FDR Analysis

Data and Tools used

Data is at $HAWCROOT/maps/maps-20150604-aligned (this path will be called $PATH). README file states:
   * These maps are made with 1486 days of HAWC-250 data, r2.01.01, with bins 1 to 9 optimized on the Crab by Paco. Bin 0 is not optimized.
   * The map has been aligned using the Crab location per calibration epoch based on the work by the FearTheKitten team.
   * GHW are tuned to the SNR at the Crab location.
   * The PSF used for smoothing corresponds to the one obtained using expectation.py with the simulation file $HAWCROOT/sim/reco/aerie_svn_25030/aerie_HAWC-250-qe0.56_10kHz/sweets/2.63_3.45e-11_1000000_20_1.0/succeeded/2.63_3.45e-11_1000000_20_1.0_combined_rec.root with an extra smearing of 0.3 degree.

The codes used are at http://private.hawc-observatory.org/svn/hawc/sandbox/tyapici/FDR and can be checked out via svn. There are three main scripts written by Tolga Yapici; other scripts/codes exist in AERIE.
  • getHistogramData.py: Script reads the fits files and gets the histogram for galactic plane (define in ???) and off-galactic plane. User needs to define two arguments.
    • --inputs INPUT_FITS_FILE
    • --output FILENAME
  • processHistogramData.py: Script read the file generated by getHistogramData.pyand calculates sigma values for a set of q values. User needs to define two arguments. The output filename will be automatically generated using the input filename.
    • --input INPUT_HISTO_FILENAME
    • --conservative [0/1]
  • drawHistogram.py:

All Skymap

The maps were generated with the commands below:

plotMollweide.py $PATH/SignifMaps/signif_hawc_111_250.fits.gz --milagro -m 0 [-c G]

All Sky map using HAWC 111+250 dataAll Sky map using HAWC 111+250 data in Galactic Coordinates

Following Hao's definition of Inner Galactic Plane , the map is separated into two regions:
  Longitutde Latitude
Galactic Plane [GP] 15-50 4
Off Galactic Plane [OGP] elsewhere  

Analysis

Finding the cuts

The detailed map of the GP was generated with the command below:

plotMercator.py $PATH/SignifMaps/signif_hawc_111_250.fits.gz --origin 32.5 0 35 8 -c G --milagro --dpar 1 --dmer 5 -m 0
The same function can be used with
--xyrange
option.

The result is shown in the following figure.

Galactic Plane map using HAWC 111+250 data

The significance values were then extracted from the maps and put into a histogram.

histo_HAWC111_250_onplane.pnghisto_HAWC111_250_onplane_conservative.png

On the plots, three of the significance cuts value corresponding to different q-values are plotted. Similar histograms are done for the Off Galactic Plane (shown below).

histo_HAWC111_250_offplane.pnghisto_HAWC111_250_offplane_conservative.png

The significance cuts values for other q-values are tabulated below:

  conservative c(m) non-conservative c(m)
q significance
  OGP GP OGP GP
0.5 4.14 2.10 2.80 0.45
0.1 4.48 2.80 3.80 1.75
0.05 4.65 3.04 3.97 2.10
0.01 4.98 3.51 4.48 2.75
0.001 5.49 4.16 4.98 3.51
0.0001 5.99 4.69 5.49 4.10
1e-05 6.32 5.15 5.82 4.69

Hot-spots with cuts

-- TolgaYapici - 11 Jun 2015
Topic attachments
I Attachment Action Size Date Who Comment
allsky_hawc_250_111.pngpng allsky_hawc_250_111.png manage 426.5 K 20 Jun 2015 - 06:21 TolgaYapici All sky map
allsky_hawc_250_111_galactic_coordinates.pngpng allsky_hawc_250_111_galactic_coordinates.png manage 356.2 K 20 Jun 2015 - 06:21 TolgaYapici All sky map in galactic coordinates
galactic_plane_hawc_250_111.pngpng galactic_plane_hawc_250_111.png manage 304.0 K 20 Jun 2015 - 08:00 TolgaYapici Galactic Plane for HAWC111+250
histo_HAWC111_250_offplane.pngpng histo_HAWC111_250_offplane.png manage 14.8 K 20 Jun 2015 - 15:18 TolgaYapici Histogram of the significance values of Off Galactic Plane
histo_HAWC111_250_offplane_conservative.pngpng histo_HAWC111_250_offplane_conservative.png manage 14.8 K 20 Jun 2015 - 15:20 TolgaYapici Histogram of the significance values of Off Galactic Plane (with conservative c(m))
histo_HAWC111_250_onplane.pngpng histo_HAWC111_250_onplane.png manage 14.5 K 20 Jun 2015 - 15:18 TolgaYapici Histogram of the significance values of Galactic Plane
histo_HAWC111_250_onplane_conservative.pngpng histo_HAWC111_250_onplane_conservative.png manage 14.7 K 20 Jun 2015 - 15:19 TolgaYapici Histogram of the significance values of Galactic Plane (with conservative c(m))
Topic revision: r6 - 22 Jun 2015, TolgaYapici
 

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