_RMF])
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	364 hdu_all.writeto(f"./events.fits", overwrite=True)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	365
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	366 print(f"Reading events ...")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	367 hdul = fits.open("events.fits")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	368 ev = hdul["EVENTS"].data
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	369 ra = ev["RA"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	370 dec = ev["DEC"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	371 en = ev["ENERGY"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	372
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	373 [cube_map.geom.center_coord[i] / cube_map.geom.data_shape[i] for i in (0, 1)]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	374
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	375 ra_bins, dec_bins = (int(2 * x) for x in cube_map.geom.center_pix[:2])
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	376 ra_bins, dec_bins
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	377
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	378 Radius = float(min(cube_map.geom.width / 2 / u.degree).decompose())
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	379
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	380 print(f"Building event image ...")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	381 plt.close()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	382 pixsize = 0.1
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	383 from matplotlib.colors import LogNorm
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	384
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	385 cube_map.geom.width[0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	386
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	387 Nbins = 2 * int(Radius / pixsize) + 1
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	388 ra0 = np.mean(ra)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	389 dec0 = np.mean(dec)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	390 from numpy import cos, pi
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	391
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	392 cdec = cos(DEC_pnt * pi / 180.0)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	393 ra_bins = np.linspace(RA - Radius / cdec, RA + Radius / cdec, Nbins + 1)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	394 dec_bins = np.linspace(DEC - Radius, DEC + Radius, Nbins + 1)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	395
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	396 h = plt.hist2d(ra, dec, bins=[ra_bins, dec_bins], norm=LogNorm())
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	397 image = h[0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	398 plt.colorbar()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	399 plt.xlabel("RA")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	400 plt.ylabel("Dec")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	401
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	402 print(f"Building event image 2 ...")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	403 plt.figure()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	404 # Create a new WCS object. The number of axes must be set
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	405 # from the start
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	406 w = wcs.WCS(naxis=2)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	407
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	408 w.wcs.ctype = ["RA---CAR", "DEC--CAR"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	409 # we need a Plate carrée (CAR) projection since histogram is binned by ra-dec
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	410 # the peculiarity here is that CAR projection produces rectilinear grid only if CRVAL2==0
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	411 # also, we will follow convention of RA increasing from right to left (CDELT1<0, need to flip an input image)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	412 # otherwise, aladin-lite doesn't show it
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	413 w.wcs.crval = [RA_pnt, 0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	414 w.wcs.crpix = [Nbins / 2.0 + 0.5, 1 - dec_bins[0] / pixsize]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	415 w.wcs.cdelt = np.array([-pixsize / cdec, pixsize])
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	416
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	417 header = w.to_header()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	418
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	419 hdu = fits.PrimaryHDU(np.flip(image.T, axis=1), header=header)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	420 hdu.writeto("Image.fits", overwrite=True)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	421 hdu = fits.open("Image.fits")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	422 im = hdu[0].data
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	423 wcs1 = wcs.WCS(hdu[0].header)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	424 ax = plt.subplot(projection=wcs1)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	425 lon = ax.coords["ra"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	426 lon.set_major_formatter("d.dd")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	427 lat = ax.coords["dec"]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	428 lat.set_major_formatter("d.dd")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	429 plt.imshow(im, origin="lower")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	430 plt.colorbar(label="Counts")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	431
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	432 plt.scatter(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	433 [RA_pnt],
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	434 [DEC_pnt],
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	435 marker="x",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	436 color="white",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	437 alpha=0.5,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	438 transform=ax.get_transform("world"),
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	439 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	440 plt.scatter(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	441 [RA],
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	442 [DEC],
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	443 marker="+",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	444 color="red",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	445 alpha=0.5,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	446 transform=ax.get_transform("world"),
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	447 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	448 plt.grid(color="white", ls="solid")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	449 plt.xlabel("RA")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	450 plt.ylabel("Dec")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	451 plt.savefig("Image.png", format="png", bbox_inches="tight")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	452
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	453 print("building event spectrum")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	454 plt.close()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	455 E = (events.energy / u.TeV).decompose()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	456 ras = events.radec.ra.deg
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	457 decs = events.radec.dec.deg
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	458 # plt.hist(E,bins=np.logspace(-2,2,41))
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	459
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	460 mask = events.table["MC_ID"] > 0
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	461 plt.hist(E[mask], bins=np.logspace(-2, 2, 41), alpha=0.5, label="source")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	462 mask = events.table["MC_ID"] == 0
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	463 plt.hist(E[mask], bins=np.logspace(-2, 2, 41), alpha=0.5, label="background")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	464 plt.xlabel("E, TeV")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	465
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	466 plt.xscale("log")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	467 plt.yscale("log")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	468 plt.legend(loc="upper right")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	469 plt.savefig("event_spectrum.png", format="png")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	470
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	471 coord_s = SkyCoord(RA, DEC, unit="degree")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	472 RA_bkg = RA_pnt - (RA - RA_pnt)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	473 DEC_bkg = DEC_pnt - (DEC - DEC_pnt)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	474 coord_b = SkyCoord(RA_bkg, DEC_bkg, unit="degree")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	475 coords = SkyCoord(ra, dec, unit="degree")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	476
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	477 plt.figure()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	478 ev_src = en[coords.separation(coord_s).deg < R_s]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	479 ev_bkg = en[coords.separation(coord_b).deg < R_s]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	480 ENERG_BINS = np.concatenate((ENERG_LO, [ENERG_HI[-1]]))
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	481 ENERG = sqrt(ENERG_LO * ENERG_HI)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	482 h1 = np.histogram(ev_src, bins=ENERG_BINS)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	483 h2 = np.histogram(ev_bkg, bins=ENERG_BINS)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	484 cts_s = h1[0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	485 cts_b = h2[0]
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	486 src = cts_s - cts_b
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	487 src_err = sqrt(cts_s + cts_b)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	488 plt.errorbar(ENERG, src, src_err)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	489 plt.axhline(0, linestyle="dashed", color="black")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	490 plt.xscale("log")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	491 plt.xlabel(r"$E$, TeV")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	492 plt.ylabel("Counts")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	493 plt.yscale("log")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	494 plt.ylim(0.1, 2 * max(src))
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	495 plt.savefig("Count_spectrum.png")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	496
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	497 plt.figure()
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	498 sep_s = coords.separation(coord_s).deg
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	499 sep_b = coords.separation(coord_b).deg
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	500 plt.hist(sep_s**2, bins=np.linspace(0, 0.5, 50))
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	501 plt.hist(sep_b**2, bins=np.linspace(0, 0.5, 50))
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	502 plt.axvline(R_s**2, color="black", linestyle="dashed")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	503 plt.xlabel(r"$\theta^2$, degrees")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	504 plt.ylabel("Counts")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	505 plt.savefig("Theta2_plot.png")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	506
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	507 pr.report_progress(stage="Progress", progress=100.0)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	508
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	509 fits_events = BinaryProduct.from_file("events.fits")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	510 bin_image = PictureProduct.from_file("Image.png")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	511 spec_image = PictureProduct.from_file("Count_spectrum.png")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	512 theta2_png = PictureProduct.from_file("Theta2_plot.png")
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	513
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	514 spectrum_png = spec_image # http://odahub.io/ontology#ODAPictureProduct
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	515 theta2_png = theta2_png # http://odahub.io/ontology#ODAPictureProduct
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	516 image_png = bin_image # http://odahub.io/ontology#ODAPictureProduct
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	517 event_list_fits = fits_events # http://odahub.io/ontology#ODABinaryProduct
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	518
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	519 # output gathering
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	520 _galaxy_meta_data = {}
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	521 _oda_outs = []
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	522 _oda_outs.append(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	523 (
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	524 "out_model_cube_file_spectrum_png",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	525 "spectrum_png_galaxy.output",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	526 spectrum_png,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	527 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	528 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	529 _oda_outs.append(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	530 ("out_model_cube_file_theta2_png", "theta2_png_galaxy.output", theta2_png)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	531 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	532 _oda_outs.append(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	533 ("out_model_cube_file_image_png", "image_png_galaxy.output", image_png)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	534 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	535 _oda_outs.append(
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	536 (
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	537 "out_model_cube_file_event_list_fits",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	538 "event_list_fits_galaxy.output",
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	539 event_list_fits,
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	540 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	541 )
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	542
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	543 for _outn, _outfn, _outv in _oda_outs:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	544 _galaxy_outfile_name = os.path.join(_galaxy_wd, _outfn)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	545 if isinstance(_outv, str) and os.path.isfile(_outv):
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	546 shutil.move(_outv, _galaxy_outfile_name)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	547 _galaxy_meta_data[_outn] = {"ext": "_sniff_"}
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	548 elif getattr(_outv, "write_fits_file", None):
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	549 _outv.write_fits_file(_galaxy_outfile_name)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	550 _galaxy_meta_data[_outn] = {"ext": "fits"}
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	551 elif getattr(_outv, "write_file", None):
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	552 _outv.write_file(_galaxy_outfile_name)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	553 _galaxy_meta_data[_outn] = {"ext": "_sniff_"}
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	554 else:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	555 with open(_galaxy_outfile_name, "w") as fd:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	556 json.dump(_outv, fd, cls=CustomJSONEncoder)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	557 _galaxy_meta_data[_outn] = {"ext": "json"}
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	558
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	559 with open(os.path.join(_galaxy_wd, "galaxy.json"), "w") as fd:
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	560 json.dump(_galaxy_meta_data, fd)
2f3e314c3dfa planemo upload for repository https://github.com/esg-epfl-apc/tools-astro/tree/main/tools commit 4543470805fc78f6cf2604b9d55beb6f06359995 astroteam parents: diff changeset	561 print("* Job finished successfully *")

Mercurial > repos > astroteam > cta_astro_tool

annotate model_cube_file.py @ 0:2f3e314c3dfa draft default tip