Tools to improve a model
In this notebook I show how to use Fermipy in order to improve the model for an roi. This is done in a ROI centered on M31 (Andromeda Galaxy).
I report below the configuration file that we are going to use.
data: evfile : ./M31_data/PH.txt scfile : ./M31_data/SC/L2406171618155144574608_SC00.fits ltcube : 'ltcube_00.fits' binning: roiwidth : 12.0 binsz : 0.06 binsperdec : 8 coordsys : 'GAL' selection : emin : 300 emax : 1000000 tmin : 239557417 tmax : 512994417 zmax : 105 evclass : 128 evtype : 3 glon: 121.174 glat: -21.572 gtlike: edisp : True irfs : 'P8R2_SOURCE_V6' edisp_disable : ['isodiff','galdiff'] model: src_roiwidth : 12.0 galdiff : '$FERMI_DIFFUSE_DIR/gll_iem_v07.fits' isodiff : '$FERMI_DIFFUSE_DIR/iso_P8R2_SOURCE_V6_v06.txt' catalogs: gll_psc_v16.fit fileio: usescratch: False outdir : M31_dataWe first import a few packages:
[1]:
import os
import numpy as np
from fermipy.gtanalysis import GTAnalysis
from fermipy.plotting import ROIPlotter, SEDPlotter
import matplotlib.pyplot as plt
import matplotlib
from IPython.display import Image
from math import *
Download raw data (not recommended).
[2]:
# # Set up a subdirectory for the data
# !mkdir -p M31_data/PH
# !mkdir -p M31_data/SC
# # Download the data and place into the subdirectory
# !wget -P ./M31_data/PH/ https://fermi.gsfc.nasa.gov/FTP/fermi/data/lat/queries/L2406171618155144574608_PH00.fits
# !wget -P ./M31_data/PH/ https://fermi.gsfc.nasa.gov/FTP/fermi/data/lat/queries/L2406171618155144574608_PH01.fits
# !wget -P ./M31_data/PH/ https://fermi.gsfc.nasa.gov/FTP/fermi/data/lat/queries/L2406171618155144574608_PH02.fits
# !wget -P ./M31_data/PH/ https://fermi.gsfc.nasa.gov/FTP/fermi/data/lat/queries/L2406171618155144574608_PH03.fits
# !wget -P ./M31_data/PH/ https://fermi.gsfc.nasa.gov/FTP/fermi/data/lat/queries/L2406171618155144574608_PH04.fits
# !wget -P ./M31_data/PH/ https://fermi.gsfc.nasa.gov/FTP/fermi/data/lat/queries/L2406171618155144574608_PH05.fits
# !wget -P ./M31_data/PH/ https://fermi.gsfc.nasa.gov/FTP/fermi/data/lat/queries/L2406171618155144574608_PH06.fits
# !wget -P ./M31_data/SC/ https://fermi.gsfc.nasa.gov/FTP/fermi/data/lat/queries/L2406171618155144574608_SC00.fits
# # Make a file list
# !ls ./M31_data/PH/*PH*.fits > ./M31_data/PH.txt
Download processed data
[3]:
if os.path.isfile('../data/M31_data.tar.gz'):
!tar xzf ../data/M31_data.tar.gz
else:
!curl -OL --output-dir ./../data/ https://raw.githubusercontent.com/fermiPy/fermipy-extras/master/data/M31_data.tar.gz
!tar xzf ./../data/M31_data.tar.gz
Run the initial setup. Should take less than ten minutes if using the processed data, as creating the scrmap can take a while. If using the raw data then other files, such as the ltcubes, must be created. Those calculations can take hours.
[4]:
gta = GTAnalysis('./M31_data/config_M31.yaml')
gta.setup()
2024-12-19 20:32:30 INFO GTAnalysis.__init__():
--------------------------------------------------------------------------------
fermipy version 1.3.1+6.g74aa
ScienceTools version 2.2.0
2024-12-19 20:32:30 INFO GTAnalysis.setup(): Running setup.
2024-12-19 20:32:30 INFO GTBinnedAnalysis.setup(): Running setup for component 00
2024-12-19 20:32:30 INFO GTBinnedAnalysis._select_data(): Skipping data selection.
2024-12-19 20:32:30 INFO GTBinnedAnalysis.setup(): Using external LT cube.
{'Prefactor': 0, 'Index1': 1, 'Scale': 2, 'Cutoff': 3, 'Index2': 4}
2024-12-19 20:32:31 INFO GTBinnedAnalysis._create_expcube(): Skipping gtexpcube.
WARNING: FITSFixedWarning: 'datfix' made the change 'Set DATEREF to '2001-01-01T00:01:04.184' from MJDREF.
Set MJD-OBS to 54682.655283 from DATE-OBS.
Set MJD-END to 57847.435324 from DATE-END'. [astropy.wcs.wcs]
2024-12-19 20:32:31 INFO GTBinnedAnalysis.run_gtapp(): Running gtsrcmaps.
2024-12-19 20:32:31 INFO GTBinnedAnalysis.run_gtapp(): time -p gtsrcmaps scfile=./M31_data/SC/L2406171618155144574608_SC00.fits sctable="SC_DATA" expcube=/home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/ltcube_00.fits cmap=/home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/ccube_00.fits srcmdl=/home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/srcmdl_00.xml bexpmap=/home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/bexpmap_00.fits wmap=none outfile=/home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/srcmap_00.fits irfs="P8R2_SOURCE_V6" evtype=3 convol=yes resample=yes rfactor=2 minbinsz=0.05 ptsrc=yes psfcorr=yes emapbnds=no edisp_bins=-1 copyall=no chatter=3 clobber=yes debug=no gui=no mode="ql"
2024-12-19 20:32:31 INFO GTBinnedAnalysis.run_gtapp(): This is gtsrcmaps version HEAD
2024-12-19 20:32:31 INFO GTBinnedAnalysis.run_gtapp(): Using evtype=3 (i.e., FRONT/BACK irfs)
2024-12-19 20:32:31 INFO GTBinnedAnalysis.run_gtapp(): ResponseFunctions::load: IRF used: P8R2_SOURCE_V6
2024-12-19 20:32:31 INFO GTBinnedAnalysis.run_gtapp(): event_types: 0 1
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0042.5+4117
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0040.3+4049
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0049.0+4224
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0048.0+3950
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0039.1+4330
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0032.5+3912
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0102.3+4217
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0041.9+3639
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0105.3+3928
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0023.5+4454
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0102.1+4458
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named 3FGL J0022.7+4651
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named isodiff
2024-12-19 20:32:37 INFO GTBinnedAnalysis.run_gtapp(): Creating source named galdiff
2024-12-19 20:32:38 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0022.7+4651 27....................!
2024-12-19 20:32:38 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0023.5+4454 27....................!
2024-12-19 20:32:39 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0032.5+3912 27....................!
2024-12-19 20:32:40 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0039.1+4330 27....................!
2024-12-19 20:32:41 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0040.3+4049 27....................!
2024-12-19 20:32:42 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0041.9+3639 27....................!
2024-12-19 20:32:43 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0042.5+4117 27....................!
2024-12-19 20:32:43 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0048.0+3950 27....................!
2024-12-19 20:32:44 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0049.0+4224 27....................!
2024-12-19 20:32:45 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0102.1+4458 27....................!
2024-12-19 20:32:46 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0102.3+4217 27....................!
2024-12-19 20:32:47 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for 3FGL J0105.3+3928 27....................!
2024-12-19 20:34:04 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for galdiff 27....................!
2024-12-19 20:35:11 INFO GTBinnedAnalysis.run_gtapp(): Generating SourceMap for isodiff 27....................!
2024-12-19 20:35:12 INFO GTBinnedAnalysis.run_gtapp(): Finished gtsrcmaps. Execution time: 160.90 s
2024-12-19 20:35:12 INFO GTBinnedAnalysis.setup(): Finished setup for component 00
2024-12-19 20:35:12 INFO GTBinnedAnalysis._create_binned_analysis(): Creating BinnedAnalysis for component 00.
2024-12-19 20:35:19 INFO GTAnalysis.setup(): Initializing source properties
2024-12-19 20:35:22 INFO GTAnalysis.setup(): Finished setup.
The model includes the IEM, isotropic template and 3FGL sources.
[5]:
gta.print_model()
2024-12-19 20:35:22 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.049 2.409 1.99e-06 2.56 nan 709.4
3FGL J0040.3+4049 0.640 0.422 6.4e-06 1.13 nan 52.6
3FGL J0049.0+4224 1.635 0.856 3.11e-06 1.77 nan 224.4
3FGL J0048.0+3950 1.745 0.429 4.65e-06 1.88 nan 462.9
3FGL J0039.1+4330 2.326 0.445 2.67e-06 1.96 nan 347.7
3FGL J0032.5+3912 2.825 0.791 1.28e-06 2.56 nan 445.6
3FGL J0102.3+4217 3.800 0.982 2.94e-06 2.69 nan 1143.6
3FGL J0041.9+3639 4.611 1.768 1.7e-06 1.98 nan 206.3
3FGL J0105.3+3928 4.661 0.591 2.43e-06 2.33 nan 616.4
3FGL J0023.5+4454 5.052 2.474 2.49e-06 2.57 nan 870.2
3FGL J0102.1+4458 5.121 1.034 1.43e-06 2.27 nan 347.5
3FGL J0022.7+4651 6.635 2.881 1.1e-06 2.78 nan 305.6
isodiff --- 1.000 0.0444 2.12 nan 36469.2
galdiff --- 1.000 0.213 0.00 nan 82575.4
We will make first a fit of the roi. I free sources and then I use gta.optimize()
[6]:
gta.free_sources()
gta.optimize()
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0041.9+3639 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.5+4454 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0022.7+4651 : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:35:22 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:35:22 INFO GTAnalysis.optimize(): Starting
Joint fit ['galdiff', 'isodiff']
/home/runner/miniconda3/envs/fermipy/lib/python3.9/site-packages/scipy/interpolate/_fitpack2.py:313: UserWarning:
The maximal number of iterations maxit (set to 20 by the program)
allowed for finding a smoothing spline with fp=s has been reached: s
too small.
There is an approximation returned but the corresponding weighted sum
of squared residuals does not satisfy the condition abs(fp-s)/s < tol.
warnings.warn(message)
Fitting shape galdiff TS: 5905.966
Fitting shape isodiff TS: 1007.671
Fitting shape 3FGL J0048.0+3950 TS: 549.804
Fitting shape 3FGL J0105.3+3928 TS: 255.555
Fitting shape 3FGL J0023.5+4454 TS: 222.587
Fitting shape 3FGL J0102.3+4217 TS: 176.053
Fitting shape 3FGL J0042.5+4117 TS: 89.124
Fitting shape 3FGL J0041.9+3639 TS: 79.028
Fitting shape 3FGL J0039.1+4330 TS: 76.181
Fitting shape 3FGL J0040.3+4049 TS: 56.774
Fitting shape 3FGL J0032.5+3912 TS: 42.818
Fitting shape 3FGL J0049.0+4224 TS: 33.710
2024-12-19 20:35:27 INFO GTAnalysis.optimize(): Finished
2024-12-19 20:35:27 INFO GTAnalysis.optimize(): LogLike: -246745.627421 Delta-LogLike: 120.400674
2024-12-19 20:35:27 INFO GTAnalysis.optimize(): Execution time: 4.63 s
[6]:
{'loglike0': -246866.02809514513,
'loglike1': -246745.6274212641,
'dloglike': 120.40067388102761,
'config': {'npred_threshold': 1.0,
'npred_frac': 0.95,
'shape_ts_threshold': 25.0,
'max_free_sources': 5,
'skip': [],
'optimizer': {'optimizer': 'MINUIT',
'tol': 0.001,
'max_iter': 100,
'init_lambda': 0.0001,
'retries': 3,
'min_fit_quality': 2,
'verbosity': 0}}}
Then, I use gta.fit() to make a more robust fit.
[7]:
gta.fit()
gta.print_model()
gta.write_roi('initial',make_plots=True,save_model_map=True)
plt.show()
2024-12-19 20:35:27 INFO GTAnalysis.fit(): Starting fit.
2024-12-19 20:35:45 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 2 Status: 102
2024-12-19 20:35:45 INFO GTAnalysis.fit(): LogLike: -246738.220 DeltaLogLike: 7.407
2024-12-19 20:35:45 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.049 1.771 1.26e-06 2.74 59.38 517.5 *
3FGL J0040.3+4049 0.640 0.204 1.9e-06 1.89 79.54 195.7 *
3FGL J0049.0+4224 1.635 0.359 1.32e-06 1.76 34.07 93.1 *
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9 *
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1 *
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5 *
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3 *
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5 *
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3 *
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8 *
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2 *
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9 *
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:35:45 INFO GTBinnedAnalysis.write_xml(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/initial_00.xml...
2024-12-19 20:35:45 INFO GTAnalysis.write_fits(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/initial.fits...
WARNING: Format %s cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
WARNING: Format %f cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
WARNING: Format %s cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
2024-12-19 20:35:51 INFO GTBinnedAnalysis.write_model_map(): Generating model map for component 00.
2024-12-19 20:35:53 INFO GTAnalysis.write_roi(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/initial.npy...
We see how the model is a good representation of the ROI computing the TS map using gta.tsmap.
[8]:
tsmap_postfit = gta.tsmap(prefix='TSmap_start',make_plots=True,write_fits=True,write_npy=True)
2024-12-19 20:35:56 INFO GTAnalysis.tsmap(): Generating TS map
2024-12-19 20:35:57 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.
2024-12-19 20:37:40 INFO GTAnalysis.tsmap(): Finished TS map
2024-12-19 20:37:46 WARNING GTAnalysis.tsmap(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/TSmap_start_pointsource_powerlaw_2.00_tsmap.npy
2024-12-19 20:37:46 INFO GTAnalysis.tsmap(): Execution time: 109.66 s
[9]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(tsmap_postfit['sqrt_ts'],roi=gta.roi).plot(levels=[0,3,5,7],vmin=0,vmax=5,subplot=121,cmap='magma')
plt.gca().set_title('Sqrt(TS)')
ROIPlotter(tsmap_postfit['npred'],roi=gta.roi).plot(vmin=0,vmax=100,subplot=122,cmap='magma')
plt.gca().set_title('NPred')
plt.show()
<Figure size 640x480 with 0 Axes>
Then, we can use the tool gta.residmap to calculatge the residuals.
[10]:
resid = gta.residmap('3fgl_j0042.5+4117_postfit',model={'SpatialModel' : 'PointSource', 'Index' : 2.0},write_fits=True,write_npy=True,make_plots=True)
2024-12-19 20:37:47 INFO GTAnalysis.residmap(): Generating residual maps
2024-12-19 20:37:47 INFO GTAnalysis.add_source(): Adding source residmap_testsource
2024-12-19 20:37:48 INFO GTAnalysis.delete_source(): Deleting source residmap_testsource
2024-12-19 20:37:50 INFO GTAnalysis.residmap(): Finished residual maps
2024-12-19 20:37:55 WARNING GTAnalysis.residmap(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0042.5+4117_postfit_pointsource_powerlaw_2.00_residmap.npy
2024-12-19 20:37:55 INFO GTAnalysis.residmap(): Execution time: 7.85 s
[11]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(resid['data'],roi=gta.roi).plot(vmin=1000,vmax=3000,subplot=121,cmap='magma')
plt.gca().set_title('Data')
ROIPlotter(resid['model'],roi=gta.roi).plot(vmin=1000,vmax=3000,subplot=122,cmap='magma')
plt.gca().set_title('Model')
plt.show()
<Figure size 640x480 with 0 Axes>
[12]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(resid['sigma'],roi=gta.roi).plot(vmin=-5,vmax=5,levels=[-5,-3,3,5],subplot=121,cmap='RdBu_r')
plt.gca().set_title('Significance')
ROIPlotter(resid['excess'],roi=gta.roi).plot(vmin=-100,vmax=100,subplot=122,cmap='RdBu_r')
plt.gca().set_title('Excess')
plt.show()
<Figure size 640x480 with 0 Axes>
As we can see there are large residuals in the TS map and in the residuals map. Therefore, we certainly have to improve our model.
[13]:
gta.delete_sources(minmax_ts=[None,25])
2024-12-19 20:37:56 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0102.1+4458
2024-12-19 20:37:56 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0022.7+4651
[13]:
[<fermipy.roi_model.Source at 0x7f61a268f910>,
<fermipy.roi_model.Source at 0x7f61a268f5b0>]
[14]:
gta.load_roi('initial')
2024-12-19 20:37:56 INFO GTAnalysis.load_roi(): Loading ROI file: /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/initial.npy
2024-12-19 20:37:56 INFO GTBinnedAnalysis._create_binned_analysis(): Creating BinnedAnalysis for component 00.
2024-12-19 20:38:03 INFO GTAnalysis.load_roi(): Finished Loading ROI
Source Localization
The first thing to do in order to improve the model is to relocalize the sources of your model. In particular in our case where we have 3FGL source this is particularly requested.
The localize() method can be used to spatially localize a source. Localization is performed by scanning the likelihood surface in source position in a local patch around the nominal source position. The fit to the source position proceeds in two iterations: TS Map Scan: Obtain a first estimate of the source position by generating a likelihood map of the region using the tsmap method. In this step all background parameters are fixed to their nominal values. The size of the search region used for this step is set with the dtheta_max parameter. Likelihood Scan: Refine the position of the source by performing a scan of the likelihood surface in a box centered on the best-fit position found in the first iteration. The size of the search region is set to encompass the 99% positional uncertainty contour. This method uses a full likelihood fit at each point in the likelihood scan and will re-fit all free parameters of the model. If a peak is found in the search region and the positional fit succeeds, the method will update the position of the source in the model to the new best-fit position.
We will localize all the sources in the model. We include a function to calculate the angular distance from two directions in the sky.
This will likely take tens of minutes as we are re-localising each source.
[15]:
def angular_distance_gal(L1, L2, B1, B2):
# L : [0,2pi], e.g. lon or ra
# B : [-pi/2,pi/2], e.g. lat or dec
if L1==L2 and B1==B2: # skip the calculation if the coordinates are equal
return 0
else:
# degrees to radians
dtr = np.pi/180
xx = acos( sin(B1*dtr)*sin(B2*dtr) + cos(B1*dtr)*cos(B2*dtr)*cos((L1-L2)*dtr) )
return xx/dtr
[16]:
glon0 = np.zeros(len(gta.roi.sources))
glat0 = np.zeros(len(gta.roi.sources))
glon1 = np.zeros(len(gta.roi.sources))
glat1 = np.zeros(len(gta.roi.sources))
offset = np.zeros(len(gta.roi.sources))
for t in range(len(gta.roi.sources)-2):
print("\nRenormalization of source %s"%gta.roi.sources[t].name, "\n")
# Coordinates of the current localisation
glon0[t] = gta.roi[gta.roi.sources[t].name]['glon']
glat0[t] = gta.roi[gta.roi.sources[t].name]['glat']
gta.free_sources(free=False)
gta.print_model()
gta.free_sources(skydir=gta.roi[gta.roi.sources[t].name].skydir,distance=[3.0],free=True)
gta.print_model()
gta.localize(gta.roi.sources[t].name, update=True, make_plots=True)
# New localisation coordinates
glon1[t] = gta.roi[gta.roi.sources[t].name]['glon']
glat1[t] = gta.roi[gta.roi.sources[t].name]['glat']
offset[t] = angular_distance_gal(glon0[t],glon1[t],glat0[t],glat1[t]) # angular distance between the old and new localisations
gta.print_model()
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0041.9+3639 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0023.5+4454 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0022.7+4651 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.049 1.771 1.26e-06 2.74 59.38 517.5
3FGL J0040.3+4049 0.640 0.204 1.9e-06 1.89 79.54 195.7
3FGL J0049.0+4224 1.635 0.359 1.32e-06 1.76 34.07 93.1
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:38:03 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:38:03 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.049 1.771 1.26e-06 2.74 59.38 517.5 *
3FGL J0040.3+4049 0.640 0.204 1.9e-06 1.89 79.54 195.7 *
3FGL J0049.0+4224 1.635 0.359 1.32e-06 1.76 34.07 93.1 *
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9 *
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1 *
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5 *
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:38:03 INFO GTAnalysis.localize(): Running localization for 3FGL J0042.5+4117
Renormalization of source 3FGL J0042.5+4117
2024-12-19 20:38:12 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:38:12 INFO GTAnalysis._localize(): Updating source 3FGL J0042.5+4117 to localized position.
2024-12-19 20:38:12 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0042.5+4117
2024-12-19 20:38:12 INFO GTAnalysis.add_source(): Adding source 3FGL J0042.5+4117
2024-12-19 20:38:14 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 10.6643 +/- 0.0928, 41.3078 +/- 0.0828)
(glon,glat) = ( 121.1594 +/- 0.0915, -21.5337 +/- 0.0843)
offset = 0.0290 r68 = 0.1260 r95 = 0.2033 r99 = 0.2521
2024-12-19 20:38:14 INFO GTAnalysis._localize(): LogLike: -246737.835 DeltaLogLike: 0.385
2024-12-19 20:38:14 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:38:18 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0042.5+4117_loc.npy
2024-12-19 20:38:18 INFO GTAnalysis.localize(): Execution time: 14.70 s
2024-12-19 20:38:18 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.640 0.204 1.9e-06 1.89 79.54 195.7 *
3FGL J0049.0+4224 1.635 0.359 1.32e-06 1.76 34.07 93.1 *
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9 *
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1 *
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5 *
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.640 0.204 1.9e-06 1.89 79.54 195.7
3FGL J0049.0+4224 1.635 0.359 1.32e-06 1.76 34.07 93.1
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:38:18 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:38:18 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.640 0.204 1.9e-06 1.89 79.54 195.7 *
3FGL J0049.0+4224 1.635 0.359 1.32e-06 1.76 34.07 93.1 *
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9 *
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1 *
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5 *
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:38:18 INFO GTAnalysis.localize(): Running localization for 3FGL J0040.3+4049
Renormalization of source 3FGL J0040.3+4049
2024-12-19 20:38:27 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:38:27 INFO GTAnalysis._localize(): Updating source 3FGL J0040.3+4049 to localized position.
2024-12-19 20:38:27 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0040.3+4049
2024-12-19 20:38:27 INFO GTAnalysis.add_source(): Adding source 3FGL J0040.3+4049
2024-12-19 20:38:29 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 10.1043 +/- 0.0171, 40.8232 +/- 0.0164)
(glon,glat) = ( 120.6835 +/- 0.0171, -22.0004 +/- 0.0163)
offset = 0.0170 r68 = 0.0253 r95 = 0.0409 r99 = 0.0507
2024-12-19 20:38:29 INFO GTAnalysis._localize(): LogLike: -246737.372 DeltaLogLike: 0.462
2024-12-19 20:38:29 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:38:33 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0040.3+4049_loc.npy
2024-12-19 20:38:33 INFO GTAnalysis.localize(): Execution time: 14.94 s
2024-12-19 20:38:33 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.635 0.359 1.32e-06 1.76 34.07 93.1 *
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9 *
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1 *
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5 *
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.635 0.359 1.32e-06 1.76 34.07 93.1
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:38:33 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:38:33 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.635 0.359 1.32e-06 1.76 34.07 93.1 *
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9 *
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1 *
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3 *
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:38:33 INFO GTAnalysis.localize(): Running localization for 3FGL J0049.0+4224
Renormalization of source 3FGL J0049.0+4224
2024-12-19 20:38:42 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:38:42 INFO GTAnalysis._localize(): Updating source 3FGL J0049.0+4224 to localized position.
2024-12-19 20:38:42 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0049.0+4224
2024-12-19 20:38:42 INFO GTAnalysis.add_source(): Adding source 3FGL J0049.0+4224
2024-12-19 20:38:43 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 12.2886 +/- 0.0242, 42.4035 +/- 0.0297)
(glon,glat) = ( 122.4820 +/- 0.0242, -20.4663 +/- 0.0297)
offset = 0.0280 r68 = 0.0405 r95 = 0.0653 r99 = 0.0810
2024-12-19 20:38:43 INFO GTAnalysis._localize(): LogLike: -246736.573 DeltaLogLike: 0.799
2024-12-19 20:38:43 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:38:48 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0049.0+4224_loc.npy
2024-12-19 20:38:48 INFO GTAnalysis.localize(): Execution time: 14.77 s
2024-12-19 20:38:48 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9 *
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1 *
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3 *
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:38:48 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:38:48 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.745 0.658 5.84e-06 2.01 557.75 833.9 *
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:38:48 INFO GTAnalysis.localize(): Running localization for 3FGL J0048.0+3950
Renormalization of source 3FGL J0048.0+3950
2024-12-19 20:38:57 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:38:57 INFO GTAnalysis._localize(): Updating source 3FGL J0048.0+3950 to localized position.
2024-12-19 20:38:57 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0048.0+3950
2024-12-19 20:38:57 INFO GTAnalysis.add_source(): Adding source 3FGL J0048.0+3950
/home/runner/miniconda3/envs/fermipy/lib/python3.9/site-packages/scipy/interpolate/_fitpack2.py:313: UserWarning:
The maximal number of iterations maxit (set to 20 by the program)
allowed for finding a smoothing spline with fp=s has been reached: s
too small.
There is an approximation returned but the corresponding weighted sum
of squared residuals does not satisfy the condition abs(fp-s)/s < tol.
warnings.warn(message)
2024-12-19 20:38:58 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 11.9755 +/- 0.0088, 39.7953 +/- 0.0091)
(glon,glat) = ( 122.1937 +/- 0.0088, -23.0713 +/- 0.0091)
offset = 0.0534 r68 = 0.0136 r95 = 0.0220 r99 = 0.0272
2024-12-19 20:38:58 INFO GTAnalysis._localize(): LogLike: -246720.507 DeltaLogLike: 16.066
2024-12-19 20:38:58 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:39:02 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0048.0+3950_loc.npy
2024-12-19 20:39:02 INFO GTAnalysis.localize(): Execution time: 14.48 s
2024-12-19 20:39:02 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:39:02 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:39:02 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.326 0.290 1.57e-06 2.03 76.85 244.1 *
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:39:02 INFO GTAnalysis.localize(): Running localization for 3FGL J0039.1+4330
Renormalization of source 3FGL J0039.1+4330
2024-12-19 20:39:11 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:39:11 INFO GTAnalysis._localize(): Updating source 3FGL J0039.1+4330 to localized position.
2024-12-19 20:39:11 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0039.1+4330
2024-12-19 20:39:11 INFO GTAnalysis.add_source(): Adding source 3FGL J0039.1+4330
2024-12-19 20:39:12 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 9.7791 +/- 0.0182, 43.5100 +/- 0.0182)
(glon,glat) = ( 120.5652 +/- 0.0182, -19.3051 +/- 0.0182)
offset = 0.0160 r68 = 0.0276 r95 = 0.0445 r99 = 0.0552
2024-12-19 20:39:12 INFO GTAnalysis._localize(): LogLike: -246719.971 DeltaLogLike: 0.536
2024-12-19 20:39:12 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:39:17 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0039.1+4330_loc.npy
2024-12-19 20:39:17 INFO GTAnalysis.localize(): Execution time: 14.58 s
2024-12-19 20:39:17 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3 *
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:39:17 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:39:17 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:39:17 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.825 0.686 9.54e-07 2.92 41.70 422.5 *
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:39:17 INFO GTAnalysis.localize(): Running localization for 3FGL J0032.5+3912
Renormalization of source 3FGL J0032.5+3912
2024-12-19 20:39:26 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:39:26 INFO GTAnalysis._localize(): Updating source 3FGL J0032.5+3912 to localized position.
2024-12-19 20:39:26 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0032.5+3912
2024-12-19 20:39:26 INFO GTAnalysis.add_source(): Adding source 3FGL J0032.5+3912
2024-12-19 20:39:27 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 8.5238 +/- 0.0353, 38.9723 +/- 0.0374)
(glon,glat) = ( 119.2496 +/- 0.0348, -23.7754 +/- 0.0378)
offset = 0.3792 r68 = 0.0546 r95 = 0.0881 r99 = 0.1093
2024-12-19 20:39:27 INFO GTAnalysis._localize(): LogLike: -246705.165 DeltaLogLike: 14.806
2024-12-19 20:39:27 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:39:31 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0032.5+3912_loc.npy
2024-12-19 20:39:31 INFO GTAnalysis.localize(): Execution time: 14.55 s
2024-12-19 20:39:31 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:39:31 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:39:31 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:39:31 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.800 0.830 2.02e-06 2.92 169.48 899.3 *
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3 *
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2 *
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:39:31 INFO GTAnalysis.localize(): Running localization for 3FGL J0102.3+4217
Renormalization of source 3FGL J0102.3+4217
2024-12-19 20:39:41 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:39:41 INFO GTAnalysis._localize(): Updating source 3FGL J0102.3+4217 to localized position.
2024-12-19 20:39:41 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0102.3+4217
2024-12-19 20:39:41 INFO GTAnalysis.add_source(): Adding source 3FGL J0102.3+4217
2024-12-19 20:39:42 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 15.6170 +/- 0.0260, 42.2131 +/- 0.0236)
(glon,glat) = ( 125.1136 +/- 0.0262, -20.6119 +/- 0.0235)
offset = 0.0775 r68 = 0.0374 r95 = 0.0604 r99 = 0.0749
2024-12-19 20:39:42 INFO GTAnalysis._localize(): LogLike: -246700.439 DeltaLogLike: 4.726
2024-12-19 20:39:42 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:39:46 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0102.3+4217_loc.npy
2024-12-19 20:39:46 INFO GTAnalysis.localize(): Execution time: 14.85 s
2024-12-19 20:39:46 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3 *
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2 *
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:39:46 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0041.9+3639 : ['Prefactor', 'Index']
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:39:46 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:39:46 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.611 1.835 1.47e-06 2.40 89.71 392.5 *
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:39:46 INFO GTAnalysis.localize(): Running localization for 3FGL J0041.9+3639
Renormalization of source 3FGL J0041.9+3639
2024-12-19 20:39:55 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:39:55 INFO GTAnalysis._localize(): Updating source 3FGL J0041.9+3639 to localized position.
2024-12-19 20:39:55 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0041.9+3639
2024-12-19 20:39:55 INFO GTAnalysis.add_source(): Adding source 3FGL J0041.9+3639
2024-12-19 20:39:56 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 10.5283 +/- 0.0202, 36.6704 +/- 0.0189)
(glon,glat) = ( 120.8488 +/- 0.0202, -26.1637 +/- 0.0189)
offset = 0.0245 r68 = 0.0296 r95 = 0.0478 r99 = 0.0592
2024-12-19 20:39:56 INFO GTAnalysis._localize(): LogLike: -246699.564 DeltaLogLike: 0.875
2024-12-19 20:39:56 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:40:00 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0041.9+3639_loc.npy
2024-12-19 20:40:00 INFO GTAnalysis.localize(): Execution time: 14.20 s
2024-12-19 20:40:00 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0 *
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:40:00 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:40:00 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0041.9+3639 : ['Prefactor', 'Index']
2024-12-19 20:40:00 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:40:00 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:40:00 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:40:00 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:40:00 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:40:00 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:40:00 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:40:00 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.661 0.662 2.81e-06 2.30 252.94 685.3 *
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:40:00 INFO GTAnalysis.localize(): Running localization for 3FGL J0105.3+3928
Renormalization of source 3FGL J0105.3+3928
2024-12-19 20:40:09 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:40:09 INFO GTAnalysis._localize(): Updating source 3FGL J0105.3+3928 to localized position.
2024-12-19 20:40:09 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0105.3+3928
2024-12-19 20:40:09 INFO GTAnalysis.add_source(): Adding source 3FGL J0105.3+3928
2024-12-19 20:40:11 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 16.3068 +/- 0.0168, 39.4854 +/- 0.0190)
(glon,glat) = ( 125.8285 +/- 0.0168, -23.3088 +/- 0.0189)
offset = 0.0224 r68 = 0.0271 r95 = 0.0437 r99 = 0.0541
2024-12-19 20:40:11 INFO GTAnalysis._localize(): LogLike: -246698.435 DeltaLogLike: 1.129
2024-12-19 20:40:11 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:40:15 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0105.3+3928_loc.npy
2024-12-19 20:40:15 INFO GTAnalysis.localize(): Execution time: 14.41 s
2024-12-19 20:40:15 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1 *
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:40:15 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:40:15 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:40:15 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:40:15 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:40:15 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:40:15 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.5+4454 : ['Prefactor', 'Index']
2024-12-19 20:40:15 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0022.7+4651 : ['Prefactor', 'Index']
2024-12-19 20:40:15 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:40:15 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:40:15 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.052 2.298 2.54e-06 2.48 215.98 811.8 *
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9 *
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:40:15 INFO GTAnalysis.localize(): Running localization for 3FGL J0023.5+4454
Renormalization of source 3FGL J0023.5+4454
2024-12-19 20:40:24 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:40:24 INFO GTAnalysis._localize(): Updating source 3FGL J0023.5+4454 to localized position.
2024-12-19 20:40:24 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0023.5+4454
2024-12-19 20:40:24 INFO GTAnalysis.add_source(): Adding source 3FGL J0023.5+4454
2024-12-19 20:40:25 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 5.9482 +/- 0.0257, 44.9549 +/- 0.0180)
(glon,glat) = ( 117.8053 +/- 0.0252, -17.6415 +/- 0.0187)
offset = 0.0700 r68 = 0.0323 r95 = 0.0521 r99 = 0.0646
2024-12-19 20:40:25 INFO GTAnalysis._localize(): LogLike: -246691.547 DeltaLogLike: 6.887
2024-12-19 20:40:25 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:40:29 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0023.5+4454_loc.npy
2024-12-19 20:40:29 INFO GTAnalysis.localize(): Execution time: 14.30 s
2024-12-19 20:40:29 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.234 2.48e-06 2.47 235.17 824.8 *
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9 *
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:40:29 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0023.5+4454 : ['Prefactor', 'Index']
2024-12-19 20:40:29 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0022.7+4651 : ['Prefactor', 'Index']
2024-12-19 20:40:29 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:40:29 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:40:29 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.234 2.48e-06 2.47 235.17 824.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:40:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:40:29 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:40:29 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:40:29 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:40:29 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.234 2.48e-06 2.47 235.17 824.8
3FGL J0102.1+4458 5.121 0.360 9.13e-07 1.90 22.34 97.2 *
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:40:29 INFO GTAnalysis.localize(): Running localization for 3FGL J0102.1+4458
Renormalization of source 3FGL J0102.1+4458
2024-12-19 20:40:39 INFO GTAnalysis._localize(): Localization succeeded.
2024-12-19 20:40:39 INFO GTAnalysis._localize(): Updating source 3FGL J0102.1+4458 to localized position.
2024-12-19 20:40:39 INFO GTAnalysis.delete_source(): Deleting source 3FGL J0102.1+4458
2024-12-19 20:40:39 INFO GTAnalysis.add_source(): Adding source 3FGL J0102.1+4458
2024-12-19 20:40:40 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 15.5590 +/- 0.0332, 44.9841 +/- 0.0318)
(glon,glat) = ( 124.9375 +/- 0.0330, -17.8456 +/- 0.0320)
offset = 0.0200 r68 = 0.0490 r95 = 0.0791 r99 = 0.0981
2024-12-19 20:40:40 INFO GTAnalysis._localize(): LogLike: -246691.325 DeltaLogLike: 0.223
2024-12-19 20:40:40 INFO GTAnalysis.localize(): Finished localization.
2024-12-19 20:40:44 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0102.1+4458_loc.npy
2024-12-19 20:40:44 INFO GTAnalysis.localize(): Execution time: 14.88 s
2024-12-19 20:40:44 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.234 2.48e-06 2.47 235.17 824.8
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2 *
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:40:44 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:40:44 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:40:44 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:40:44 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:40:44 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.234 2.48e-06 2.47 235.17 824.8
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9
isodiff --- 0.847 0.0377 2.12 858.57 30899.7
galdiff --- 1.099 0.231 0.02 10558.61 91252.9
2024-12-19 20:40:44 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0022.7+4651 : ['Prefactor', 'Index']
2024-12-19 20:40:44 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.5+4454 : ['Prefactor', 'Index']
2024-12-19 20:40:44 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:40:44 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:40:44 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.234 2.48e-06 2.47 235.17 824.8 *
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9 *
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
2024-12-19 20:40:44 INFO GTAnalysis.localize(): Running localization for 3FGL J0022.7+4651
Renormalization of source 3FGL J0022.7+4651
`x0` is infeasible.
Each lower bound must be strictly less than each upper bound.
`x0` is infeasible.
Each lower bound must be strictly less than each upper bound.
2024-12-19 20:40:52 WARNING GTAnalysis._localize(): Fit to localization contour failed.
2024-12-19 20:40:52 WARNING GTAnalysis._localize(): Localization failed. Keeping existing position.
2024-12-19 20:40:52 INFO GTAnalysis._localize(): Localization completed with new position:
( ra, dec) = ( 5.2047 +/- 0.1588, 47.1091 +/- 0.1588)
(glon,glat) = ( 117.5350 +/- 0.1588, -15.4415 +/- 0.1588)
offset = 0.4172 r68 = 0.2408 r95 = 0.3886 r99 = 0.4819
2024-12-19 20:40:52 INFO GTAnalysis._localize(): LogLike: -246690.761 DeltaLogLike: 0.564
2024-12-19 20:40:52 INFO GTAnalysis.localize(): Finished localization.
`x0` is infeasible.
Each lower bound must be strictly less than each upper bound.
2024-12-19 20:40:56 WARNING GTAnalysis.localize(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0022.7+4651_loc.npy
2024-12-19 20:40:56 INFO GTAnalysis.localize(): Execution time: 12.08 s
2024-12-19 20:40:56 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.234 2.48e-06 2.47 235.17 824.8 *
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.358 3.55e-07 5.00 7.47 156.9 *
isodiff --- 0.847 0.0377 2.12 858.57 30899.7 *
galdiff --- 1.099 0.231 0.02 10558.61 91252.9 *
Here we have relocalized all the sources present in the model in the following way:
[17]:
print(" Old position, new position, offset, posr68")
for t in range(len(gta.roi.sources)-2):
print("(l0,b0)=(%.3f,%.3f) (l1,b1)=(%.3f,%.3f), offset=%.3f and pos_r68=%.3f"%(glon0[t],glat0[t],glon1[t],glat1[t],offset[t],gta.roi[gta.roi.sources[t].name]['pos_r68']))
Old position, new position, offset, posr68
(l0,b0)=(121.131,-21.545) (l1,b1)=(121.159,-21.534), offset=0.029 and pos_r68=0.126
(l0,b0)=(120.666,-22.005) (l1,b1)=(120.684,-22.000), offset=0.017 and pos_r68=0.025
(l0,b0)=(122.454,-20.456) (l1,b1)=(122.482,-20.466), offset=0.028 and pos_r68=0.040
(l0,b0)=(122.221,-23.024) (l1,b1)=(122.194,-23.071), offset=0.053 and pos_r68=0.014
(l0,b0)=(120.579,-19.314) (l1,b1)=(120.565,-19.305), offset=0.016 and pos_r68=0.028
(l0,b0)=(118.951,-23.513) (l1,b1)=(119.250,-23.775), offset=0.379 and pos_r68=0.055
(l0,b0)=(125.092,-20.537) (l1,b1)=(125.114,-20.612), offset=0.078 and pos_r68=0.037
(l0,b0)=(120.823,-26.171) (l1,b1)=(120.849,-26.164), offset=0.024 and pos_r68=0.030
(l0,b0)=(125.849,-23.321) (l1,b1)=(125.828,-23.309), offset=0.022 and pos_r68=0.027
(l0,b0)=(117.748,-17.685) (l1,b1)=(117.805,-17.641), offset=0.070 and pos_r68=0.032
(l0,b0)=(124.921,-17.859) (l1,b1)=(124.937,-17.846), offset=0.020 and pos_r68=0.049
(l0,b0)=(117.843,-15.735) (l1,b1)=(117.843,-15.735), offset=0.000 and pos_r68=nan
Now that we have renormalized all the 3FGL sources in the ROI we will perform an other fit.
[18]:
gta.fit()
2024-12-19 20:40:56 INFO GTAnalysis.fit(): Starting fit.
2024-12-19 20:40:57 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0
2024-12-19 20:40:57 INFO GTAnalysis.fit(): LogLike: -246691.254 DeltaLogLike: 0.080
[18]:
{'fit_quality': 3,
'fit_status': 0,
'fit_success': True,
'dloglike': 0.07965301792137325,
'edm': 2.876298354410971e-05,
'loglike': -246691.25375455664,
'covariance': array([[ 2.78784164e-01, 1.54253887e-04, -1.85330340e-02,
-5.67496384e-03, -3.94713178e-04, -3.52125837e-04,
5.10810416e-04],
[ 1.54253887e-04, 6.33331489e-05, 6.58194150e-06,
2.46753658e-06, -2.95859253e-07, 1.61664094e-07,
6.01699517e-07],
[-1.85330340e-02, 6.58194150e-06, 4.62712244e-02,
9.18349994e-03, -1.71940205e-04, -8.68302621e-05,
1.19965573e-04],
[-5.67496384e-03, 2.46753658e-06, 9.18349994e-03,
7.13889170e-03, -1.12809161e-05, -4.31487534e-05,
-5.72621124e-06],
[-3.94713178e-04, -2.95859253e-07, -1.71940205e-04,
-1.12809161e-05, 1.91760830e-04, 6.93381341e-06,
-4.10184740e-04],
[-3.52125837e-04, 1.61664094e-07, -8.68302621e-05,
-4.31487534e-05, 6.93381341e-06, 3.20055867e-05,
-4.08781246e-05],
[ 5.10810416e-04, 6.01699517e-07, 1.19965573e-04,
-5.72621124e-06, -4.10184740e-04, -4.08781246e-05,
9.93498351e-04]]),
'correlation': array([[ 1. , 0.03671018, -0.16317626, -0.12720777, -0.05398432,
-0.11788294, 0.0306932 ],
[ 0.03671018, 1. , 0.00384488, 0.00366972, -0.00268466,
0.00359075, 0.00239873],
[-0.16317626, 0.00384488, 1. , 0.50528608, -0.05772208,
-0.07135144, 0.01769366],
[-0.12720777, 0.00366972, 0.50528608, 1. , -0.0096416 ,
-0.09026928, -0.00215015],
[-0.05398432, -0.00268466, -0.05772208, -0.0096416 , 1. ,
0.08850734, -0.93975787],
[-0.11788294, 0.00359075, -0.07135144, -0.09026928, 0.08850734,
1. , -0.22924216],
[ 0.0306932 , 0.00239873, 0.01769366, -0.00215015, -0.93975787,
-0.22924216, 1. ]]),
'values': array([1.30311174, 4.99997878, 2.23203812, 2.471836 , 1.09892583,
0.01928358, 0.84482047]),
'errors': array([0.52800016, 0.00795821, 0.21510747, 0.08449196, 0.01384777,
0.00565735, 0.03151981]),
'indices': array([ 0, 1, 3, 4, 36, 37, 39]),
'is_norm': array([ True, False, True, False, True, False, True]),
'src_names': ['3FGL J0022.7+4651',
'3FGL J0022.7+4651',
'3FGL J0023.5+4454',
'3FGL J0023.5+4454',
'galdiff',
'galdiff',
'isodiff'],
'par_names': ['Prefactor',
'Index',
'Prefactor',
'Index',
'Prefactor',
'Index',
'Normalization'],
'config': {'optimizer': 'MINUIT',
'tol': 0.001,
'max_iter': 100,
'init_lambda': 0.0001,
'retries': 3,
'min_fit_quality': 2,
'verbosity': 0,
'covar': True,
'reoptimize': False},
'niter': 1}
[19]:
tsmap_start = gta.tsmap(prefix='TSmap_start',make_plots=True,write_fits=True,write_npy=True)
2024-12-19 20:40:57 INFO GTAnalysis.tsmap(): Generating TS map
2024-12-19 20:40:59 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.
2024-12-19 20:42:42 INFO GTAnalysis.tsmap(): Finished TS map
2024-12-19 20:42:48 WARNING GTAnalysis.tsmap(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/TSmap_start_pointsource_powerlaw_2.00_tsmap.npy
2024-12-19 20:42:48 INFO GTAnalysis.tsmap(): Execution time: 110.64 s
[20]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(tsmap_start['sqrt_ts'],roi=gta.roi).plot(levels=[0,3,5,7],vmin=0,vmax=5,subplot=121,cmap='magma')
plt.gca().set_title('Sqrt(TS)')
ROIPlotter(tsmap_start['npred'],roi=gta.roi).plot(vmin=0,vmax=100,subplot=122,cmap='magma')
plt.gca().set_title('NPred')
plt.show()
<Figure size 640x480 with 0 Axes>
[21]:
resid_M31 = gta.residmap('M31_postfit',model={'SpatialModel' : 'PointSource', 'Index' : 2.0},write_fits=True,write_npy=True,make_plots=True)
2024-12-19 20:42:49 INFO GTAnalysis.residmap(): Generating residual maps
2024-12-19 20:42:49 INFO GTAnalysis.add_source(): Adding source residmap_testsource
2024-12-19 20:42:50 INFO GTAnalysis.delete_source(): Deleting source residmap_testsource
2024-12-19 20:42:52 INFO GTAnalysis.residmap(): Finished residual maps
2024-12-19 20:42:57 WARNING GTAnalysis.residmap(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/M31_postfit_pointsource_powerlaw_2.00_residmap.npy
2024-12-19 20:42:57 INFO GTAnalysis.residmap(): Execution time: 7.88 s
[22]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(resid_M31['data'],roi=gta.roi).plot(vmin=1000,vmax=3000,subplot=121,cmap='magma')
plt.gca().set_title('Data')
ROIPlotter(resid_M31['model'],roi=gta.roi).plot(vmin=1000,vmax=3000,subplot=122,cmap='magma')
plt.gca().set_title('Model')
plt.show()
<Figure size 640x480 with 0 Axes>
[23]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(resid_M31['sigma'],roi=gta.roi).plot(vmin=-5,vmax=5,levels=[-5,-3,3,5],subplot=121,cmap='RdBu_r')
plt.gca().set_title('Significance')
ROIPlotter(resid_M31['excess'],roi=gta.roi).plot(vmin=-100,vmax=100,subplot=122,cmap='RdBu_r')
plt.gca().set_title('Excess')
plt.show()
<Figure size 640x480 with 0 Axes>
[24]:
gta.write_roi('relocalization',make_plots=True,save_model_map=True)
2024-12-19 20:42:58 INFO GTBinnedAnalysis.write_xml(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/relocalization_00.xml...
2024-12-19 20:42:58 INFO GTAnalysis.write_fits(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/relocalization.fits...
WARNING: Format %s cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
WARNING: Format %f cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
WARNING: Format %s cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
2024-12-19 20:43:04 INFO GTBinnedAnalysis.write_model_map(): Generating model map for component 00.
2024-12-19 20:43:06 INFO GTAnalysis.write_roi(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/relocalization.npy...
[25]:
gta.load_roi('relocalization')
2024-12-19 20:43:09 INFO GTAnalysis.load_roi(): Loading ROI file: /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/relocalization.npy
2024-12-19 20:43:09 INFO GTBinnedAnalysis._create_binned_analysis(): Creating BinnedAnalysis for component 00.
2024-12-19 20:43:17 INFO GTAnalysis.load_roi(): Finished Loading ROI
Source Extension
Now we will run the extension to all sources using gta.extension.
[26]:
help(gta.extension)
Help on method extension in module fermipy.extension:
extension(name, **kwargs) method of fermipy.gtanalysis.GTAnalysis instance
Test this source for spatial extension with the likelihood
ratio method (TS_ext). This method will substitute an
extended spatial model for the given source and perform a
one-dimensional scan of the spatial extension parameter over
the range specified with the width parameters. The 1-D
profile likelihood is then used to compute the best-fit value,
upper limit, and TS for extension. The nuisance parameters
that will be simultaneously fit when performing the spatial
scan can be controlled with the ``fix_shape``,
``free_background``, and ``free_radius`` options. By default
the position of the source will be fixed to its current
position. A simultaneous fit to position and extension can be
performed by setting ``fit_position`` to True.
Parameters
----------
name : str
Source name.
loge_bins : `~numpy.ndarray`
Sequence of energies in log10(E/MeV) defining the edges of
the energy bins. If this argument is None then the
analysis energy bins will be used. The energies in this
sequence must align with the bin edges of the underyling
analysis instance.
{options}
optimizer : dict
Dictionary that overrides the default optimizer settings.
Returns
-------
extension : dict
Dictionary containing results of the extension analysis. The same
dictionary is also saved to the dictionary of this source under
'extension'.
We use the option update=True and sqrt_ts_threshold=3.0 that will update the spatial template of the source if the TS of extension larger than 9.
Fitting the extension for each source will likely take tens of minutes to process.
[27]:
extension_best = np.zeros(len(gta.roi.sources))
extension_error = np.zeros(len(gta.roi.sources))
extension_ul = np.zeros(len(gta.roi.sources))
extension_TS = np.zeros(len(gta.roi.sources))
for t in range(len(gta.roi.sources)-2):
print("\nRunning extension on source %s"%gta.roi.sources[t].name ,"\n")
gta.free_sources(free=False)
gta.print_model()
gta.free_sources(skydir=gta.roi[gta.roi.sources[t].name].skydir,distance=[3.0],free=True)
gta.print_model()
extension = gta.extension(gta.roi.sources[t].name, update=True, width_max=5.0, sqrt_ts_threshold=3.0)
extension_best[t] = extension['ext']
extension_error[t] = extension['ext_err']
extension_ul[t] = extension['ext_ul95']
extension_TS[t] = extension['ts_ext']
print("%.3f %.3f %.3f %.3f"%(extension['ext'],extension['ext_err'],extension['ext_ul95'],extension['ts_ext']))
gta.print_model()
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0023.5+4454 : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0022.7+4651 : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:43:17 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:43:17 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 1.688 1.2e-06 2.74 62.26 517.5 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3 *
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:43:17 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0042.5+4117
Running extension on source 3FGL J0042.5+4117
2024-12-19 20:43:26 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:43:32 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:43:38 INFO GTAnalysis._extension(): Testing point-source model.
2024-12-19 20:43:48 INFO GTAnalysis._extension(): Best-fit extension: 0.5454 + 0.1286 - 0.1350
2024-12-19 20:43:48 INFO GTAnalysis._extension(): TS_ext: 13.871
2024-12-19 20:43:48 INFO GTAnalysis._extension(): Extension UL: 0.7594
2024-12-19 20:43:48 INFO GTAnalysis._extension(): LogLike: -246685.583 DeltaLogLike: 7.122
2024-12-19 20:43:48 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:43:51 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0042.5+4117_ext.npy
2024-12-19 20:43:51 INFO GTAnalysis.extension(): Execution time: 34.05 s
2024-12-19 20:43:51 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3 *
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:43:51 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:43:51 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3 *
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:43:51 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0040.3+4049
{'name': '3FGL J0042.5+4117', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([ 1.80177449e-03, 1.79616082e-02, 3.33708600e-02, 6.19503181e-02,
1.14754545e-01, 2.11736134e-01, 3.87229637e-01, 6.94635399e-01,
1.20855699e+00, 2.00785095e+00, 3.11922720e+00, 4.31636235e+00,
5.44915081e+00, 6.45938515e+00, 6.92255404e+00, 5.40025156e+00,
8.37235976e-01, -5.96968726e+00, -1.31574428e+01, -1.95038027e+01,
-2.40433897e+01, -2.61948019e+01]), 'loglike': array([-246692.61368805, -246692.59752821, -246692.58211896,
-246692.5535395 , -246692.50073528, -246692.40375369,
-246692.22826019, -246691.92085442, -246691.40693283,
-246690.60763888, -246689.49626263, -246688.29912748,
-246687.16633901, -246686.15610468, -246685.69293578,
-246687.21523827, -246691.77825385, -246698.58517708,
-246705.77293259, -246712.11929254, -246716.65887952,
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b''], dtype='|S32'), 'param_values': array([ 2.38525813e-12, -2.40123420e+00, 5.72780457e+02, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([3.24418834e-13, 1.22702432e-01, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 77.90858290606411, 'loglike': -246685.68003615944, 'loglike_scan': array([-246724.63432761, -246688.39236843, -246687.74705217,
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-246687.87446596, -246688.38002213]), 'dloglike_scan': array([-3.89542915e+01, -2.71233228e+00, -2.06701601e+00, -1.51150828e+00,
-1.04462160e+00, -6.65198803e-01, -3.72111884e-01, -1.64260835e-01,
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-2.49680293e-01, -4.41715815e-01, -6.87267975e-01, -9.85819039e-01,
-1.33686081e+00, -1.73989437e+00, -2.19442980e+00, -2.69998597e+00]), 'eflux_scan': array([0.00000000e+00, 1.73314214e-06, 1.81643778e-06, 1.89973342e-06,
1.98302906e-06, 2.06632470e-06, 2.14962034e-06, 2.23291598e-06,
2.31621162e-06, 2.39950726e-06, 2.46811190e-06, 2.53671654e-06,
2.60532118e-06, 2.67392582e-06, 2.74253046e-06, 2.81113510e-06,
2.87973974e-06, 2.94834438e-06, 3.01694902e-06, 3.08555366e-06]), 'flux_scan': array([0.00000000e+00, 1.74450637e-09, 1.82834818e-09, 1.91218999e-09,
1.99603180e-09, 2.07987361e-09, 2.16371542e-09, 2.24755723e-09,
2.33139904e-09, 2.41524085e-09, 2.48429533e-09, 2.55334982e-09,
2.62240430e-09, 2.69145878e-09, 2.76051326e-09, 2.82956774e-09,
2.89862222e-09, 2.96767670e-09, 3.03673118e-09, 3.10578567e-09]), 'norm_scan': array([0. , 1.72285012, 1.80565112, 1.88845212, 1.97125312,
2.05405412, 2.13685512, 2.21965612, 2.30245712, 2.38525813,
2.45345537, 2.52165261, 2.58984985, 2.65804709, 2.72624433,
2.79444157, 2.86263881, 2.93083605, 2.99903329, 3.06723054]), 'npred': 721.813071322101, 'npred_wt': 721.813071322101, 'pivot_energy': 948.0912340357128, 'flux': 2.4152408527489804e-09, 'flux100': 1.1261518280053329e-08, 'flux1000': 4.466850274097269e-10, 'flux10000': 1.759143194376983e-11, 'flux_err': 3.197071597677632e-10, 'flux100_err': 2.519972962297046e-09, 'flux1000_err': 6.843063637555466e-11, 'flux10000_err': 6.902340834344592e-12, 'flux_ul95': 2.9018000804956967e-09, 'flux100_ul95': 1.3530192905758561e-08, 'flux1000_ul95': 5.36671382905133e-10, 'flux10000_ul95': 2.113529115424052e-11, 'eflux': 2.399507262967194e-06, 'eflux100': 3.7741420811175517e-06, 'eflux1000': 1.4047987039409858e-06, 'eflux10000': 4.642746524402748e-07, 'eflux_err': 4.020308310361503e-07, 'eflux100_err': 4.589883864829884e-07, 'eflux1000_err': 3.707815014244355e-07, 'eflux10000_err': 2.1794929699886432e-07, 'eflux_ul95': 2.8828969006975792e-06, 'eflux100_ul95': 4.534457001389314e-06, 'eflux1000_ul95': 1.6878006131506403e-06, 'eflux10000_ul95': 5.578045031367814e-07, 'dnde': 7.112079595615819e-13, 'dnde100': 1.576313349251912e-10, 'dnde1000': 6.25760796769056e-13, 'dnde10000': 2.4841290277651876e-15, 'dnde_err': 8.616252452768521e-14, 'dnde100_err': 4.750938130194026e-11, 'dnde1000_err': 7.592162942659911e-14, 'dnde10000_err': 7.786495432591073e-16, 'dnde_index': 2.401234201892761, 'dnde100_index': 2.4012342018594555, 'dnde1000_index': 2.401234201892761, 'dnde10000_index': 2.4012342018705572, 'name': '3FGL J0042.5+4117', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 2.3852581257531864, 'error': 0.3244188343035987, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-12}, 'Index': {'name': 'Index', 'value': 2.401234201873596, 'error': 0.12270243160806667, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 572.7804565, 'error': nan, 'min': 572.7804565, 'max': 572.7804565, 'free': False, 'scale': 1.0}}, 'model_counts': array([1.98743495e+02, 1.49772540e+02, 1.10365331e+02, 8.00794241e+01,
5.71758632e+01, 4.02361082e+01, 2.77309594e+01, 1.88821612e+01,
1.27420825e+01, 8.52434357e+00, 5.72031203e+00, 3.88372430e+00,
2.61075205e+00, 1.75233676e+00, 1.17635652e+00, 7.94673546e-01,
5.43167793e-01, 3.68358444e-01, 2.46953482e-01, 1.64641999e-01,
1.09743674e-01, 7.28219981e-02, 4.86126869e-02, 3.24915890e-02,
2.16410169e-02, 1.41754351e-02]), 'model_counts_wt': array([1.98743495e+02, 1.49772540e+02, 1.10365331e+02, 8.00794241e+01,
5.71758632e+01, 4.02361082e+01, 2.77309594e+01, 1.88821612e+01,
1.27420825e+01, 8.52434357e+00, 5.72031203e+00, 3.88372430e+00,
2.61075205e+00, 1.75233676e+00, 1.17635652e+00, 7.94673546e-01,
5.43167793e-01, 3.68358444e-01, 2.46953482e-01, 1.64641999e-01,
1.09743674e-01, 7.28219981e-02, 4.86126869e-02, 3.24915890e-02,
2.16410169e-02, 1.41754351e-02]), 'covar': array([[0.10524758, 0.01809277],
[0.01809277, 0.01505589]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
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3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([1.12710841e-11, 7.83573323e-12, 5.44745426e-12, 3.78710672e-12,
2.63282197e-12, 1.83035548e-12, 1.27247540e-12, 8.84633428e-13,
6.15003089e-13, 4.27554270e-13, 2.97238594e-13, 2.06642263e-13,
1.43659086e-13, 9.98727598e-14, 6.94322120e-14, 4.82697392e-14,
3.35574462e-14, 2.33293616e-14, 1.62187285e-14, 1.12753688e-14,
7.83871196e-15, 5.44952509e-15, 3.78854637e-15, 2.63382283e-15,
1.83105129e-15, 1.27295913e-15, 8.84969719e-16, 6.15236880e-16,
4.27716803e-16, 2.97351588e-16, 2.06720817e-16, 1.43713698e-16,
9.99107261e-17, 6.94586064e-17, 4.82880888e-17, 3.35702030e-17,
2.33382301e-17, 1.62248940e-17, 1.12796551e-17, 7.84169182e-18,
5.45159671e-18, 3.78998658e-18, 2.63482407e-18, 1.83174736e-18,
1.27344304e-18, 8.85306137e-19, 6.15470761e-19, 4.27879398e-19,
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2.31278674e-12, 1.61918461e-12, 1.13135139e-12, 7.88682335e-13,
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7.54862518e-19, 5.19155792e-19, 3.57086875e-19, 2.45638105e-19,
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2.99714255e-12, 2.06906684e-12, 1.43120313e-12, 9.92257931e-13,
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8.79878294e-18, 6.18603592e-18, 4.34863958e-18, 3.05665289e-18,
2.14828149e-18, 1.50969510e-18, 1.06081820e-18, 7.45327274e-19,
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3.64320573e-13, 2.38711360e-13, 1.58727729e-13, 1.07624503e-13,
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8.74838452e-19, 6.24388965e-19, 4.45347443e-19, 3.17447876e-19,
2.26145550e-19, 1.61011708e-19]), 'dnde_ferr': array([0.17144 , 0.15968714, 0.14868482, 0.13867792, 0.12996621,
0.12289477, 0.11782222, 0.11506212, 0.11480906, 0.1170818 ,
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0.545 0.132 0.759 13.871
Running extension on source 3FGL J0040.3+4049
2024-12-19 20:44:02 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:44:08 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:44:10 INFO GTAnalysis._extension(): Testing point-source model.
/home/runner/work/fermipy/fermipy/fermipy/extension.py:311: RuntimeWarning: invalid value encountered in sqrt
np.sqrt(o['ts_ext']) > sqrt_ts_threshold):
2024-12-19 20:44:11 INFO GTAnalysis._extension(): Best-fit extension: 0.0032 + 0.0388 - nan
2024-12-19 20:44:11 INFO GTAnalysis._extension(): TS_ext: -0.003
2024-12-19 20:44:11 INFO GTAnalysis._extension(): Extension UL: 0.0607
2024-12-19 20:44:11 INFO GTAnalysis._extension(): LogLike: -246684.962 DeltaLogLike: 0.622
2024-12-19 20:44:11 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:44:13 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0040.3+4049_ext.npy
2024-12-19 20:44:13 INFO GTAnalysis.extension(): Execution time: 22.77 s
2024-12-19 20:44:13 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3 *
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:44:13 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:44:13 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3 *
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:44:13 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0049.0+4224
{'name': '3FGL J0040.3+4049', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([-1.35950846e-03, -1.64999817e-02, -3.48149709e-02, -7.63374619e-02,
-1.70871470e-01, -3.78161589e-01, -7.92317113e-01, -1.54837625e+00,
-2.74803220e+00, -4.45396566e+00, -6.75818627e+00, -9.40374279e+00,
-1.23958653e+01, -1.55418649e+01, -1.89420716e+01, -2.22236911e+01,
-2.51622059e+01, -2.78651797e+01, -2.95225628e+01, -3.02907029e+01,
-3.07354801e+01, -3.08864966e+01]), 'loglike': array([-246684.96183664, -246684.97697711, -246684.9952921 ,
-246685.03681459, -246685.1313486 , -246685.33863872,
-246685.75279424, -246686.50885337, -246687.70850933,
-246689.41444279, -246691.71866339, -246694.36421992,
-246697.35634248, -246700.50234208, -246703.90254873,
-246707.18416824, -246710.12268307, -246712.82565687,
-246714.4830399 , -246715.25118001, -246715.6959572 ,
-246715.84697371]), 'loglike_ptsrc': -246684.96047712755, 'loglike_ext': -246684.96183866018, 'loglike_init': -246685.5833588736, 'loglike_base': -246684.9489746714, 'ext': 0.0031622776601683794, 'ext_err_hi': 0.038785556154633326, 'ext_err_lo': nan, 'ext_err': 0.038785556154633326, 'ext_ul95': 0.06072212707206911, 'ts_ext': -0.0027230652631260455, 'ebin_e_min': array([], dtype=float64), 'ebin_e_ctr': array([], dtype=float64), 'ebin_e_max': array([], dtype=float64), 'ebin_ext': array([], dtype=float64), 'ebin_ext_err': array([], dtype=float64), 'ebin_ext_err_hi': array([], dtype=float64), 'ebin_ext_err_lo': array([], dtype=float64), 'ebin_ext_ul95': array([], dtype=float64), 'ebin_ts_ext': array([], dtype=float64), 'ebin_dloglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike_ptsrc': array([], dtype=float64), 'ebin_loglike_ext': array([], dtype=float64), 'ra': 10.104275677559386, 'dec': 40.82318876410763, 'glon': 120.68352144631625, 'glat': -22.000441070453075, 'ra_err': nan, 'dec_err': nan, 'glon_err': nan, 'glat_err': nan, 'pos_offset': 0.0, 'pos_err': nan, 'pos_r68': nan, 'pos_r95': nan, 'pos_r99': nan, 'pos_err_semimajor': nan, 'pos_err_semiminor': nan, 'pos_angle': nan, 'tsmap': <gammapy.maps.wcs.ndmap.WcsNDMap object at 0x7f619e3908b0>, 'ptsrc_tot_map': None, 'ptsrc_src_map': None, 'ptsrc_bkg_map': None, 'ext_tot_map': None, 'ext_src_map': None, 'ext_bkg_map': None, 'source_fit': {'param_names': array([b'Prefactor', b'Index', b'Scale', b'', b'', b'', b'', b'', b'',
b''], dtype='|S32'), 'param_values': array([ 2.08470768e-16, -1.76505142e+00, 3.72019688e+04, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([2.16451973e-16, 5.06837327e-01, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 63.98507622175384, 'loglike': -246684.96183866018, 'loglike_scan': array([-246716.95437677, -246687.67287789, -246686.96574512,
-246686.38649342, -246685.92115132, -246685.55827786,
-246685.28835887, -246685.10337709, -246684.9964985 ,
-246684.96183866, -246684.99364948, -246685.08689455,
-246685.23773497, -246685.44275946, -246685.69891938,
-246686.00347591, -246686.35395679, -246686.74812057,
-246687.18392688, -246687.65951139]), 'dloglike_scan': array([-3.19925381e+01, -2.71103923e+00, -2.00390646e+00, -1.42465476e+00,
-9.59312660e-01, -5.96439196e-01, -3.26520207e-01, -1.41538427e-01,
-3.46598422e-02, 0.00000000e+00, -3.18108167e-02, -1.25055892e-01,
-2.75896308e-01, -4.80920802e-01, -7.37080724e-01, -1.04163725e+00,
-1.39211813e+00, -1.78628191e+00, -2.22208822e+00, -2.69767273e+00]), 'eflux_scan': array([0.00000000e+00, 1.03906777e-06, 1.14236779e-06, 1.24566782e-06,
1.34896785e-06, 1.45226788e-06, 1.55556791e-06, 1.65886794e-06,
1.76216797e-06, 1.86546800e-06, 1.96774414e-06, 2.07002027e-06,
2.17229641e-06, 2.27457254e-06, 2.37684868e-06, 2.47912481e-06,
2.58140095e-06, 2.68367708e-06, 2.78595322e-06, 2.88822935e-06]), 'flux_scan': array([0.00000000e+00, 2.24904244e-10, 2.47263340e-10, 2.69622435e-10,
2.91981530e-10, 3.14340625e-10, 3.36699720e-10, 3.59058816e-10,
3.81417911e-10, 4.03777006e-10, 4.25914481e-10, 4.48051956e-10,
4.70189432e-10, 4.92326907e-10, 5.14464382e-10, 5.36601857e-10,
5.58739332e-10, 5.80876807e-10, 6.03014283e-10, 6.25151758e-10]), 'norm_scan': array([0. , 0.11611845, 0.12766249, 0.13920653, 0.15075057,
0.16229461, 0.17383865, 0.18538269, 0.19692673, 0.20847077,
0.21990038, 0.23133 , 0.24275962, 0.25418924, 0.26561885,
0.27704847, 0.28847809, 0.2999077 , 0.31133732, 0.32276694]), 'npred': 132.59333560349864, 'npred_wt': 132.59333560349864, 'pivot_energy': 5015.712963434622, 'flux': 4.037770060434934e-10, 'flux100': 9.370499318277415e-10, 'flux1000': 1.5929871834379224e-10, 'flux10000': 2.5726760408803278e-11, 'flux_err': 3.255309217851506e-10, 'flux100_err': 1.2619161424695335e-09, 'flux1000_err': 4.561867382328743e-11, 'flux10000_err': 2.325869606448071e-11, 'flux_ul95': 5.565135197435043e-10, 'flux100_ul95': 1.2915073120352353e-09, 'flux1000_ul95': 2.1955655995572885e-10, 'flux10000_ul95': 3.545840840961296e-11, 'eflux': 1.865468000776744e-06, 'eflux100': 1.7247438530483301e-06, 'eflux1000': 1.5053335170276217e-06, 'eflux10000': 1.1284842880624423e-06, 'eflux_err': 1.85882891395954e-06, 'eflux100_err': 1.2087199525247133e-06, 'eflux1000_err': 1.4821855578028074e-06, 'eflux10000_err': 1.5341135488422094e-06, 'eflux_ul95': 2.5711175910034803e-06, 'eflux100_ul95': 2.3771617946280703e-06, 'eflux1000_ul95': 2.0747552272916507e-06, 'eflux10000_ul95': 1.5553554405651939e-06, 'dnde': 7.162285044042975e-15, 'dnde100': 7.181682645355655e-12, 'dnde1000': 1.2336012084187738e-13, 'dnde10000': 2.1189629458165754e-15, 'dnde_err': 1.53175493467089e-15, 'dnde100_err': 1.433044946025413e-11, 'dnde1000_err': 1.0416750611683301e-13, 'dnde10000_err': 8.694002150649673e-16, 'dnde_index': 1.7650514238512962, 'dnde100_index': 1.7650514238401944, 'dnde1000_index': 1.7650514238512962, 'dnde10000_index': 1.7650514238623984, 'name': '3FGL J0040.3+4049', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 0.2084707680498144, 'error': 0.21645197257335883, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-15}, 'Index': {'name': 'Index', 'value': 1.765051423841475, 'error': 0.506837327026328, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 37201.96875, 'error': nan, 'min': 37201.96875, 'max': 37201.96875, 'free': False, 'scale': 1.0}}, 'model_counts': array([20.09577943, 18.13643148, 16.02798415, 13.95121489, 11.94572191,
10.05510315, 8.28614588, 6.73937168, 5.43567267, 4.34791472,
3.49668679, 2.84323048, 2.28909822, 1.84050013, 1.47938725,
1.19728455, 0.97929734, 0.79471477, 0.63845587, 0.51057053,
0.40873865, 0.32619648, 0.26151082, 0.20940208, 0.16677559,
0.13014609]), 'model_counts_wt': array([20.09577943, 18.13643148, 16.02798415, 13.95121489, 11.94572191,
10.05510315, 8.28614588, 6.73937168, 5.43567267, 4.34791472,
3.49668679, 2.84323048, 2.28909822, 1.84050013, 1.47938725,
1.19728455, 0.97929734, 0.79471477, 0.63845587, 0.51057053,
0.40873865, 0.32619648, 0.26151082, 0.20940208, 0.16677559,
0.13014609]), 'covar': array([[ 0.04685146, -0.10735348],
[-0.10735348, 0.25688408]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([1.03296326e-12, 7.90731685e-13, 6.05303811e-13, 4.63359077e-13,
3.54700615e-13, 2.71522740e-13, 2.07850214e-13, 1.59108998e-13,
1.21797678e-13, 9.32359232e-14, 7.13719466e-14, 5.46351084e-14,
4.18230861e-14, 3.20155039e-14, 2.45078159e-14, 1.87606930e-14,
1.43612798e-14, 1.09935362e-14, 8.41553394e-15, 6.44207746e-15,
4.93139976e-15, 3.77497844e-15, 2.88973982e-15, 2.21209111e-15,
1.69335212e-15, 1.29625828e-15, 9.92283591e-16, 7.59591466e-16,
5.81466024e-16, 4.45111290e-16, 3.40731964e-16, 2.60829761e-16,
1.99664755e-16, 1.52843043e-16, 1.17001100e-16, 8.95641504e-17,
6.85612106e-17, 5.24834945e-17, 4.01760292e-17, 3.07546846e-17,
2.35426607e-17, 1.80218683e-17, 1.37957107e-17, 1.05605939e-17,
8.08411739e-18, 6.18837863e-18, 4.73719372e-18, 3.62631404e-18,
2.77593746e-18, 2.12497559e-18]), 'dnde_lo': array([4.22818409e-13, 3.34036423e-13, 2.64155544e-13, 2.09110435e-13,
1.65717016e-13, 1.31480171e-13, 1.04443632e-13, 8.30727369e-14,
6.61628320e-14, 5.27676540e-14, 4.21433081e-14, 3.37043886e-14,
2.69895439e-14, 2.16343477e-14, 1.73497588e-14, 1.39047833e-14,
1.11124110e-14, 8.81939463e-15, 6.90517355e-15, 5.29741958e-15,
3.97884976e-15, 2.94382547e-15, 2.16058789e-15, 1.58028327e-15,
1.15472887e-15, 8.44027718e-16, 6.17502214e-16, 4.52330851e-16,
3.31791645e-16, 2.43714699e-16, 1.79266402e-16, 1.32038126e-16,
9.73777248e-17, 7.19041019e-17, 5.31562940e-17, 3.93401703e-17,
2.91455810e-17, 2.16142305e-17, 1.60440650e-17, 1.19199658e-17,
8.86342012e-18, 6.59590652e-18, 4.91220902e-18, 3.66093417e-18,
2.73026237e-18, 2.03751072e-18, 1.52147599e-18, 1.13680894e-18,
8.49875567e-19, 6.35708110e-19]), 'dnde_hi': array([2.52357294e-12, 1.87182161e-12, 1.38703393e-12, 1.02673802e-12,
7.59201011e-13, 5.60727887e-13, 4.13636625e-13, 3.04741054e-13,
2.24214622e-13, 1.64739887e-13, 1.20872209e-13, 8.85639880e-14,
6.48091919e-14, 4.73780169e-14, 3.46191003e-14, 2.53124117e-14,
1.85600008e-14, 1.37036432e-14, 1.02562537e-14, 7.83407117e-15,
6.11199342e-15, 4.84079726e-15, 3.86496485e-15, 3.09649994e-15,
2.48321618e-15, 1.99079425e-15, 1.59453149e-15, 1.27556896e-15,
1.01902125e-15, 8.12934393e-16, 6.47629841e-16, 5.15246362e-16,
4.09395625e-16, 3.24891005e-16, 2.57528437e-16, 2.03907023e-16,
1.61281382e-16, 1.27439984e-16, 1.00605010e-16, 7.93501124e-17,
6.25330704e-17, 4.92408034e-17, 3.87446121e-17, 3.04638487e-17,
2.39365105e-17, 1.87954987e-17, 1.47494962e-17, 1.15676021e-17,
9.06700828e-18, 7.10313613e-18]), 'dnde_err': array([1.49060968e-12, 1.08108993e-12, 7.81730124e-13, 5.63378943e-13,
4.04500396e-13, 2.89205146e-13, 2.05786412e-13, 1.45632055e-13,
1.02416944e-13, 7.15039640e-14, 4.95002629e-14, 3.39288797e-14,
2.29861058e-14, 1.53625130e-14, 1.01112844e-14, 6.55171879e-15,
4.19872103e-15, 2.71010704e-15, 1.84071972e-15, 1.39199371e-15,
1.18059367e-15, 1.06581881e-15, 9.75225032e-16, 8.84408838e-16,
7.89864057e-16, 6.94535968e-16, 6.02247898e-16, 5.15977497e-16,
4.37555225e-16, 3.67823103e-16, 3.06897877e-16, 2.54416601e-16,
2.09730870e-16, 1.72047962e-16, 1.40527337e-16, 1.14342873e-16,
9.27201716e-17, 7.49564897e-17, 6.04289808e-17, 4.85954278e-17,
3.89904096e-17, 3.12189351e-17, 2.49489014e-17, 1.99032547e-17,
1.58523931e-17, 1.26071200e-17, 1.00123025e-17, 7.94128811e-18,
6.29107081e-18, 4.97816054e-18]), 'dnde_ferr': array([1.0168583 , 0.97238116, 0.92753289, 0.8822829 , 0.83659849,
0.79044524, 0.74378801, 0.69659265, 0.64882924, 0.60047796,
0.55153954, 0.50205446, 0.45213842, 0.40205004, 0.35232314,
0.30403004, 0.25929409, 0.22214183, 0.19910086, 0.19688149,
0.21628176, 0.25125598, 0.29490146, 0.34271117, 0.39226552,
0.44233721, 0.49231353, 0.54189531, 0.59094562, 0.63941278,
0.68729014, 0.73459454, 0.78135447, 0.82760359, 0.87337702,
0.9187094 , 0.96363381, 1.00818128, 1.05238057, 1.09625814,
1.13983825, 1.18314306, 1.22619283, 1.26900602, 1.31159947,
1.35398858, 1.39618739, 1.43820876, 1.48006445, 1.52176525]), 'pivot_energy': 5015.712963434622}}}
0.003 0.039 0.061 -0.003
Running extension on source 3FGL J0049.0+4224
2024-12-19 20:44:25 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:44:31 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:44:33 INFO GTAnalysis._extension(): Testing point-source model.
2024-12-19 20:44:34 INFO GTAnalysis._extension(): Best-fit extension: 0.0516 + 0.0398 - nan
2024-12-19 20:44:34 INFO GTAnalysis._extension(): TS_ext: 0.464
2024-12-19 20:44:34 INFO GTAnalysis._extension(): Extension UL: 0.1204
2024-12-19 20:44:34 INFO GTAnalysis._extension(): LogLike: -246685.561 DeltaLogLike: 0.231
2024-12-19 20:44:34 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:44:37 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0049.0+4224_ext.npy
2024-12-19 20:44:37 INFO GTAnalysis.extension(): Execution time: 23.27 s
2024-12-19 20:44:37 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3 *
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:44:37 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:44:37 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:44:37 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0048.0+3950
{'name': '3FGL J0049.0+4224', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([ 2.29833170e-03, 2.22862065e-02, 4.02849298e-02, 7.10751693e-02,
1.19285371e-01, 1.81445338e-01, 2.30233983e-01, 1.80080266e-01,
-1.83926394e-01, -1.12060051e+00, -2.76948397e+00, -5.07435277e+00,
-8.14253337e+00, -1.16921779e+01, -1.47700183e+01, -1.65983997e+01,
-1.72972127e+01, -1.74770370e+01, -1.75017458e+01, -1.75016897e+01,
-1.75016914e+01, -1.75016813e+01]), 'loglike': array([-246685.79102821, -246685.77104034, -246685.75304161,
-246685.72225137, -246685.67404117, -246685.61188121,
-246685.56309256, -246685.61324628, -246685.97725294,
-246686.91392706, -246688.56281051, -246690.86767932,
-246693.93585991, -246697.48550445, -246700.56334488,
-246702.39172621, -246703.09053928, -246703.27036354,
-246703.29507238, -246703.29501621, -246703.29501798,
-246703.29500779]), 'loglike_ptsrc': -246685.7933265433, 'loglike_ext': -246685.561099528, 'loglike_init': -246685.7916779283, 'loglike_base': -246685.7889984331, 'ext': 0.051569063576982745, 'ext_err_hi': 0.03980763033958722, 'ext_err_lo': nan, 'ext_err': 0.03980763033958722, 'ext_ul95': 0.1204198018990258, 'ts_ext': 0.46445403061807156, 'ebin_e_min': array([], dtype=float64), 'ebin_e_ctr': array([], dtype=float64), 'ebin_e_max': array([], dtype=float64), 'ebin_ext': array([], dtype=float64), 'ebin_ext_err': array([], dtype=float64), 'ebin_ext_err_hi': array([], dtype=float64), 'ebin_ext_err_lo': array([], dtype=float64), 'ebin_ext_ul95': array([], dtype=float64), 'ebin_ts_ext': array([], dtype=float64), 'ebin_dloglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike_ptsrc': array([], dtype=float64), 'ebin_loglike_ext': array([], dtype=float64), 'ra': 12.288637872476246, 'dec': 42.40345969266785, 'glon': 122.48201186788928, 'glat': -20.466293195809616, 'ra_err': nan, 'dec_err': nan, 'glon_err': nan, 'glat_err': nan, 'pos_offset': 0.0, 'pos_err': nan, 'pos_r68': nan, 'pos_r95': nan, 'pos_r99': nan, 'pos_err_semimajor': nan, 'pos_err_semiminor': nan, 'pos_angle': nan, 'tsmap': <gammapy.maps.wcs.ndmap.WcsNDMap object at 0x7f619f2a8c10>, 'ptsrc_tot_map': None, 'ptsrc_src_map': None, 'ptsrc_bkg_map': None, 'ext_tot_map': None, 'ext_src_map': None, 'ext_bkg_map': None, 'source_fit': {'param_names': array([b'Prefactor', b'Index', b'Scale', b'', b'', b'', b'', b'', b'',
b''], dtype='|S32'), 'param_values': array([ 3.61703506e-15, -1.73927669e+00, 6.05986719e+03, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([9.53902906e-16, 1.59868054e-01, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 35.46778381464537, 'loglike': -246685.561099528, 'loglike_scan': array([-246703.29499144, -246688.26638915, -246687.54415474,
-246686.96073219, -246686.49742971, -246686.13969013,
-246685.87588881, -246685.69655135, -246685.59382343,
-246685.56109953, -246685.59425268, -246685.68970505,
-246685.84296565, -246686.0501118 , -246686.30769078,
-246686.61264267, -246686.96223884, -246687.3540325 ,
-246687.78581848, -246688.25560008]), 'dloglike_scan': array([-17.73389191, -2.70528962, -1.98305521, -1.39963266,
-0.93633019, -0.5785906 , -0.31478929, -0.13545182,
-0.03272391, 0. , -0.03315315, -0.12860552,
-0.28186612, -0.48901227, -0.74659126, -1.05154314,
-1.40113931, -1.79293298, -2.22471895, -2.69450055]), 'eflux_scan': array([0.00000000e+00, 6.41233887e-07, 7.33227077e-07, 8.25220267e-07,
9.17213457e-07, 1.00920665e-06, 1.10119984e-06, 1.19319303e-06,
1.28518622e-06, 1.37717941e-06, 1.47136300e-06, 1.56554660e-06,
1.65973020e-06, 1.75391380e-06, 1.84809739e-06, 1.94228099e-06,
2.03646459e-06, 2.13064819e-06, 2.22483178e-06, 2.31901538e-06]), 'flux_scan': array([0.00000000e+00, 1.26867093e-10, 1.45067798e-10, 1.63268503e-10,
1.81469207e-10, 1.99669912e-10, 2.17870617e-10, 2.36071321e-10,
2.54272026e-10, 2.72472731e-10, 2.91106804e-10, 3.09740877e-10,
3.28374951e-10, 3.47009024e-10, 3.65643097e-10, 3.84277171e-10,
4.02911244e-10, 4.21545317e-10, 4.40179391e-10, 4.58813464e-10]), 'norm_scan': array([0. , 0.16841418, 0.19257535, 0.21673651, 0.24089768,
0.26505884, 0.28922001, 0.31338118, 0.33754234, 0.36170351,
0.38643996, 0.41117642, 0.43591287, 0.46064933, 0.48538578,
0.51012224, 0.5348587 , 0.55959515, 0.58433161, 0.60906806]), 'npred': 91.13496558179851, 'npred_wt': 91.13496558179851, 'pivot_energy': 6559.980120928078, 'flux': 2.7247273076565213e-10, 'flux100': 6.148214218937401e-10, 'flux1000': 1.1074602270024065e-10, 'flux10000': 1.8881181146398128e-11, 'flux_err': 1.0509745528653126e-10, 'flux100_err': 3.2363693070870804e-10, 'flux1000_err': 3.1110283969634224e-11, 'flux10000_err': 6.690609197439302e-12, 'flux_ul95': 4.0051648181889894e-10, 'flux100_ul95': 9.037458983576771e-10, 'flux1000_ul95': 1.627891615527779e-10, 'flux10000_ul95': 2.77540589991914e-11, 'eflux': 1.3771794055919833e-06, 'eflux100': 1.2538844828913391e-06, 'eflux1000': 1.1101017216954938e-06, 'eflux10000': 8.480556085165357e-07, 'eflux_err': 5.294335978734873e-07, 'eflux100_err': 4.042720761504098e-07, 'eflux1000_err': 4.190674268443824e-07, 'eflux10000_err': 3.9516004400365283e-07, 'eflux_ul95': 2.0243605619218772e-06, 'eflux100_ul95': 1.8431253662843836e-06, 'eflux1000_ul95': 1.6317744340331243e-06, 'eflux10000_ul95': 1.246584374720283e-06, 'dnde': 3.151033660139359e-15, 'dnde100': 4.555638410333918e-12, 'dnde1000': 8.303717349302403e-14, 'dnde10000': 1.5135468535144728e-15, 'dnde_err': 8.300444673022195e-16, 'dnde100_err': 3.274748824855565e-12, 'dnde1000_err': 3.31964096302502e-14, 'dnde10000_err': 4.115383872352619e-16, 'dnde_index': 1.739276688209345, 'dnde100_index': 1.739276688209345, 'dnde1000_index': 1.739276688209345, 'dnde10000_index': 1.7392766882204467, 'name': '3FGL J0049.0+4224', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 0.361703505781196, 'error': 0.09539029060940112, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-14}, 'Index': {'name': 'Index', 'value': 1.739276688215881, 'error': 0.15986805419041064, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 6059.867188, 'error': nan, 'min': 6059.867188, 'max': 6059.867188, 'free': False, 'scale': 1.0}}, 'model_counts': array([13.31683766, 12.12263241, 10.80208642, 9.4747338 , 8.1734206 ,
6.93254703, 5.75505243, 4.715254 , 3.83214172, 3.08859255,
2.50334581, 2.05090912, 1.66316391, 1.34716268, 1.09080198,
0.88890088, 0.73200007, 0.59825009, 0.48413837, 0.39007994,
0.31460087, 0.25295717, 0.20431641, 0.16482033, 0.13224991,
0.10396941]), 'model_counts_wt': array([13.31683766, 12.12263241, 10.80208642, 9.4747338 , 8.1734206 ,
6.93254703, 5.75505243, 4.715254 , 3.83214172, 3.08859255,
2.50334581, 2.05090912, 1.66316391, 1.34716268, 1.09080198,
0.88890088, 0.73200007, 0.59825009, 0.48413837, 0.39007994,
0.31460087, 0.25295717, 0.20431641, 0.16482033, 0.13224991,
0.10396941]), 'covar': array([[0.00909931, 0.00073364],
[0.00073364, 0.02555779]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([6.74070859e-13, 5.18017654e-13, 3.98092109e-13, 3.05930360e-13,
2.35104848e-13, 1.80676053e-13, 1.38847991e-13, 1.06703486e-13,
8.20007110e-14, 6.30168407e-14, 4.84278997e-14, 3.72164242e-14,
2.86005017e-14, 2.19792394e-14, 1.68908563e-14, 1.29804777e-14,
9.97538540e-15, 7.66599783e-15, 5.89125336e-15, 4.52737750e-15,
3.47925065e-15, 2.67377418e-15, 2.05477244e-15, 1.57907494e-15,
1.21350550e-15, 9.32568534e-16, 7.16670892e-16, 5.50755413e-16,
4.23250795e-16, 3.25264593e-16, 2.49963040e-16, 1.92094445e-16,
1.47622928e-16, 1.13446950e-16, 8.71830045e-17, 6.69993886e-17,
5.14884535e-17, 3.95684334e-17, 3.04080005e-17, 2.33682867e-17,
1.79583272e-17, 1.38008199e-17, 1.06058113e-17, 8.15047473e-18,
6.26356969e-18, 4.81349940e-18, 3.69913286e-18, 2.84275177e-18,
2.18463027e-18, 1.67886956e-18]), 'dnde_lo': array([4.32336159e-13, 3.36832828e-13, 2.62430998e-13, 2.04462320e-13,
1.59292861e-13, 1.24093533e-13, 9.66615485e-14, 7.52815484e-14,
5.86175755e-14, 4.56290274e-14, 3.55052606e-14, 2.76146986e-14,
2.14652223e-14, 1.66733359e-14, 1.29401602e-14, 1.00327365e-14,
7.76946250e-15, 6.00874297e-15, 4.64014225e-15, 3.57748715e-15,
2.75349214e-15, 2.11557638e-15, 1.62261514e-15, 1.24242298e-15,
9.49806366e-16, 7.25055516e-16, 5.52771617e-16, 4.20949147e-16,
3.20252978e-16, 2.43445984e-16, 1.84934690e-16, 1.40408777e-16,
1.06555827e-16, 8.08365337e-17, 6.13084318e-17, 4.64883356e-17,
3.52454988e-17, 2.67189779e-17, 2.02539533e-17, 1.53528129e-17,
1.16376770e-17, 8.82175104e-18, 6.68746813e-18, 5.06983614e-18,
3.84376680e-18, 2.91444380e-18, 2.21000711e-18, 1.67600018e-18,
1.27115741e-18, 9.64209598e-19]), 'dnde_hi': array([1.05096813e-12, 7.96663115e-13, 6.03881890e-13, 4.57753707e-13,
3.46997909e-13, 2.63058317e-13, 1.99446057e-13, 1.51240699e-13,
1.14711613e-13, 8.70306127e-14, 6.60539152e-14, 5.01567026e-14,
3.81076275e-14, 2.89736239e-14, 2.20477199e-14, 1.67943015e-14,
1.28076188e-14, 9.78033559e-15, 7.47969873e-15, 5.72948168e-15,
4.39630275e-15, 3.37925325e-15, 2.60202785e-15, 2.00694747e-15,
1.55041665e-15, 1.19947239e-15, 9.29167040e-16, 7.20589474e-16,
5.59374143e-16, 4.34581232e-16, 3.37857228e-16, 2.62806049e-16,
2.04517478e-16, 1.59212794e-16, 1.23977666e-16, 9.65600944e-17,
7.52170046e-17, 5.85973358e-17, 4.56526429e-17, 3.55685195e-17,
2.77118465e-17, 2.15901163e-17, 1.68200030e-17, 1.31030346e-17,
1.02067340e-17, 7.94998224e-18, 6.19164702e-18, 4.82174030e-18,
3.75453849e-18, 2.92322644e-18]), 'dnde_err': array([3.76897267e-13, 2.78645461e-13, 2.05789781e-13, 1.51823348e-13,
1.11893061e-13, 8.23822644e-14, 6.05980659e-14, 4.45372129e-14,
3.27109015e-14, 2.40137720e-14, 1.76260154e-14, 1.29402785e-14,
9.50712584e-15, 6.99438454e-15, 5.15686358e-15, 3.81382384e-15,
2.83223338e-15, 2.11433775e-15, 1.58844538e-15, 1.20210417e-15,
9.17052105e-16, 7.05479076e-16, 5.47255407e-16, 4.27872534e-16,
3.36911146e-16, 2.66903854e-16, 2.12496148e-16, 1.69834062e-16,
1.36123348e-16, 1.09316638e-16, 8.78941873e-17, 7.07116034e-17,
5.68945496e-17, 4.57658445e-17, 3.67946614e-17, 2.95607058e-17,
2.37285511e-17, 1.90289024e-17, 1.52446423e-17, 1.22002327e-17,
9.75351923e-18, 7.78929633e-18, 6.21419167e-18, 4.95255986e-18,
3.94316428e-18, 3.13648284e-18, 2.49251416e-18, 1.97898853e-18,
1.56990822e-18, 1.24435689e-18]), 'dnde_ferr': array([0.45887755, 0.4438365 , 0.42885916, 0.41396903, 0.39919434,
0.38456891, 0.37013322, 0.35593566, 0.34203385, 0.3284962 ,
0.31540346, 0.30285021, 0.29094604, 0.27981605, 0.2696003 ,
0.26045132, 0.25252941, 0.24599489, 0.24099765, 0.23766458,
0.23608684, 0.23630957, 0.23832632, 0.24207986, 0.24746912,
0.25436033, 0.26259991, 0.27202667, 0.28248165, 0.29381502,
0.3058903 , 0.31858618, 0.33179687, 0.34543133, 0.35941199,
0.37367325, 0.3881599 , 0.40282563, 0.41763169, 0.43254576,
0.44754083, 0.46259444, 0.47768787, 0.49280556, 0.50793457,
0.5230642 , 0.53818558, 0.55329138, 0.5683756 , 0.58343331]), 'pivot_energy': 6559.980120928078}}}
0.052 0.040 0.120 0.464
Running extension on source 3FGL J0048.0+3950
2024-12-19 20:44:47 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:44:53 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:44:55 INFO GTAnalysis._extension(): Testing point-source model.
/home/runner/work/fermipy/fermipy/fermipy/extension.py:311: RuntimeWarning: invalid value encountered in sqrt
np.sqrt(o['ts_ext']) > sqrt_ts_threshold):
2024-12-19 20:44:56 INFO GTAnalysis._extension(): Best-fit extension: 0.0032 + 0.0536 - nan
2024-12-19 20:44:56 INFO GTAnalysis._extension(): TS_ext: -0.001
2024-12-19 20:44:56 INFO GTAnalysis._extension(): Extension UL: 0.0680
2024-12-19 20:44:56 INFO GTAnalysis._extension(): LogLike: -246685.806 DeltaLogLike: -0.010
2024-12-19 20:44:56 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:44:59 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0048.0+3950_ext.npy
2024-12-19 20:44:59 INFO GTAnalysis.extension(): Execution time: 21.86 s
2024-12-19 20:44:59 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:44:59 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:44:59 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3 *
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:44:59 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0039.1+4330
{'name': '3FGL J0048.0+3950', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([-4.02135163e-04, -4.13006273e-03, -7.83754580e-03, -1.53290853e-02,
-3.33693216e-02, -9.01362876e-02, -3.11026958e-01, -1.08738255e+00,
-3.62311743e+00, -9.87208157e+00, -2.18088277e+01, -3.92206642e+01,
-6.15775405e+01, -8.75295307e+01, -1.15112812e+02, -1.42743423e+02,
-1.70937867e+02, -1.98485055e+02, -2.23167933e+02, -2.43593419e+02,
-2.59260369e+02, -2.70237974e+02]), 'loglike': array([-246685.80616449, -246685.80989242, -246685.8135999 ,
-246685.82109144, -246685.83913168, -246685.89589864,
-246686.11678931, -246686.89314491, -246689.42887978,
-246695.67784393, -246707.61459006, -246725.02642653,
-246747.38330285, -246773.33529302, -246800.91857389,
-246828.54918499, -246856.74362946, -246884.29081757,
-246908.97369528, -246929.39918096, -246945.06613179,
-246956.0437361 ]), 'loglike_ptsrc': -246685.80576235687, 'loglike_ext': -246685.80616484187, 'loglike_init': -246685.7960365798, 'loglike_base': -246685.74928695895, 'ext': 0.0031622776601683794, 'ext_err_hi': 0.05357133592993159, 'ext_err_lo': nan, 'ext_err': 0.05357133592993159, 'ext_ul95': 0.0680188727635613, 'ts_ext': -0.0008049699827097356, 'ebin_e_min': array([], dtype=float64), 'ebin_e_ctr': array([], dtype=float64), 'ebin_e_max': array([], dtype=float64), 'ebin_ext': array([], dtype=float64), 'ebin_ext_err': array([], dtype=float64), 'ebin_ext_err_hi': array([], dtype=float64), 'ebin_ext_err_lo': array([], dtype=float64), 'ebin_ext_ul95': array([], dtype=float64), 'ebin_ts_ext': array([], dtype=float64), 'ebin_dloglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike_ptsrc': array([], dtype=float64), 'ebin_loglike_ext': array([], dtype=float64), 'ra': 11.975455303871971, 'dec': 39.795329903732544, 'glon': 122.19365896836486, 'glat': -23.071348792802535, 'ra_err': nan, 'dec_err': nan, 'glon_err': nan, 'glat_err': nan, 'pos_offset': 0.0, 'pos_err': nan, 'pos_r68': nan, 'pos_r95': nan, 'pos_r99': nan, 'pos_err_semimajor': nan, 'pos_err_semiminor': nan, 'pos_angle': nan, 'tsmap': <gammapy.maps.wcs.ndmap.WcsNDMap object at 0x7f619d4a88e0>, 'ptsrc_tot_map': None, 'ptsrc_src_map': None, 'ptsrc_bkg_map': None, 'ext_tot_map': None, 'ext_src_map': None, 'ext_bkg_map': None, 'source_fit': {'param_names': array([b'Prefactor', b'Index', b'Scale', b'', b'', b'', b'', b'', b'',
b''], dtype='|S32'), 'param_values': array([ 6.49479243e-14, -1.99119953e+00, 3.47691821e+03, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([4.68461521e-15, 5.52175255e-02, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 586.3929875378963, 'loglike': -246685.80616484187, 'loglike_scan': array([-246979.00265861, -246688.5157171 , -246687.86379768,
-246687.30616718, -246686.84028051, -246686.46371683,
-246686.174171 , -246685.96944573, -246685.84744446,
-246685.80616484, -246685.83353909, -246685.9175786 ,
-246686.057171 , -246686.25124389, -246686.4987628 ,
-246686.79872925, -246687.15017897, -246687.55218027,
-246688.0038324 , -246688.50426414]), 'dloglike_scan': array([-2.93196494e+02, -2.70955226e+00, -2.05763283e+00, -1.50000233e+00,
-1.03411567e+00, -6.57551993e-01, -3.68006159e-01, -1.63280883e-01,
-4.12796148e-02, 0.00000000e+00, -2.73742528e-02, -1.11413759e-01,
-2.51006159e-01, -4.45079053e-01, -6.92597960e-01, -9.92564405e-01,
-1.34401413e+00, -1.74601543e+00, -2.19766756e+00, -2.69809930e+00]), 'eflux_scan': array([0.00000000e+00, 4.99157267e-06, 5.10396021e-06, 5.21634775e-06,
5.32873529e-06, 5.44112283e-06, 5.55351037e-06, 5.66589791e-06,
5.77828546e-06, 5.89067300e-06, 5.98694004e-06, 6.08320708e-06,
6.17947412e-06, 6.27574116e-06, 6.37200820e-06, 6.46827524e-06,
6.56454228e-06, 6.66080932e-06, 6.75707636e-06, 6.85334340e-06]), 'flux_scan': array([0.00000000e+00, 2.18928662e-09, 2.23857941e-09, 2.28787219e-09,
2.33716498e-09, 2.38645777e-09, 2.43575056e-09, 2.48504335e-09,
2.53433614e-09, 2.58362893e-09, 2.62585132e-09, 2.66807372e-09,
2.71029611e-09, 2.75251850e-09, 2.79474089e-09, 2.83696329e-09,
2.87918568e-09, 2.92140807e-09, 2.96363047e-09, 3.00585286e-09]), 'norm_scan': array([0. , 0.55034846, 0.56273981, 0.57513116, 0.58752251,
0.59991385, 0.6123052 , 0.62469655, 0.6370879 , 0.64947924,
0.66009322, 0.67070719, 0.68132116, 0.69193514, 0.70254911,
0.71316308, 0.72377705, 0.73439103, 0.745005 , 0.75561897]), 'npred': 807.4738397268142, 'npred_wt': 807.4738397268142, 'pivot_energy': 2245.6236901770744, 'flux': 2.5836289293586204e-09, 'flux100': 7.67923552497666e-09, 'flux1000': 7.810942352061252e-10, 'flux10000': 7.73536421594787e-11, 'flux_err': 2.269630103287176e-10, 'flux100_err': 1.0336469290780876e-09, 'flux1000_err': 5.3645863731448396e-11, 'flux10000_err': 1.146642896543234e-11, 'flux_ul95': 2.879984826108371e-09, 'flux100_ul95': 8.56008443655854e-09, 'flux1000_ul95': 8.70689873298797e-10, 'flux10000_ul95': 8.622651385112773e-11, 'eflux': 5.890672996114907e-06, 'eflux100': 6.355746731742123e-06, 'eflux1000': 4.585579120348146e-06, 'eflux10000': 2.7791753410093748e-06, 'eflux_err': 6.923718456174162e-07, 'eflux100_err': 5.49035004609317e-07, 'eflux1000_err': 6.149152270462246e-07, 'eflux10000_err': 5.303312635423568e-07, 'eflux_ul95': 6.566364330263481e-06, 'eflux100_ul95': 7.08478448201508e-06, 'eflux1000_ul95': 5.111569287467489e-06, 'eflux10000_ul95': 3.0979614449465573e-06, 'dnde': 1.5509915399279325e-13, 'dnde100': 7.610111077646231e-11, 'dnde1000': 7.765894066726392e-13, 'dnde10000': 7.924866015788758e-15, 'dnde_err': 1.0542387892919671e-14, 'dnde100_err': 1.4061657448425294e-11, 'dnde1000_err': 6.316769832315392e-14, 'dnde10000_err': 8.469195506753797e-16, 'dnde_index': 1.9911995337036068, 'dnde100_index': 1.9911995336925055, 'dnde1000_index': 1.9911995337036068, 'dnde10000_index': 1.9911995337036068, 'name': '3FGL J0048.0+3950', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 0.6494792431648364, 'error': 0.04684615205710397, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-13}, 'Index': {'name': 'Index', 'value': 1.9911995336942274, 'error': 0.055217525467487406, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 3476.918213, 'error': nan, 'min': 3476.918213, 'max': 3476.918213, 'free': False, 'scale': 1.0}}, 'model_counts': array([157.74020403, 133.88379364, 111.12688619, 90.79462671,
72.96770078, 57.68987063, 44.63140276, 34.07395884,
25.791055 , 19.35550679, 14.58973913, 11.12355525,
8.39764379, 6.32807133, 4.76760579, 3.61672998,
2.77435757, 2.11080436, 1.58931127, 1.19131609,
0.89384193, 0.66847053, 0.50229503, 0.37705514,
0.28163204, 0.20640512]), 'model_counts_wt': array([157.74020403, 133.88379364, 111.12688619, 90.79462671,
72.96770078, 57.68987063, 44.63140276, 34.07395884,
25.791055 , 19.35550679, 14.58973913, 11.12355525,
8.39764379, 6.32807133, 4.76760579, 3.61672998,
2.77435757, 2.11080436, 1.58931127, 1.19131609,
0.89384193, 0.66847053, 0.50229503, 0.37705514,
0.28163204, 0.20640512]), 'covar': array([[ 0.00219456, -0.00086546],
[-0.00086546, 0.00304898]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([8.53787661e-12, 6.31574288e-12, 4.67195884e-12, 3.45599874e-12,
2.55651381e-12, 1.89113577e-12, 1.39893416e-12, 1.03483675e-12,
7.65502142e-13, 5.66266640e-13, 4.18885709e-13, 3.09863278e-13,
2.29215867e-13, 1.69558375e-13, 1.25427802e-13, 9.27829933e-14,
6.86345746e-14, 5.07712099e-14, 3.75571026e-14, 2.77822009e-14,
2.05513906e-14, 1.52025269e-14, 1.12457998e-14, 8.31888106e-15,
6.15374480e-15, 4.55212364e-15, 3.36735277e-15, 2.49093952e-15,
1.84262835e-15, 1.36305166e-15, 1.00829331e-15, 7.45867100e-16,
5.51741966e-16, 4.08141339e-16, 3.01915321e-16, 2.23336507e-16,
1.65209222e-16, 1.22210593e-16, 9.04031201e-17, 6.68741056e-17,
4.94689342e-17, 3.65937672e-17, 2.70695906e-17, 2.00242498e-17,
1.48125838e-17, 1.09573463e-17, 8.10550272e-18, 5.99590196e-18,
4.43536219e-18, 3.28098056e-18]), 'dnde_lo': array([7.55368895e-12, 5.62280339e-12, 4.18501020e-12, 3.11441284e-12,
2.31726084e-12, 1.72374065e-12, 1.28186350e-12, 9.52914313e-13,
7.08062974e-13, 5.25840873e-13, 3.90261611e-13, 2.89421153e-13,
2.14454819e-13, 1.58759983e-13, 1.17416924e-13, 8.67578463e-14,
6.40468312e-14, 4.72425981e-14, 3.48226177e-14, 2.56523333e-14,
1.88874900e-14, 1.39009032e-14, 1.02274448e-14, 7.52272295e-15,
5.53210277e-15, 4.06753988e-15, 2.99030439e-15, 2.19813135e-15,
1.61568559e-15, 1.18749951e-15, 8.72750847e-16, 6.41405997e-16,
4.71374741e-16, 3.46412857e-16, 2.54577081e-16, 1.87087543e-16,
1.37490578e-16, 1.01042799e-16, 7.42580830e-17, 5.45744478e-17,
4.01091381e-17, 2.94785835e-17, 2.16660621e-17, 1.59244378e-17,
1.17046802e-17, 8.60333390e-18, 6.32391729e-18, 4.64855620e-18,
3.41713992e-18, 2.51200460e-18]), 'dnde_hi': array([9.65029637e-12, 7.09407841e-12, 5.21556660e-12, 3.83504946e-12,
2.82046920e-12, 2.07478689e-12, 1.52669671e-12, 1.12380209e-12,
8.27600864e-13, 6.09800272e-13, 4.49609268e-13, 3.31749253e-13,
2.44992927e-13, 1.81091241e-13, 1.33985230e-13, 9.92265738e-14,
7.35509429e-14, 5.45633784e-14, 4.05063159e-14, 3.00889075e-14,
2.23618732e-14, 1.66260293e-14, 1.23655532e-14, 9.19929958e-15,
6.84524071e-15, 5.09443796e-15, 3.79194329e-15, 2.82275201e-15,
2.10144800e-15, 1.56455629e-15, 1.16488617e-15, 8.67341018e-16,
6.45811433e-16, 4.80869428e-16, 3.58056038e-16, 2.66608853e-16,
1.98516054e-16, 1.47812900e-16, 1.10058378e-16, 8.19457857e-17,
6.10129154e-17, 4.54263278e-17, 3.38207624e-17, 2.51795752e-17,
1.87457185e-17, 1.39554549e-17, 1.03889996e-17, 7.73376478e-18,
5.75698923e-18, 4.28535577e-18]), 'dnde_err': array([1.11241976e-12, 7.78335528e-13, 5.43607760e-13, 3.79050717e-13,
2.63955398e-13, 1.83651116e-13, 1.27762550e-13, 8.89653428e-14,
6.20987226e-14, 4.35336320e-14, 3.07235588e-14, 2.18859745e-14,
1.57770595e-14, 1.15328666e-14, 8.55742762e-15, 6.44358055e-15,
4.91636837e-15, 3.79216846e-15, 2.94921334e-15, 2.30670665e-15,
1.81048255e-15, 1.42350239e-15, 1.11975341e-15, 8.80418524e-16,
6.91495911e-16, 5.42314324e-16, 4.24590525e-16, 3.31812493e-16,
2.58819642e-16, 2.01504630e-16, 1.56592863e-16, 1.21473918e-16,
9.40694668e-17, 7.27280893e-17, 5.61407171e-17, 4.32723462e-17,
3.33068319e-17, 2.56023062e-17, 1.96552574e-17, 1.50716801e-17,
1.15439812e-17, 8.83256060e-18, 6.75117175e-18, 5.15532543e-18,
3.93313467e-18, 2.99810861e-18, 2.28349690e-18, 1.73786283e-18,
1.32162704e-18, 1.00437522e-18]), 'dnde_ferr': array([0.12278272, 0.1164768 , 0.11029168, 0.10425881, 0.09841691,
0.0928136 , 0.08750705, 0.08256751, 0.07807809, 0.07413416,
0.07083992, 0.06830125, 0.0666143 , 0.06585124, 0.06604718,
0.06719296, 0.06923706, 0.07209578, 0.07566742, 0.07984562,
0.08452915, 0.0896274 , 0.09506253, 0.10076936, 0.10669422,
0.1127933 , 0.11903103, 0.12537853, 0.13181236, 0.13831346,
0.14486624, 0.15145796, 0.15807814, 0.16471815, 0.17137083,
0.17803025, 0.18469149, 0.19135043, 0.19800364, 0.20464825,
0.21128186, 0.21790247, 0.22450839, 0.23109823, 0.23767083,
0.24422524, 0.25076065, 0.25727644, 0.26377207, 0.27024713]), 'pivot_energy': 2245.6236901770744}}}
0.003 0.054 0.068 -0.001
Running extension on source 3FGL J0039.1+4330
2024-12-19 20:45:09 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:45:15 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:45:17 INFO GTAnalysis._extension(): Testing point-source model.
/home/runner/work/fermipy/fermipy/fermipy/extension.py:311: RuntimeWarning: invalid value encountered in sqrt
np.sqrt(o['ts_ext']) > sqrt_ts_threshold):
2024-12-19 20:45:19 INFO GTAnalysis._extension(): Best-fit extension: 0.0032 + 0.0309 - nan
2024-12-19 20:45:19 INFO GTAnalysis._extension(): TS_ext: -0.011
2024-12-19 20:45:19 INFO GTAnalysis._extension(): Extension UL: 0.0540
2024-12-19 20:45:19 INFO GTAnalysis._extension(): LogLike: -246685.814 DeltaLogLike: -0.006
2024-12-19 20:45:19 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:45:21 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0039.1+4330_ext.npy
2024-12-19 20:45:21 INFO GTAnalysis.extension(): Execution time: 22.20 s
2024-12-19 20:45:21 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3 *
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0041.9+3639 : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:45:21 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:45:21 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0 *
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:45:21 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0032.5+3912
{'name': '3FGL J0039.1+4330', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([-5.32506866e-03, -5.27707907e-02, -9.74665715e-02, -1.78963466e-01,
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b''], dtype='|S32'), 'param_values': array([ 2.87668428e-14, -2.01495778e+00, 2.76052368e+03, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([4.75368736e-15, 1.21464360e-01, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 77.30085160624003, 'loglike': -246685.81395324686, 'loglike_scan': array([-246724.46437905, -246688.52236752, -246687.84444648,
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-1.36748716e+00, -1.76466106e+00, -2.20715627e+00, -2.69353693e+00]), 'eflux_scan': array([0.00000000e+00, 1.02291657e-06, 1.09395921e-06, 1.16500185e-06,
1.23604449e-06, 1.30708713e-06, 1.37812977e-06, 1.44917241e-06,
1.52021505e-06, 1.59125769e-06, 1.65635961e-06, 1.72146154e-06,
1.78656347e-06, 1.85166539e-06, 1.91676732e-06, 1.98186925e-06,
2.04697117e-06, 2.11207310e-06, 2.17717503e-06, 2.24227695e-06]), 'flux_scan': array([0.00000000e+00, 4.78410019e-10, 5.11636101e-10, 5.44862184e-10,
5.78088266e-10, 6.11314348e-10, 6.44540431e-10, 6.77766513e-10,
7.10992595e-10, 7.44218678e-10, 7.74666336e-10, 8.05113994e-10,
8.35561652e-10, 8.66009310e-10, 8.96456968e-10, 9.26904626e-10,
9.57352284e-10, 9.87799942e-10, 1.01824760e-09, 1.04869526e-09]), 'norm_scan': array([0. , 0.18492341, 0.19776654, 0.21060967, 0.22345279,
0.23629592, 0.24913905, 0.26198217, 0.2748253 , 0.28766843,
0.29943759, 0.31120675, 0.32297591, 0.33474507, 0.34651424,
0.3582834 , 0.37005256, 0.38182172, 0.39359088, 0.40536004]), 'npred': 237.59843403079265, 'npred_wt': 237.59843403079265, 'pivot_energy': 2802.1749779166903, 'flux': 7.442186777625731e-10, 'flux100': 2.2704211108854074e-09, 'flux1000': 2.18719531759875e-10, 'flux10000': 2.0552709182042173e-11, 'flux_err': 1.6710859490029692e-10, 'flux100_err': 7.483806023325019e-10, 'flux1000_err': 3.6167856015563396e-11, 'flux10000_err': 6.352138669757439e-12, 'flux_ul95': 9.561529319596137e-10, 'flux100_ul95': 2.916978391999797e-09, 'flux1000_ul95': 2.810052042737854e-10, 'flux10000_ul95': 2.6405589823683912e-11, 'eflux': 1.5912576856541502e-06, 'eflux100': 1.7490401467016085e-06, 'eflux1000': 1.2276202838577965e-06, 'eflux10000': 7.238532727970807e-07, 'eflux_err': 3.78194965168634e-07, 'eflux100_err': 3.172320184687143e-07, 'eflux1000_err': 3.372238602473655e-07, 'eflux10000_err': 2.88367300381539e-07, 'eflux_ul95': 2.0444067679350583e-06, 'eflux100_ul95': 2.247121597930847e-06, 'eflux1000_ul95': 1.5772148278683731e-06, 'eflux10000_ul95': 9.299879857547661e-07, 'dnde': 2.7911769587773263e-14, 'dnde100': 2.30371735151729e-11, 'dnde1000': 2.2257245178137405e-13, 'dnde10000': 2.1503721478394333e-15, 'dnde_err': 4.612111729582433e-15, 'dnde100_err': 1.0073025576671346e-11, 'dnde1000_err': 4.613484187335612e-14, 'dnde10000_err': 4.865060955507076e-16, 'dnde_index': 2.0149577835525263, 'dnde100_index': 2.0149577835414245, 'dnde1000_index': 2.0149577835525263, 'dnde10000_index': 2.014957783563628, 'name': '3FGL J0039.1+4330', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 0.28766842817502297, 'error': 0.047536873608156685, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-13}, 'Index': {'name': 'Index', 'value': 2.014957783546349, 'error': 0.12146435999138937, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 2760.523682, 'error': nan, 'min': 2760.523682, 'max': 2760.523682, 'free': False, 'scale': 1.0}}, 'model_counts': array([47.41588006, 40.02868615, 33.03314676, 26.81729932, 21.40288343,
16.80759315, 12.92190187, 9.80835809, 7.3799606 , 5.50566094,
4.12641587, 3.12586156, 2.34316966, 1.75431599, 1.3130389 ,
0.98855495, 0.75213796, 0.56819315, 0.42488845, 0.3163237 ,
0.23577779, 0.17515173, 0.13073706, 0.09746453, 0.07234372,
0.05268865]), 'model_counts_wt': array([47.41588006, 40.02868615, 33.03314676, 26.81729932, 21.40288343,
16.80759315, 12.92190187, 9.80835809, 7.3799606 , 5.50566094,
4.12641587, 3.12586156, 2.34316966, 1.75431599, 1.3130389 ,
0.98855495, 0.75213796, 0.56819315, 0.42488845, 0.3163237 ,
0.23577779, 0.17515173, 0.13073706, 0.09746453, 0.07234372,
0.05268865]), 'covar': array([[2.25975435e-03, 6.31408822e-05],
[6.31408822e-05, 1.47535907e-02]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
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3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([2.51798150e-12, 1.85594435e-12, 1.36797249e-12, 1.00830002e-12,
7.43193992e-13, 5.47790635e-13, 4.03763464e-13, 2.97604457e-13,
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1.91095805e-14, 1.40852178e-14, 1.03818794e-14, 7.65223667e-15,
5.64028186e-15, 4.15731776e-15, 3.06426016e-15, 2.25859336e-15,
1.66475551e-15, 1.22705174e-15, 9.04430685e-16, 6.66634372e-16,
4.91360358e-16, 3.62170047e-16, 2.66946938e-16, 1.96760246e-16,
1.45027303e-16, 1.06896179e-16, 7.87906344e-17, 5.80747048e-17,
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1.26342387e-17, 9.31239721e-18, 6.86394675e-18, 5.05925209e-18,
3.72905452e-18, 2.74859750e-18, 2.02592592e-18, 1.49326186e-18,
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5.90888070e-13, 4.40371358e-13, 3.28066201e-13, 2.44278457e-13,
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2.38648063e-18, 1.73942218e-18, 1.26792373e-18, 9.24320601e-19,
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1.88595654e-17, 1.40626200e-17, 1.04848734e-17, 7.81666107e-18,
5.82692666e-18, 4.34327462e-18, 3.23708415e-18, 2.41239997e-18,
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1.91563938e-13, 1.33621938e-13, 9.31634803e-14, 6.49670678e-14,
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2.09787214e-18, 1.59467712e-18, 1.21115823e-18, 9.19138108e-19,
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0.41141158, 0.4239437 , 0.43643803, 0.44889176, 0.46130273,
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0.003 0.031 0.054 -0.011
Running extension on source 3FGL J0032.5+3912
2024-12-19 20:45:31 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:45:37 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:45:38 INFO GTAnalysis._extension(): Testing point-source model.
/home/runner/work/fermipy/fermipy/fermipy/extension.py:311: RuntimeWarning: invalid value encountered in sqrt
np.sqrt(o['ts_ext']) > sqrt_ts_threshold):
2024-12-19 20:45:40 INFO GTAnalysis._extension(): Best-fit extension: 0.0032 + 0.1183 - nan
2024-12-19 20:45:40 INFO GTAnalysis._extension(): TS_ext: -0.002
2024-12-19 20:45:40 INFO GTAnalysis._extension(): Extension UL: 0.1967
2024-12-19 20:45:40 INFO GTAnalysis._extension(): LogLike: -246685.706 DeltaLogLike: -0.033
2024-12-19 20:45:40 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:45:42 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0032.5+3912_ext.npy
2024-12-19 20:45:42 INFO GTAnalysis.extension(): Execution time: 21.28 s
2024-12-19 20:45:42 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3 *
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0 *
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8 *
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0 *
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0041.9+3639 : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:45:42 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:45:42 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1 *
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2 *
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:45:42 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0102.3+4217
{'name': '3FGL J0032.5+3912', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([-9.48954053e-04, -8.82528050e-03, -1.56719370e-02, -2.67799228e-02,
-4.26626698e-02, -6.14061536e-02, -8.50670886e-02, -1.40295346e-01,
-2.73943578e-01, -5.18408449e-01, -9.54788025e-01, -1.73514403e+00,
-2.94346895e+00, -4.30956302e+00, -5.68029453e+00, -7.20990139e+00,
-8.13905205e+00, -7.81304935e+00, -6.83306418e+00, -6.92321203e+00,
-1.08515580e+01, -1.79157391e+01]), 'loglike': array([-246685.70585276, -246685.71372909, -246685.72057574,
-246685.73168373, -246685.74756647, -246685.76630996,
-246685.78997089, -246685.84519915, -246685.97884738,
-246686.22331225, -246686.65969183, -246687.44004784,
-246688.64837275, -246690.01446683, -246691.38519834,
-246692.91480519, -246693.84395585, -246693.51795316,
-246692.53796798, -246692.62811584, -246696.55646185,
-246703.62064289]), 'loglike_ptsrc': -246685.70490380478, 'loglike_ext': -246685.7058533691, 'loglike_init': -246685.67302257876, 'loglike_base': -246685.63441053824, 'ext': 0.0031622776601683794, 'ext_err_hi': 0.1182982672293969, 'ext_err_lo': nan, 'ext_err': 0.1182982672293969, 'ext_ul95': 0.19668606596177063, 'ts_ext': -0.001899128605145961, 'ebin_e_min': array([], dtype=float64), 'ebin_e_ctr': array([], dtype=float64), 'ebin_e_max': array([], dtype=float64), 'ebin_ext': array([], dtype=float64), 'ebin_ext_err': array([], dtype=float64), 'ebin_ext_err_hi': array([], dtype=float64), 'ebin_ext_err_lo': array([], dtype=float64), 'ebin_ext_ul95': array([], dtype=float64), 'ebin_ts_ext': array([], dtype=float64), 'ebin_dloglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike_ptsrc': array([], dtype=float64), 'ebin_loglike_ext': array([], dtype=float64), 'ra': 8.523847252180154, 'dec': 38.97233648256598, 'glon': 119.2495770505214, 'glat': -23.775381759709173, 'ra_err': nan, 'dec_err': nan, 'glon_err': nan, 'glat_err': nan, 'pos_offset': 0.0, 'pos_err': nan, 'pos_r68': nan, 'pos_r95': nan, 'pos_r99': nan, 'pos_err_semimajor': nan, 'pos_err_semiminor': nan, 'pos_angle': nan, 'tsmap': <gammapy.maps.wcs.ndmap.WcsNDMap object at 0x7f619f3a6130>, 'ptsrc_tot_map': None, 'ptsrc_src_map': None, 'ptsrc_bkg_map': None, 'ext_tot_map': None, 'ext_src_map': None, 'ext_bkg_map': None, 'source_fit': {'param_names': array([b'Prefactor', b'Index', b'Scale', b'', b'', b'', b'', b'', b'',
b''], dtype='|S32'), 'param_values': array([ 7.88774092e-13, -2.59363068e+00, 7.44708008e+02, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([1.15180789e-13, 1.41881676e-01, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 71.49834940745495, 'loglike': -246685.7058533691, 'loglike_scan': array([-246721.45502807, -246688.41654147, -246687.76109283,
-246687.20156187, -246686.73498196, -246686.35859419,
-246686.06982427, -246685.86626277, -246685.74564839,
-246685.70585337, -246685.73437921, -246685.81928277,
-246685.95942965, -246686.15373575, -246686.40116369,
-246686.7007196 , -246687.05145022, -246687.4524402 ,
-246687.90280973, -246688.40171235]), 'dloglike_scan': array([-3.57491747e+01, -2.71068810e+00, -2.05523946e+00, -1.49570850e+00,
-1.02912859e+00, -6.52740824e-01, -3.63970897e-01, -1.60409404e-01,
-3.97950209e-02, 0.00000000e+00, -2.85258436e-02, -1.13429403e-01,
-2.53576281e-01, -4.47882378e-01, -6.95310319e-01, -9.94866236e-01,
-1.34559685e+00, -1.74658683e+00, -2.19695637e+00, -2.69585898e+00]), 'eflux_scan': array([0.00000000e+00, 8.57740306e-07, 9.06639904e-07, 9.55539502e-07,
1.00443910e-06, 1.05333870e-06, 1.10223830e-06, 1.15113789e-06,
1.20003749e-06, 1.24893709e-06, 1.29072962e-06, 1.33252215e-06,
1.37431467e-06, 1.41610720e-06, 1.45789973e-06, 1.49969226e-06,
1.54148479e-06, 1.58327731e-06, 1.62506984e-06, 1.66686237e-06]), 'flux_scan': array([0.00000000e+00, 1.07931782e-09, 1.14084951e-09, 1.20238120e-09,
1.26391288e-09, 1.32544457e-09, 1.38697626e-09, 1.44850794e-09,
1.51003963e-09, 1.57157132e-09, 1.62415998e-09, 1.67674865e-09,
1.72933732e-09, 1.78192599e-09, 1.83451466e-09, 1.88710332e-09,
1.93969199e-09, 1.99228066e-09, 2.04486933e-09, 2.09745800e-09]), 'norm_scan': array([0. , 0.5417113 , 0.57259415, 0.603477 , 0.63435985,
0.66524269, 0.69612554, 0.72700839, 0.75789124, 0.78877409,
0.81516843, 0.84156276, 0.8679571 , 0.89435143, 0.92074577,
0.9471401 , 0.97353443, 0.99992877, 1.0263231 , 1.05271744]), 'npred': 448.16998438848634, 'npred_wt': 448.16998438848634, 'pivot_energy': 1010.0624668331677, 'flux': 1.5715713152580021e-09, 'flux100': 9.052780644333861e-09, 'flux1000': 2.3057357062402616e-10, 'flux10000': 5.851323740394861e-12, 'flux_err': 2.549512915115845e-10, 'flux100_err': 2.502341739956928e-09, 'flux1000_err': 3.793956070086061e-11, 'flux10000_err': 2.546146843939642e-12, 'flux_ul95': 1.9420478144329505e-09, 'flux100_ul95': 1.1186850188839992e-08, 'flux1000_ul95': 2.849281445575885e-10, 'flux10000_ul95': 7.230693492078622e-12, 'eflux': 1.248937090113226e-06, 'eflux100': 2.407042818533374e-06, 'eflux1000': 5.983744600814015e-07, 'eflux10000': 1.3739518216098723e-07, 'eflux_err': 1.8664282603656534e-07, 'eflux100_err': 4.1127523585589105e-07, 'eflux1000_err': 1.5077529019382982e-07, 'eflux10000_err': 7.024626220557334e-08, 'eflux_ul95': 1.5433569718854594e-06, 'eflux100_ul95': 2.974470327623566e-06, 'eflux1000_ul95': 7.394330763938683e-07, 'eflux10000_ul95': 1.697842220959331e-07, 'dnde': 3.5781121584063596e-13, 'dnde100': 1.4406628059559268e-10, 'dnde1000': 3.6722451095362917e-13, 'dnde10000': 9.360541612348503e-16, 'dnde_err': 4.9905644812518074e-14, 'dnde100_err': 5.136413065597854e-11, 'dnde1000_err': 5.122122858834563e-14, 'dnde10000_err': 3.3128214694322867e-16, 'dnde_index': 2.593630682883698, 'dnde100_index': 2.5936306828503937, 'dnde1000_index': 2.593630682883698, 'dnde10000_index': 2.593630682883698, 'name': '3FGL J0032.5+3912', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 0.7887740924450984, 'error': 0.1151807887201024, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-12}, 'Index': {'name': 'Index', 'value': 2.5936306828633504, 'error': 0.141881676226594, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 744.7080078, 'error': nan, 'min': 744.7080078, 'max': 744.7080078, 'free': False, 'scale': 1.0}}, 'model_counts': array([1.38009353e+02, 9.91951052e+01, 6.95288743e+01, 4.79190985e+01,
3.24682930e+01, 2.16860540e+01, 1.41753342e+01, 9.14812358e+00,
5.84585449e+00, 3.70241593e+00, 2.34995501e+00, 1.50910144e+00,
9.59578339e-01, 6.08747430e-01, 3.86021959e-01, 2.46338701e-01,
1.59103326e-01, 1.01962321e-01, 6.46289095e-02, 4.07654112e-02,
2.57473544e-02, 1.62028144e-02, 1.02458021e-02, 6.47523183e-03,
4.07767000e-03, 2.52640785e-03]), 'model_counts_wt': array([1.38009353e+02, 9.91951052e+01, 6.95288743e+01, 4.79190985e+01,
3.24682930e+01, 2.16860540e+01, 1.41753342e+01, 9.14812358e+00,
5.84585449e+00, 3.70241593e+00, 2.34995501e+00, 1.50910144e+00,
9.59578339e-01, 6.08747430e-01, 3.86021959e-01, 2.46338701e-01,
1.59103326e-01, 1.01962321e-01, 6.46289095e-02, 4.07654112e-02,
2.57473544e-02, 1.62028144e-02, 1.02458021e-02, 6.47523183e-03,
4.07767000e-03, 2.52640785e-03]), 'covar': array([[0.01326661, 0.00483962],
[0.00483962, 0.02013041]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([8.33852572e-12, 5.63057519e-12, 3.80203623e-12, 2.56731845e-12,
1.73357738e-12, 1.17059515e-12, 7.90442366e-13, 5.33744852e-13,
3.60410295e-13, 2.43366434e-13, 1.64332767e-13, 1.10965419e-13,
7.49292087e-14, 5.05958196e-14, 3.41647404e-14, 2.30696824e-14,
1.55777634e-14, 1.05188580e-14, 7.10284084e-15, 4.79618109e-15,
3.23861305e-15, 2.18686791e-15, 1.47667880e-15, 9.97124829e-16,
6.73306830e-16, 4.54649282e-16, 3.07001148e-16, 2.07301998e-16,
1.39980319e-16, 9.45214701e-17, 6.38254605e-17, 4.30980327e-17,
2.91018726e-17, 1.96509896e-17, 1.32692970e-17, 8.96007004e-18,
6.05027192e-18, 4.08543573e-18, 2.75868347e-18, 1.86279628e-18,
1.25784999e-18, 8.49361050e-19, 5.73529592e-19, 3.87274873e-19,
2.61506694e-19, 1.76581946e-19, 1.19236656e-19, 8.05143476e-20,
5.43671751e-20, 3.67113417e-20]), 'dnde_lo': array([6.82571482e-12, 4.67118274e-12, 3.19451202e-12, 2.18257417e-12,
1.48929373e-12, 1.01454739e-12, 6.89704574e-13, 4.67712920e-13,
3.16294944e-13, 2.13281176e-13, 1.43418772e-13, 9.62009016e-14,
6.43938368e-14, 4.30312055e-14, 2.87186394e-14, 1.91481285e-14,
1.27580431e-14, 8.49621023e-15, 5.65610667e-15, 3.76454679e-15,
2.50524285e-15, 1.66708927e-15, 1.10933455e-15, 7.38207178e-16,
4.91268939e-16, 3.26960895e-16, 2.17628374e-16, 1.44871944e-16,
9.64509562e-17, 6.42222545e-17, 4.27684688e-17, 2.84854236e-17,
1.89750798e-17, 1.26417490e-17, 8.42352104e-18, 5.61362192e-18,
3.74158368e-18, 2.49419392e-18, 1.66290300e-18, 1.10882995e-18,
7.39475196e-19, 4.93221652e-19, 3.29018027e-19, 2.19510566e-19,
1.46469923e-19, 9.77457424e-20, 6.52383097e-20, 4.35473845e-20,
2.90720090e-20, 1.94106768e-20]), 'dnde_hi': array([1.01866270e-11, 6.78701278e-12, 4.52509787e-12, 3.01988547e-12,
2.01793001e-12, 1.35064465e-12, 9.05893853e-13, 6.09099203e-13,
4.10678652e-13, 2.77695492e-13, 1.88296539e-13, 1.27995933e-13,
8.71882558e-14, 5.94902451e-14, 4.06436208e-14, 2.77943739e-14,
1.90206845e-14, 1.30230269e-14, 8.91962456e-15, 6.11052388e-15,
4.18666579e-15, 2.86870736e-15, 1.96566517e-15, 1.34685486e-15,
9.22798190e-16, 6.32203951e-16, 4.33076362e-16, 2.96635203e-16,
2.03154955e-16, 1.39115457e-16, 9.52498306e-17, 6.52066983e-17,
4.46332243e-17, 3.05465163e-17, 2.09026893e-17, 1.43014361e-17,
9.78350170e-18, 6.69185544e-18, 4.57653544e-18, 3.12943385e-18,
2.13960741e-18, 1.46265718e-18, 9.99751276e-19, 6.83255616e-19,
4.66892790e-19, 3.19002986e-19, 2.17929929e-19, 1.48862216e-19,
1.01671327e-19, 6.94320258e-20]), 'dnde_err': array([1.84810133e-12, 1.15643759e-12, 7.23061631e-13, 4.52567020e-13,
2.84352636e-13, 1.80049503e-13, 1.15451487e-13, 7.53543516e-14,
5.02683561e-14, 3.43290583e-14, 2.39637718e-14, 1.70305145e-14,
1.22590471e-14, 8.89442549e-15, 6.47888036e-15, 4.72469157e-15,
3.44292111e-15, 2.50416886e-15, 1.81678372e-15, 1.31434278e-15,
9.48052733e-16, 6.81839452e-16, 4.88986365e-16, 3.49730031e-16,
2.49491360e-16, 1.77554669e-16, 1.26075215e-16, 8.93332047e-17,
6.31746358e-17, 4.45939873e-17, 3.14243701e-17, 2.21086656e-17,
1.55313517e-17, 1.08955267e-17, 7.63339227e-18, 5.34136605e-18,
3.73322978e-18, 2.60641970e-18, 1.81785197e-18, 1.26663757e-18,
8.81757412e-19, 6.13296134e-19, 4.26221684e-19, 2.95980743e-19,
2.05386096e-19, 1.42421040e-19, 9.86932725e-20, 6.83478687e-20,
4.73041517e-20, 3.27206841e-20]), 'dnde_ferr': array([0.20152916, 0.18788756, 0.17498332, 0.16307118, 0.15246977,
0.14355829, 0.13675208, 0.13244744, 0.13093925, 0.13234018,
0.1365454 , 0.1432655 , 0.15210636, 0.16265217, 0.17452176,
0.18739411, 0.20101221, 0.21517624, 0.22973328, 0.24456719,
0.25958997, 0.27473495, 0.28995155, 0.30520135, 0.32045513,
0.33569068, 0.35089118, 0.36604389, 0.38113929, 0.39617032,
0.41113187, 0.42602031, 0.44083322, 0.4555691 , 0.47022718,
0.48480727, 0.49930963, 0.51373486, 0.52808386, 0.54235772,
0.5565577 , 0.57068518, 0.58474162, 0.59872855, 0.61264754,
0.62650019, 0.64028808, 0.65401282, 0.66767602, 0.68127923]), 'pivot_energy': 1010.0624668331677}}}
0.003 0.118 0.197 -0.002
Running extension on source 3FGL J0102.3+4217
2024-12-19 20:45:53 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:45:58 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:46:00 INFO GTAnalysis._extension(): Testing point-source model.
2024-12-19 20:46:02 INFO GTAnalysis._extension(): Best-fit extension: 0.0175 + 0.0467 - nan
2024-12-19 20:46:02 INFO GTAnalysis._extension(): TS_ext: 0.030
2024-12-19 20:46:02 INFO GTAnalysis._extension(): Extension UL: 0.0910
2024-12-19 20:46:02 INFO GTAnalysis._extension(): LogLike: -246685.403 DeltaLogLike: 0.170
2024-12-19 20:46:02 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:46:04 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0102.3+4217_ext.npy
2024-12-19 20:46:04 INFO GTAnalysis.extension(): Execution time: 21.80 s
2024-12-19 20:46:04 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9 *
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1 *
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2 *
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:46:04 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0041.9+3639 : ['Prefactor', 'Index']
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:46:04 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:46:04 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 1.775 1.41e-06 2.36 91.36 377.0 *
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:46:04 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0041.9+3639
{'name': '3FGL J0102.3+4217', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([ 7.24425889e-04, 6.57999900e-03, 1.10009062e-02, 1.61971300e-02,
1.59430030e-02, -1.35069651e-02, -1.36766071e-01, -4.76211295e-01,
-1.21971694e+00, -2.53949587e+00, -4.65436809e+00, -7.86989812e+00,
-1.28658107e+01, -2.00428536e+01, -2.91027555e+01, -3.90464425e+01,
-4.86410783e+01, -5.73745694e+01, -6.59026413e+01, -7.42040493e+01,
-8.10553652e+01, -8.53375616e+01]), 'loglike': array([-246685.41751643, -246685.41166086, -246685.40723995,
-246685.40204373, -246685.40229785, -246685.43174782,
-246685.55500693, -246685.89445215, -246686.63795779,
-246687.95773673, -246690.07260894, -246693.28813898,
-246698.28405159, -246705.4610945 , -246714.52099634,
-246724.46468332, -246734.05931915, -246742.79281028,
-246751.32088211, -246759.62229015, -246766.47360601,
-246770.75580246]), 'loglike_ptsrc': -246685.4182408561, 'loglike_ext': -246685.4030065174, 'loglike_init': -246685.572659939, 'loglike_base': -246685.42265751556, 'ext': 0.01747489108835094, 'ext_err_hi': 0.04669454191739286, 'ext_err_lo': nan, 'ext_err': 0.04669454191739286, 'ext_ul95': 0.0909513142306335, 'ts_ext': 0.03046867740340531, 'ebin_e_min': array([], dtype=float64), 'ebin_e_ctr': array([], dtype=float64), 'ebin_e_max': array([], dtype=float64), 'ebin_ext': array([], dtype=float64), 'ebin_ext_err': array([], dtype=float64), 'ebin_ext_err_hi': array([], dtype=float64), 'ebin_ext_err_lo': array([], dtype=float64), 'ebin_ext_ul95': array([], dtype=float64), 'ebin_ts_ext': array([], dtype=float64), 'ebin_dloglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike_ptsrc': array([], dtype=float64), 'ebin_loglike_ext': array([], dtype=float64), 'ra': 15.616993455215862, 'dec': 42.21309245647037, 'glon': 125.11364737716576, 'glat': -20.611925265176797, 'ra_err': nan, 'dec_err': nan, 'glon_err': nan, 'glat_err': nan, 'pos_offset': 0.0, 'pos_err': nan, 'pos_r68': nan, 'pos_r95': nan, 'pos_r99': nan, 'pos_err_semimajor': nan, 'pos_err_semiminor': nan, 'pos_angle': nan, 'tsmap': <gammapy.maps.wcs.ndmap.WcsNDMap object at 0x7f61a164c8b0>, 'ptsrc_tot_map': None, 'ptsrc_src_map': None, 'ptsrc_bkg_map': None, 'ext_tot_map': None, 'ext_src_map': None, 'ext_bkg_map': None, 'source_fit': {'param_names': array([b'Prefactor', b'Index', b'Scale', b'', b'', b'', b'', b'', b'',
b''], dtype='|S32'), 'param_values': array([ 7.95188506e-12, -2.82656992e+00, 4.09733124e+02, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([8.39499842e-13, 1.04009523e-01, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 184.5186778641655, 'loglike': -246685.4030065174, 'loglike_scan': array([-246777.66234545, -246688.11605469, -246687.46861629,
-246686.91226681, -246686.4454401 , -246686.06662485,
-246685.77436151, -246685.5672395 , -246685.44389459,
-246685.40300652, -246685.43094444, -246685.51443206,
-246685.65277084, -246685.8452798 , -246686.09129478,
-246686.3901678 , -246686.74126641, -246687.14397318,
-246687.59768505, -246688.10181286]), 'dloglike_scan': array([-9.22593389e+01, -2.71304817e+00, -2.06560977e+00, -1.50926029e+00,
-1.04243359e+00, -6.63618332e-01, -3.71354991e-01, -1.64232981e-01,
-4.08880772e-02, 0.00000000e+00, -2.79379261e-02, -1.11425539e-01,
-2.49764323e-01, -4.42273286e-01, -6.88288266e-01, -9.87161279e-01,
-1.33825990e+00, -1.74096666e+00, -2.19467853e+00, -2.69880634e+00]), 'eflux_scan': array([0.00000000e+00, 1.67983988e-06, 1.73059467e-06, 1.78134947e-06,
1.83210426e-06, 1.88285905e-06, 1.93361385e-06, 1.98436864e-06,
2.03512343e-06, 2.08587822e-06, 2.12813387e-06, 2.17038951e-06,
2.21264515e-06, 2.25490079e-06, 2.29715644e-06, 2.33941208e-06,
2.38166772e-06, 2.42392336e-06, 2.46617901e-06, 2.50843465e-06]), 'flux_scan': array([0.00000000e+00, 2.54257355e-09, 2.61939503e-09, 2.69621652e-09,
2.77303800e-09, 2.84985949e-09, 2.92668097e-09, 3.00350246e-09,
3.08032394e-09, 3.15714543e-09, 3.22110276e-09, 3.28506010e-09,
3.34901743e-09, 3.41297476e-09, 3.47693210e-09, 3.54088943e-09,
3.60484676e-09, 3.66880410e-09, 3.73276143e-09, 3.79671876e-09]), 'norm_scan': array([0. , 0.64039662, 0.65974561, 0.67909459, 0.69844358,
0.71779256, 0.73714155, 0.75649053, 0.77583952, 0.79518851,
0.8112974 , 0.8274063 , 0.8435152 , 0.8596241 , 0.875733 ,
0.8918419 , 0.9079508 , 0.9240597 , 0.9401686 , 0.95627749]), 'npred': 886.6582909158807, 'npred_wt': 886.6582909158807, 'pivot_energy': 744.115833289064, 'flux': 3.157145428279821e-09, 'flux100': 2.349145157544745e-08, 'flux1000': 3.4989454519442684e-10, 'flux10000': 5.20387343019613e-12, 'flux_err': 2.9408329524564935e-10, 'flux100_err': 4.084389206221828e-09, 'flux1000_err': 4.2783700814494677e-11, 'flux10000_err': 1.7557354321679232e-12, 'flux_ul95': 3.6089851161864543e-09, 'flux100_ul95': 2.6853466531504524e-08, 'flux1000_ul95': 3.9997023720555554e-10, 'flux10000_ul95': 5.948633720787673e-12, 'eflux': 2.0858782235954533e-06, 'eflux100': 5.176967422692584e-06, 'eflux1000': 7.660166201210291e-07, 'eflux10000': 1.0854506589298828e-07, 'eflux_err': 1.8852610900963275e-07, 'eflux100_err': 6.198936202129105e-07, 'eflux1000_err': 1.3312276701926907e-07, 'eflux10000_err': 4.165094172406354e-08, 'eflux_ul95': 2.3844018700256797e-06, 'eflux100_ul95': 5.917877018943498e-06, 'eflux1000_ul95': 8.756462581688913e-07, 'eflux10000_ul95': 1.240796587114176e-07, 'dnde': 1.4722930439079274e-12, 'dnde100': 4.2829914632620516e-10, 'dnde1000': 6.385240903983291e-13, 'dnde10000': 9.519351544737556e-16, 'dnde_err': 1.2574025756917453e-13, 'dnde100_err': 9.660060785305099e-11, 'dnde1000_err': 5.795783317845476e-14, 'dnde10000_err': 2.6978430821692353e-16, 'dnde_index': 2.826569921713026, 'dnde100_index': 2.826569921690823, 'dnde1000_index': 2.826569921713026, 'dnde10000_index': 2.8265699217019242, 'name': '3FGL J0102.3+4217', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 0.7951885057580192, 'error': 0.08394998423214947, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-11}, 'Index': {'name': 'Index', 'value': 2.8265699216933475, 'error': 0.10400952252877714, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 409.7331238, 'error': nan, 'min': 409.7331238, 'max': 409.7331238, 'free': False, 'scale': 1.0}}, 'model_counts': array([3.06323771e+02, 2.07770762e+02, 1.37201871e+02, 8.89226418e+01,
5.65502366e+01, 3.54581661e+01, 2.17429651e+01, 1.31689107e+01,
7.89687266e+00, 4.69104633e+00, 2.78990482e+00, 1.67804359e+00,
9.98257833e-01, 5.92620686e-01, 3.51699498e-01, 2.09788926e-01,
1.26611805e-01, 7.58970811e-02, 4.50054274e-02, 2.65624818e-02,
1.56969866e-02, 9.24203370e-03, 5.46882410e-03, 3.23419075e-03,
1.90657870e-03, 1.10720532e-03]), 'model_counts_wt': array([3.06323771e+02, 2.07770762e+02, 1.37201871e+02, 8.89226418e+01,
5.65502366e+01, 3.54581661e+01, 2.17429651e+01, 1.31689107e+01,
7.89687266e+00, 4.69104633e+00, 2.78990482e+00, 1.67804359e+00,
9.98257833e-01, 5.92620686e-01, 3.51699498e-01, 2.09788926e-01,
1.26611805e-01, 7.58970811e-02, 4.50054274e-02, 2.65624818e-02,
1.56969866e-02, 9.24203370e-03, 5.46882410e-03, 3.23419075e-03,
1.90657870e-03, 1.10720532e-03]), 'covar': array([[0.0070476 , 0.00513293],
[0.00513293, 0.01081798]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([1.91926157e-11, 1.25106947e-11, 8.15508864e-12, 5.31588950e-12,
3.46515930e-12, 2.25876195e-12, 1.47237259e-12, 9.59765162e-13,
6.25622329e-13, 4.07811530e-13, 2.65831694e-13, 1.73282226e-13,
1.12953912e-13, 7.36289380e-14, 4.79949779e-14, 3.12854967e-14,
2.03934318e-14, 1.32934459e-14, 8.66532453e-15, 5.64848645e-15,
3.68196241e-15, 2.40008493e-15, 1.56449388e-15, 1.01981437e-15,
6.64765369e-16, 4.33326896e-16, 2.82463870e-16, 1.84123900e-16,
1.20021050e-16, 7.82356478e-17, 5.09978588e-17, 3.32429228e-17,
2.16693787e-17, 1.41251712e-17, 9.20748412e-18, 6.00189285e-18,
3.91233015e-18, 2.55025000e-18, 1.66237889e-18, 1.08362065e-18,
7.06357455e-19, 4.60438672e-19, 3.00136664e-19, 1.95643900e-19,
1.27530355e-19, 8.31305835e-20, 5.41886196e-20, 3.53228183e-20,
2.30251573e-20, 1.50089346e-20]), 'dnde_lo': array([1.70243557e-11, 1.12086808e-11, 7.37269182e-12, 4.84319269e-12,
3.17605290e-12, 2.07827551e-12, 1.35651986e-12, 8.83075687e-13,
5.73425912e-13, 3.71548974e-13, 2.40328393e-13, 1.55248762e-13,
1.00193358e-13, 6.46184495e-14, 4.16552499e-14, 2.68437821e-14,
1.72952167e-14, 1.11417017e-14, 7.17704979e-15, 4.62304775e-15,
2.97792011e-15, 1.91827412e-15, 1.23574639e-15, 7.96113924e-16,
5.12923885e-16, 3.30495818e-16, 2.12969295e-16, 1.37248610e-16,
8.84586450e-17, 5.70183945e-17, 3.67563808e-17, 2.36970330e-17,
1.52791392e-17, 9.85252464e-18, 6.35389168e-18, 4.09803367e-18,
2.64334831e-18, 1.70520291e-18, 1.10012020e-18, 7.09816612e-19,
4.58029708e-19, 2.95584799e-19, 1.90770394e-19, 1.23134500e-19,
7.94854913e-20, 5.13138685e-20, 3.31298806e-20, 2.13915691e-20,
1.38134611e-20, 8.92069949e-21]), 'dnde_hi': array([2.16370302e-11, 1.39639521e-11, 9.02051413e-12, 5.83472165e-12,
3.78058216e-12, 2.45492261e-12, 1.59811964e-12, 1.04311463e-12,
6.82569955e-13, 4.47613249e-13, 2.94041368e-13, 1.93410430e-13,
1.27339641e-13, 8.38958618e-14, 5.52995819e-14, 3.64621611e-14,
2.40466521e-14, 1.58607463e-14, 1.04622166e-14, 6.90137781e-15,
4.55245496e-15, 3.00291163e-15, 1.98069857e-15, 1.30637252e-15,
8.61556675e-16, 5.68153026e-16, 3.74635404e-16, 2.47008770e-16,
1.62845051e-16, 1.07348105e-16, 7.07572820e-17, 4.66341890e-17,
3.07322270e-17, 2.02506939e-17, 1.33426517e-17, 8.79024445e-18,
5.79050713e-18, 3.81407690e-18, 2.51200149e-18, 1.65427760e-18,
1.08931985e-18, 7.17235024e-19, 4.72201242e-19, 3.10851431e-19,
2.04615852e-19, 1.34674974e-19, 8.86331746e-20, 5.83267868e-20,
3.83797997e-20, 2.52522931e-20]), 'dnde_err': array([2.44441449e-12, 1.45325741e-12, 8.65425492e-13, 5.18832143e-13,
3.15422865e-13, 1.96160662e-13, 1.25747051e-13, 8.33494658e-14,
5.69476260e-14, 3.98017198e-14, 2.82096740e-14, 2.01282041e-14,
1.43857288e-14, 1.02669238e-14, 7.30460400e-15, 5.17666435e-15,
3.65322030e-15, 2.56730041e-15, 1.79689203e-15, 1.25289136e-15,
8.70492552e-16, 6.02826698e-16, 4.16204687e-16, 2.86558147e-16,
1.96791305e-16, 1.34826129e-16, 9.21715339e-17, 6.28848704e-17,
4.28240005e-17, 2.91124569e-17, 1.97594232e-17, 1.33912662e-17,
9.06284824e-18, 6.12552271e-18, 4.13516760e-18, 2.78835161e-18,
1.87817698e-18, 1.26382691e-18, 8.49622599e-19, 5.70656947e-19,
3.82962399e-19, 2.56796352e-19, 1.72064578e-19, 1.15207531e-19,
7.70854968e-20, 5.15443906e-20, 3.44445550e-20, 2.30039685e-20,
1.53546424e-20, 1.02433585e-20]), 'dnde_ferr': array([0.12016795, 0.11011664, 0.10103031, 0.09326087, 0.08722965,
0.08337468, 0.08204437, 0.08337401, 0.08722838, 0.0932591 ,
0.10102816, 0.1101142 , 0.12016531, 0.13090921, 0.14214333,
0.15371946, 0.16552965, 0.17749516, 0.18955821, 0.20167616,
0.21381734, 0.22595815, 0.23808089, 0.25017229, 0.26222244,
0.27422393, 0.28617131, 0.2980606 , 0.309889 , 0.32165459,
0.33335616, 0.34499307, 0.35656509, 0.36807233, 0.37951518,
0.39089425, 0.40221028, 0.41346417, 0.42465689, 0.43578949,
0.44686309, 0.45787881, 0.46883784, 0.47974134, 0.4905905 ,
0.50138651, 0.51213054, 0.52282376, 0.53346734, 0.54406239]), 'pivot_energy': 744.115833289064}}}
0.017 0.047 0.091 0.030
Running extension on source 3FGL J0041.9+3639
2024-12-19 20:46:14 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:46:19 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:46:59 INFO GTAnalysis._extension(): Testing point-source model.
2024-12-19 20:47:10 INFO GTAnalysis._extension(): Best-fit extension: 2.1663 + 0.2556 - 0.3597
2024-12-19 20:47:10 INFO GTAnalysis._extension(): TS_ext: 10.367
2024-12-19 20:47:10 INFO GTAnalysis._extension(): Extension UL: 2.6344
2024-12-19 20:47:10 INFO GTAnalysis._extension(): LogLike: -246680.164 DeltaLogLike: 5.276
2024-12-19 20:47:10 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:47:12 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0041.9+3639_ext.npy
2024-12-19 20:47:12 INFO GTAnalysis.extension(): Execution time: 68.02 s
2024-12-19 20:47:12 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1 *
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6 *
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:47:12 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:47:12 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0041.9+3639 : ['Prefactor', 'Index']
2024-12-19 20:47:12 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:47:12 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:47:12 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:47:12 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:47:12 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:47:12 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:47:12 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:47:12 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1 *
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:47:12 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0105.3+3928
{'name': '3FGL J0041.9+3639', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([-5.76312584e-03, -5.64421944e-02, -1.03591452e-01, -1.88033185e-01,
-3.34433040e-01, -5.73739367e-01, -9.18152179e-01, -1.36856999e+00,
-1.92962108e+00, -2.65624230e+00, -3.67490242e+00, -4.89236362e+00,
-6.27884240e+00, -7.12061993e+00, -6.39853519e+00, -3.81828585e+00,
-4.07353684e-01, 2.83229533e+00, 5.03635157e+00, 3.60527200e+00,
-3.31829135e+00, -1.44739263e+01]), 'loglike': array([-246685.69287283, -246685.7435519 , -246685.79070116,
-246685.87514289, -246686.02154274, -246686.26084907,
-246686.60526188, -246687.05567969, -246687.61673078,
-246688.343352 , -246689.36201213, -246690.57947333,
-246691.9659521 , -246692.80772963, -246692.08564489,
-246689.50539556, -246686.09446339, -246682.85481437,
-246680.65075813, -246682.08183771, -246689.00540105,
-246700.16103604]), 'loglike_ptsrc': -246685.68710970425, 'loglike_ext': -246680.16350947693, 'loglike_init': -246685.43966958538, 'loglike_base': -246685.39215486104, 'ext': 2.16632428073923, 'ext_err_hi': 0.2555910817042202, 'ext_err_lo': 0.3596884631397834, 'ext_err': 0.3076397724220018, 'ext_ul95': 2.6344394696471727, 'ts_ext': 10.367233347147703, 'ebin_e_min': array([], dtype=float64), 'ebin_e_ctr': array([], dtype=float64), 'ebin_e_max': array([], dtype=float64), 'ebin_ext': array([], dtype=float64), 'ebin_ext_err': array([], dtype=float64), 'ebin_ext_err_hi': array([], dtype=float64), 'ebin_ext_err_lo': array([], dtype=float64), 'ebin_ext_ul95': array([], dtype=float64), 'ebin_ts_ext': array([], dtype=float64), 'ebin_dloglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike_ptsrc': array([], dtype=float64), 'ebin_loglike_ext': array([], dtype=float64), 'ra': 10.528283006817693, 'dec': 36.67037474635721, 'glon': 120.84877013160235, 'glat': -26.163653310826334, 'ra_err': nan, 'dec_err': nan, 'glon_err': nan, 'glat_err': nan, 'pos_offset': 0.0, 'pos_err': nan, 'pos_r68': nan, 'pos_r95': nan, 'pos_r99': nan, 'pos_err_semimajor': nan, 'pos_err_semiminor': nan, 'pos_angle': nan, 'tsmap': <gammapy.maps.wcs.ndmap.WcsNDMap object at 0x7f61a13e2f70>, 'ptsrc_tot_map': None, 'ptsrc_src_map': None, 'ptsrc_bkg_map': None, 'ext_tot_map': None, 'ext_src_map': None, 'ext_bkg_map': None, 'source_fit': {'param_names': array([b'Prefactor', b'Index', b'Scale', b'', b'', b'', b'', b'', b'',
b''], dtype='|S32'), 'param_values': array([ 9.16957948e-14, -2.26340226e+00, 3.54921436e+03, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([1.66313931e-14, 1.06561732e-01, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 101.3261474086903, 'loglike': -246680.50349303067, 'loglike_scan': array([-246731.16656674, -246683.21663263, -246682.57645429,
-246682.02328079, -246681.5566085 , -246681.1759389 ,
-246680.88077857, -246680.67063903, -246680.54503676,
-246680.50349303, -246680.53113405, -246680.61336104,
-246680.74992642, -246680.94058457, -246681.18509181,
-246681.48320639, -246681.83468845, -246682.23930003,
-246682.69680501, -246683.20696912]), 'dloglike_scan': array([-5.06630737e+01, -2.71313960e+00, -2.07296126e+00, -1.51978776e+00,
-1.05311547e+00, -6.72445870e-01, -3.77285535e-01, -1.67146003e-01,
-4.15437290e-02, 0.00000000e+00, -2.76410145e-02, -1.09868010e-01,
-2.46433394e-01, -4.37091543e-01, -6.81598780e-01, -9.79713355e-01,
-1.33119542e+00, -1.73580700e+00, -2.19331198e+00, -2.70347609e+00]), 'eflux_scan': array([0.00000000e+00, 5.50156627e-06, 5.71584342e-06, 5.93012056e-06,
6.14439770e-06, 6.35867485e-06, 6.57295199e-06, 6.78722914e-06,
7.00150628e-06, 7.21578343e-06, 7.38934128e-06, 7.56289913e-06,
7.73645697e-06, 7.91001482e-06, 8.08357267e-06, 8.25713052e-06,
8.43068837e-06, 8.60424622e-06, 8.77780407e-06, 8.95136192e-06]), 'flux_scan': array([0.00000000e+00, 4.45734473e-09, 4.63095113e-09, 4.80455753e-09,
4.97816392e-09, 5.15177032e-09, 5.32537672e-09, 5.49898312e-09,
5.67258951e-09, 5.84619591e-09, 5.98681172e-09, 6.12742752e-09,
6.26804332e-09, 6.40865913e-09, 6.54927493e-09, 6.68989074e-09,
6.83050654e-09, 6.97112234e-09, 7.11173815e-09, 7.25235395e-09]), 'norm_scan': array([ 0. , 6.99120888, 7.26350521, 7.53580153, 7.80809786,
8.08039418, 8.3526905 , 8.62498683, 8.89728315, 9.16957948,
9.39013107, 9.61068265, 9.83123424, 10.05178583, 10.27233742,
10.492889 , 10.71344059, 10.93399218, 11.15454377, 11.37509535]), 'npred': 1374.7406813890375, 'npred_wt': 1374.7406813890375, 'pivot_energy': 872.6797360701165, 'flux': 5.846195911795776e-09, 'flux100': 2.3428619397520905e-08, 'flux1000': 1.2760625184619918e-09, 'flux10000': 6.871972375838704e-11, 'flux_err': 6.243076189474359e-10, 'flux100_err': 4.189114610752054e-09, 'flux1000_err': 1.8144780091454107e-10, 'flux10000_err': 2.4368938800721366e-11, 'flux_ul95': 6.834658516497476e-09, 'flux100_ul95': 2.7389881473516704e-08, 'flux1000_ul95': 1.491816506147585e-09, 'flux10000_ul95': 8.033871124451312e-11, 'eflux': 7.215783427340042e-06, 'eflux100': 9.884400523386894e-06, 'eflux1000': 4.778207698542269e-06, 'eflux10000': 1.9941190119177353e-06, 'eflux_err': 1.3734690763905545e-06, 'eflux100_err': 1.1606846661715973e-06, 'eflux1000_err': 1.2760629832885615e-06, 'eflux10000_err': 8.551822510793196e-07, 'eflux_ul95': 8.43581303106247e-06, 'eflux100_ul95': 1.1555634336736928e-05, 'eflux1000_ul95': 5.586097084865623e-06, 'eflux10000_ul95': 2.331280493049132e-06, 'dnde': 2.194770545343106e-12, 'dnde100': 2.957482696127078e-10, 'dnde1000': 1.6125751059118404e-12, 'dnde10000': 8.792607563222237e-15, 'dnde_err': 2.2542744525003572e-13, 'dnde100_err': 7.472919020856021e-11, 'dnde1000_err': 1.672732705556725e-13, 'dnde10000_err': 2.456964573387352e-15, 'dnde_index': 2.2634022612107882, 'dnde100_index': 2.2634022612107882, 'dnde1000_index': 2.2634022612107882, 'dnde10000_index': 2.2634022611996865, 'name': '3FGL J0041.9+3639', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 9.169579478608597, 'error': 1.663139308519744, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-14}, 'Index': {'name': 'Index', 'value': 2.263402261198206, 'error': 0.10656173184128911, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 3549.214355, 'error': nan, 'min': 3549.214355, 'max': 3549.214355, 'free': False, 'scale': 1.0}}, 'model_counts': array([3.29527609e+02, 2.62980089e+02, 2.04890350e+02, 1.56853751e+02,
1.17810488e+02, 8.68984950e+01, 6.26452534e+01, 4.46629537e+01,
3.16090039e+01, 2.22308074e+01, 1.57541507e+01, 1.13532592e+01,
8.15423174e+00, 5.83049453e+00, 4.13643547e+00, 2.92342792e+00,
2.06002420e+00, 1.43109589e+00, 9.82367333e-01, 6.72682454e-01,
4.63436778e-01, 3.19057043e-01, 2.21023178e-01, 1.53109539e-01,
1.05611586e-01, 7.14741291e-02]), 'model_counts_wt': array([3.29527609e+02, 2.62980089e+02, 2.04890350e+02, 1.56853751e+02,
1.17810488e+02, 8.68984950e+01, 6.26452534e+01, 4.46629537e+01,
3.16090039e+01, 2.22308074e+01, 1.57541507e+01, 1.13532592e+01,
8.15423174e+00, 5.83049453e+00, 4.13643547e+00, 2.92342792e+00,
2.06002420e+00, 1.43109589e+00, 9.82367333e-01, 6.72682454e-01,
4.63436778e-01, 3.19057043e-01, 2.21023178e-01, 1.53109539e-01,
1.05611586e-01, 7.14741291e-02]), 'covar': array([[ 2.76603236, -0.14607164],
[-0.14607164, 0.0113554 ]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([2.46041137e-11, 1.74656361e-11, 1.23982700e-11, 8.80111654e-12,
6.24761781e-12, 4.43497459e-12, 3.14823990e-12, 2.23483004e-12,
1.58643098e-12, 1.12615421e-12, 7.99419149e-13, 5.67480874e-13,
4.02835663e-13, 2.85959542e-13, 2.02993100e-13, 1.44098001e-13,
1.02290344e-13, 7.26124887e-14, 5.15451733e-14, 3.65901918e-14,
2.59741514e-14, 1.84381800e-14, 1.30886463e-14, 9.29119157e-15,
6.59550565e-15, 4.68192852e-15, 3.32354422e-15, 2.35927270e-15,
1.67476866e-15, 1.18886217e-15, 8.43933428e-16, 5.99080070e-16,
4.25266873e-16, 3.01882707e-16, 2.14296421e-16, 1.52121851e-16,
1.07986206e-16, 7.66557901e-17, 5.44153775e-17, 3.86276537e-17,
2.74204774e-17, 1.94648783e-17, 1.38174651e-17, 9.80855558e-18,
6.96276503e-18, 4.94263365e-18, 3.50861006e-18, 2.49064474e-18,
1.76802527e-18, 1.25506191e-18]), 'dnde_lo': array([2.13338360e-11, 1.52975548e-11, 1.09609322e-11, 7.84580870e-12,
5.60871870e-12, 4.00297254e-12, 2.85139019e-12, 2.02666197e-12,
1.43719164e-12, 1.01692946e-12, 7.18139493e-13, 5.06295984e-13,
3.56468480e-13, 2.50720457e-13, 1.76205900e-13, 1.23765938e-13,
8.68960961e-14, 6.09916402e-14, 4.28007455e-14, 3.00312830e-14,
2.10698452e-14, 1.47819476e-14, 1.03704752e-14, 7.27567103e-15,
5.10461697e-15, 3.58158645e-15, 2.51312981e-15, 1.76354083e-15,
1.23762836e-15, 8.68623261e-16, 6.09692557e-16, 4.27986323e-16,
3.00461903e-16, 2.10955153e-16, 1.48126414e-16, 1.04019981e-16,
7.30538359e-17, 5.13110899e-17, 3.60430290e-17, 2.53205384e-17,
1.77895891e-17, 1.24997085e-17, 8.78363854e-18, 6.17289954e-18,
4.33854092e-18, 3.04956189e-18, 2.14372949e-18, 1.50709556e-18,
1.05961810e-18, 7.45066772e-19]), 'dnde_hi': array([2.83756945e-11, 1.99409938e-11, 1.40240899e-11, 9.87274293e-12,
6.95929505e-12, 4.91359844e-12, 3.47599374e-12, 2.46438004e-12,
1.75116748e-12, 1.24711040e-12, 8.89898106e-13, 6.36059840e-13,
4.55233998e-13, 3.26151526e-13, 2.33852547e-13, 1.67770182e-13,
1.20411790e-13, 8.64474786e-14, 6.20761358e-14, 4.45815830e-14,
3.20200047e-14, 2.29987612e-14, 1.65192683e-14, 1.18650555e-14,
8.52183329e-15, 6.12031985e-15, 4.39529471e-15, 3.15624544e-15,
2.26631043e-15, 1.62716487e-15, 1.16816849e-15, 8.38571026e-16,
6.01912959e-16, 4.32002572e-16, 3.10025437e-16, 2.22467426e-16,
1.59622291e-16, 1.14519301e-16, 8.21527322e-17, 5.89282741e-17,
4.22653145e-17, 3.03112259e-17, 2.17361336e-17, 1.55855060e-17,
1.11742860e-17, 8.01086460e-18, 5.74248970e-18, 4.11607028e-18,
2.95003772e-18, 2.11414663e-18]), 'dnde_err': array([3.77158077e-12, 2.47535770e-12, 1.62581987e-12, 1.07162639e-12,
7.11677242e-13, 4.78623853e-13, 3.27753844e-13, 2.29549999e-13,
1.64736494e-13, 1.20956193e-13, 9.04789578e-14, 6.85789661e-14,
5.23983350e-14, 4.01919840e-14, 3.08594468e-14, 2.36721807e-14,
1.81214462e-14, 1.38349899e-14, 1.05309625e-14, 7.99139124e-15,
6.04585322e-15, 4.56058116e-15, 3.43062199e-15, 2.57386395e-15,
1.92632764e-15, 1.43839133e-15, 1.07175049e-15, 7.96972736e-16,
5.91541767e-16, 4.38302702e-16, 3.24235058e-16, 2.39490956e-16,
1.76646086e-16, 1.30119865e-16, 9.57290159e-17, 7.03455752e-17,
5.16360852e-17, 3.78635112e-17, 2.77373546e-17, 2.03006205e-17,
1.48448372e-17, 1.08463476e-17, 7.91866854e-18, 5.77695037e-18,
4.21152092e-18, 3.06823095e-18, 2.23387965e-18, 1.62542553e-18,
1.18201245e-18, 8.59084715e-19]), 'dnde_ferr': array([0.14310328, 0.13293072, 0.12353165, 0.11515211, 0.10808731,
0.10266416, 0.09919885, 0.09793095, 0.09895666, 0.10219779,
0.10742713, 0.11433324, 0.12258785, 0.13189116, 0.14199164,
0.1526886 , 0.16382629, 0.17528554, 0.18697571, 0.19882787,
0.21078955, 0.22282063, 0.23489034, 0.24697502, 0.25905643,
0.27112048, 0.28315629, 0.2951555 , 0.30711169, 0.31902 ,
0.33087677, 0.34267932, 0.35442574, 0.36611474, 0.37774551,
0.38931766, 0.40083108, 0.41228596, 0.42368265, 0.43502171,
0.44630378, 0.45752964, 0.46870012, 0.47981613, 0.49087862,
0.50188857, 0.51284699, 0.52375489, 0.53461329, 0.54542323]), 'pivot_energy': 872.6797360701165}}}
2.166 0.308 2.634 10.367
Running extension on source 3FGL J0105.3+3928
2024-12-19 20:47:23 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:47:28 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:47:30 INFO GTAnalysis._extension(): Testing point-source model.
2024-12-19 20:47:31 INFO GTAnalysis._extension(): Best-fit extension: 0.0661 + 0.0346 - 0.0399
2024-12-19 20:47:31 INFO GTAnalysis._extension(): TS_ext: 1.488
2024-12-19 20:47:31 INFO GTAnalysis._extension(): Extension UL: 0.1248
2024-12-19 20:47:31 INFO GTAnalysis._extension(): LogLike: -246679.370 DeltaLogLike: 0.793
2024-12-19 20:47:31 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:47:34 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0105.3+3928_ext.npy
2024-12-19 20:47:34 INFO GTAnalysis.extension(): Execution time: 21.53 s
2024-12-19 20:47:34 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1 *
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:47:34 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:47:34 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:47:34 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:47:34 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:47:34 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:47:34 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.5+4454 : ['Prefactor', 'Index']
2024-12-19 20:47:34 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0022.7+4651 : ['Prefactor', 'Index']
2024-12-19 20:47:34 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:47:34 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:47:34 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1 *
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7 *
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:47:34 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0023.5+4454
{'name': '3FGL J0105.3+3928', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([ 3.68015261e-03, 3.65463865e-02, 6.71556031e-02, 1.22211066e-01,
2.18600820e-01, 3.77065625e-01, 5.88843901e-01, 7.42051997e-01,
5.38044531e-01, -4.28237188e-01, -2.73907607e+00, -7.38293052e+00,
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-246787.21008963, -246795.4420861 , -246801.05590546,
-246804.45855603]), 'loglike_ptsrc': -246680.1143465551, 'loglike_ext': -246679.37022588446, 'loglike_init': -246680.16350947696, 'loglike_base': -246680.0987503851, 'ext': 0.0661382721708304, 'ext_err_hi': 0.03463155306284768, 'ext_err_lo': 0.03992872700659854, 'ext_err': 0.03728014003472311, 'ext_ul95': 0.12476614058284098, 'ts_ext': 1.4882413413142785, 'ebin_e_min': array([], dtype=float64), 'ebin_e_ctr': array([], dtype=float64), 'ebin_e_max': array([], dtype=float64), 'ebin_ext': array([], dtype=float64), 'ebin_ext_err': array([], dtype=float64), 'ebin_ext_err_hi': array([], dtype=float64), 'ebin_ext_err_lo': array([], dtype=float64), 'ebin_ext_ul95': array([], dtype=float64), 'ebin_ts_ext': array([], dtype=float64), 'ebin_dloglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike_ptsrc': array([], dtype=float64), 'ebin_loglike_ext': array([], dtype=float64), 'ra': 16.306806020002067, 'dec': 39.48538487156432, 'glon': 125.82845394455408, 'glat': -23.308797880962935, 'ra_err': nan, 'dec_err': nan, 'glon_err': nan, 'glat_err': nan, 'pos_offset': 0.0, 'pos_err': nan, 'pos_r68': nan, 'pos_r95': nan, 'pos_r99': nan, 'pos_err_semimajor': nan, 'pos_err_semiminor': nan, 'pos_angle': nan, 'tsmap': <gammapy.maps.wcs.ndmap.WcsNDMap object at 0x7f61a1512bb0>, 'ptsrc_tot_map': None, 'ptsrc_src_map': None, 'ptsrc_bkg_map': None, 'ext_tot_map': None, 'ext_src_map': None, 'ext_bkg_map': None, 'source_fit': {'param_names': array([b'Prefactor', b'Index', b'Scale', b'', b'', b'', b'', b'', b'',
b''], dtype='|S32'), 'param_values': array([ 6.52028205e-13, -2.27441485e+00, 9.96943298e+02, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([5.66995494e-14, 7.36753576e-02, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 255.29041779908584, 'loglike': -246679.37022588446, 'loglike_scan': array([-246807.01543478, -246682.06877494, -246681.4185764 ,
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-246679.37022588, -246679.39881104, -246679.48337173,
-246679.62287461, -246679.81632345, -246680.06275716,
-246680.36124792, -246680.7108995 , -246681.11084567,
-246681.56024867, -246682.05829784]), 'dloglike_scan': array([-1.27645209e+02, -2.69854906e+00, -2.04835051e+00, -1.49215156e+00,
-1.02750356e+00, -6.52081656e-01, -3.63675628e-01, -1.60181510e-01,
-3.95940759e-02, 0.00000000e+00, -2.85851562e-02, -1.13145846e-01,
-2.52648727e-01, -4.46097568e-01, -6.92531271e-01, -9.91022031e-01,
-1.34067362e+00, -1.74061979e+00, -2.19002279e+00, -2.68807195e+00]), 'eflux_scan': array([0.00000000e+00, 2.31636200e-06, 2.38365865e-06, 2.45095530e-06,
2.51825196e-06, 2.58554861e-06, 2.65284526e-06, 2.72014192e-06,
2.78743857e-06, 2.85473523e-06, 2.91186344e-06, 2.96899166e-06,
3.02611988e-06, 3.08324809e-06, 3.14037631e-06, 3.19750453e-06,
3.25463274e-06, 3.31176096e-06, 3.36888918e-06, 3.42601740e-06]), 'flux_scan': array([0.00000000e+00, 1.91352492e-09, 1.96911806e-09, 2.02471119e-09,
2.08030433e-09, 2.13589746e-09, 2.19149060e-09, 2.24708373e-09,
2.30267686e-09, 2.35827000e-09, 2.40546308e-09, 2.45265617e-09,
2.49984925e-09, 2.54704234e-09, 2.59423542e-09, 2.64142850e-09,
2.68862159e-09, 2.73581467e-09, 2.78300776e-09, 2.83020084e-09]), 'norm_scan': array([0. , 0.5290625 , 0.54443321, 0.55980393, 0.57517464,
0.59054535, 0.60591607, 0.62128678, 0.63665749, 0.65202821,
0.66507642, 0.67812464, 0.69117286, 0.70422108, 0.7172693 ,
0.73031752, 0.74336573, 0.75641395, 0.76946217, 0.78251039]), 'npred': 672.8709502796337, 'npred_wt': 672.8709502796337, 'pivot_energy': 1367.3429739400221, 'flux': 2.3582699988237272e-09, 'flux100': 9.56578693831412e-09, 'flux1000': 5.079807228213233e-10, 'flux10000': 2.6682858883002832e-11, 'flux_err': 2.348785377763627e-10, 'flux100_err': 1.5177650366630085e-09, 'flux1000_err': 4.600405476546608e-11, 'flux10000_err': 5.815648920532356e-12, 'flux_ul95': 2.691175112722339e-09, 'flux100_ul95': 1.0916140965553452e-08, 'flux1000_ul95': 5.796898063755733e-10, 'flux10000_ul95': 3.044954385970918e-11, 'eflux': 2.8547352259683646e-06, 'eflux100': 3.95262132038462e-06, 'eflux1000': 1.8734398000915758e-06, 'eflux10000': 7.681788088324438e-07, 'eflux_err': 3.2031223989893824e-07, 'eflux100_err': 3.313365220268128e-07, 'eflux1000_err': 2.9824095531626826e-07, 'eflux10000_err': 2.0547247779025623e-07, 'eflux_ul95': 3.257723838818207e-06, 'eflux100_ul95': 4.510592990938478e-06, 'eflux1000_ul95': 2.137903873477048e-06, 'eflux10000_ul95': 8.766187474215022e-07, 'dnde': 3.1783427789074054e-13, 'dnde100': 1.2180280803650245e-10, 'dnde1000': 6.47503996660847e-13, 'dnde10000': 3.4421326769915177e-15, 'dnde_err': 2.662986218430929e-14, 'dnde100_err': 2.5593539931664697e-11, 'dnde1000_err': 5.626721257636009e-14, 'dnde10000_err': 5.811926902227321e-16, 'dnde_index': 2.274414847233634, 'dnde100_index': 2.2744148472114305, 'dnde1000_index': 2.274414847233634, 'dnde10000_index': 2.2744148472225323, 'name': '3FGL J0105.3+3928', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 0.6520282054271984, 'error': 0.05669954940041795, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-12}, 'Index': {'name': 'Index', 'value': 2.2744148472122423, 'error': 0.07367535759583015, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 996.9432983, 'error': nan, 'min': 996.9432983, 'max': 996.9432983, 'free': False, 'scale': 1.0}}, 'model_counts': array([1.61578213e+02, 1.29572769e+02, 1.01152942e+02, 7.73960646e+01,
5.80001474e+01, 4.26846249e+01, 3.06587282e+01, 2.17060284e+01,
1.52126418e+01, 1.05607001e+01, 7.35166354e+00, 5.17509360e+00,
3.60523902e+00, 2.50554678e+00, 1.74056886e+00, 1.21720284e+00,
8.61013800e-01, 6.04261844e-01, 4.19559793e-01, 2.89953842e-01,
2.00622126e-01, 1.38353585e-01, 9.58756180e-02, 6.63819217e-02,
4.57600382e-02, 3.09945871e-02]), 'model_counts_wt': array([1.61578213e+02, 1.29572769e+02, 1.01152942e+02, 7.73960646e+01,
5.80001474e+01, 4.26846249e+01, 3.06587282e+01, 2.17060284e+01,
1.52126418e+01, 1.05607001e+01, 7.35166354e+00, 5.17509360e+00,
3.60523902e+00, 2.50554678e+00, 1.74056886e+00, 1.21720284e+00,
8.61013800e-01, 6.04261844e-01, 4.19559793e-01, 2.89953842e-01,
2.00622126e-01, 1.38353585e-01, 9.58756180e-02, 6.63819217e-02,
4.57600382e-02, 3.09945871e-02]), 'covar': array([[0.00321484, 0.00111821],
[0.00111821, 0.00542806]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([1.00112542e-11, 7.09481492e-12, 5.02798129e-12, 3.56324952e-12,
2.52521766e-12, 1.78958116e-12, 1.26824740e-12, 8.98786548e-13,
6.36955579e-13, 4.51400180e-13, 3.19900052e-13, 2.26708024e-13,
1.60664333e-13, 1.13860230e-13, 8.06909147e-14, 5.71843542e-14,
4.05256326e-14, 2.87198644e-14, 2.03533062e-14, 1.44240610e-14,
1.02221001e-14, 7.24423806e-15, 5.13387506e-15, 3.63829473e-15,
2.57840099e-15, 1.82727134e-15, 1.29495782e-15, 9.17715795e-16,
6.50370432e-16, 4.60907071e-16, 3.26637432e-16, 2.31482698e-16,
1.64048067e-16, 1.16258228e-16, 8.23903374e-17, 5.83887077e-17,
4.13791386e-17, 2.93247304e-17, 2.07819650e-17, 1.47278446e-17,
1.04373867e-17, 7.39680818e-18, 5.24199905e-18, 3.71492047e-18,
2.63270442e-18, 1.86575530e-18, 1.32223079e-18, 9.37043708e-19,
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2.28038250e-12, 1.62575767e-12, 1.15819126e-12, 8.24348574e-13,
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1.47852813e-13, 1.04445251e-13, 7.37020503e-14, 5.19605624e-14,
3.66051278e-14, 2.57719599e-14, 1.81361413e-14, 1.27579054e-14,
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3.17892025e-17, 2.23442913e-17, 1.57062736e-17, 1.10407866e-17,
7.76153616e-18, 5.45653038e-18, 3.83625098e-18, 2.69723773e-18,
1.89650237e-18, 1.33355094e-18, 9.37751895e-19, 6.59459955e-19,
4.63778944e-19, 3.26178776e-19]), 'dnde_hi': array([1.14095793e-11, 8.02368005e-12, 5.64420390e-12, 3.97185343e-12,
2.79633974e-12, 1.96991273e-12, 1.38876153e-12, 9.79946207e-13,
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4.48660337e-14, 3.20049626e-14, 2.28415222e-14, 1.63078130e-14,
1.16464283e-14, 8.31929981e-15, 5.94366526e-15, 4.24694630e-15,
3.03486337e-15, 2.16885007e-15, 1.55002372e-15, 1.10779107e-15,
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2.06554056e-16, 1.47611467e-16, 1.05485179e-16, 7.53782836e-17,
5.38620970e-17, 3.84858843e-17, 2.74979337e-17, 1.96461912e-17,
1.40357577e-17, 1.00270258e-17, 7.16286662e-18, 5.11658053e-18,
3.65469228e-18, 2.61035611e-18, 1.86434629e-18, 1.33146964e-18,
9.50853993e-19, 6.79007119e-19]), 'dnde_err': array([1.39832512e-12, 9.28865125e-13, 6.16222607e-13, 4.08603913e-13,
2.71122086e-13, 1.80331572e-13, 1.20514129e-13, 8.11596592e-14,
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1.39216443e-14, 1.02636711e-14, 7.65158992e-15, 5.74895926e-15,
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1.42432811e-15, 1.07506176e-15, 8.09790195e-16, 6.08651566e-16,
4.56462376e-16, 3.41578729e-16, 2.55065897e-16, 1.90075278e-16,
1.41368185e-16, 1.04947944e-16, 7.77743023e-17, 5.75414901e-17,
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1.24829584e-17, 9.16115397e-18, 6.71596866e-18, 4.91834666e-18,
3.59837101e-18, 2.63021767e-18, 1.92086756e-18, 1.40166006e-18,
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0.0961552 , 0.09090114, 0.08655984, 0.0832959 , 0.08125679,
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0.066 0.037 0.125 1.488
Running extension on source 3FGL J0023.5+4454
2024-12-19 20:47:43 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:47:49 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:47:51 INFO GTAnalysis._extension(): Testing point-source model.
2024-12-19 20:47:52 INFO GTAnalysis._extension(): Best-fit extension: 0.0963 + 0.0400 - 0.0416
2024-12-19 20:47:52 INFO GTAnalysis._extension(): TS_ext: 3.380
2024-12-19 20:47:52 INFO GTAnalysis._extension(): Extension UL: 0.1588
2024-12-19 20:47:52 INFO GTAnalysis._extension(): LogLike: -246678.140 DeltaLogLike: 1.667
2024-12-19 20:47:52 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:47:54 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0023.5+4454_ext.npy
2024-12-19 20:47:54 INFO GTAnalysis.extension(): Execution time: 20.68 s
2024-12-19 20:47:54 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1 *
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7 *
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:47:54 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0023.5+4454 : ['Prefactor', 'Index']
2024-12-19 20:47:54 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0022.7+4651 : ['Prefactor', 'Index']
2024-12-19 20:47:54 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:47:54 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:47:54 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:47:54 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:47:54 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:47:54 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:47:54 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:47:54 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2 *
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:47:54 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0102.1+4458
{'name': '3FGL J0023.5+4454', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([ 7.33540952e-03, 7.36485963e-02, 1.34365661e-01, 2.40397762e-01,
4.15591850e-01, 6.79181992e-01, 1.02372856e+00, 1.39151907e+00,
1.65661137e+00, 1.53182100e+00, 9.30926639e-02, -4.04490001e+00,
-1.20441711e+01, -2.38707456e+01, -3.92148736e+01, -5.74851576e+01,
-7.70940149e+01, -9.46000344e+01, -1.06702069e+02, -1.12040249e+02,
-1.14190344e+02, -1.15687489e+02]), 'loglike': array([-246679.82284634, -246679.75653315, -246679.69581609,
-246679.58978399, -246679.4145899 , -246679.15099976,
-246678.80645319, -246678.43866268, -246678.17357038,
-246678.29836075, -246679.73708909, -246683.87508176,
-246691.87435286, -246703.70092733, -246719.04505531,
-246737.31533932, -246756.92419669, -246774.43021611,
-246786.5322507 , -246791.87043041, -246794.02052555,
-246795.51767096]), 'loglike_ptsrc': -246679.83018174965, 'loglike_ext': -246678.14024467528, 'loglike_init': -246679.8075155585, 'loglike_base': -246679.66675519047, 'ext': 0.09626003504246085, 'ext_err_hi': 0.040021211730462455, 'ext_err_lo': 0.041627791642911326, 'ext_err': 0.04082450168668689, 'ext_ul95': 0.15882774499214491, 'ts_ext': 3.3798741487553343, 'ebin_e_min': array([], dtype=float64), 'ebin_e_ctr': array([], dtype=float64), 'ebin_e_max': array([], dtype=float64), 'ebin_ext': array([], dtype=float64), 'ebin_ext_err': array([], dtype=float64), 'ebin_ext_err_hi': array([], dtype=float64), 'ebin_ext_err_lo': array([], dtype=float64), 'ebin_ext_ul95': array([], dtype=float64), 'ebin_ts_ext': array([], dtype=float64), 'ebin_dloglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike_ptsrc': array([], dtype=float64), 'ebin_loglike_ext': array([], dtype=float64), 'ra': 5.948171361402354, 'dec': 44.95491494763068, 'glon': 117.80528747534414, 'glat': -17.64146974311361, 'ra_err': nan, 'dec_err': nan, 'glon_err': nan, 'glat_err': nan, 'pos_offset': 0.0, 'pos_err': nan, 'pos_r68': nan, 'pos_r95': nan, 'pos_r99': nan, 'pos_err_semimajor': nan, 'pos_err_semiminor': nan, 'pos_angle': nan, 'tsmap': <gammapy.maps.wcs.ndmap.WcsNDMap object at 0x7f619f141910>, 'ptsrc_tot_map': None, 'ptsrc_src_map': None, 'ptsrc_bkg_map': None, 'ext_tot_map': None, 'ext_src_map': None, 'ext_bkg_map': None, 'source_fit': {'param_names': array([b'Prefactor', b'Index', b'Scale', b'', b'', b'', b'', b'', b'',
b''], dtype='|S32'), 'param_values': array([ 2.35942136e-12, -2.44820981e+00, 6.20380676e+02, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([2.20002630e-13, 8.01982233e-02, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 237.60659165034303, 'loglike': -246678.14024467528, 'loglike_scan': array([-246796.9435405 , -246680.85058194, -246680.2011733 ,
-246679.64418692, -246679.17768902, -246678.79982692,
-246678.50882389, -246678.30297443, -246678.18063992,
-246678.14024468, -246678.16846008, -246678.25242636,
-246678.39130462, -246678.5842811 , -246678.83056604,
-246679.12939261, -246679.48001587, -246679.88171185,
-246680.33377662, -246680.83552547]), 'dloglike_scan': array([-1.18803296e+02, -2.71033727e+00, -2.06092862e+00, -1.50394224e+00,
-1.03744434e+00, -6.59582242e-01, -3.68579211e-01, -1.62729750e-01,
-4.03952486e-02, 0.00000000e+00, -2.82154051e-02, -1.12181687e-01,
-2.51059945e-01, -4.44036423e-01, -6.90321365e-01, -9.89147933e-01,
-1.33977120e+00, -1.74146717e+00, -2.19353195e+00, -2.69528080e+00]), 'eflux_scan': array([0.00000000e+00, 2.21057348e-06, 2.27240196e-06, 2.33423043e-06,
2.39605891e-06, 2.45788738e-06, 2.51971586e-06, 2.58154433e-06,
2.64337281e-06, 2.70520129e-06, 2.75707805e-06, 2.80895481e-06,
2.86083157e-06, 2.91270833e-06, 2.96458509e-06, 3.01646185e-06,
3.06833861e-06, 3.12021537e-06, 3.17209213e-06, 3.22396890e-06]), 'flux_scan': array([0.00000000e+00, 2.36766263e-09, 2.43388480e-09, 2.50010697e-09,
2.56632914e-09, 2.63255131e-09, 2.69877348e-09, 2.76499565e-09,
2.83121782e-09, 2.89743998e-09, 2.95300324e-09, 3.00856650e-09,
3.06412976e-09, 3.11969302e-09, 3.17525628e-09, 3.23081954e-09,
3.28638280e-09, 3.34194606e-09, 3.39750932e-09, 3.45307258e-09]), 'norm_scan': array([0. , 1.92801709, 1.98194262, 2.03586816, 2.08979369,
2.14371923, 2.19764476, 2.25157029, 2.30549583, 2.35942136,
2.40466722, 2.44991307, 2.49515892, 2.54040477, 2.58565063,
2.63089648, 2.67614233, 2.72138818, 2.76663404, 2.81187989]), 'npred': 839.6318581560398, 'npred_wt': 839.6318581560398, 'pivot_energy': 1113.4397435811777, 'flux': 2.897439984454596e-09, 'flux100': 1.4225470354979821e-08, 'flux1000': 5.064194793231793e-10, 'flux10000': 1.791884697755507e-11, 'flux_err': 2.7423231217197264e-10, 'flux100_err': 2.26951511874079e-09, 'flux1000_err': 4.713468835143337e-11, 'flux10000_err': 4.358703092189555e-12, 'flux_ul95': 3.2892157841838797e-09, 'flux100_ul95': 1.6148959729996682e-08, 'flux1000_ul95': 5.748947186982142e-10, 'flux10000_ul95': 2.0341734299647347e-11, 'eflux': 2.7052012856162146e-06, 'eflux100': 4.467675489897566e-06, 'eflux1000': 1.5118701856083846e-06, 'eflux10000': 4.5884876768526483e-07, 'eflux_err': 2.588158778590979e-07, 'eflux100_err': 3.878188016862276e-07, 'eflux1000_err': 2.344325183112293e-07, 'eflux10000_err': 1.3376781788249995e-07, 'eflux_ul95': 3.07098363237308e-06, 'eflux100_ul95': 5.071769844699193e-06, 'eflux1000_ul95': 1.716296905137169e-06, 'eflux10000_ul95': 5.208917586977359e-07, 'dnde': 5.635591569684943e-13, 'dnde100': 2.0577814133139582e-10, 'dnde1000': 7.33144245935789e-13, 'dnde10000': 2.612038780558029e-15, 'dnde_err': 4.5420258105097094e-14, 'dnde100_err': 4.308967020576883e-11, 'dnde1000_err': 5.942377522727207e-14, 'dnde10000_err': 5.057685220070708e-16, 'dnde_index': 2.4482098098280503, 'dnde100_index': 2.448209809805847, 'dnde1000_index': 2.4482098098280503, 'dnde10000_index': 2.448209809816949, 'name': '3FGL J0023.5+4454', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 2.3594213643560917, 'error': 0.22000263044725576, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-12}, 'Index': {'name': 'Index', 'value': 2.4482098098145357, 'error': 0.08019822332861636, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 620.3806763, 'error': nan, 'min': 620.3806763, 'max': 620.3806763, 'free': False, 'scale': 1.0}}, 'model_counts': array([2.29078565e+02, 1.74951662e+02, 1.29916997e+02, 9.44832528e+01,
6.72543591e+01, 4.70607571e+01, 3.21681403e+01, 2.16972266e+01,
1.44877078e+01, 9.58424490e+00, 6.35322010e+00, 4.25583612e+00,
2.81915795e+00, 1.86490053e+00, 1.23326173e+00, 8.19672124e-01,
5.50710213e-01, 3.67564827e-01, 2.42832397e-01, 1.59708647e-01,
1.05173179e-01, 6.90199896e-02, 4.55121495e-02, 2.99828239e-02,
1.96840792e-02, 1.27094000e-02]), 'model_counts_wt': array([2.29078565e+02, 1.74951662e+02, 1.29916997e+02, 9.44832528e+01,
6.72543591e+01, 4.70607571e+01, 3.21681403e+01, 2.16972266e+01,
1.44877078e+01, 9.58424490e+00, 6.35322010e+00, 4.25583612e+00,
2.81915795e+00, 1.86490053e+00, 1.23326173e+00, 8.19672124e-01,
5.50710213e-01, 3.67564827e-01, 2.42832397e-01, 1.59708647e-01,
1.05173179e-01, 6.90199896e-02, 4.55121495e-02, 2.99828239e-02,
1.96840792e-02, 1.27094000e-02]), 'covar': array([[0.04840116, 0.00887303],
[0.00887303, 0.00643176]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([1.39736344e-11, 9.64571852e-12, 6.65824533e-12, 4.59605272e-12,
3.17256267e-12, 2.18995615e-12, 1.51168265e-12, 1.04348410e-12,
7.20296070e-13, 4.97205877e-13, 3.43211208e-13, 2.36911788e-13,
1.63535438e-13, 1.12885221e-13, 7.79223958e-14, 5.37882613e-14,
3.71289540e-14, 2.56293695e-14, 1.76914379e-14, 1.22120434e-14,
8.42972775e-15, 5.81887138e-15, 4.01664978e-15, 2.77261249e-15,
1.91387859e-15, 1.32111186e-15, 9.11936925e-16, 6.29491702e-16,
4.34525450e-16, 2.99944171e-16, 2.07045424e-16, 1.42919288e-16,
9.86543076e-17, 6.80990826e-17, 4.70074259e-17, 3.24482798e-17,
2.23983944e-17, 1.54611608e-17, 1.06725280e-17, 7.36703127e-18,
5.08531339e-18, 3.51028947e-18, 2.42308216e-18, 1.67260484e-18,
1.15456545e-18, 7.96973288e-19, 5.50134617e-19, 3.79746852e-19,
2.62131608e-19, 1.80944172e-19]), 'dnde_lo': array([1.23388272e-11, 8.58864874e-12, 5.97592530e-12, 4.15584550e-12,
2.88813829e-12, 2.00537973e-12, 1.39090980e-12, 9.63441261e-13,
6.66327606e-13, 4.60077416e-13, 3.17136537e-13, 2.18260721e-13,
1.50002454e-13, 1.02970426e-13, 7.06182146e-14, 4.83949172e-14,
3.31463654e-14, 2.26926399e-14, 1.55308092e-14, 1.06267301e-14,
7.26992641e-15, 4.97287001e-15, 3.40132375e-15, 2.32630104e-15,
1.59100441e-15, 1.08810952e-15, 7.44176793e-16, 5.08964053e-16,
3.48104563e-16, 2.38093343e-16, 1.62855480e-16, 1.11397952e-16,
7.62032412e-17, 5.21305658e-17, 3.56644277e-17, 2.44007259e-17,
1.66953507e-17, 1.14238936e-17, 7.81733857e-18, 5.34970841e-18,
3.66123734e-18, 2.50583415e-18, 1.71515534e-18, 1.17403559e-18,
8.03684623e-19, 5.50194875e-19, 3.76681047e-19, 2.57903464e-19,
1.76590191e-19, 1.20921009e-19]), 'dnde_hi': array([1.58250419e-11, 1.08328899e-11, 7.41847139e-12, 5.08288881e-12,
3.48499722e-12, 2.39152111e-12, 1.64294221e-12, 1.13017691e-12,
7.78635649e-13, 5.37330622e-13, 3.71429714e-13, 2.57156648e-13,
1.78289347e-13, 1.23754691e-13, 8.59820629e-14, 5.97826635e-14,
4.15900570e-14, 2.89461511e-14, 2.01526507e-14, 1.40338565e-14,
9.77455699e-15, 6.80879734e-15, 4.74329310e-15, 3.30455081e-15,
2.30227599e-15, 1.60400816e-15, 1.11751530e-15, 7.78561473e-16,
5.42401298e-16, 3.77862332e-16, 2.63226067e-16, 1.83359950e-16,
1.27719927e-16, 8.89590394e-17, 6.19580414e-17, 4.31499812e-17,
3.00495677e-17, 2.09252204e-17, 1.45705414e-17, 1.01450669e-17,
7.06329852e-18, 4.91737736e-18, 3.42320430e-18, 2.38289790e-18,
1.65863740e-18, 1.15443900e-18, 8.03459850e-19, 5.59153683e-19,
3.89109835e-19, 2.70761829e-19]), 'dnde_err': array([1.85140749e-12, 1.18717134e-12, 7.60226064e-13, 4.86836090e-13,
3.12434547e-13, 2.01564957e-13, 1.31259561e-13, 8.66928113e-14,
5.83395795e-14, 4.01247450e-14, 2.82185061e-14, 2.02448594e-14,
1.47539086e-14, 1.08694695e-14, 8.05966713e-15, 5.99440221e-15,
4.46110297e-15, 3.31678154e-15, 2.46121284e-15, 1.82181303e-15,
1.34482923e-15, 9.89925966e-16, 7.26643317e-16, 5.31938325e-16,
3.88397398e-16, 2.82896299e-16, 2.05578378e-16, 1.49069771e-16,
1.07875848e-16, 7.79181604e-17, 5.61806437e-17, 4.04406618e-17,
2.90656194e-17, 2.08599567e-17, 1.49506155e-17, 1.07017014e-17,
7.65117331e-18, 5.46405964e-18, 3.89801331e-18, 2.77803564e-18,
1.97798513e-18, 1.40708790e-18, 1.00012214e-18, 7.10293061e-19,
5.04071954e-19, 3.57465712e-19, 2.53325233e-19, 1.79406830e-19,
1.26978227e-19, 8.98176564e-20]), 'dnde_ferr': array([0.12474259, 0.11633354, 0.1083278 , 0.10085212, 0.09406574,
0.0881619 , 0.08336155, 0.07989372, 0.07795964, 0.07768734,
0.07909587, 0.08208947, 0.08648551, 0.09205928, 0.09858429,
0.10585717, 0.11370764, 0.12199893, 0.13062368, 0.13949862,
0.1485594 , 0.15775631, 0.16705083, 0.176413 , 0.18581941,
0.19525169, 0.20469536, 0.21413898, 0.22357348, 0.23299167,
0.24238784, 0.25175747, 0.26109699, 0.2704036 , 0.27967511,
0.28890985, 0.29810657, 0.30726434, 0.31638253, 0.32546071,
0.33449868, 0.34349635, 0.35245379, 0.36137116, 0.37024873,
0.37908681, 0.38788579, 0.3966461 , 0.40536822, 0.41405263]), 'pivot_energy': 1113.4397435811777}}}
0.096 0.041 0.159 3.380
Running extension on source 3FGL J0102.1+4458
2024-12-19 20:48:05 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:48:11 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:48:13 INFO GTAnalysis._extension(): Testing point-source model.
2024-12-19 20:48:14 INFO GTAnalysis._extension(): Best-fit extension: 0.0151 + 0.0573 - nan
2024-12-19 20:48:14 INFO GTAnalysis._extension(): TS_ext: 0.005
2024-12-19 20:48:14 INFO GTAnalysis._extension(): Extension UL: 0.1059
2024-12-19 20:48:14 INFO GTAnalysis._extension(): LogLike: -246679.558 DeltaLogLike: -0.022
2024-12-19 20:48:14 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:48:17 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0102.1+4458_ext.npy
2024-12-19 20:48:17 INFO GTAnalysis.extension(): Execution time: 22.38 s
2024-12-19 20:48:17 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1 *
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2 *
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:48:17 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:48:17 INFO GTAnalysis.free_source(): Fixing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:48:17 INFO GTAnalysis.free_source(): Fixing parameters for isodiff : ['Normalization']
2024-12-19 20:48:17 INFO GTAnalysis.free_source(): Fixing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:48:17 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7
isodiff --- 0.845 0.0375 2.12 870.44 30809.9
galdiff --- 1.099 0.23 0.02 6923.66 91330.3
2024-12-19 20:48:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0022.7+4651 : ['Prefactor', 'Index']
2024-12-19 20:48:17 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0023.5+4454 : ['Prefactor', 'Index']
2024-12-19 20:48:17 INFO GTAnalysis.free_source(): Freeing parameters for isodiff : ['Normalization']
2024-12-19 20:48:17 INFO GTAnalysis.free_source(): Freeing parameters for galdiff : ['Prefactor', 'Index']
2024-12-19 20:48:17 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1 *
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7 *
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
2024-12-19 20:48:17 INFO GTAnalysis.extension(): Running extension fit for 3FGL J0022.7+4651
{'name': '3FGL J0102.1+4458', 'file': None, 'config': {'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}, 'width': array([0. , 0.01 , 0.01364421, 0.01861646, 0.02540069,
0.03465724, 0.04728708, 0.0645195 , 0.08803178, 0.12011244,
0.16388398, 0.2236068 , 0.30509388, 0.4162766 , 0.56797668,
0.77495949, 1.05737126, 1.44269991, 1.96845052, 2.68579588,
3.66455719, 5. ]), 'dloglike': array([ 1.96835521e-04, 1.58667451e-03, 2.35306620e-03, 2.38130469e-03,
-2.17779062e-03, -2.54034669e-02, -1.09164472e-01, -3.36376905e-01,
-8.55948951e-01, -1.75896110e+00, -3.12339299e+00, -4.98902471e+00,
-7.54695255e+00, -1.02216274e+01, -1.15328584e+01, -1.15328824e+01,
-1.15328943e+01, -1.15328870e+01, -1.15328745e+01, -1.15328651e+01,
-1.15328606e+01, -1.15328583e+01]), 'loglike': array([-246679.5602438 , -246679.55885396, -246679.55808757,
-246679.55805933, -246679.56261842, -246679.5858441 ,
-246679.6696051 , -246679.89681754, -246680.41638958,
-246681.31940173, -246682.68383362, -246684.54946535,
-246687.10739318, -246689.78206803, -246691.09329901,
-246691.09332302, -246691.09333496, -246691.09332768,
-246691.09331511, -246691.09330578, -246691.09330122,
-246691.09329892]), 'loglike_ptsrc': -246679.56044063205, 'loglike_ext': -246679.55789271285, 'loglike_init': -246679.53590251197, 'loglike_base': -246679.5313298831, 'ext': 0.015057884010119437, 'ext_err_hi': 0.057333234789465684, 'ext_err_lo': nan, 'ext_err': 0.057333234789465684, 'ext_ul95': 0.10587927784058643, 'ts_ext': 0.005095838394481689, 'ebin_e_min': array([], dtype=float64), 'ebin_e_ctr': array([], dtype=float64), 'ebin_e_max': array([], dtype=float64), 'ebin_ext': array([], dtype=float64), 'ebin_ext_err': array([], dtype=float64), 'ebin_ext_err_hi': array([], dtype=float64), 'ebin_ext_err_lo': array([], dtype=float64), 'ebin_ext_ul95': array([], dtype=float64), 'ebin_ts_ext': array([], dtype=float64), 'ebin_dloglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike': array([], shape=(0, 22), dtype=float64), 'ebin_loglike_ptsrc': array([], dtype=float64), 'ebin_loglike_ext': array([], dtype=float64), 'ra': 15.559013026562218, 'dec': 44.984083573923535, 'glon': 124.93749501971388, 'glat': -17.845610590525915, 'ra_err': nan, 'dec_err': nan, 'glon_err': nan, 'glat_err': nan, 'pos_offset': 0.0, 'pos_err': nan, 'pos_r68': nan, 'pos_r95': nan, 'pos_r99': nan, 'pos_err_semimajor': nan, 'pos_err_semiminor': nan, 'pos_angle': nan, 'tsmap': <gammapy.maps.wcs.ndmap.WcsNDMap object at 0x7f619d55a100>, 'ptsrc_tot_map': None, 'ptsrc_src_map': None, 'ptsrc_bkg_map': None, 'ext_tot_map': None, 'ext_src_map': None, 'ext_bkg_map': None, 'source_fit': {'param_names': array([b'Prefactor', b'Index', b'Scale', b'', b'', b'', b'', b'', b'',
b''], dtype='|S32'), 'param_values': array([ 3.54838797e-14, -1.88823331e+00, 1.64542835e+03, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([1.26480072e-14, 1.79198106e-01, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 23.070767219236586, 'loglike': -246679.55789271285, 'loglike_scan': array([-246691.09327632, -246682.26483998, -246681.53909594,
-246680.95499829, -246680.49235279, -246680.1356959 ,
-246679.87286305, -246679.69407086, -246679.5913042 ,
-246679.55789271, -246679.59013925, -246679.68492631,
-246679.83773945, -246680.04466499, -246680.30228093,
-246680.6075721 , -246680.95786346, -246681.3507669 ,
-246681.7841384 , -246682.25604308]), 'dloglike_scan': array([-11.53538361, -2.70694727, -1.98120323, -1.39710557,
-0.93446008, -0.57780319, -0.31497034, -0.13617814,
-0.03341149, 0. , -0.03224653, -0.1270336 ,
-0.27984673, -0.48677228, -0.74438821, -1.04967938,
-1.39997074, -1.79287419, -2.22624568, -2.69815037]), 'eflux_scan': array([0.00000000e+00, 3.74495581e-07, 4.42400444e-07, 5.10305306e-07,
5.78210168e-07, 6.46115030e-07, 7.14019892e-07, 7.81924754e-07,
8.49829616e-07, 9.17734478e-07, 9.87771823e-07, 1.05780917e-06,
1.12784651e-06, 1.19788386e-06, 1.26792120e-06, 1.33795855e-06,
1.40799589e-06, 1.47803323e-06, 1.54807058e-06, 1.61810792e-06]), 'flux_scan': array([0.00000000e+00, 1.21512539e-10, 1.43545622e-10, 1.65578705e-10,
1.87611788e-10, 2.09644871e-10, 2.31677954e-10, 2.53711037e-10,
2.75744120e-10, 2.97777203e-10, 3.20502212e-10, 3.43227221e-10,
3.65952231e-10, 3.88677240e-10, 4.11402249e-10, 4.34127258e-10,
4.56852268e-10, 4.79577277e-10, 5.02302286e-10, 5.25027296e-10]), 'norm_scan': array([0. , 0.14479739, 0.17105257, 0.19730775, 0.22356292,
0.2498181 , 0.27607327, 0.30232845, 0.32858362, 0.3548388 ,
0.38191849, 0.40899818, 0.43607787, 0.46315757, 0.49023726,
0.51731695, 0.54439664, 0.57147633, 0.59855603, 0.62563572]), 'npred': 95.74006832643977, 'npred_wt': 95.74006832643977, 'pivot_energy': 5092.051017029579, 'flux': 2.9777720263300204e-10, 'flux100': 7.906303854956045e-10, 'flux1000': 1.0171018956227608e-10, 'flux10000': 1.2618325678965046e-11, 'flux_err': 1.2651178611513935e-10, 'flux100_err': 4.6064687233583606e-10, 'flux1000_err': 3.139573916183492e-11, 'flux10000_err': 5.227212333757418e-12, 'flux_ul95': 4.539061291618993e-10, 'flux100_ul95': 1.2051694176212167e-09, 'flux1000_ul95': 1.5503832406349286e-10, 'flux10000_ul95': 1.923429770579908e-11, 'eflux': 9.177344781684738e-07, 'eflux100': 9.185680478922622e-07, 'eflux1000': 7.340855140628428e-07, 'eflux10000': 4.954601135368538e-07, 'eflux_err': 3.5261896304921715e-07, 'eflux100_err': 2.92850820503638e-07, 'eflux1000_err': 2.972258545030511e-07, 'eflux10000_err': 2.662738597220276e-07, 'eflux_ul95': 1.398916038234354e-06, 'eflux100_ul95': 1.4001866607110438e-06, 'eflux1000_ul95': 1.1189772461283761e-06, 'eflux10000_ul95': 7.55237070874089e-07, 'dnde': 4.203759214210289e-15, 'dnde100': 7.025052452679953e-12, 'dnde1000': 9.086910735162484e-14, 'dnde10000': 1.1753926004824518e-15, 'dnde_err': 1.2333353978284928e-15, 'dnde100_err': 5.359758470047087e-12, 'dnde1000_err': 3.7592244603519475e-14, 'dnde10000_err': 3.730033266324556e-16, 'dnde_index': 1.8882333094718498, 'dnde100_index': 1.8882333094607475, 'dnde1000_index': 1.8882333094718498, 'dnde10000_index': 1.8882333094496455, 'name': '3FGL J0102.1+4458', 'spectral_pars': {'Prefactor': {'name': 'Prefactor', 'value': 0.354838796979774, 'error': 0.1264800719997213, 'min': 1e-05, 'max': 1000.0, 'free': True, 'scale': 1e-13}, 'Index': {'name': 'Index', 'value': 1.8882333094545651, 'error': 0.17919810586905857, 'min': 0.0, 'max': 5.0, 'free': True, 'scale': -1.0}, 'Scale': {'name': 'Scale', 'value': 1645.428345, 'error': nan, 'min': 1645.428345, 'max': 1645.428345, 'free': False, 'scale': 1.0}}, 'model_counts': array([15.94832528, 14.27198701, 12.43520198, 10.61087468, 8.86154736,
7.25909877, 5.80671882, 4.57986428, 3.57942082, 2.77277165,
2.15724353, 1.69506021, 1.31743069, 1.0228731 , 0.79394782,
0.61973942, 0.48862086, 0.38260614, 0.29672235, 0.22908555,
0.17705036, 0.13642333, 0.10559722, 0.08164338, 0.06281388,
0.04739984]), 'model_counts_wt': array([15.94832528, 14.27198701, 12.43520198, 10.61087468, 8.86154736,
7.25909877, 5.80671882, 4.57986428, 3.57942082, 2.77277165,
2.15724353, 1.69506021, 1.31743069, 1.0228731 , 0.79394782,
0.61973942, 0.48862086, 0.38260614, 0.29672235, 0.22908555,
0.17705036, 0.13642333, 0.10559722, 0.08164338, 0.06281388,
0.04739984]), 'covar': array([[0.01599721, 0.01287138],
[0.01287138, 0.03211196]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
1.84562936e+03, 2.14731882e+03, 2.49832292e+03, 2.90670269e+03,
3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([8.82542634e-13, 6.63102249e-13, 4.98224761e-13, 3.74343342e-13,
2.81264500e-13, 2.11329306e-13, 1.58783194e-13, 1.19302444e-13,
8.96384102e-14, 6.73502096e-14, 5.06038731e-14, 3.80214403e-14,
2.85675747e-14, 2.14643716e-14, 1.61273490e-14, 1.21173538e-14,
9.10442655e-15, 6.84065051e-15, 5.13975253e-15, 3.86177543e-15,
2.90156178e-15, 2.18010107e-15, 1.63802843e-15, 1.23073979e-15,
9.24721696e-16, 6.94793671e-16, 5.22036249e-16, 3.92234207e-16,
2.94706879e-16, 2.21429296e-16, 1.66371865e-16, 1.25004225e-16,
9.39224685e-17, 7.05690555e-17, 5.30223670e-17, 3.98385862e-17,
2.99328951e-17, 2.24902110e-17, 1.68981179e-17, 1.26964744e-17,
9.53955133e-18, 7.16758341e-18, 5.38539499e-18, 4.04633996e-18,
3.04023514e-18, 2.28429391e-18, 1.71631417e-18, 1.28956012e-18,
9.68916608e-19, 7.27999710e-19]), 'dnde_lo': array([5.56413190e-13, 4.24302619e-13, 3.23556659e-13, 2.46721005e-13,
1.88115578e-13, 1.43411590e-13, 1.09309582e-13, 8.32942947e-14,
6.34480064e-14, 4.83083756e-14, 3.67601542e-14, 2.79526915e-14,
2.12370736e-14, 1.61182147e-14, 1.22183348e-14, 9.24910970e-15,
6.99042998e-15, 5.27419694e-15, 3.97196515e-15, 2.98552517e-15,
2.23973679e-15, 1.67708348e-15, 1.25353828e-15, 9.35422267e-16,
6.97009670e-16, 5.18692829e-16, 3.85568512e-16, 2.86344305e-16,
2.12491137e-16, 1.57587055e-16, 1.16810561e-16, 8.65510609e-17,
6.41108209e-17, 4.74780286e-17, 3.51548096e-17, 2.60274271e-17,
1.92686757e-17, 1.42647124e-17, 1.05603487e-17, 7.81823633e-18,
5.78847090e-18, 4.28598867e-18, 3.17377756e-18, 2.35041901e-18,
1.74085063e-18, 1.28952094e-18, 9.55319279e-19, 7.07821826e-19,
5.24512878e-19, 3.88728416e-19]), 'dnde_hi': array([1.39982573e-12, 1.03629950e-12, 7.67185300e-13, 5.67981385e-13,
4.20537839e-13, 3.11411898e-13, 2.30648604e-13, 1.70876926e-13,
1.26639828e-13, 9.38978113e-14, 6.96610782e-14, 5.17170207e-14,
3.84283794e-14, 2.85837640e-14, 2.12869749e-14, 1.58750700e-14,
1.18577231e-14, 8.87234587e-15, 6.65087811e-15, 4.99520474e-15,
3.75895097e-15, 2.83399171e-15, 2.14045089e-15, 1.61929054e-15,
1.22682690e-15, 9.30682319e-16, 7.06805241e-16, 5.37282115e-16,
4.08733022e-16, 3.11135537e-16, 2.36961431e-16, 1.80541476e-16,
1.37596586e-16, 1.04890446e-16, 7.99711742e-17, 6.09784803e-17,
4.64992105e-17, 3.54588005e-17, 2.70394849e-17, 2.06185202e-17,
1.57214299e-17, 1.19865580e-17, 9.13815751e-18, 6.96593546e-18,
5.30949042e-18, 4.04646291e-18, 3.08350767e-18, 2.34941230e-18,
1.78985004e-18, 1.36337751e-18]), 'dnde_err': array([5.17283099e-13, 3.73197253e-13, 2.68960539e-13, 1.93638043e-13,
1.39273339e-13, 1.00082592e-13, 7.18654103e-14, 5.15744826e-14,
3.70014173e-14, 2.65476016e-14, 1.90572050e-14, 1.36955804e-14,
9.86080476e-15, 7.11939245e-15, 5.15962589e-15, 3.75771619e-15,
2.75329651e-15, 2.03169536e-15, 1.51112558e-15, 1.13342931e-15,
8.57389187e-16, 6.53890638e-16, 5.02422465e-16, 3.88550750e-16,
3.02105209e-16, 2.35888648e-16, 1.84768992e-16, 1.45047907e-16,
1.14026143e-16, 8.97062411e-17, 7.05895653e-17, 5.55372510e-17,
4.36741177e-17, 3.43213905e-17, 2.69488072e-17, 2.11398941e-17,
1.65663154e-17, 1.29685895e-17, 1.01413669e-17, 7.92204572e-18,
6.18187859e-18, 4.81897462e-18, 3.75276252e-18, 2.91959550e-18,
2.26925528e-18, 1.76216900e-18, 1.36719350e-18, 1.05985218e-18,
8.20933427e-19, 6.35377796e-19]), 'dnde_ferr': array([0.47783105, 0.46146494, 0.44520935, 0.42909856, 0.41317383,
0.39748464, 0.38209025, 0.36706135, 0.35248183, 0.33845058,
0.32508306, 0.31251222, 0.30088844, 0.29037769, 0.28115719,
0.27340789, 0.26730366, 0.26299757, 0.26060719, 0.26020151,
0.26179249, 0.26533362, 0.27072565, 0.27782813, 0.28647389,
0.29648334, 0.30767665, 0.31988262, 0.33294419, 0.34672124,
0.36109131, 0.37594895, 0.3912044 , 0.40678182, 0.42261754,
0.4386583 , 0.45485969, 0.47118473, 0.48760271, 0.50408812,
0.52061982, 0.53718031, 0.55375511, 0.57033226, 0.58690194,
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0.015 0.057 0.106 0.005
Running extension on source 3FGL J0022.7+4651
2024-12-19 20:48:25 INFO GTAnalysis._extension(): Fitting extended-source model.
2024-12-19 20:48:30 INFO GTAnalysis._extension(): Generating TS map.
2024-12-19 20:48:33 INFO GTAnalysis._extension(): Testing point-source model.
2024-12-19 20:48:34 INFO GTAnalysis._extension(): Best-fit extension: 0.5210 + 0.7670 - nan
2024-12-19 20:48:34 INFO GTAnalysis._extension(): TS_ext: 0.343
2024-12-19 20:48:34 INFO GTAnalysis._extension(): Extension UL: 1.7842
2024-12-19 20:48:34 INFO GTAnalysis._extension(): LogLike: -246679.399 DeltaLogLike: 0.165
2024-12-19 20:48:34 INFO GTAnalysis.extension(): Finished extension fit.
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
{'spatial_model': 'RadialGaussian', 'width': [], 'fit_position': False, 'width_min': 0.01, 'width_max': 5.0, 'width_nstep': 21, 'free_background': False, 'fix_shape': False, 'free_radius': None, 'fit_ebin': False, 'update': True, 'save_model_map': False, 'sqrt_ts_threshold': 3.0, 'psf_scale_fn': None, 'make_tsmap': True, 'tsmap_fitter': 'tsmap', 'make_plots': False, 'write_fits': True, 'write_npy': True, 'reoptimize': False, 'optimizer': {'optimizer': 'MINUIT', 'tol': 0.001, 'max_iter': 100, 'init_lambda': 0.0001, 'retries': 3, 'min_fit_quality': 2, 'verbosity': 0}, 'prefix': '', 'outfile': None, 'loge_bins': []}
2024-12-19 20:48:36 WARNING GTAnalysis.extension(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/3fgl_j0022.7+4651_ext.npy
2024-12-19 20:48:36 INFO GTAnalysis.extension(): Execution time: 19.45 s
2024-12-19 20:48:36 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.295 2.31e-06 2.40 78.10 721.3
3FGL J0040.3+4049 0.625 0.204 1.89e-06 1.88 81.76 198.0
3FGL J0049.0+4224 1.647 0.351 1.3e-06 1.75 35.66 92.9
3FGL J0048.0+3950 1.771 0.641 5.74e-06 2.00 595.07 831.8
3FGL J0039.1+4330 2.338 0.282 1.55e-06 2.02 78.42 242.3
3FGL J0032.5+3912 2.830 0.771 1.21e-06 2.60 72.79 458.1
3FGL J0102.3+4217 3.799 0.765 1.99e-06 2.84 185.49 891.1
3FGL J0041.9+3639 4.601 9.204 7.27e-06 2.24 102.01 1377.6
3FGL J0105.3+3928 4.639 0.635 2.71e-06 2.29 258.38 684.1
3FGL J0023.5+4454 5.051 2.232 2.49e-06 2.47 229.79 824.1 *
3FGL J0102.1+4458 5.141 0.343 8.97e-07 1.88 22.98 95.2
3FGL J0022.7+4651 6.635 1.303 3.4e-07 5.00 6.78 150.7 *
isodiff --- 0.845 0.0375 2.12 870.44 30809.9 *
galdiff --- 1.099 0.23 0.02 6923.66 91330.3 *
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-246679.45786619, -246679.61977688, -246680.11343263,
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b''], dtype='|S32'), 'param_values': array([ 1.53620713e-12, -4.99998919e+00, 4.62097046e+02, nan,
nan, nan, nan, nan,
nan, nan]), 'param_errors': array([5.86734021e-13, 6.00781169e-03, nan, nan,
nan, nan, nan, nan,
nan, nan]), 'ts': 7.223577210330404, 'loglike': -246679.39868188428, 'loglike_scan': array([-246683.01047049, -246682.11119735, -246681.46389183,
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-0.02807083, -0.11172685, -0.25026442, -0.44299599, -0.68924956,
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1.83201277e-07, 2.26818894e-07, 2.70436512e-07, 3.14054129e-07,
3.57671747e-07, 4.01289364e-07, 4.37608386e-07, 4.73927409e-07,
5.10246431e-07, 5.46565453e-07, 5.82884476e-07, 6.19203498e-07,
6.55522520e-07, 6.91841543e-07, 7.28160565e-07, 7.64479587e-07]), 'flux_scan': array([0.00000000e+00, 1.31297209e-10, 2.40696324e-10, 3.50095440e-10,
4.59494556e-10, 5.68893672e-10, 6.78292787e-10, 7.87691903e-10,
8.97091019e-10, 1.00649013e-09, 1.09758335e-09, 1.18867656e-09,
1.27976977e-09, 1.37086299e-09, 1.46195620e-09, 1.55304942e-09,
1.64414263e-09, 1.73523584e-09, 1.82632906e-09, 1.91742227e-09]), 'norm_scan': array([0. , 0.20039909, 0.3673751 , 0.5343511 , 0.70132711,
0.86830311, 1.03527912, 1.20225512, 1.36923113, 1.53620713,
1.67524282, 1.8142785 , 1.95331419, 2.09234987, 2.23138555,
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1.75633509e+00, 6.02911443e-01, 2.02788423e-01, 6.77068303e-02,
2.22872411e-02, 7.26319863e-03, 2.34712916e-03, 7.66341273e-04,
2.46752541e-04, 7.91942921e-05, 2.54044490e-05, 8.15842429e-06,
2.65229693e-06, 8.58440160e-07, 2.74649437e-07, 8.74160264e-08,
2.78525363e-08, 8.82022277e-09, 2.80897439e-09, 8.93265906e-10,
2.80294898e-10, 6.56825705e-11]), 'model_counts_wt': array([1.10662519e+02, 4.06006224e+01, 1.44879908e+01, 5.08762365e+00,
1.75633509e+00, 6.02911443e-01, 2.02788423e-01, 6.77068303e-02,
2.22872411e-02, 7.26319863e-03, 2.34712916e-03, 7.66341273e-04,
2.46752541e-04, 7.91942921e-05, 2.54044490e-05, 8.15842429e-06,
2.65229693e-06, 8.58440160e-07, 2.74649437e-07, 8.74160264e-08,
2.78525363e-08, 8.82022277e-09, 2.80897439e-09, 8.93265906e-10,
2.80294898e-10, 6.56825705e-11]), 'covar': array([[3.44256811e-01, 1.84192167e-04],
[1.84192167e-04, 3.60938013e-05]]), 'model_flux': {'energies': array([2.99999133e+02, 3.49037461e+02, 4.06091671e+02, 4.72472050e+02,
5.49703071e+02, 6.39558395e+02, 7.44101611e+02, 8.65733625e+02,
1.00724780e+03, 1.17189410e+03, 1.36345374e+03, 1.58632602e+03,
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3.38183686e+03, 3.93463720e+03, 4.57779916e+03, 5.32609337e+03,
6.19670492e+03, 7.20962801e+03, 8.38812508e+03, 9.75926113e+03,
1.13545252e+04, 1.32105537e+04, 1.53699715e+04, 1.78823711e+04,
2.08054514e+04, 2.42063430e+04, 2.81631498e+04, 3.27667423e+04,
3.81228452e+04, 4.43544652e+04, 5.16047155e+04, 6.00401030e+04,
6.98543522e+04, 8.12728539e+04, 9.45578417e+04, 1.10014415e+05,
1.27997543e+05, 1.48920221e+05, 1.73262954e+05, 2.01584787e+05,
2.34536152e+05, 2.72873799e+05, 3.17478177e+05, 3.69373656e+05,
4.29752052e+05, 4.99999995e+05]), 'log_energies': array([2.47712 , 2.54287204, 2.60862408, 2.67437612, 2.74012816,
2.8058802 , 2.87163224, 2.93738429, 3.00313633, 3.06888837,
3.13464041, 3.20039245, 3.26614449, 3.33189653, 3.39764857,
3.46340061, 3.52915265, 3.59490469, 3.66065673, 3.72640878,
3.79216082, 3.85791286, 3.9236649 , 3.98941694, 4.05516898,
4.12092102, 4.18667306, 4.2524251 , 4.31817714, 4.38392918,
4.44968122, 4.51543327, 4.58118531, 4.64693735, 4.71268939,
4.77844143, 4.84419347, 4.90994551, 4.97569755, 5.04144959,
5.10720163, 5.17295367, 5.23870571, 5.30445776, 5.3702098 ,
5.43596184, 5.50171388, 5.56746592, 5.63321796, 5.69897 ]), 'dnde': array([1.33202909e-11, 6.24818984e-12, 2.93085764e-12, 1.37478641e-12,
6.44875292e-13, 3.02493637e-13, 1.41891621e-13, 6.65575394e-14,
3.12203498e-14, 1.46446256e-14, 6.86939957e-15, 3.22225040e-15,
1.51147091e-15, 7.08990310e-16, 3.32568266e-16, 1.55998820e-16,
7.31748465e-17, 3.43243504e-17, 1.61006287e-17, 7.55237144e-18,
3.54261411e-18, 1.66174490e-18, 7.79479794e-19, 3.65632986e-19,
1.71508590e-19, 8.04500619e-20, 3.77369581e-20, 1.77013910e-20,
8.30324597e-21, 3.89482914e-21, 1.82695949e-21, 8.56977509e-22,
4.01985077e-22, 1.88560377e-22, 8.84485963e-23, 4.14888552e-23,
1.94613050e-23, 9.12877421e-24, 4.28206221e-24, 2.00860010e-24,
9.42180228e-25, 4.41951379e-25, 2.07307493e-25, 9.72423637e-26,
4.56137748e-26, 2.13961937e-26, 1.00363784e-26, 4.70779491e-27,
2.20829984e-27, 1.03585400e-27]), 'dnde_lo': array([9.63784975e-12, 4.52102794e-12, 2.12076990e-12, 9.94830828e-13,
4.66663936e-13, 2.18906454e-13, 1.02686231e-13, 4.81687283e-14,
2.25952665e-14, 1.05991021e-14, 4.97187275e-15, 2.33222396e-15,
1.09400629e-15, 5.13178799e-16, 2.40722626e-16, 1.12918327e-16,
5.29677201e-17, 2.48460550e-17, 1.16547489e-17, 5.46698297e-18,
2.56443584e-18, 1.20291592e-18, 5.64258393e-19, 2.64679374e-19,
1.24154221e-19, 5.82374294e-20, 2.73175800e-20, 1.28139070e-20,
6.01063324e-21, 2.81940983e-21, 1.32249947e-21, 6.20343341e-22,
2.90983296e-22, 1.36490779e-22, 6.40232749e-23, 3.00311371e-23,
1.40865612e-23, 6.60750521e-24, 3.09934100e-24, 1.45378616e-24,
6.81916212e-25, 3.19860655e-25, 1.50034090e-25, 7.03749980e-26,
3.30100485e-26, 1.54836466e-26, 7.26272600e-27, 3.40663332e-27,
1.59790311e-27, 7.49505488e-28]), 'dnde_hi': array([1.84097236e-11, 8.63517697e-12, 4.05038117e-12, 1.89985837e-12,
8.91142661e-13, 4.17997730e-13, 1.96065549e-13, 9.19664316e-14,
4.31378069e-14, 2.02342666e-14, 9.49112194e-15, 4.45192992e-15,
2.08823690e-15, 9.79516809e-16, 4.59456819e-16, 2.15515341e-16,
1.01090969e-16, 4.74184346e-17, 2.22424563e-17, 1.04332343e-17,
4.89390864e-18, 2.29558530e-18, 1.07679169e-18, 5.05092173e-19,
2.36924658e-19, 1.11134927e-19, 5.21304599e-20, 2.44530607e-20,
1.14703211e-20, 5.38045014e-21, 2.52384295e-21, 1.18387738e-21,
5.55330853e-22, 2.60493903e-22, 1.22192346e-22, 5.73180131e-23,
2.68867885e-23, 1.26121003e-23, 5.91611467e-24, 2.77514979e-24,
1.30177809e-24, 6.10644098e-25, 2.86444212e-25, 1.34366999e-25,
6.30297907e-26, 2.95664914e-26, 1.38692953e-26, 6.50593438e-27,
3.05186726e-27, 1.43160195e-27]), 'dnde_err': array([5.08943268e-12, 2.38698713e-12, 1.11952353e-12, 5.25071957e-13,
2.46267370e-13, 1.15504092e-13, 5.41739276e-14, 2.54088922e-14,
1.19174570e-14, 5.58964102e-15, 2.62172236e-15, 1.22967952e-15,
5.76765991e-16, 2.70526499e-16, 1.26888552e-16, 5.95165212e-17,
2.79161228e-17, 1.30940842e-17, 6.14182762e-18, 2.88086287e-18,
1.35129453e-18, 6.33840403e-19, 2.97311898e-19, 1.39459187e-19,
6.54160683e-20, 3.06848650e-20, 1.43935018e-20, 6.75166965e-21,
3.16707518e-21, 1.48562100e-21, 6.96883460e-22, 3.26899874e-22,
1.53345776e-22, 7.19335258e-23, 3.37437501e-23, 1.58291579e-23,
7.42548356e-24, 3.48332611e-24, 1.63405246e-24, 7.66549694e-25,
3.59597859e-25, 1.68692719e-25, 7.91367190e-26, 3.71246355e-26,
1.74160159e-26, 8.17029771e-27, 3.83291690e-27, 1.79813948e-27,
8.43567419e-28, 3.95747943e-28]), 'dnde_ferr': array([0.32926735, 0.32922728, 0.32918884, 0.32915205, 0.32911691,
0.32908341, 0.32905156, 0.32902135, 0.3289928 , 0.32896589,
0.32894063, 0.32891701, 0.32889505, 0.32887474, 0.32885608,
0.32883907, 0.32882371, 0.32881 , 0.32879795, 0.32878755,
0.32877879, 0.3287717 , 0.32876625, 0.32876246, 0.32876032,
0.32875983, 0.328761 , 0.32876382, 0.32876829, 0.32877441,
0.32878219, 0.32879162, 0.3288027 , 0.32881543, 0.32882982,
0.32884585, 0.32886354, 0.32888288, 0.32890387, 0.32892651,
0.3289508 , 0.32897673, 0.32900432, 0.32903355, 0.32906444,
0.32909696, 0.32913114, 0.32916696, 0.32920442, 0.32924353]), 'pivot_energy': 12806.290925065963}}}
0.521 0.767 1.784 0.343
[28]:
print("Ext_best Ext_err Ext_UL TS_ext")
for t in range(len(gta.roi.sources)-2):
print("%.3f %.3f %.3f %.3f"%(extension_best[t],extension_error[t],extension_ul[t],extension_TS[t]))
Ext_best Ext_err Ext_UL TS_ext
0.545 0.132 0.759 13.871
0.003 0.039 0.061 -0.003
0.052 0.040 0.120 0.464
0.003 0.054 0.068 -0.001
0.003 0.031 0.054 -0.011
0.003 0.118 0.197 -0.002
0.017 0.047 0.091 0.030
2.166 0.308 2.634 10.367
0.066 0.037 0.125 1.488
0.096 0.041 0.159 3.380
0.015 0.057 0.106 0.005
0.521 0.767 1.784 0.343
So the only source for which we have found an extension is 3FGL J0042.5+4117
Let’s calculate the TS map and the residual map.
[29]:
tsmap_ext = gta.tsmap(prefix='TSmap_ext',make_plots=True,write_fits=True,write_npy=True)
2024-12-19 20:48:36 INFO GTAnalysis.tsmap(): Generating TS map
2024-12-19 20:48:37 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.
2024-12-19 20:50:20 INFO GTAnalysis.tsmap(): Finished TS map
2024-12-19 20:50:25 WARNING GTAnalysis.tsmap(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/TSmap_ext_pointsource_powerlaw_2.00_tsmap.npy
2024-12-19 20:50:25 INFO GTAnalysis.tsmap(): Execution time: 109.25 s
[30]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(tsmap_ext['sqrt_ts'],roi=gta.roi).plot(levels=[0,3,5,7],vmin=0,vmax=5,subplot=121,cmap='magma')
plt.gca().set_title('Sqrt(TS)')
ROIPlotter(tsmap_ext['npred'],roi=gta.roi).plot(vmin=0,vmax=100,subplot=122,cmap='magma')
plt.gca().set_title('NPred')
plt.show()
<Figure size 800x600 with 0 Axes>
[31]:
resid_ext = gta.residmap('Residual_ext',model={'SpatialModel' : 'PointSource', 'Index' : 2.0},write_fits=True,write_npy=True,make_plots=True)
2024-12-19 20:50:26 INFO GTAnalysis.residmap(): Generating residual maps
2024-12-19 20:50:26 INFO GTAnalysis.add_source(): Adding source residmap_testsource
2024-12-19 20:50:28 INFO GTAnalysis.delete_source(): Deleting source residmap_testsource
2024-12-19 20:50:30 INFO GTAnalysis.residmap(): Finished residual maps
2024-12-19 20:50:34 WARNING GTAnalysis.residmap(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/Residual_ext_pointsource_powerlaw_2.00_residmap.npy
2024-12-19 20:50:34 INFO GTAnalysis.residmap(): Execution time: 7.98 s
[32]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(resid_ext['data'],roi=gta.roi).plot(vmin=1000,vmax=3000,subplot=121,cmap='magma')
plt.gca().set_title('Data')
ROIPlotter(resid_ext['model'],roi=gta.roi).plot(vmin=1000,vmax=3000,subplot=122,cmap='magma')
plt.gca().set_title('Model')
plt.show()
<Figure size 640x480 with 0 Axes>
[33]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(resid_ext['sigma'],roi=gta.roi).plot(vmin=-5,vmax=5,levels=[-5,-3,3,5],subplot=121,cmap='RdBu_r')
plt.gca().set_title('Significance')
ROIPlotter(resid_ext['excess'],roi=gta.roi).plot(vmin=-100,vmax=100,subplot=122,cmap='RdBu_r')
plt.gca().set_title('Excess')
plt.show()
<Figure size 640x480 with 0 Axes>
[34]:
gta.write_roi('extension',make_plots=True,save_model_map=True)
2024-12-19 20:50:36 INFO GTBinnedAnalysis.write_xml(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/extension_00.xml...
2024-12-19 20:50:36 INFO GTAnalysis.write_fits(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/extension.fits...
WARNING: Format %s cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
WARNING: Format %f cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
WARNING: Format %s cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
2024-12-19 20:50:42 INFO GTBinnedAnalysis.write_model_map(): Generating model map for component 00.
2024-12-19 20:50:44 INFO GTAnalysis.write_roi(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/extension.npy...
Find new sources
After we have renormalized the 3FGL sources and we have found if the sources are extended, we will try to find new sources with the tool find_sources().
find_sources() is an iterative source-finding algorithm that uses peak detection on a TS map to find new source candidates. The procedure for adding new sources at each iteration is as follows: Generate a TS map for the test source model defined with the model argument. Identify peaks with sqrt(TS) > sqrt_ts_threshold and an angular distance of at least min_separation from a higher amplitude peak in the map. Order the peaks by TS and add a source at each peak starting from the highest TS peak. Set the source position by fitting a 2D parabola to the log-likelihood surface around the peak maximum. After adding each source, re-fit its spectral parameters. Add sources at the N highest peaks up to N = sources_per_iter. Source finding is repeated up to max_iter iterations or until no peaks are found in a given iteration. Sources found by the method are added to the model and given designations PS JXXXX.X+XXXX according to their position in celestial coordinates.
Finding sources will take tens of minutes.
[35]:
gta.free_sources()
findsource = gta.find_sources(sqrt_ts_threshold=5,min_separation=0.2,tsmap_fitter='tsmap')
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0042.5+4117 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0040.3+4049 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0049.0+4224 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0048.0+3950 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0039.1+4330 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0032.5+3912 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.3+4217 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0041.9+3639 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0105.3+3928 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.free_source(): Freeing parameters for 3FGL J0102.1+4458 : ['Prefactor', 'Index']
2024-12-19 20:50:47 INFO GTAnalysis.find_sources(): Starting.
2024-12-19 20:50:47 INFO GTAnalysis.tsmap(): Generating TS map
2024-12-19 20:50:48 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.
2024-12-19 20:52:31 INFO GTAnalysis.tsmap(): Finished TS map
2024-12-19 20:52:36 WARNING GTAnalysis.tsmap(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/sourcefind_00_pointsource_powerlaw_2.00_tsmap.npy
2024-12-19 20:52:36 INFO GTAnalysis.tsmap(): Execution time: 109.71 s
2024-12-19 20:52:37 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source
name: PS J0013.6+4051
ts: 44.595939
2024-12-19 20:52:37 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source
name: PS J0028.7+3553
ts: 44.558717
2024-12-19 20:52:37 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source
name: PS J0042.1+3640
ts: 38.132442
2024-12-19 20:52:37 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source
name: PS J0015.3+3538
ts: 36.968151
2024-12-19 20:52:37 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source
name: PS J0041.4+3800
ts: 28.961621
2024-12-19 20:52:37 INFO GTAnalysis.add_source(): Adding source PS J0013.6+4051
2024-12-19 20:52:38 INFO GTAnalysis.free_source(): Fixing parameters for PS J0013.6+4051 : ['Prefactor']
2024-12-19 20:52:38 INFO GTAnalysis.add_source(): Adding source PS J0028.7+3553
2024-12-19 20:52:39 INFO GTAnalysis.free_source(): Fixing parameters for PS J0028.7+3553 : ['Prefactor']
2024-12-19 20:52:39 INFO GTAnalysis.add_source(): Adding source PS J0042.1+3640
2024-12-19 20:52:40 INFO GTAnalysis.free_source(): Fixing parameters for PS J0042.1+3640 : ['Prefactor']
2024-12-19 20:52:40 INFO GTAnalysis.add_source(): Adding source PS J0015.3+3538
2024-12-19 20:52:41 INFO GTAnalysis.free_source(): Fixing parameters for PS J0015.3+3538 : ['Prefactor']
2024-12-19 20:52:41 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0013.6+4051.
2024-12-19 20:52:41 INFO GTAnalysis.free_source(): Freeing parameters for PS J0013.6+4051 : ['Prefactor', 'Index']
2024-12-19 20:52:41 INFO GTAnalysis.fit(): Starting fit.
/home/runner/miniconda3/envs/fermipy/lib/python3.9/site-packages/scipy/interpolate/_fitpack2.py:313: UserWarning:
The maximal number of iterations maxit (set to 20 by the program)
allowed for finding a smoothing spline with fp=s has been reached: s
too small.
There is an approximation returned but the corresponding weighted sum
of squared residuals does not satisfy the condition abs(fp-s)/s < tol.
warnings.warn(message)
2024-12-19 20:53:02 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0
2024-12-19 20:53:02 INFO GTAnalysis.fit(): LogLike: -246570.293 DeltaLogLike: 24.910
2024-12-19 20:53:02 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.1542860808036242, 'value': -2.4955225031155694},
'Prefactor': {'error': 5.181873611365897e-14, 'value': 3.0851680345170515e-13},
'Scale': {'error': nan, 'value': 1000.0}}
2024-12-19 20:53:02 INFO GTAnalysis.free_source(): Fixing parameters for PS J0013.6+4051 : ['Prefactor', 'Index']
2024-12-19 20:53:02 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0028.7+3553.
2024-12-19 20:53:02 INFO GTAnalysis.free_source(): Freeing parameters for PS J0028.7+3553 : ['Prefactor', 'Index']
2024-12-19 20:53:02 INFO GTAnalysis.fit(): Starting fit.
2024-12-19 20:53:23 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0
2024-12-19 20:53:23 INFO GTAnalysis.fit(): LogLike: -246567.462 DeltaLogLike: 2.831
2024-12-19 20:53:23 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.1608316529070861, 'value': -2.3667650580204085},
'Prefactor': {'error': 5.5085105130462163e-14,
'value': 3.0652381628500745e-13},
'Scale': {'error': nan, 'value': 1000.0}}
2024-12-19 20:53:23 INFO GTAnalysis.free_source(): Fixing parameters for PS J0028.7+3553 : ['Prefactor', 'Index']
2024-12-19 20:53:23 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0042.1+3640.
2024-12-19 20:53:23 INFO GTAnalysis.free_source(): Freeing parameters for PS J0042.1+3640 : ['Prefactor', 'Index']
2024-12-19 20:53:23 INFO GTAnalysis.fit(): Starting fit.
2024-12-19 20:53:44 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0
2024-12-19 20:53:44 INFO GTAnalysis.fit(): LogLike: -246567.066 DeltaLogLike: 0.396
2024-12-19 20:53:44 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.16049421517581933, 'value': -1.8647019132125353},
'Prefactor': {'error': 4.102007888103563e-14, 'value': 1.1132380712210317e-13},
'Scale': {'error': nan, 'value': 1000.0}}
2024-12-19 20:53:44 INFO GTAnalysis.free_source(): Fixing parameters for PS J0042.1+3640 : ['Prefactor', 'Index']
2024-12-19 20:53:44 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0015.3+3538.
2024-12-19 20:53:44 INFO GTAnalysis.free_source(): Freeing parameters for PS J0015.3+3538 : ['Prefactor', 'Index']
2024-12-19 20:53:44 INFO GTAnalysis.fit(): Starting fit.
2024-12-19 20:54:05 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0
2024-12-19 20:54:05 INFO GTAnalysis.fit(): LogLike: -246566.913 DeltaLogLike: 0.153
2024-12-19 20:54:05 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.19781874610096356, 'value': -1.9295892572925872},
'Prefactor': {'error': 5.026181996196903e-14, 'value': 1.1694020704218293e-13},
'Scale': {'error': nan, 'value': 1000.0}}
2024-12-19 20:54:05 INFO GTAnalysis.free_source(): Fixing parameters for PS J0015.3+3538 : ['Prefactor', 'Index']
2024-12-19 20:54:05 INFO GTAnalysis.find_sources(): Found 4 sources in iteration 0.
2024-12-19 20:54:05 INFO GTAnalysis.tsmap(): Generating TS map
2024-12-19 20:54:06 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.
2024-12-19 20:55:48 INFO GTAnalysis.tsmap(): Finished TS map
2024-12-19 20:55:54 WARNING GTAnalysis.tsmap(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/sourcefind_01_pointsource_powerlaw_2.00_tsmap.npy
2024-12-19 20:55:54 INFO GTAnalysis.tsmap(): Execution time: 108.61 s
2024-12-19 20:55:54 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source
name: PS J0041.4+3800
ts: 31.964185
2024-12-19 20:55:54 INFO GTAnalysis._build_src_dicts_from_peaks(): Found source
name: PS J0110.9+4345
ts: 28.125824
2024-12-19 20:55:54 INFO GTAnalysis.add_source(): Adding source PS J0041.4+3800
2024-12-19 20:55:55 INFO GTAnalysis.free_source(): Fixing parameters for PS J0041.4+3800 : ['Prefactor']
2024-12-19 20:55:55 INFO GTAnalysis.add_source(): Adding source PS J0110.9+4345
2024-12-19 20:55:56 INFO GTAnalysis.free_source(): Fixing parameters for PS J0110.9+4345 : ['Prefactor']
2024-12-19 20:55:56 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0041.4+3800.
2024-12-19 20:55:56 INFO GTAnalysis.free_source(): Freeing parameters for PS J0041.4+3800 : ['Prefactor', 'Index']
2024-12-19 20:55:56 INFO GTAnalysis.fit(): Starting fit.
/home/runner/miniconda3/envs/fermipy/lib/python3.9/site-packages/scipy/interpolate/_fitpack2.py:313: UserWarning:
The maximal number of iterations maxit (set to 20 by the program)
allowed for finding a smoothing spline with fp=s has been reached: s
too small.
There is an approximation returned but the corresponding weighted sum
of squared residuals does not satisfy the condition abs(fp-s)/s < tol.
warnings.warn(message)
2024-12-19 20:56:17 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0
2024-12-19 20:56:17 INFO GTAnalysis.fit(): LogLike: -246533.815 DeltaLogLike: 1.942
2024-12-19 20:56:17 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.19371708328674997, 'value': -1.6106514501616558},
'Prefactor': {'error': 2.845712650412889e-14, 'value': 5.1519547223957854e-14},
'Scale': {'error': nan, 'value': 1000.0}}
2024-12-19 20:56:17 INFO GTAnalysis.free_source(): Fixing parameters for PS J0041.4+3800 : ['Prefactor', 'Index']
2024-12-19 20:56:17 INFO GTAnalysis._find_sources_iterate(): Performing spectral fit for PS J0110.9+4345.
2024-12-19 20:56:17 INFO GTAnalysis.free_source(): Freeing parameters for PS J0110.9+4345 : ['Prefactor', 'Index']
2024-12-19 20:56:17 INFO GTAnalysis.fit(): Starting fit.
2024-12-19 20:56:38 INFO GTAnalysis.fit(): Fit returned successfully. Quality: 3 Status: 0
2024-12-19 20:56:38 INFO GTAnalysis.fit(): LogLike: -246533.163 DeltaLogLike: 0.652
2024-12-19 20:56:38 INFO GTAnalysis._find_sources_iterate(): {'Index': {'error': 0.2500812717872356, 'value': -2.310375927647089},
'Prefactor': {'error': 5.928517295168073e-14, 'value': 1.9176352459675773e-13},
'Scale': {'error': nan, 'value': 1000.0}}
2024-12-19 20:56:38 INFO GTAnalysis.free_source(): Fixing parameters for PS J0110.9+4345 : ['Prefactor', 'Index']
2024-12-19 20:56:38 INFO GTAnalysis.find_sources(): Found 2 sources in iteration 1.
2024-12-19 20:56:38 INFO GTAnalysis.tsmap(): Generating TS map
2024-12-19 20:56:39 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.
2024-12-19 20:58:22 INFO GTAnalysis.tsmap(): Finished TS map
2024-12-19 20:58:28 WARNING GTAnalysis.tsmap(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/sourcefind_02_pointsource_powerlaw_2.00_tsmap.npy
2024-12-19 20:58:28 INFO GTAnalysis.tsmap(): Execution time: 109.39 s
2024-12-19 20:58:28 INFO GTAnalysis.find_sources(): Found 0 sources in iteration 2.
2024-12-19 20:58:28 INFO GTAnalysis.find_sources(): Done.
2024-12-19 20:58:28 INFO GTAnalysis.find_sources(): Execution time: 460.74 s
[36]:
gta.print_model()
2024-12-19 20:58:28 INFO GTAnalysis.print_model():
sourcename offset norm eflux index ts npred free
--------------------------------------------------------------------------------
3FGL J0042.5+4117 0.041 2.846 2.69e-06 2.45 108.38 888.1 *
3FGL J0040.3+4049 0.625 0.218 1.96e-06 1.71 63.88 118.2 *
3FGL J0049.0+4224 1.647 0.369 1.32e-06 1.77 38.31 100.7 *
3FGL J0048.0+3950 1.771 0.635 5.84e-06 1.98 589.89 803.6 *
3FGL J0039.1+4330 2.338 0.305 1.57e-06 2.07 86.61 277.0 *
3FGL J0032.5+3912 2.830 0.679 1.13e-06 2.53 61.25 397.9 *
PS J0041.4+3800 3.268 0.515 1.4e-06 1.61 37.84 58.4
3FGL J0102.3+4217 3.799 0.842 2.12e-06 2.87 204.51 969.0 *
PS J0042.1+3640 4.597 1.113 1.21e-06 1.86 43.35 110.7
3FGL J0041.9+3639 4.601 7.978 6.42e-06 2.41 104.22 1557.8 *
3FGL J0105.3+3928 4.639 0.696 2.82e-06 2.34 287.61 760.9 *
3FGL J0023.5+4454 5.051 2.451 2.61e-06 2.51 258.11 903.1 *
3FGL J0102.1+4458 5.141 0.390 9.22e-07 1.92 25.81 109.9 *
PS J0013.6+4051 5.495 3.085 1.1e-06 2.50 60.72 298.6
PS J0110.9+4345 5.767 1.918 8.08e-07 2.31 30.44 196.3
PS J0028.7+3553 6.035 3.065 1.21e-06 2.37 56.81 293.0
3FGL J0022.7+4651 6.635 1.671 4.36e-07 5.00 11.38 195.3 *
PS J0015.3+3538 7.780 1.169 1.05e-06 1.93 43.65 77.7
isodiff --- 0.726 0.0323 2.12 620.37 26474.5 *
galdiff --- 1.116 0.233 0.02 13134.35 92910.4 *
So 6 sources have been found with TS between about 20-50.
[37]:
tsmap_final = gta.tsmap(prefix='TSmap_final',make_plots=True,write_fits=True,write_npy=True)
2024-12-19 20:58:28 INFO GTAnalysis.tsmap(): Generating TS map
2024-12-19 20:58:29 INFO GTAnalysis._make_tsmap_fast(): Fitting test source.
2024-12-19 21:00:12 INFO GTAnalysis.tsmap(): Finished TS map
2024-12-19 21:00:18 WARNING GTAnalysis.tsmap(): Saving TS maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/TSmap_final_pointsource_powerlaw_2.00_tsmap.npy
2024-12-19 21:00:18 INFO GTAnalysis.tsmap(): Execution time: 110.47 s
[38]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(tsmap_final['sqrt_ts'],roi=gta.roi).plot(levels=[0,3,5,7],vmin=0,vmax=5,subplot=121,cmap='magma')
plt.gca().set_title('Sqrt(TS)')
ROIPlotter(tsmap_final['npred'],roi=gta.roi).plot(vmin=0,vmax=100,subplot=122,cmap='magma')
plt.gca().set_title('NPred')
plt.show()
<Figure size 800x600 with 0 Axes>
[39]:
resid_final = gta.residmap('Residual_final',model={'SpatialModel' : 'PointSource', 'Index' : 2.0},write_fits=True,write_npy=True,make_plots=True)
2024-12-19 21:00:19 INFO GTAnalysis.residmap(): Generating residual maps
2024-12-19 21:00:19 INFO GTAnalysis.add_source(): Adding source residmap_testsource
2024-12-19 21:00:20 INFO GTAnalysis.delete_source(): Deleting source residmap_testsource
2024-12-19 21:00:22 INFO GTAnalysis.residmap(): Finished residual maps
2024-12-19 21:00:27 WARNING GTAnalysis.residmap(): Saving maps in .npy files is disabled b/c of incompatibilities in python3, remove the maps from the /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/Residual_final_pointsource_powerlaw_2.00_residmap.npy
2024-12-19 21:00:27 INFO GTAnalysis.residmap(): Execution time: 7.75 s
[40]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(resid_final['data'],roi=gta.roi).plot(vmin=1000,vmax=3000,subplot=121,cmap='magma')
plt.gca().set_title('Data')
ROIPlotter(resid_final['model'],roi=gta.roi).plot(vmin=1000,vmax=3000,subplot=122,cmap='magma')
plt.gca().set_title('Model')
plt.show()
<Figure size 640x480 with 0 Axes>
[41]:
plt.clf()
fig = plt.figure(figsize=(14,6))
ROIPlotter(resid_final['sigma'],roi=gta.roi).plot(vmin=-5,vmax=5,levels=[-5,-3,3,5],subplot=121,cmap='RdBu_r')
plt.gca().set_title('Significance')
ROIPlotter(resid_final['excess'],roi=gta.roi).plot(vmin=-100,vmax=100,subplot=122,cmap='RdBu_r')
plt.gca().set_title('Excess')
plt.show()
<Figure size 640x480 with 0 Axes>
[42]:
gta.write_roi('rel_extension_TS25',make_plots=True,save_model_map=True)
2024-12-19 21:00:28 INFO GTBinnedAnalysis.write_xml(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/rel_extension_TS25_00.xml...
2024-12-19 21:00:28 INFO GTAnalysis.write_fits(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/rel_extension_TS25.fits...
WARNING: Format %s cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
WARNING: Format %f cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
WARNING: Format %s cannot be mapped to the accepted TDISPn keyword values. Format will not be moved into TDISPn keyword. [astropy.io.fits.column]
2024-12-19 21:00:34 INFO GTBinnedAnalysis.write_model_map(): Generating model map for component 00.
2024-12-19 21:00:36 INFO GTAnalysis.write_roi(): Writing /home/runner/work/fermipy/fermipy/fermipy-extra/notebooks/M31_data/rel_extension_TS25.npy...
[43]:
Image(filename='./M31_data/rel_extension_TS25_counts_spectrum.png')
[43]:
[44]:
Image(filename='./M31_data/rel_extension_TS25_counts_map_2.477_5.699.png')
[44]:
[45]:
Image(filename='./M31_data/rel_extension_TS25_counts_map_xproj_2.477_5.699.png')
[45]:
[46]:
Image(filename='./M31_data/rel_extension_TS25_counts_map_yproj_2.477_5.699.png')
[46]:
[ ]: