REQUIREMENT: Before proceeding, install or update your
stenv distribution. stenv is the replacement for AstroConda, which is unsupported as of February 2023.
Satellite trail detection in ACS/WFC data using acstools.findsat_mrt#
This notebook provides examples of how to find and create masks for satellite trails in ACS/WFC imaging data using acstools.findsat_mrt, which is based on the method described in ACS ISR 2022-08. Many of the tools presented here should be applicable to any imaging data.
Table of Contents:#
Introduction
Imports, Setup, and Data
Example 1: Step-by-step guide to find trails in an FLC image
Example 2: Quick run on an FLC image
Example 3: Find trails in an FLC image using the WFC wrapper
Example 4: Step-by-step guide to find trails in a DRC image
Example 5: Find trails in a DRC image using the WFC wrapper
Example 6: Create a new kernel for detection
About this Notebook#
Author: David V. Stark, ACS Instrument Team, Space Telescope Science Institute
First Published On: 5/13/2023
Updated On: 5/15/2023
Introduction#
Despite being in orbit, HST imaging data still suffers from contamination by artificial satellites that can compromise science data unless they are identified and masked. This notebook presents examples of how to identify satellite trails in ACS/WFC data. The routine is also effective at identifying other linear features duch as diffraction spikes and glint (see Section 4.5 of the ACS DHB for further discussion on these artifacts).
A full description of the algorithm is provided in ACS ISR 2022-08. To briefly summarize, the Median Radon Transform (MRT) is calculated for an input image and used to identify linear signals in the data. The MRT is similar to the standard Radon Transform except that it calculates the median, rather than the sum, of data along all possible paths through an image. This modification makes the algorithm more robust against false signals from localized sources (e.g., stars, galaxies) but still very sensitive to persistent linear features, even well-below the background noise level.
Additional post-processing is done to filter out spurious detections, primarily eliminating them based on trail S/N, width, and persistence across the image. These parameters, especially the maximum allowed trail width, are tuned for ACS/WFC data binned 2x2 and may be different for images from other instruments. Once the final set of trails is identified and characterized, a mask can be created. The routine provides numerous ways of visualizing the results, as will be demonstrated below.
The following examples illustrate how to use acstools.findsat_mrt to identify satellite trails and then create masks for them. Examples 1 and 4 go through the analysis step by step, including how to preprocess data and run individual routines inside findsat_mrt. Examples 2, 3, and 5 demonstrate how to automate many of these steps. Our demonstrations stop at the creation of the masks. We leave it to the user to decide the best way to apply the masks to their own analysis.
Imports, setup, and data#
It is recommended that you use the latest stenv python environment when using this notebook. In particular, you must use acstools v3.6.0 or greater in order to run this notebook. You can check you version with
conda list acstools
and update if necessary with
conda update acstools
Set your working directory and import the needed packages with the following
# Import modules and setup
import matplotlib.pyplot as plt
import numpy as np
from astroquery.mast import Observations
from astropy.io import fits
from astropy.nddata import bitmask, block_reduce, block_replicate
from acstools.findsat_mrt import TrailFinder, WfcWrapper
import os
from acstools.utils_findsat_mrt import create_mrt_line_kernel
import shutil
# Check your own working directory
print('Current working directory is {}'.format(os.getcwd()))
# Define working directory if needed
# os.chdir('Insert your working directory here')
Current working directory is /home/runner/work/hst_notebooks/hst_notebooks/notebooks/ACS/acs_findsat_mrt
# These are optional configurations
%matplotlib inline
plt.rcParams["figure.figsize"] = (8, 6)
plt.rcParams['font.serif'] = "Georgia"
plt.rcParams['font.family'] = "serif"
Download the example data needed and place it in the working directory that you defined above. Examples 1-3 use jc8m32j5q_flc.fits, while examples 4-5 use hst_13498_32_acs_wfc_f606w_jc8m32j5_drc.fits.
# Download data files
obs_table = Observations.query_criteria(proposal_id=13498, obs_id='JC8M32010')
dl_table = Observations.download_products(obs_table['obsid'],
dataURI=['mast:HST/product/hst_13498_32_acs_wfc_f606w_jc8m32j5_drc.fits',
'mast:HST/product/jc8m32j5q_flc.fits'])
for row in dl_table:
oldfname = row['Local Path']
newfname = os.path.basename(oldfname)
os.rename(oldfname, newfname)
shutil.rmtree('mastDownload')
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/hst_13498_32_acs_wfc_f606w_jc8m32j5_drc.fits to ./mastDownload/HST/hst_13498_32_acs_wfc_f606w_jc8m32j5/hst_13498_32_acs_wfc_f606w_jc8m32j5_drc.fits ...
[Done]
Downloading URL https://mast.stsci.edu/api/v0.1/Download/file?uri=mast:HST/product/jc8m32j5q_flc.fits to ./mastDownload/HST/jc8m32j5q/jc8m32j5q_flc.fits ...
[Done]
Example 1: Finding trails in an FLC image#
FLC images are individual exposures processed by the CALACS pipeline. The data contain two chips, but we only analyze one here.
We start by reading in an image and doing some pre-processing to remove bad pixels, subtract a median background, and make the image a bit smaller (to speed up the calculation of the MRT).
# Read in the image files and header information
image_file = 'jc8m32j5q_flc.fits'
ext = 4 # ACS image data are in extensions 1 or 4, we'll just use 4 for now (chip 1)
with fits.open(image_file) as h:
image = h[ext].data # image data
dq = h[ext+2].data # data quality bitmasks
header = h[0].header # primary header
image_header = h[1].header # image header
Below, we make a mask for bad pixels. We’re ignoring cosmic rays here because routines to make them often partially (but not fully) mask trails. By default, any masked pixels are set to NaN.
mask = bitmask.bitfield_to_boolean_mask(dq, ignore_flags=[4096, 8192, 16384])
image[mask] = np.nan
Below we subtract Subtract the background from the image. Here we just do a simple median.
image = image - np.nanmedian(image)
The MRT is computationally demanding and WFC images are big. To help things a bit, let’s rebin the images.
binsize = 2 # adjust this as needed
image_rebin = block_reduce(image, binsize, func=np.nansum)
We now set up TrailFinder. Many of the parameters in the call below are optional (and set to their current values by default) but we show them to illustrate the setup. Of note is that I’m explicitly defining the image header keys to save. These can be useful later when analyzing trail population properties. The keywords being saved here were chosen to ensure we know the original exposure ippsoot and which chip was analyzed. Additional keywords are saved that store information about the orientation of the telescope when the image was taken. In principle, the user can save any header keywords they like. We have also set plot=False in this example, so we can demonstrate how to manually create plots. Setting plot=True will automatically generate plots after specific processes are finished. Be aware that not all possible keyword parameters are defined below. See the documentation for complete information.
# Now we can set up TrailFinder
s = TrailFinder(image=image_rebin,
header=header,
image_header=image_header,
save_image_header_keys=['ROOTNAME', 'CCDCHIP', 'CRPIX1', 'CRPIX2', 'CRVAL1', 'CRVAL2',
'ORIENTAT', 'RA_APER', 'DEC_APER', 'PA_APER'],
processes=8,
plot=False,
threshold=5,
max_width=75,
check_persistence=True,
min_persistence=0.5,
output_root='example1')
Before we actually run anything, let’s plot the image we are analyzing. You should see two satellite trails in this example.
s.plot_image()
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If you’re having trouble seeing the trails, you can adjust the scale keyword (the min and max values to show given as multiples of the image standard deviation)
s.plot_image(scale=[-1, 1])
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Next we run the Median Radon Transform. This step can take some time depending on the image size and number of processes being used. This tutorial assumes you can run 8 processes at the same time, but adjust as needed. If you’re not sure how many processes you can run, you can see how many CPU cores are available and adjust based on that.
os.cpu_count()
4
s.processes = 8 # adjust this if necessary
s.run_mrt()
INFO:utils_findsat_mrt:Calculating median Radon Transform with 4 processes
Now we will plot the MRT. You may be able to spot the signals from the satellite trails as two somewhat wide point-like sources.
s.plot_mrt()
<Axes: title={'center': 'MRT'}, xlabel='angle(theta) pixel', ylabel='offset(rho) pixel'>
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WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
Note that the x axis in in pixels, not degrees or radians. The theta array ranges from 0 to 180 with a spacing of 0.5 degrees, hence 360 pixels.
We next run the source finder on the MRT. You can create your own detection kernels, or use the defaults provided (see Example 6 for how to create detection kernels). Depending on the settings, this can pick up a lot more than the actual trails we’re interested in. There are additional steps we’ll take later to filter these false detections out. The ones we found and their location on the MRT are shown below.
The threshold in this case refers to the signal-to-noise ratio of a feature found in the MRT. The default is 5.
s.threshold = 5 # detection threshold
s.find_mrt_sources() # finds the sources
s.plot_mrt(show_sources=True) # overplots the sources on top of the MRT
INFO:findsat_mrt:Detection threshold: 5
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width15.fits
INFO:findsat_mrt:{no} sources found using kernel: 2
INFO:findsat_mrt:2 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width7.fits
INFO:findsat_mrt:{no} sources found using kernel: 4
INFO:findsat_mrt:4 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width3.fits
INFO:findsat_mrt:{no} sources found using kernel: 8
INFO:findsat_mrt:8 sources found using kernel
INFO:findsat_mrt:Removing duplicate sources
INFO:findsat_mrt:8 final sources found
<Axes: title={'center': 'MRT'}, xlabel='angle(theta) pixel', ylabel='offset(rho) pixel'>
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
We filter the sources further based on a reassessment of their S/N, width, and persistence. The default parameters (namely width) have been chosen for ACS data binned by 2 pixels in each direction. It’s possible different defaults will be better for different imaging data.
# Parameters that affect how the filtering works
s.threshold = 5
s.max_width = 75
s.check_persistence = True
s.min_persistence = 0.5
# now filter
s.filter_sources()
# note: some extra columns have been added to the source list
s.source_list
INFO:findsat_mrt:Filtering sources...
Min SNR : 5
Max Width: 75
Min Length: 25
Check persistence: True
INFO:findsat_mrt:Min persistence: 0.5
INFO:utils_findsat_mrt:amplitude of feature: 24.781228782083772
baseline noise: 1.1392404204749706
snr of feature = 20.752413570220774
INFO:utils_findsat_mrt:width of feature = 27.93697135868217
INFO:utils_findsat_mrt:breaking into 21.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.777939266096766
baseline noise: 5.266821168373301
snr of feature = 4.08426969704144
INFO:utils_findsat_mrt:width of feature = 26.912252404115833
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.08426969704144, 26.912252404115833, 255.94771205201673
INFO:utils_findsat_mrt:Checking persistence, step 2 of 21
INFO:utils_findsat_mrt:amplitude of feature: 36.86109099480041
baseline noise: 4.031873465370958
snr of feature = 8.142422576351603
INFO:utils_findsat_mrt:width of feature = 26.299791363903836
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 8.142422576351603, 26.299791363903836, 255.3153709824764
INFO:utils_findsat_mrt:Checking persistence, step 3 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.884373215737874
baseline noise: 4.432935911817287
snr of feature = 5.7414403930524545
INFO:utils_findsat_mrt:width of feature = 24.522434144873472
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.7414403930524545, 24.522434144873472, 253.71933453180375
INFO:utils_findsat_mrt:Checking persistence, step 4 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.338171095058804
baseline noise: 5.139947037197364
snr of feature = 5.875201405640844
INFO:utils_findsat_mrt:width of feature = 24.328122083921244
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.875201405640844, 24.328122083921244, 252.1528345263356
INFO:utils_findsat_mrt:Checking persistence, step 5 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.827924719714396
baseline noise: 4.373673374850432
snr of feature = 7.191723900950792
INFO:utils_findsat_mrt:width of feature = 31.80533203666792
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.191723900950792, 31.80533203666792, 250.32894672821345
INFO:utils_findsat_mrt:Checking persistence, step 6 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.98748795205496
baseline noise: 4.047251630718669
snr of feature = 6.162264814977087
INFO:utils_findsat_mrt:width of feature = 22.328341449863046
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.162264814977087, 22.328341449863046, 250.78695422770954
INFO:utils_findsat_mrt:Checking persistence, step 7 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.176049037358098
baseline noise: 5.473593475770235
snr of feature = 3.7822420779385055
INFO:utils_findsat_mrt:width of feature = 18.610593335348995
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.7822420779385055, 18.610593335348995, 250.01554635050337
INFO:utils_findsat_mrt:Checking persistence, step 8 of 21
INFO:utils_findsat_mrt:amplitude of feature: 38.773673376342536
baseline noise: 4.532406342910618
snr of feature = 7.554765491622466
INFO:utils_findsat_mrt:width of feature = 24.568512312437377
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.554765491622466, 24.568512312437377, 249.70351180160577
INFO:utils_findsat_mrt:Checking persistence, step 9 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.60885136170824
baseline noise: 8.783011700036266
snr of feature = 2.3711501672696147
INFO:utils_findsat_mrt:width of feature = 20.19012908962668
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.3711501672696147, 20.19012908962668, 249.57377404180238
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 21
INFO:utils_findsat_mrt:amplitude of feature: 41.80623636545298
baseline noise: 4.939912133819193
snr of feature = 7.462951411472038
INFO:utils_findsat_mrt:width of feature = 42.53203134793276
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.462951411472038, 42.53203134793276, 249.78357415447687
INFO:utils_findsat_mrt:Checking persistence, step 11 of 21
INFO:utils_findsat_mrt:amplitude of feature: 27.730559231566154
baseline noise: 5.385939821448101
snr of feature = 4.148694592007217
INFO:utils_findsat_mrt:width of feature = 29.08177986641519
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.148694592007217, 29.08177986641519, 250.48055834836185
INFO:utils_findsat_mrt:Checking persistence, step 12 of 21
INFO:utils_findsat_mrt:amplitude of feature: 32.561900539500186
baseline noise: 4.5295217241865995
snr of feature = 6.188816506967426
INFO:utils_findsat_mrt:width of feature = 28.09886146195248
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.188816506967426, 28.09886146195248, 249.0269336127743
INFO:utils_findsat_mrt:Checking persistence, step 13 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.97240172562028
baseline noise: 3.8596124486331966
snr of feature = 5.988370486568414
INFO:utils_findsat_mrt:width of feature = 23.44420709235706
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.988370486568414, 23.44420709235706, 250.06034393794346
INFO:utils_findsat_mrt:Checking persistence, step 14 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.68602494941817
baseline noise: 5.694566385833712
snr of feature = 4.037437972587337
INFO:utils_findsat_mrt:width of feature = 21.804636480148332
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.037437972587337, 21.804636480148332, 251.089147339524
INFO:utils_findsat_mrt:Checking persistence, step 15 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.83959172421478
baseline noise: 4.547749129001824
snr of feature = 6.880731919810436
INFO:utils_findsat_mrt:width of feature = 27.597328312013047
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.880731919810436, 27.597328312013047, 251.16204416559495
INFO:utils_findsat_mrt:Checking persistence, step 16 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.653511720250755
baseline noise: 4.689231761741343
snr of feature = 5.323746239669532
INFO:utils_findsat_mrt:width of feature = 34.20544765839057
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.323746239669532, 34.20544765839057, 251.01088333237297
INFO:utils_findsat_mrt:Checking persistence, step 17 of 21
INFO:utils_findsat_mrt:amplitude of feature: 27.925070312484305
baseline noise: 6.539005857808222
snr of feature = 3.2705375893093898
INFO:utils_findsat_mrt:width of feature = 20.67192262702821
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.2705375893093898, 20.67192262702821, 252.99250047723368
INFO:utils_findsat_mrt:Checking persistence, step 18 of 21
INFO:utils_findsat_mrt:amplitude of feature: 33.60054527635417
baseline noise: 4.936877710060228
snr of feature = 5.8060315141863725
INFO:utils_findsat_mrt:width of feature = 25.624363360386155
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.8060315141863725, 25.624363360386155, 254.44205498923287
INFO:utils_findsat_mrt:Checking persistence, step 19 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.422250393722546
baseline noise: 3.9568555503182568
snr of feature = 6.183039671851679
INFO:utils_findsat_mrt:width of feature = 24.644950933499302
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.183039671851679, 24.644950933499302, 255.1339854488413
INFO:utils_findsat_mrt:Checking persistence, step 20 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.481791025926363
baseline noise: 6.130826230606326
snr of feature = 3.6456692710909824
INFO:utils_findsat_mrt:width of feature = 27.528715120165543
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.6456692710909824, 27.528715120165543, 256.08658854547815
INFO:utils_findsat_mrt:Checking persistence, step 21 of 21
INFO:utils_findsat_mrt:amplitude of feature: 31.705863786725068
baseline noise: 5.038364135503358
snr of feature = 5.29288851182994
INFO:utils_findsat_mrt:width of feature = 29.3261044453607
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.29288851182994, 29.3261044453607, 257.26469437207624
INFO:utils_findsat_mrt:Number of sections analyzed: 21
Number of sections that passed: 20
persistance score: 0.9523809523809523
INFO:utils_findsat_mrt:amplitude of feature: 140.6325310562624
baseline noise: 1.6349383069861778
snr of feature = 85.0170261197821
INFO:utils_findsat_mrt:width of feature = 5.852792378744823
INFO:utils_findsat_mrt:breaking into 10.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 10
INFO:utils_findsat_mrt:amplitude of feature: 433.35799221899043
baseline noise: 5.146599100327714
snr of feature = 83.20278785487605
INFO:utils_findsat_mrt:width of feature = 3.9196903857742313
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 83.20278785487605, 3.9196903857742313, 252.12346347777913
INFO:utils_findsat_mrt:Checking persistence, step 2 of 10
INFO:utils_findsat_mrt:amplitude of feature: 382.87756197996185
baseline noise: 6.7085814104331645
snr of feature = 56.07280549424531
INFO:utils_findsat_mrt:width of feature = 3.963505073451529
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 56.07280549424531, 3.963505073451529, 251.94556991306192
INFO:utils_findsat_mrt:Checking persistence, step 3 of 10
INFO:utils_findsat_mrt:amplitude of feature: 294.4385404166353
baseline noise: 5.670862529053957
snr of feature = 50.92129749365571
INFO:utils_findsat_mrt:width of feature = 3.9409384384177315
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 50.92129749365571, 3.9409384384177315, 251.76604610986263
INFO:utils_findsat_mrt:Checking persistence, step 4 of 10
INFO:utils_findsat_mrt:amplitude of feature: 209.99469753845483
baseline noise: 4.176245406945087
snr of feature = 49.28313163523247
INFO:utils_findsat_mrt:width of feature = 4.040644251356582
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 49.28313163523247, 4.040644251356582, 251.53667204446884
INFO:utils_findsat_mrt:Checking persistence, step 5 of 10
INFO:utils_findsat_mrt:amplitude of feature: 231.35124981013368
baseline noise: 4.221398902077043
snr of feature = 53.80440374784353
INFO:utils_findsat_mrt:width of feature = 4.0823911470658345
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 53.80440374784353, 4.0823911470658345, 251.24883549025523
INFO:utils_findsat_mrt:Checking persistence, step 6 of 10
INFO:utils_findsat_mrt:amplitude of feature: 209.89648284455865
baseline noise: 4.617413792211489
snr of feature = 44.45758562912545
INFO:utils_findsat_mrt:width of feature = 4.000327266785064
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 44.45758562912545, 4.000327266785064, 250.96659870829532
INFO:utils_findsat_mrt:Checking persistence, step 7 of 10
INFO:utils_findsat_mrt:amplitude of feature: 155.9266668195209
baseline noise: 5.862285931168757
snr of feature = 25.598270478498133
INFO:utils_findsat_mrt:width of feature = 4.121455894765404
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 25.598270478498133, 4.121455894765404, 250.65087811069012
INFO:utils_findsat_mrt:Checking persistence, step 8 of 10
INFO:utils_findsat_mrt:amplitude of feature: 157.05851550614148
baseline noise: 4.338156976834571
snr of feature = 35.20397241151531
INFO:utils_findsat_mrt:width of feature = 3.9598865146421076
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 35.20397241151531, 3.9598865146421076, 250.3121777727571
INFO:utils_findsat_mrt:Checking persistence, step 9 of 10
INFO:utils_findsat_mrt:amplitude of feature: 170.627447731048
baseline noise: 5.29262014663969
snr of feature = 31.238748106527197
INFO:utils_findsat_mrt:width of feature = 4.038551384055381
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 31.238748106527197, 4.038551384055381, 249.89181733506314
INFO:utils_findsat_mrt:Checking persistence, step 10 of 10
INFO:utils_findsat_mrt:amplitude of feature: 158.2991830792352
baseline noise: 7.87008105556901
snr of feature = 19.11404736006116
INFO:utils_findsat_mrt:width of feature = 3.7413829072455655
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 19.11404736006116, 3.7413829072455655, 249.45429170495117
INFO:utils_findsat_mrt:Number of sections analyzed: 10
Number of sections that passed: 10
persistance score: 1.0
INFO:utils_findsat_mrt:amplitude of feature: 9.516165693052654
baseline noise: 1.6769988058063947
snr of feature = 4.674521448735767
INFO:utils_findsat_mrt:width of feature = 77.80569657005722
INFO:utils_findsat_mrt:amplitude of feature: 8.662488481692705
baseline noise: 1.310166879396368
snr of feature = 5.6117443647207494
INFO:utils_findsat_mrt:width of feature = 153.5992941626944
INFO:utils_findsat_mrt:amplitude of feature: 23.16941167211695
baseline noise: 2.171206884893149
snr of feature = 9.671213247031123
INFO:utils_findsat_mrt:width of feature = 183.82199492799182
INFO:utils_findsat_mrt:amplitude of feature: 15.82572897769589
baseline noise: 1.6913642253460386
snr of feature = 8.356783560003512
INFO:utils_findsat_mrt:width of feature = 79.72093191943699
INFO:utils_findsat_mrt:amplitude of feature: 6.643006846505017
baseline noise: 1.6379596760811124
snr of feature = 3.0556595766744947
INFO:utils_findsat_mrt:width of feature = 127.90245994123578
INFO:utils_findsat_mrt:amplitude of feature: 7.968046280696431
baseline noise: 1.7889030634523286
snr of feature = 3.4541520686533085
INFO:utils_findsat_mrt:width of feature = 108.52591914378449
QTable length=8
| id | xcentroid | ycentroid | fwhm | roundness | pa | max_value | flux | mag | theta | rho | endpoints | status | mean flux | width | snr | persistence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| int64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64[2,2] | int64 | float64 | float64 | float64 | float64 |
| 1 | 149.8247532736418 | 1477.0972167480172 | 9.935122038418509 | 0.826619266138956 | 90.35505956623508 | 25.254612879196376 | 1159.7528487529871 | -7.66091361992285 | 74.9123766368209 | 29.097216748017217 | 0.0 .. 757.2882831156057 | 2 | 21.531376523022075 | 27.93697135868217 | 20.752413570220774 | 0.9523809523809523 |
| 2 | 282.7960369376785 | 2076.5348544183016 | 8.777786683386989 | 0.8672971312921459 | 75.60145811766408 | 144.34377003421278 | 982.8082975497164 | -7.481172036097345 | 141.39801846883924 | 628.5348544183016 | -0.0 .. 0.0 | 2 | 118.52839040507413 | 5.852792378744823 | 85.0170261197821 | 1.0 |
| 3 | 1.892655399843995 | 1171.1696171142196 | 11.981401669295545 | 0.9235910356086423 | 89.45943304856863 | 9.820157705010548 | 761.3424104462965 | -7.203950056913953 | 0.9463276999219975 | -276.8303828857804 | 738.1828782029315 .. 1023.0 | 0 | 5.473254481644696 | 77.80569657005722 | 4.674521448735767 | 0.0 |
| 6 | 1.8901946935406222 | 2413.2006423494504 | 12.472852744949153 | 0.926212462114226 | 90.34626152784315 | 9.605675229779923 | 746.0660052396049 | -7.18194312914835 | 0.9450973467703111 | 965.2006423494504 | 1980.3939777958417 .. 1023.0 | 0 | 6.107889750522859 | 153.5992941626944 | 5.6117443647207494 | 0.0 |
| 7 | 325.42673789644846 | 531.0265361407209 | 12.186640100692228 | 0.7829460856526654 | 94.31644917948387 | 14.083186109742902 | 1704.7998296017824 | -8.079183483243822 | 162.71336894822423 | -916.9734638592791 | 1824.6688377439425 .. 308.5897474245194 | 0 | 13.31163432653915 | 183.82199492799182 | 9.671213247031123 | 0.0 |
| 8 | 207.55564520164214 | 846.650815609237 | 12.707147517039697 | 0.8344018657620808 | 96.71915836438568 | 10.897239188522068 | 1160.496395438055 | -7.661609489632161 | 103.77782260082107 | -601.349184390763 | 1462.5657101937381 .. 879.6890112746098 | 0 | 11.687144151463924 | 79.72093191943699 | 8.356783560003512 | 0.0 |
| 11 | 357.19878476679287 | 1723.1271914366312 | 12.129514465043384 | 0.928155247952941 | 88.68837291355638 | 9.057003931750438 | 595.1452087315329 | -6.936557354055951 | 178.59939238339643 | 275.12719143663116 | 735.7843660261482 .. 0.0 | 0 | 3.530300954410613 | 127.90245994123578 | 3.0556595766744947 | 0.0 |
| 13 | 1.9268017945417673 | 2382.6666176237272 | 11.399367003258977 | 0.915896127265163 | 87.23280797640686 | 8.482156628183162 | 526.2433910144218 | -6.802966636650922 | 0.9634008972708836 | 934.6666176237272 | 1949.6973249766775 .. 1023.0 | 0 | 5.4881501126445835 | 108.52591914378449 | 3.4541520686533085 | 0.0 |
Several columns have been added to the source list that characterize the observed streak. Also, the status array has values of 0, 1, and 2 now (it just had 0 before). Those with status=2 are sources that passed all filtering stages (checks for SNR and width, then persistence). Those with status=1 are sources that passed the first filtering stage (checks for SNR and width), but not the second (persistence check). And status=0 are sources that did not pass the filtering steps.
The plot_mrt command will overplot the different statuses
s.plot_mrt(show_sources=True)
<Axes: title={'center': 'MRT'}, xlabel='angle(theta) pixel', ylabel='offset(rho) pixel'>
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
Now we can make the mask itself. By default it only uses sources in the MRT with status=2. We make two types of masks, one a simple boolean mask, and one a segementation mask where pixels corresponding to each streak are assigned the ID number. We create these below.
# make the mask
s.mask_include_status = [2]
s.make_mask()
# plot the mask and segmentation map
s.plot_mask()
s.plot_segment()
<Axes: title={'center': 'Segmentation Mask'}>
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
We can also overlay the mask on top of the image to make sure it makes sense.
s.plot_image(overlay_mask=True)
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
We can save the results now. You have the optional of saving the catalog, mask, MRT, and a diagnostic image that shows the results. In this example we’ll just save everything.
# define what to save
s.save_mask = True
s.save_mrt = True
s.save_catalog = True
s.save_diagnostic = True
s.save_output()
INFO:findsat_mrt:Wrote MRT to ./example1_mrt.fits
INFO:findsat_mrt:Wrote mask to ./example1_mask.fits
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
INFO:findsat_mrt:Wrote diagnostic plot to ./example1_diagnostic.png
INFO:findsat_mrt:wrote catalog ./example1_catalog.fits
Keep in mind that the mask we have created is applicable to the rebinned image. To convert it into a mask that can be applied to the original unbinned image, we need to resample it using the block_replicate function. The rescaled mask is plotted below. Note the difference in image size, but the mask pattern remains the same.
full_mask = block_replicate(s.mask, binsize, conserve_sum=False)
fig, ax = plt.subplots()
ax.imshow(full_mask, origin='lower')
<matplotlib.image.AxesImage at 0x7f23f7a017d0>
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
#
Example 2: Quick run of TrailFinder on an flc image#
Example 1 thoroughly demonstrated the steps to read in an FLC file, pre-process it, and identify trails. This example demonstrates how one can run many of the steps simultaneously once a file is read in an all parameters set.
First, we read in and preprocess the data file exactly as before.
# Read in the image files and header information
image_file = 'jc8m32j5q_flc.fits'
ext = 4 # ACS image data are in extensions 1 or 4, we'll just use 1 for now
with fits.open(image_file) as h:
image = h[ext].data # image data
dq = h[ext+2].data # data quality bitmasks
header = h[0].header # primary header
image_header = h[1].header # image header
# make a mask for bad pixels.
mask = bitmask.bitfield_to_boolean_mask(dq, ignore_flags=[4096, 8192, 16384])
image[mask] = np.nan
# Subtract the background from the image.
image = image - np.nanmedian(image)
# Rebin the image to speed up calculation
image_rebin = block_reduce(image, 2, func=np.nansum)
print(image)
[[ 5.3688492e+01 7.7842072e+01 8.2069962e+01 ... -3.5500183e+00
6.0038452e+00 2.1702469e+01]
[ 1.1057211e+02 1.1134854e+02 8.5704437e+01 ... 1.4351349e+01
-6.9071655e+00 2.6282501e+00]
[ 1.2605432e+02 8.3174591e+01 1.2411203e+02 ... 5.4317114e+02
1.4528281e+03 1.2523743e+01]
...
[-7.8663788e+00 1.1875504e+01 -1.3893051e+01 ... 3.0214722e+01
9.3101196e+00 -1.3999176e+01]
[-8.7981873e+00 -1.8275146e+00 2.6314880e+01 ... 1.9167786e+01
-9.4055176e-02 -6.7887421e+00]
[ nan nan nan ... nan
nan nan]]
And initialize trail finder as before
s2 = TrailFinder(image=image_rebin,
header=header,
image_header=image_header,
save_image_header_keys=['ROOTNAME', 'CCDCHIP', 'CRPIX1', 'CRPIX2', 'CRVAL1', 'CRVAL2',
'ORIENTAT', 'RA_APER', 'DEC_APER', 'PA_APER'],
processes=8,
plot=False,
threshold=5,
max_width=75,
check_persistence=True,
min_persistence=0.5,
output_root='example2')
If you’re feeling ok about the setup, run all the subsequent steps together with the run_all command (this calculates the MRT, finds MRT sources, filters the sources, and saves the output)
s2.run_all()
INFO:utils_findsat_mrt:Calculating median Radon Transform with 4 processes
INFO:findsat_mrt:Detection threshold: 5
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width15.fits
INFO:findsat_mrt:{no} sources found using kernel: 2
INFO:findsat_mrt:2 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width7.fits
INFO:findsat_mrt:{no} sources found using kernel: 4
INFO:findsat_mrt:4 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width3.fits
INFO:findsat_mrt:{no} sources found using kernel: 8
INFO:findsat_mrt:8 sources found using kernel
INFO:findsat_mrt:Removing duplicate sources
INFO:findsat_mrt:8 final sources found
INFO:findsat_mrt:Filtering sources...
Min SNR : 5
Max Width: 75
Min Length: 25
Check persistence: True
INFO:findsat_mrt:Min persistence: 0.5
INFO:utils_findsat_mrt:amplitude of feature: 24.781228782083772
baseline noise: 1.1392404204749706
snr of feature = 20.752413570220774
INFO:utils_findsat_mrt:width of feature = 27.93697135868217
INFO:utils_findsat_mrt:breaking into 21.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.777939266096766
baseline noise: 5.266821168373301
snr of feature = 4.08426969704144
INFO:utils_findsat_mrt:width of feature = 26.912252404115833
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.08426969704144, 26.912252404115833, 255.94771205201673
INFO:utils_findsat_mrt:Checking persistence, step 2 of 21
INFO:utils_findsat_mrt:amplitude of feature: 36.86109099480041
baseline noise: 4.031873465370958
snr of feature = 8.142422576351603
INFO:utils_findsat_mrt:width of feature = 26.299791363903836
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 8.142422576351603, 26.299791363903836, 255.3153709824764
INFO:utils_findsat_mrt:Checking persistence, step 3 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.884373215737874
baseline noise: 4.432935911817287
snr of feature = 5.7414403930524545
INFO:utils_findsat_mrt:width of feature = 24.522434144873472
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.7414403930524545, 24.522434144873472, 253.71933453180375
INFO:utils_findsat_mrt:Checking persistence, step 4 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.338171095058804
baseline noise: 5.139947037197364
snr of feature = 5.875201405640844
INFO:utils_findsat_mrt:width of feature = 24.328122083921244
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.875201405640844, 24.328122083921244, 252.1528345263356
INFO:utils_findsat_mrt:Checking persistence, step 5 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.827924719714396
baseline noise: 4.373673374850432
snr of feature = 7.191723900950792
INFO:utils_findsat_mrt:width of feature = 31.80533203666792
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.191723900950792, 31.80533203666792, 250.32894672821345
INFO:utils_findsat_mrt:Checking persistence, step 6 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.98748795205496
baseline noise: 4.047251630718669
snr of feature = 6.162264814977087
INFO:utils_findsat_mrt:width of feature = 22.328341449863046
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.162264814977087, 22.328341449863046, 250.78695422770954
INFO:utils_findsat_mrt:Checking persistence, step 7 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.176049037358098
baseline noise: 5.473593475770235
snr of feature = 3.7822420779385055
INFO:utils_findsat_mrt:width of feature = 18.610593335348995
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.7822420779385055, 18.610593335348995, 250.01554635050337
INFO:utils_findsat_mrt:Checking persistence, step 8 of 21
INFO:utils_findsat_mrt:amplitude of feature: 38.773673376342536
baseline noise: 4.532406342910618
snr of feature = 7.554765491622466
INFO:utils_findsat_mrt:width of feature = 24.568512312437377
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.554765491622466, 24.568512312437377, 249.70351180160577
INFO:utils_findsat_mrt:Checking persistence, step 9 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.60885136170824
baseline noise: 8.783011700036266
snr of feature = 2.3711501672696147
INFO:utils_findsat_mrt:width of feature = 20.19012908962668
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.3711501672696147, 20.19012908962668, 249.57377404180238
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 21
INFO:utils_findsat_mrt:amplitude of feature: 41.80623636545298
baseline noise: 4.939912133819193
snr of feature = 7.462951411472038
INFO:utils_findsat_mrt:width of feature = 42.53203134793276
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.462951411472038, 42.53203134793276, 249.78357415447687
INFO:utils_findsat_mrt:Checking persistence, step 11 of 21
INFO:utils_findsat_mrt:amplitude of feature: 27.730559231566154
baseline noise: 5.385939821448101
snr of feature = 4.148694592007217
INFO:utils_findsat_mrt:width of feature = 29.08177986641519
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.148694592007217, 29.08177986641519, 250.48055834836185
INFO:utils_findsat_mrt:Checking persistence, step 12 of 21
INFO:utils_findsat_mrt:amplitude of feature: 32.561900539500186
baseline noise: 4.5295217241865995
snr of feature = 6.188816506967426
INFO:utils_findsat_mrt:width of feature = 28.09886146195248
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.188816506967426, 28.09886146195248, 249.0269336127743
INFO:utils_findsat_mrt:Checking persistence, step 13 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.97240172562028
baseline noise: 3.8596124486331966
snr of feature = 5.988370486568414
INFO:utils_findsat_mrt:width of feature = 23.44420709235706
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.988370486568414, 23.44420709235706, 250.06034393794346
INFO:utils_findsat_mrt:Checking persistence, step 14 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.68602494941817
baseline noise: 5.694566385833712
snr of feature = 4.037437972587337
INFO:utils_findsat_mrt:width of feature = 21.804636480148332
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.037437972587337, 21.804636480148332, 251.089147339524
INFO:utils_findsat_mrt:Checking persistence, step 15 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.83959172421478
baseline noise: 4.547749129001824
snr of feature = 6.880731919810436
INFO:utils_findsat_mrt:width of feature = 27.597328312013047
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.880731919810436, 27.597328312013047, 251.16204416559495
INFO:utils_findsat_mrt:Checking persistence, step 16 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.653511720250755
baseline noise: 4.689231761741343
snr of feature = 5.323746239669532
INFO:utils_findsat_mrt:width of feature = 34.20544765839057
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.323746239669532, 34.20544765839057, 251.01088333237297
INFO:utils_findsat_mrt:Checking persistence, step 17 of 21
INFO:utils_findsat_mrt:amplitude of feature: 27.925070312484305
baseline noise: 6.539005857808222
snr of feature = 3.2705375893093898
INFO:utils_findsat_mrt:width of feature = 20.67192262702821
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.2705375893093898, 20.67192262702821, 252.99250047723368
INFO:utils_findsat_mrt:Checking persistence, step 18 of 21
INFO:utils_findsat_mrt:amplitude of feature: 33.60054527635417
baseline noise: 4.936877710060228
snr of feature = 5.8060315141863725
INFO:utils_findsat_mrt:width of feature = 25.624363360386155
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.8060315141863725, 25.624363360386155, 254.44205498923287
INFO:utils_findsat_mrt:Checking persistence, step 19 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.422250393722546
baseline noise: 3.9568555503182568
snr of feature = 6.183039671851679
INFO:utils_findsat_mrt:width of feature = 24.644950933499302
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.183039671851679, 24.644950933499302, 255.1339854488413
INFO:utils_findsat_mrt:Checking persistence, step 20 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.481791025926363
baseline noise: 6.130826230606326
snr of feature = 3.6456692710909824
INFO:utils_findsat_mrt:width of feature = 27.528715120165543
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.6456692710909824, 27.528715120165543, 256.08658854547815
INFO:utils_findsat_mrt:Checking persistence, step 21 of 21
INFO:utils_findsat_mrt:amplitude of feature: 31.705863786725068
baseline noise: 5.038364135503358
snr of feature = 5.29288851182994
INFO:utils_findsat_mrt:width of feature = 29.3261044453607
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.29288851182994, 29.3261044453607, 257.26469437207624
INFO:utils_findsat_mrt:Number of sections analyzed: 21
Number of sections that passed: 20
persistance score: 0.9523809523809523
INFO:utils_findsat_mrt:amplitude of feature: 140.6325310562624
baseline noise: 1.6349383069861778
snr of feature = 85.0170261197821
INFO:utils_findsat_mrt:width of feature = 5.852792378744823
INFO:utils_findsat_mrt:breaking into 10.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 10
INFO:utils_findsat_mrt:amplitude of feature: 433.35799221899043
baseline noise: 5.146599100327714
snr of feature = 83.20278785487605
INFO:utils_findsat_mrt:width of feature = 3.9196903857742313
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 83.20278785487605, 3.9196903857742313, 252.12346347777913
INFO:utils_findsat_mrt:Checking persistence, step 2 of 10
INFO:utils_findsat_mrt:amplitude of feature: 382.87756197996185
baseline noise: 6.7085814104331645
snr of feature = 56.07280549424531
INFO:utils_findsat_mrt:width of feature = 3.963505073451529
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 56.07280549424531, 3.963505073451529, 251.94556991306192
INFO:utils_findsat_mrt:Checking persistence, step 3 of 10
INFO:utils_findsat_mrt:amplitude of feature: 294.4385404166353
baseline noise: 5.670862529053957
snr of feature = 50.92129749365571
INFO:utils_findsat_mrt:width of feature = 3.9409384384177315
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 50.92129749365571, 3.9409384384177315, 251.76604610986263
INFO:utils_findsat_mrt:Checking persistence, step 4 of 10
INFO:utils_findsat_mrt:amplitude of feature: 209.99469753845483
baseline noise: 4.176245406945087
snr of feature = 49.28313163523247
INFO:utils_findsat_mrt:width of feature = 4.040644251356582
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 49.28313163523247, 4.040644251356582, 251.53667204446884
INFO:utils_findsat_mrt:Checking persistence, step 5 of 10
INFO:utils_findsat_mrt:amplitude of feature: 231.35124981013368
baseline noise: 4.221398902077043
snr of feature = 53.80440374784353
INFO:utils_findsat_mrt:width of feature = 4.0823911470658345
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 53.80440374784353, 4.0823911470658345, 251.24883549025523
INFO:utils_findsat_mrt:Checking persistence, step 6 of 10
INFO:utils_findsat_mrt:amplitude of feature: 209.89648284455865
baseline noise: 4.617413792211489
snr of feature = 44.45758562912545
INFO:utils_findsat_mrt:width of feature = 4.000327266785064
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 44.45758562912545, 4.000327266785064, 250.96659870829532
INFO:utils_findsat_mrt:Checking persistence, step 7 of 10
INFO:utils_findsat_mrt:amplitude of feature: 155.9266668195209
baseline noise: 5.862285931168757
snr of feature = 25.598270478498133
INFO:utils_findsat_mrt:width of feature = 4.121455894765404
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 25.598270478498133, 4.121455894765404, 250.65087811069012
INFO:utils_findsat_mrt:Checking persistence, step 8 of 10
INFO:utils_findsat_mrt:amplitude of feature: 157.05851550614148
baseline noise: 4.338156976834571
snr of feature = 35.20397241151531
INFO:utils_findsat_mrt:width of feature = 3.9598865146421076
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 35.20397241151531, 3.9598865146421076, 250.3121777727571
INFO:utils_findsat_mrt:Checking persistence, step 9 of 10
INFO:utils_findsat_mrt:amplitude of feature: 170.627447731048
baseline noise: 5.29262014663969
snr of feature = 31.238748106527197
INFO:utils_findsat_mrt:width of feature = 4.038551384055381
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 31.238748106527197, 4.038551384055381, 249.89181733506314
INFO:utils_findsat_mrt:Checking persistence, step 10 of 10
INFO:utils_findsat_mrt:amplitude of feature: 158.2991830792352
baseline noise: 7.87008105556901
snr of feature = 19.11404736006116
INFO:utils_findsat_mrt:width of feature = 3.7413829072455655
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 19.11404736006116, 3.7413829072455655, 249.45429170495117
INFO:utils_findsat_mrt:Number of sections analyzed: 10
Number of sections that passed: 10
persistance score: 1.0
INFO:utils_findsat_mrt:amplitude of feature: 9.516165693052654
baseline noise: 1.6769988058063947
snr of feature = 4.674521448735767
INFO:utils_findsat_mrt:width of feature = 77.80569657005722
INFO:utils_findsat_mrt:amplitude of feature: 8.662488481692705
baseline noise: 1.310166879396368
snr of feature = 5.6117443647207494
INFO:utils_findsat_mrt:width of feature = 153.5992941626944
INFO:utils_findsat_mrt:amplitude of feature: 23.16941167211695
baseline noise: 2.171206884893149
snr of feature = 9.671213247031123
INFO:utils_findsat_mrt:width of feature = 183.82199492799182
INFO:utils_findsat_mrt:amplitude of feature: 15.82572897769589
baseline noise: 1.6913642253460386
snr of feature = 8.356783560003512
INFO:utils_findsat_mrt:width of feature = 79.72093191943699
INFO:utils_findsat_mrt:amplitude of feature: 6.643006846505017
baseline noise: 1.6379596760811124
snr of feature = 3.0556595766744947
INFO:utils_findsat_mrt:width of feature = 127.90245994123578
INFO:utils_findsat_mrt:amplitude of feature: 7.968046280696431
baseline noise: 1.7889030634523286
snr of feature = 3.4541520686533085
INFO:utils_findsat_mrt:width of feature = 108.52591914378449
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
INFO:findsat_mrt:Wrote diagnostic plot to ./example2_diagnostic.png
INFO:findsat_mrt:wrote catalog ./example2_catalog.fits
If we plot the mask, it should look identical to the one in the previous example.
s2.plot_mask()
<Axes: title={'center': 'Mask'}>
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
#
Example 3: find trails in an FLC image using the WFC wrapper#
The approaches shown in examples 1 and 2 can be useful for imaging data from any telescope, not just ACS/WFC data. However, for ACS/WFC data, we provide a convenience wrapper that performs even more of the steps all together, including reading the image and pre-processing it.
The WfcWrapper class has the same properties as the TrailFinder class, but with a few additional keywords. It also contains the additional routines that read the image, rebin, mask, and subtract the background. By default, these will be run automatically when WfcWrapper is initialized, although this can be turned off. In most cases, you probably will only need to adjust the binsize keyword. The specific value of binsize is up to the user. Larger values speed up the MRT calculation, but keep in mind that the parameters to filter out spurious trails (e.g., max_width) are tuned to WFC data binned 2x2. A user may want to start with a larger value for binsize and reduce it once they get a sense for the computation time.
w = WfcWrapper('jc8m32j5q_flc.fits', binsize=2, extension=4, processes=8, output_root='example3')
INFO:findsat_mrt:image type is flc
INFO:findsat_mrt:masking bad pixels
INFO:findsat_mrt:Subtracting median background
INFO:findsat_mrt:Rebinning the data by 2
We can plot the image to see that it looks like the one from the last example after preprocessing.
w.plot_image()
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
From here, everything is the same as the last example:
w.run_mrt()
w.find_mrt_sources()
w.filter_sources()
INFO:utils_findsat_mrt:Calculating median Radon Transform with 4 processes
INFO:findsat_mrt:Detection threshold: 5
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width15.fits
INFO:findsat_mrt:{no} sources found using kernel: 2
INFO:findsat_mrt:2 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width7.fits
INFO:findsat_mrt:{no} sources found using kernel: 4
INFO:findsat_mrt:4 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width3.fits
INFO:findsat_mrt:{no} sources found using kernel: 8
INFO:findsat_mrt:8 sources found using kernel
INFO:findsat_mrt:Removing duplicate sources
INFO:findsat_mrt:8 final sources found
INFO:findsat_mrt:Filtering sources...
Min SNR : 5
Max Width: 75
Min Length: 25
Check persistence: True
INFO:findsat_mrt:Min persistence: 0.5
INFO:utils_findsat_mrt:amplitude of feature: 24.781228782083772
baseline noise: 1.1392404204749706
snr of feature = 20.752413570220774
INFO:utils_findsat_mrt:width of feature = 27.93697135868217
INFO:utils_findsat_mrt:breaking into 21.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.777939266096766
baseline noise: 5.266821168373301
snr of feature = 4.08426969704144
INFO:utils_findsat_mrt:width of feature = 26.912252404115833
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.08426969704144, 26.912252404115833, 255.94771205201673
INFO:utils_findsat_mrt:Checking persistence, step 2 of 21
INFO:utils_findsat_mrt:amplitude of feature: 36.86109099480041
baseline noise: 4.031873465370958
snr of feature = 8.142422576351603
INFO:utils_findsat_mrt:width of feature = 26.299791363903836
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 8.142422576351603, 26.299791363903836, 255.3153709824764
INFO:utils_findsat_mrt:Checking persistence, step 3 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.884373215737874
baseline noise: 4.432935911817287
snr of feature = 5.7414403930524545
INFO:utils_findsat_mrt:width of feature = 24.522434144873472
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.7414403930524545, 24.522434144873472, 253.71933453180375
INFO:utils_findsat_mrt:Checking persistence, step 4 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.338171095058804
baseline noise: 5.139947037197364
snr of feature = 5.875201405640844
INFO:utils_findsat_mrt:width of feature = 24.328122083921244
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.875201405640844, 24.328122083921244, 252.1528345263356
INFO:utils_findsat_mrt:Checking persistence, step 5 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.827924719714396
baseline noise: 4.373673374850432
snr of feature = 7.191723900950792
INFO:utils_findsat_mrt:width of feature = 31.80533203666792
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.191723900950792, 31.80533203666792, 250.32894672821345
INFO:utils_findsat_mrt:Checking persistence, step 6 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.98748795205496
baseline noise: 4.047251630718669
snr of feature = 6.162264814977087
INFO:utils_findsat_mrt:width of feature = 22.328341449863046
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.162264814977087, 22.328341449863046, 250.78695422770954
INFO:utils_findsat_mrt:Checking persistence, step 7 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.176049037358098
baseline noise: 5.473593475770235
snr of feature = 3.7822420779385055
INFO:utils_findsat_mrt:width of feature = 18.610593335348995
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.7822420779385055, 18.610593335348995, 250.01554635050337
INFO:utils_findsat_mrt:Checking persistence, step 8 of 21
INFO:utils_findsat_mrt:amplitude of feature: 38.773673376342536
baseline noise: 4.532406342910618
snr of feature = 7.554765491622466
INFO:utils_findsat_mrt:width of feature = 24.568512312437377
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.554765491622466, 24.568512312437377, 249.70351180160577
INFO:utils_findsat_mrt:Checking persistence, step 9 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.60885136170824
baseline noise: 8.783011700036266
snr of feature = 2.3711501672696147
INFO:utils_findsat_mrt:width of feature = 20.19012908962668
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.3711501672696147, 20.19012908962668, 249.57377404180238
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 21
INFO:utils_findsat_mrt:amplitude of feature: 41.80623636545298
baseline noise: 4.939912133819193
snr of feature = 7.462951411472038
INFO:utils_findsat_mrt:width of feature = 42.53203134793276
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.462951411472038, 42.53203134793276, 249.78357415447687
INFO:utils_findsat_mrt:Checking persistence, step 11 of 21
INFO:utils_findsat_mrt:amplitude of feature: 27.730559231566154
baseline noise: 5.385939821448101
snr of feature = 4.148694592007217
INFO:utils_findsat_mrt:width of feature = 29.08177986641519
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.148694592007217, 29.08177986641519, 250.48055834836185
INFO:utils_findsat_mrt:Checking persistence, step 12 of 21
INFO:utils_findsat_mrt:amplitude of feature: 32.561900539500186
baseline noise: 4.5295217241865995
snr of feature = 6.188816506967426
INFO:utils_findsat_mrt:width of feature = 28.09886146195248
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.188816506967426, 28.09886146195248, 249.0269336127743
INFO:utils_findsat_mrt:Checking persistence, step 13 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.97240172562028
baseline noise: 3.8596124486331966
snr of feature = 5.988370486568414
INFO:utils_findsat_mrt:width of feature = 23.44420709235706
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.988370486568414, 23.44420709235706, 250.06034393794346
INFO:utils_findsat_mrt:Checking persistence, step 14 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.68602494941817
baseline noise: 5.694566385833712
snr of feature = 4.037437972587337
INFO:utils_findsat_mrt:width of feature = 21.804636480148332
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.037437972587337, 21.804636480148332, 251.089147339524
INFO:utils_findsat_mrt:Checking persistence, step 15 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.83959172421478
baseline noise: 4.547749129001824
snr of feature = 6.880731919810436
INFO:utils_findsat_mrt:width of feature = 27.597328312013047
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.880731919810436, 27.597328312013047, 251.16204416559495
INFO:utils_findsat_mrt:Checking persistence, step 16 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.653511720250755
baseline noise: 4.689231761741343
snr of feature = 5.323746239669532
INFO:utils_findsat_mrt:width of feature = 34.20544765839057
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.323746239669532, 34.20544765839057, 251.01088333237297
INFO:utils_findsat_mrt:Checking persistence, step 17 of 21
INFO:utils_findsat_mrt:amplitude of feature: 27.925070312484305
baseline noise: 6.539005857808222
snr of feature = 3.2705375893093898
INFO:utils_findsat_mrt:width of feature = 20.67192262702821
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.2705375893093898, 20.67192262702821, 252.99250047723368
INFO:utils_findsat_mrt:Checking persistence, step 18 of 21
INFO:utils_findsat_mrt:amplitude of feature: 33.60054527635417
baseline noise: 4.936877710060228
snr of feature = 5.8060315141863725
INFO:utils_findsat_mrt:width of feature = 25.624363360386155
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.8060315141863725, 25.624363360386155, 254.44205498923287
INFO:utils_findsat_mrt:Checking persistence, step 19 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.422250393722546
baseline noise: 3.9568555503182568
snr of feature = 6.183039671851679
INFO:utils_findsat_mrt:width of feature = 24.644950933499302
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.183039671851679, 24.644950933499302, 255.1339854488413
INFO:utils_findsat_mrt:Checking persistence, step 20 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.481791025926363
baseline noise: 6.130826230606326
snr of feature = 3.6456692710909824
INFO:utils_findsat_mrt:width of feature = 27.528715120165543
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.6456692710909824, 27.528715120165543, 256.08658854547815
INFO:utils_findsat_mrt:Checking persistence, step 21 of 21
INFO:utils_findsat_mrt:amplitude of feature: 31.705863786725068
baseline noise: 5.038364135503358
snr of feature = 5.29288851182994
INFO:utils_findsat_mrt:width of feature = 29.3261044453607
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.29288851182994, 29.3261044453607, 257.26469437207624
INFO:utils_findsat_mrt:Number of sections analyzed: 21
Number of sections that passed: 20
persistance score: 0.9523809523809523
INFO:utils_findsat_mrt:amplitude of feature: 140.6325310562624
baseline noise: 1.6349383069861778
snr of feature = 85.0170261197821
INFO:utils_findsat_mrt:width of feature = 5.852792378744823
INFO:utils_findsat_mrt:breaking into 10.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 10
INFO:utils_findsat_mrt:amplitude of feature: 433.35799221899043
baseline noise: 5.146599100327714
snr of feature = 83.20278785487605
INFO:utils_findsat_mrt:width of feature = 3.9196903857742313
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 83.20278785487605, 3.9196903857742313, 252.12346347777913
INFO:utils_findsat_mrt:Checking persistence, step 2 of 10
INFO:utils_findsat_mrt:amplitude of feature: 382.87756197996185
baseline noise: 6.7085814104331645
snr of feature = 56.07280549424531
INFO:utils_findsat_mrt:width of feature = 3.963505073451529
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 56.07280549424531, 3.963505073451529, 251.94556991306192
INFO:utils_findsat_mrt:Checking persistence, step 3 of 10
INFO:utils_findsat_mrt:amplitude of feature: 294.4385404166353
baseline noise: 5.670862529053957
snr of feature = 50.92129749365571
INFO:utils_findsat_mrt:width of feature = 3.9409384384177315
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 50.92129749365571, 3.9409384384177315, 251.76604610986263
INFO:utils_findsat_mrt:Checking persistence, step 4 of 10
INFO:utils_findsat_mrt:amplitude of feature: 209.99469753845483
baseline noise: 4.176245406945087
snr of feature = 49.28313163523247
INFO:utils_findsat_mrt:width of feature = 4.040644251356582
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 49.28313163523247, 4.040644251356582, 251.53667204446884
INFO:utils_findsat_mrt:Checking persistence, step 5 of 10
INFO:utils_findsat_mrt:amplitude of feature: 231.35124981013368
baseline noise: 4.221398902077043
snr of feature = 53.80440374784353
INFO:utils_findsat_mrt:width of feature = 4.0823911470658345
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 53.80440374784353, 4.0823911470658345, 251.24883549025523
INFO:utils_findsat_mrt:Checking persistence, step 6 of 10
INFO:utils_findsat_mrt:amplitude of feature: 209.89648284455865
baseline noise: 4.617413792211489
snr of feature = 44.45758562912545
INFO:utils_findsat_mrt:width of feature = 4.000327266785064
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 44.45758562912545, 4.000327266785064, 250.96659870829532
INFO:utils_findsat_mrt:Checking persistence, step 7 of 10
INFO:utils_findsat_mrt:amplitude of feature: 155.9266668195209
baseline noise: 5.862285931168757
snr of feature = 25.598270478498133
INFO:utils_findsat_mrt:width of feature = 4.121455894765404
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 25.598270478498133, 4.121455894765404, 250.65087811069012
INFO:utils_findsat_mrt:Checking persistence, step 8 of 10
INFO:utils_findsat_mrt:amplitude of feature: 157.05851550614148
baseline noise: 4.338156976834571
snr of feature = 35.20397241151531
INFO:utils_findsat_mrt:width of feature = 3.9598865146421076
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 35.20397241151531, 3.9598865146421076, 250.3121777727571
INFO:utils_findsat_mrt:Checking persistence, step 9 of 10
INFO:utils_findsat_mrt:amplitude of feature: 170.627447731048
baseline noise: 5.29262014663969
snr of feature = 31.238748106527197
INFO:utils_findsat_mrt:width of feature = 4.038551384055381
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 31.238748106527197, 4.038551384055381, 249.89181733506314
INFO:utils_findsat_mrt:Checking persistence, step 10 of 10
INFO:utils_findsat_mrt:amplitude of feature: 158.2991830792352
baseline noise: 7.87008105556901
snr of feature = 19.11404736006116
INFO:utils_findsat_mrt:width of feature = 3.7413829072455655
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 19.11404736006116, 3.7413829072455655, 249.45429170495117
INFO:utils_findsat_mrt:Number of sections analyzed: 10
Number of sections that passed: 10
persistance score: 1.0
INFO:utils_findsat_mrt:amplitude of feature: 9.516165693052654
baseline noise: 1.6769988058063947
snr of feature = 4.674521448735767
INFO:utils_findsat_mrt:width of feature = 77.80569657005722
INFO:utils_findsat_mrt:amplitude of feature: 8.662488481692705
baseline noise: 1.310166879396368
snr of feature = 5.6117443647207494
INFO:utils_findsat_mrt:width of feature = 153.5992941626944
INFO:utils_findsat_mrt:amplitude of feature: 23.16941167211695
baseline noise: 2.171206884893149
snr of feature = 9.671213247031123
INFO:utils_findsat_mrt:width of feature = 183.82199492799182
INFO:utils_findsat_mrt:amplitude of feature: 15.82572897769589
baseline noise: 1.6913642253460386
snr of feature = 8.356783560003512
INFO:utils_findsat_mrt:width of feature = 79.72093191943699
INFO:utils_findsat_mrt:amplitude of feature: 6.643006846505017
baseline noise: 1.6379596760811124
snr of feature = 3.0556595766744947
INFO:utils_findsat_mrt:width of feature = 127.90245994123578
INFO:utils_findsat_mrt:amplitude of feature: 7.968046280696431
baseline noise: 1.7889030634523286
snr of feature = 3.4541520686533085
INFO:utils_findsat_mrt:width of feature = 108.52591914378449
QTable length=8
| id | xcentroid | ycentroid | fwhm | roundness | pa | max_value | flux | mag | theta | rho | endpoints | status | mean flux | width | snr | persistence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| int64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64[2,2] | int64 | float64 | float64 | float64 | float64 |
| 1 | 149.8247532736418 | 1477.0972167480172 | 9.935122038418509 | 0.826619266138956 | 90.35505956623508 | 25.254612879196376 | 1159.7528487529871 | -7.66091361992285 | 74.9123766368209 | 29.097216748017217 | 0.0 .. 757.2882831156057 | 2 | 21.531376523022075 | 27.93697135868217 | 20.752413570220774 | 0.9523809523809523 |
| 2 | 282.7960369376785 | 2076.5348544183016 | 8.777786683386989 | 0.8672971312921459 | 75.60145811766408 | 144.34377003421278 | 982.8082975497164 | -7.481172036097345 | 141.39801846883924 | 628.5348544183016 | -0.0 .. 0.0 | 2 | 118.52839040507413 | 5.852792378744823 | 85.0170261197821 | 1.0 |
| 3 | 1.892655399843995 | 1171.1696171142196 | 11.981401669295545 | 0.9235910356086423 | 89.45943304856863 | 9.820157705010548 | 761.3424104462965 | -7.203950056913953 | 0.9463276999219975 | -276.8303828857804 | 738.1828782029315 .. 1023.0 | 0 | 5.473254481644696 | 77.80569657005722 | 4.674521448735767 | 0.0 |
| 6 | 1.8901946935406222 | 2413.2006423494504 | 12.472852744949153 | 0.926212462114226 | 90.34626152784315 | 9.605675229779923 | 746.0660052396049 | -7.18194312914835 | 0.9450973467703111 | 965.2006423494504 | 1980.3939777958417 .. 1023.0 | 0 | 6.107889750522859 | 153.5992941626944 | 5.6117443647207494 | 0.0 |
| 7 | 325.42673789644846 | 531.0265361407209 | 12.186640100692228 | 0.7829460856526654 | 94.31644917948387 | 14.083186109742902 | 1704.7998296017824 | -8.079183483243822 | 162.71336894822423 | -916.9734638592791 | 1824.6688377439425 .. 308.5897474245194 | 0 | 13.31163432653915 | 183.82199492799182 | 9.671213247031123 | 0.0 |
| 8 | 207.55564520164214 | 846.650815609237 | 12.707147517039697 | 0.8344018657620808 | 96.71915836438568 | 10.897239188522068 | 1160.496395438055 | -7.661609489632161 | 103.77782260082107 | -601.349184390763 | 1462.5657101937381 .. 879.6890112746098 | 0 | 11.687144151463924 | 79.72093191943699 | 8.356783560003512 | 0.0 |
| 11 | 357.19878476679287 | 1723.1271914366312 | 12.129514465043384 | 0.928155247952941 | 88.68837291355638 | 9.057003931750438 | 595.1452087315329 | -6.936557354055951 | 178.59939238339643 | 275.12719143663116 | 735.7843660261482 .. 0.0 | 0 | 3.530300954410613 | 127.90245994123578 | 3.0556595766744947 | 0.0 |
| 13 | 1.9268017945417673 | 2382.6666176237272 | 11.399367003258977 | 0.915896127265163 | 87.23280797640686 | 8.482156628183162 | 526.2433910144218 | -6.802966636650922 | 0.9634008972708836 | 934.6666176237272 | 1949.6973249766775 .. 1023.0 | 0 | 5.4881501126445835 | 108.52591914378449 | 3.4541520686533085 | 0.0 |
Below is the resulting MRT and sources
w.plot_mrt(show_sources=True)
<Axes: title={'center': 'MRT'}, xlabel='angle(theta) pixel', ylabel='offset(rho) pixel'>
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
Lastly, we generate the mask
w.make_mask()
w.plot_mask()
<Axes: title={'center': 'Mask'}>
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
If you’re really feeling very confident, you can run everything in a single line by setting execute=True.
w = WfcWrapper('jc8m32j5q_flc.fits', binsize=2, extension=4, output_root='example3', processes=8,
execute=True)
INFO:findsat_mrt:image type is flc
INFO:findsat_mrt:masking bad pixels
INFO:findsat_mrt:Subtracting median background
INFO:findsat_mrt:Rebinning the data by 2
INFO:findsat_mrt:Running the trailfinding pipeline
INFO:utils_findsat_mrt:Calculating median Radon Transform with 4 processes
INFO:findsat_mrt:Detection threshold: 5
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width15.fits
INFO:findsat_mrt:{no} sources found using kernel: 2
INFO:findsat_mrt:2 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width7.fits
INFO:findsat_mrt:{no} sources found using kernel: 4
INFO:findsat_mrt:4 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width3.fits
INFO:findsat_mrt:{no} sources found using kernel: 8
INFO:findsat_mrt:8 sources found using kernel
INFO:findsat_mrt:Removing duplicate sources
INFO:findsat_mrt:8 final sources found
INFO:findsat_mrt:Filtering sources...
Min SNR : 5
Max Width: 75
Min Length: 25
Check persistence: True
INFO:findsat_mrt:Min persistence: 0.5
INFO:utils_findsat_mrt:amplitude of feature: 24.781228782083772
baseline noise: 1.1392404204749706
snr of feature = 20.752413570220774
INFO:utils_findsat_mrt:width of feature = 27.93697135868217
INFO:utils_findsat_mrt:breaking into 21.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.777939266096766
baseline noise: 5.266821168373301
snr of feature = 4.08426969704144
INFO:utils_findsat_mrt:width of feature = 26.912252404115833
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.08426969704144, 26.912252404115833, 255.94771205201673
INFO:utils_findsat_mrt:Checking persistence, step 2 of 21
INFO:utils_findsat_mrt:amplitude of feature: 36.86109099480041
baseline noise: 4.031873465370958
snr of feature = 8.142422576351603
INFO:utils_findsat_mrt:width of feature = 26.299791363903836
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 8.142422576351603, 26.299791363903836, 255.3153709824764
INFO:utils_findsat_mrt:Checking persistence, step 3 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.884373215737874
baseline noise: 4.432935911817287
snr of feature = 5.7414403930524545
INFO:utils_findsat_mrt:width of feature = 24.522434144873472
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.7414403930524545, 24.522434144873472, 253.71933453180375
INFO:utils_findsat_mrt:Checking persistence, step 4 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.338171095058804
baseline noise: 5.139947037197364
snr of feature = 5.875201405640844
INFO:utils_findsat_mrt:width of feature = 24.328122083921244
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.875201405640844, 24.328122083921244, 252.1528345263356
INFO:utils_findsat_mrt:Checking persistence, step 5 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.827924719714396
baseline noise: 4.373673374850432
snr of feature = 7.191723900950792
INFO:utils_findsat_mrt:width of feature = 31.80533203666792
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.191723900950792, 31.80533203666792, 250.32894672821345
INFO:utils_findsat_mrt:Checking persistence, step 6 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.98748795205496
baseline noise: 4.047251630718669
snr of feature = 6.162264814977087
INFO:utils_findsat_mrt:width of feature = 22.328341449863046
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.162264814977087, 22.328341449863046, 250.78695422770954
INFO:utils_findsat_mrt:Checking persistence, step 7 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.176049037358098
baseline noise: 5.473593475770235
snr of feature = 3.7822420779385055
INFO:utils_findsat_mrt:width of feature = 18.610593335348995
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.7822420779385055, 18.610593335348995, 250.01554635050337
INFO:utils_findsat_mrt:Checking persistence, step 8 of 21
INFO:utils_findsat_mrt:amplitude of feature: 38.773673376342536
baseline noise: 4.532406342910618
snr of feature = 7.554765491622466
INFO:utils_findsat_mrt:width of feature = 24.568512312437377
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.554765491622466, 24.568512312437377, 249.70351180160577
INFO:utils_findsat_mrt:Checking persistence, step 9 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.60885136170824
baseline noise: 8.783011700036266
snr of feature = 2.3711501672696147
INFO:utils_findsat_mrt:width of feature = 20.19012908962668
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.3711501672696147, 20.19012908962668, 249.57377404180238
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 21
INFO:utils_findsat_mrt:amplitude of feature: 41.80623636545298
baseline noise: 4.939912133819193
snr of feature = 7.462951411472038
INFO:utils_findsat_mrt:width of feature = 42.53203134793276
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.462951411472038, 42.53203134793276, 249.78357415447687
INFO:utils_findsat_mrt:Checking persistence, step 11 of 21
INFO:utils_findsat_mrt:amplitude of feature: 27.730559231566154
baseline noise: 5.385939821448101
snr of feature = 4.148694592007217
INFO:utils_findsat_mrt:width of feature = 29.08177986641519
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.148694592007217, 29.08177986641519, 250.48055834836185
INFO:utils_findsat_mrt:Checking persistence, step 12 of 21
INFO:utils_findsat_mrt:amplitude of feature: 32.561900539500186
baseline noise: 4.5295217241865995
snr of feature = 6.188816506967426
INFO:utils_findsat_mrt:width of feature = 28.09886146195248
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.188816506967426, 28.09886146195248, 249.0269336127743
INFO:utils_findsat_mrt:Checking persistence, step 13 of 21
INFO:utils_findsat_mrt:amplitude of feature: 26.97240172562028
baseline noise: 3.8596124486331966
snr of feature = 5.988370486568414
INFO:utils_findsat_mrt:width of feature = 23.44420709235706
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.988370486568414, 23.44420709235706, 250.06034393794346
INFO:utils_findsat_mrt:Checking persistence, step 14 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.68602494941817
baseline noise: 5.694566385833712
snr of feature = 4.037437972587337
INFO:utils_findsat_mrt:width of feature = 21.804636480148332
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.037437972587337, 21.804636480148332, 251.089147339524
INFO:utils_findsat_mrt:Checking persistence, step 15 of 21
INFO:utils_findsat_mrt:amplitude of feature: 35.83959172421478
baseline noise: 4.547749129001824
snr of feature = 6.880731919810436
INFO:utils_findsat_mrt:width of feature = 27.597328312013047
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.880731919810436, 27.597328312013047, 251.16204416559495
INFO:utils_findsat_mrt:Checking persistence, step 16 of 21
INFO:utils_findsat_mrt:amplitude of feature: 29.653511720250755
baseline noise: 4.689231761741343
snr of feature = 5.323746239669532
INFO:utils_findsat_mrt:width of feature = 34.20544765839057
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.323746239669532, 34.20544765839057, 251.01088333237297
INFO:utils_findsat_mrt:Checking persistence, step 17 of 21
INFO:utils_findsat_mrt:amplitude of feature: 27.925070312484305
baseline noise: 6.539005857808222
snr of feature = 3.2705375893093898
INFO:utils_findsat_mrt:width of feature = 20.67192262702821
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.2705375893093898, 20.67192262702821, 252.99250047723368
INFO:utils_findsat_mrt:Checking persistence, step 18 of 21
INFO:utils_findsat_mrt:amplitude of feature: 33.60054527635417
baseline noise: 4.936877710060228
snr of feature = 5.8060315141863725
INFO:utils_findsat_mrt:width of feature = 25.624363360386155
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.8060315141863725, 25.624363360386155, 254.44205498923287
INFO:utils_findsat_mrt:Checking persistence, step 19 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.422250393722546
baseline noise: 3.9568555503182568
snr of feature = 6.183039671851679
INFO:utils_findsat_mrt:width of feature = 24.644950933499302
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.183039671851679, 24.644950933499302, 255.1339854488413
INFO:utils_findsat_mrt:Checking persistence, step 20 of 21
INFO:utils_findsat_mrt:amplitude of feature: 28.481791025926363
baseline noise: 6.130826230606326
snr of feature = 3.6456692710909824
INFO:utils_findsat_mrt:width of feature = 27.528715120165543
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.6456692710909824, 27.528715120165543, 256.08658854547815
INFO:utils_findsat_mrt:Checking persistence, step 21 of 21
INFO:utils_findsat_mrt:amplitude of feature: 31.705863786725068
baseline noise: 5.038364135503358
snr of feature = 5.29288851182994
INFO:utils_findsat_mrt:width of feature = 29.3261044453607
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.29288851182994, 29.3261044453607, 257.26469437207624
INFO:utils_findsat_mrt:Number of sections analyzed: 21
Number of sections that passed: 20
persistance score: 0.9523809523809523
INFO:utils_findsat_mrt:amplitude of feature: 140.6325310562624
baseline noise: 1.6349383069861778
snr of feature = 85.0170261197821
INFO:utils_findsat_mrt:width of feature = 5.852792378744823
INFO:utils_findsat_mrt:breaking into 10.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 10
INFO:utils_findsat_mrt:amplitude of feature: 433.35799221899043
baseline noise: 5.146599100327714
snr of feature = 83.20278785487605
INFO:utils_findsat_mrt:width of feature = 3.9196903857742313
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 83.20278785487605, 3.9196903857742313, 252.12346347777913
INFO:utils_findsat_mrt:Checking persistence, step 2 of 10
INFO:utils_findsat_mrt:amplitude of feature: 382.87756197996185
baseline noise: 6.7085814104331645
snr of feature = 56.07280549424531
INFO:utils_findsat_mrt:width of feature = 3.963505073451529
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 56.07280549424531, 3.963505073451529, 251.94556991306192
INFO:utils_findsat_mrt:Checking persistence, step 3 of 10
INFO:utils_findsat_mrt:amplitude of feature: 294.4385404166353
baseline noise: 5.670862529053957
snr of feature = 50.92129749365571
INFO:utils_findsat_mrt:width of feature = 3.9409384384177315
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 50.92129749365571, 3.9409384384177315, 251.76604610986263
INFO:utils_findsat_mrt:Checking persistence, step 4 of 10
INFO:utils_findsat_mrt:amplitude of feature: 209.99469753845483
baseline noise: 4.176245406945087
snr of feature = 49.28313163523247
INFO:utils_findsat_mrt:width of feature = 4.040644251356582
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 49.28313163523247, 4.040644251356582, 251.53667204446884
INFO:utils_findsat_mrt:Checking persistence, step 5 of 10
INFO:utils_findsat_mrt:amplitude of feature: 231.35124981013368
baseline noise: 4.221398902077043
snr of feature = 53.80440374784353
INFO:utils_findsat_mrt:width of feature = 4.0823911470658345
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 53.80440374784353, 4.0823911470658345, 251.24883549025523
INFO:utils_findsat_mrt:Checking persistence, step 6 of 10
INFO:utils_findsat_mrt:amplitude of feature: 209.89648284455865
baseline noise: 4.617413792211489
snr of feature = 44.45758562912545
INFO:utils_findsat_mrt:width of feature = 4.000327266785064
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 44.45758562912545, 4.000327266785064, 250.96659870829532
INFO:utils_findsat_mrt:Checking persistence, step 7 of 10
INFO:utils_findsat_mrt:amplitude of feature: 155.9266668195209
baseline noise: 5.862285931168757
snr of feature = 25.598270478498133
INFO:utils_findsat_mrt:width of feature = 4.121455894765404
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 25.598270478498133, 4.121455894765404, 250.65087811069012
INFO:utils_findsat_mrt:Checking persistence, step 8 of 10
INFO:utils_findsat_mrt:amplitude of feature: 157.05851550614148
baseline noise: 4.338156976834571
snr of feature = 35.20397241151531
INFO:utils_findsat_mrt:width of feature = 3.9598865146421076
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 35.20397241151531, 3.9598865146421076, 250.3121777727571
INFO:utils_findsat_mrt:Checking persistence, step 9 of 10
INFO:utils_findsat_mrt:amplitude of feature: 170.627447731048
baseline noise: 5.29262014663969
snr of feature = 31.238748106527197
INFO:utils_findsat_mrt:width of feature = 4.038551384055381
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 31.238748106527197, 4.038551384055381, 249.89181733506314
INFO:utils_findsat_mrt:Checking persistence, step 10 of 10
INFO:utils_findsat_mrt:amplitude of feature: 158.2991830792352
baseline noise: 7.87008105556901
snr of feature = 19.11404736006116
INFO:utils_findsat_mrt:width of feature = 3.7413829072455655
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 19.11404736006116, 3.7413829072455655, 249.45429170495117
INFO:utils_findsat_mrt:Number of sections analyzed: 10
Number of sections that passed: 10
persistance score: 1.0
INFO:utils_findsat_mrt:amplitude of feature: 9.516165693052654
baseline noise: 1.6769988058063947
snr of feature = 4.674521448735767
INFO:utils_findsat_mrt:width of feature = 77.80569657005722
INFO:utils_findsat_mrt:amplitude of feature: 8.662488481692705
baseline noise: 1.310166879396368
snr of feature = 5.6117443647207494
INFO:utils_findsat_mrt:width of feature = 153.5992941626944
INFO:utils_findsat_mrt:amplitude of feature: 23.16941167211695
baseline noise: 2.171206884893149
snr of feature = 9.671213247031123
INFO:utils_findsat_mrt:width of feature = 183.82199492799182
INFO:utils_findsat_mrt:amplitude of feature: 15.82572897769589
baseline noise: 1.6913642253460386
snr of feature = 8.356783560003512
INFO:utils_findsat_mrt:width of feature = 79.72093191943699
INFO:utils_findsat_mrt:amplitude of feature: 6.643006846505017
baseline noise: 1.6379596760811124
snr of feature = 3.0556595766744947
INFO:utils_findsat_mrt:width of feature = 127.90245994123578
INFO:utils_findsat_mrt:amplitude of feature: 7.968046280696431
baseline noise: 1.7889030634523286
snr of feature = 3.4541520686533085
INFO:utils_findsat_mrt:width of feature = 108.52591914378449
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
INFO:findsat_mrt:Wrote diagnostic plot to ./example3_diagnostic.png
INFO:findsat_mrt:wrote catalog ./example3_catalog.fits
We’ll plot the image and mask together to check that everything looks ok
w.plot_image(overlay_mask=True)
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
Example 4: Finding trails in a DRC image#
Applying TrailFinder to a DRC image (that shows both chips together) can boost sensitivity by increasing the number of pixels over which we search for trails. The DRC files also remove the distortion in the original FLC files (though this does not appear to create signficant curvature to most trails).
Here, we demonstrate the steps that go into preparing a DRC image to be analyzed. The subsequent example will illustrate how to do all of this in a single line.
There are no DQ arrays for the DRC files, so we ignore the pre-processing steps that incorporated those.
# Read in the image files and header information
image_file = 'hst_13498_32_acs_wfc_f606w_jc8m32j5_drc.fits'
ext = 1
with fits.open(image_file) as h:
image = h[ext].data # image data
wht = h[ext+1].data
image = image*wht # wht is effective exposure time, so this turns it into counts
header = h[0].header # primary header
image_header = h[1].header # image header
# Flag anything with wht == 0 as bad
image[wht == 0] = np.nan
# Subtract the background from the image.
median = np.nanmedian(image)
image = image - np.nanmedian(image)
# Let's rebin the images
binsize = 2
image_rebin = block_reduce(image, binsize, func=np.nansum)
Setting up TrailFinder is essentially the same as earlier examples at this point. We’ll use the default settings. In fact, about all the steps from here on out are the same.
s4 = TrailFinder(image=image_rebin, processes=8, output_root='example4')
We can do a quick plot of our image to make sure things look ok
s4.plot_image()
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
Now run the MRT calculation and plot the results
s4.run_mrt()
s4.plot_mrt(scale=[-1, 5]) # adjusted scale manually due to varying background in image
INFO:utils_findsat_mrt:Calculating median Radon Transform with 4 processes
<Axes: title={'center': 'MRT'}, xlabel='angle(theta) pixel', ylabel='offset(rho) pixel'>
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
This example has a clear gradient in the background due to the cluster. This causes some large scale variation in the RT, but you can see the “point source” signals from the satellite trails around x,y = (90,700) and x,y = (300,700). This is a case where we may have wanted to explore some different background subtraction methods, but we’ll proceed with the simpler approach here. Now we’ll try to pull the sources out.
s4.find_mrt_sources()
INFO:findsat_mrt:Detection threshold: 5
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width15.fits
INFO:findsat_mrt:{no} sources found using kernel: 55
INFO:findsat_mrt:55 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width7.fits
INFO:findsat_mrt:{no} sources found using kernel: 71
INFO:findsat_mrt:71 sources found using kernel
INFO:findsat_mrt:Using kernel /opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/data/rt_line_kernel_width3.fits
INFO:findsat_mrt:{no} sources found using kernel: 115
INFO:findsat_mrt:115 sources found using kernel
INFO:findsat_mrt:Removing duplicate sources
INFO:findsat_mrt:132 final sources found
QTable length=132
| id | xcentroid | ycentroid | fwhm | roundness | pa | max_value | flux | mag | theta | rho | endpoints | status |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| int64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64[2,2] | int64 |
| 1 | 166.32721664352064 | 784.1684917958466 | 8.973604267599935 | 0.792992374449898 | 90.09876708459576 | 46.84351204370414 | 3720.5666827009118 | -8.926522731711898 | 83.16360832176032 | -983.8315082041534 | 0.0 .. 2368.735307497048 | 0 |
| 2 | 333.6432083897028 | 793.2572662400364 | 9.569042493530327 | 0.7263258277562866 | 89.13669842160184 | 76.38256827960753 | 7806.290466228118 | -9.731111767546615 | 166.8216041948514 | -974.7427337599636 | 1963.5706136247031 .. 165.0363681938561 | 0 |
| 3 | 175.61780594508227 | 867.7276693069794 | 13.04696168959766 | 0.80821839599777 | 88.8308978796427 | 45.33484381724921 | 8313.503503604752 | -9.799460210371553 | 87.80890297254113 | -900.2723306930206 | 0.0 .. 2176.756667052565 | 0 |
| 4 | 154.4295030351749 | 879.0859899075243 | 12.90453890879916 | 0.8055486317821589 | 90.44308587437266 | 40.71431087495004 | 6290.770997957145 | -9.496759689781088 | 77.21475151758744 | -888.9140100924757 | 0.0 .. 2423.1683636377707 | 0 |
| 5 | 346.41221469032826 | 887.0445559051453 | 13.093110695249488 | 0.814767597229363 | 88.07790162878185 | 40.61515425191725 | 7068.812221762521 | -9.623366112685032 | 173.20610734516413 | -880.9554440948547 | 1990.8877699962811 .. 0.0 | 0 |
| 6 | 351.51267050606936 | 933.8275467671272 | 13.114625628408659 | 0.8078953379661694 | 89.04940315714754 | 45.18600071754982 | 7732.035236110829 | -9.72073456127464 | 175.75633525303468 | -834.1724532328728 | 1995.3460964660758 .. 0.0 | 0 |
| 7 | 147.42261939121974 | 935.7815342986501 | 12.868508635850564 | 0.7959993752099309 | 90.66878026333521 | 30.347105989544307 | 4683.5113682889605 | -9.176428946826304 | 73.71130969560987 | -832.2184657013499 | 0.0 .. 2456.0 | 0 |
| 8 | 226.48971570716517 | 937.2186479478345 | 12.504575875640104 | 0.8681217090500923 | 87.93331513200887 | 22.488988305904304 | 2165.2376785483957 | -8.33876393973322 | 113.24485785358259 | -830.7813520521655 | 496.09359477085275 .. 1595.2668978852591 | 0 |
| 9 | 144.34893766213352 | 962.7667184740799 | 12.906341180991273 | 0.7970466856151747 | 91.53017528190435 | 28.953801668652932 | 4142.622086430038 | -9.04318829072577 | 72.17446883106676 | -805.2332815259201 | 0.0 .. 2456.0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 212 | 74.47261186395733 | 1631.7061284411368 | 11.737069265487794 | 0.8099370186115761 | 83.11970854614205 | 9.274552017059188 | 562.9230059642732 | -6.876122495247791 | 37.23630593197866 | -136.2938715588632 | 145.4783116145602 .. 2456.0 | 0 |
| 213 | 58.14747054402052 | 1641.270201637461 | 12.826515005300992 | 0.8752339129692186 | 85.50943171857716 | 13.956365737735068 | 999.6709122097482 | -7.499642638666728 | 29.07373527201026 | -126.72979836253899 | 422.2405064760989 .. 2456.0 | 0 |
| 215 | 60.96466060690007 | 1673.812016183806 | 11.597943242540666 | 0.8927635906136702 | 86.3269824865184 | 9.105435710089155 | 451.3100699129728 | -6.636187559696925 | 30.482330303450034 | -94.18798381619399 | 417.8687561098286 .. 2456.0 | 0 |
| 216 | 244.18585438830888 | 1686.704579036829 | 12.354409282950432 | 0.8492634437511307 | 87.53957811885863 | 8.045447534644069 | 742.595490769992 | -7.17688076937706 | 122.09292719415444 | -81.29542096317095 | -0.0 .. 540.0506679898153 | 0 |
| 218 | 66.9021755856019 | 1740.9664478894547 | 13.392345814330909 | 0.9065288347530133 | 91.38674575973958 | 9.48203513707602 | 349.3505577779208 | -6.358153602478694 | 33.45108779280095 | -27.033552110545315 | 406.31078430335106 .. 2456.0 | 0 |
| 223 | 13.377747524368615 | 2009.6770268380992 | 11.541494926951122 | 0.8260108709574935 | 84.03284974041478 | 8.720092781922908 | 424.09858760919803 | -6.5686670652889045 | 6.688873762184308 | 241.6770268380992 | 1349.3182311977105 .. 2456.0 | 0 |
| 225 | 7.6336927636439675 | 2084.6811408894187 | 11.777135746701346 | 0.880673224101092 | 79.49148043925388 | 13.384299383938563 | 729.8780227141488 | -7.158125717121581 | 3.8168463818219838 | 316.68114088941866 | 1485.458787994728 .. 2456.0 | 0 |
| 227 | 12.478478699525901 | 2122.519509907903 | 11.725219299592613 | 0.8077618014790071 | 89.57275454058566 | 11.868540270796098 | 1090.2970904522654 | -7.593862132841798 | 6.239239349762951 | 354.51950990790283 | 1472.3774417774928 .. 2456.0 | 0 |
| 228 | 4.156294160223314 | 2155.0712586450363 | 11.111487086362043 | 0.8356311332009143 | 85.89036184127556 | 10.683445154795955 | 426.3807971876594 | -6.574494093099586 | 2.078147080111657 | 387.0712586450363 | 1592.7662772328247 .. 2456.0 | 0 |
| 239 | 2.671522424698597 | 2460.6783574940014 | 12.779663505037728 | 0.904700212031844 | 90.03691710127978 | 35.5636334709357 | 4263.309814247619 | -9.074367234813437 | 1.3357612123492986 | 692.6783574940014 | 1914.2325596773271 .. 2456.0 | 0 |
And below we plot the MRT with the sources overlaid
s4.plot_mrt(show_sources=True)
<Axes: title={'center': 'MRT'}, xlabel='angle(theta) pixel', ylabel='offset(rho) pixel'>
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
WARNING:matplotlib.font_manager:findfont: Generic family 'serif' not found because none of the following families were found: Georgia
It’s clearly shredding those large-scale features quite a bit, but we’ll try to filter these out.
s4.filter_sources()
INFO:findsat_mrt:Filtering sources...
Min SNR : 5
Max Width: 75
Min Length: 25
Check persistence: True
INFO:findsat_mrt:Min persistence: 0.5
INFO:utils_findsat_mrt:amplitude of feature: 16.208835198871853
baseline noise: 1.6171182976367977
snr of feature = 9.023283530066353
INFO:utils_findsat_mrt:width of feature = 144.7908838325057
INFO:utils_findsat_mrt:amplitude of feature: 25.227178394960067
baseline noise: 2.2101418855350974
snr of feature = 10.414280033361893
INFO:utils_findsat_mrt:width of feature = 141.51878387086435
INFO:utils_findsat_mrt:amplitude of feature: 12.313618016377385
baseline noise: 1.2333628246766977
snr of feature = 8.983775876822914
INFO:utils_findsat_mrt:width of feature = 186.60217277783065
INFO:utils_findsat_mrt:amplitude of feature: 12.244242075355178
baseline noise: 1.2254661877146675
snr of feature = 8.991497275162745
INFO:utils_findsat_mrt:width of feature = 128.71095985194881
INFO:utils_findsat_mrt:amplitude of feature: 9.549145763088873
baseline noise: 1.9098647898918828
snr of feature = 3.999906702101906
INFO:utils_findsat_mrt:width of feature = 176.87815231464845
INFO:utils_findsat_mrt:amplitude of feature: 11.743986322461815
baseline noise: 1.20902614269512
snr of feature = 8.713591714636145
INFO:utils_findsat_mrt:width of feature = 183.09024482896018
INFO:utils_findsat_mrt:amplitude of feature: 7.126072262289259
baseline noise: 0.5795737566565923
snr of feature = 11.295367380672454
INFO:utils_findsat_mrt:width of feature = 201.5858778057126
INFO:utils_findsat_mrt:amplitude of feature: -2.628710199221418
baseline noise: 1.186183219698367
snr of feature = -3.2161080645617877
INFO:utils_findsat_mrt:width of feature = 21.880281771971255
INFO:utils_findsat_mrt:amplitude of feature: 6.129748340828595
baseline noise: 0.44126069078532787
snr of feature = 12.89144437479635
INFO:utils_findsat_mrt:width of feature = 202.45860248379833
INFO:utils_findsat_mrt:amplitude of feature: 6.019521662884993
baseline noise: 0.5681637794092109
snr of feature = 9.594694489578732
INFO:utils_findsat_mrt:width of feature = 195.43977360487457
INFO:utils_findsat_mrt:amplitude of feature: 8.85014297679589
baseline noise: 1.0216787372880454
snr of feature = 7.662354078433502
INFO:utils_findsat_mrt:width of feature = 180.09990886640855
INFO:utils_findsat_mrt:amplitude of feature: 7.687096819311278
baseline noise: 0.3271071515015278
snr of feature = 22.50024077439155
INFO:utils_findsat_mrt:width of feature = 228.92702169840746
INFO:utils_findsat_mrt:amplitude of feature: 5.635154628727749
baseline noise: 2.5606353285910846
snr of feature = 1.200686121060561
INFO:utils_findsat_mrt:width of feature = 150.4592740474087
INFO:utils_findsat_mrt:amplitude of feature: 9.48580227815917
baseline noise: 0.411539099254521
snr of feature = 22.049577294945113
INFO:utils_findsat_mrt:width of feature = 157.9850820685816
INFO:utils_findsat_mrt:amplitude of feature: 2.6022727856369716
baseline noise: 0.9864262893865097
snr of feature = 1.6380813382978763
INFO:utils_findsat_mrt:width of feature = 17.883528702264783
INFO:utils_findsat_mrt:amplitude of feature: 5.426860220375108
baseline noise: 1.3846764753528684
snr of feature = 2.919226127527108
INFO:utils_findsat_mrt:width of feature = 163.92419200071197
INFO:utils_findsat_mrt:amplitude of feature: 2.598950011844938
baseline noise: 1.8113597356891298
snr of feature = 0.4348061076096351
INFO:utils_findsat_mrt:width of feature = 1.6882192999352696
INFO:utils_findsat_mrt:amplitude of feature: 2.0257336489247724
baseline noise: 1.2558614911870958
snr of feature = 0.6130231423928442
INFO:utils_findsat_mrt:width of feature = 17.13096701145338
INFO:utils_findsat_mrt:amplitude of feature: 4.632990731521555
baseline noise: 0.9209726625677349
snr of feature = 4.030540991960021
INFO:utils_findsat_mrt:width of feature = 125.57862481994812
INFO:utils_findsat_mrt:amplitude of feature: 3.0884021125453853
baseline noise: 0.6870985810414099
snr of feature = 3.4948457146635477
INFO:utils_findsat_mrt:width of feature = 35.45586915857095
INFO:utils_findsat_mrt:amplitude of feature: 6.608151788144106
baseline noise: 0.49576046901678417
snr of feature = 12.329323738235338
INFO:utils_findsat_mrt:width of feature = 77.42557447870496
INFO:utils_findsat_mrt:amplitude of feature: 0.32277991748839785
baseline noise: 1.0126869718035238
snr of feature = -0.6812638786953586
INFO:utils_findsat_mrt:width of feature = 15.361548571338346
INFO:utils_findsat_mrt:amplitude of feature: 4.516873138451977
baseline noise: 0.954072622645131
snr of feature = 3.734307463858583
INFO:utils_findsat_mrt:width of feature = 24.284607414255362
INFO:utils_findsat_mrt:amplitude of feature: 6.204105269783913
baseline noise: 0.18301296164047778
snr of feature = 32.89981351141483
INFO:utils_findsat_mrt:width of feature = 243.3557537253561
INFO:utils_findsat_mrt:amplitude of feature: 4.385891063569865
baseline noise: 0.7787096913581202
snr of feature = 4.632254371870712
INFO:utils_findsat_mrt:width of feature = 28.817814510626107
INFO:utils_findsat_mrt:amplitude of feature: 4.270886737274579
baseline noise: 0.5159286252435286
snr of feature = 7.278057328683082
INFO:utils_findsat_mrt:width of feature = 45.45061601738706
INFO:utils_findsat_mrt:breaking into 5.0 sections for persistence check
Section size for persistence check: 508.0
INFO:utils_findsat_mrt:Checking persistence, step 1 of 5
INFO:utils_findsat_mrt:amplitude of feature: 8.949238944363803
baseline noise: 0.8849399845233371
snr of feature = 9.11282019218988
INFO:utils_findsat_mrt:width of feature = 264.49364784686134
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 9.11282019218988, 264.49364784686134, 238.84726281154113
INFO:utils_findsat_mrt:Checking persistence, step 2 of 5
INFO:utils_findsat_mrt:amplitude of feature: 11.088655564176268
baseline noise: 1.9792430946295323
snr of feature = 4.602472780763599
INFO:utils_findsat_mrt:width of feature = 206.70270857244967
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.602472780763599, 206.70270857244967, 246.38823435016818
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 5
INFO:utils_findsat_mrt:amplitude of feature: 6.849422467929518
baseline noise: 2.9885461442153876
snr of feature = 1.2918911528895813
INFO:utils_findsat_mrt:width of feature = 264.2224612017005
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.2918911528895813, 264.2224612017005, 238.89046216809544
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 5
INFO:utils_findsat_mrt:amplitude of feature: 4.693806168076719
baseline noise: 2.562756592609259
snr of feature = 0.8315458368591072
INFO:utils_findsat_mrt:width of feature = 264.0443695367405
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.8315458368591072, 264.0443695367405, 238.7979417883919
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 5
INFO:utils_findsat_mrt:amplitude of feature: 13.69451063432102
baseline noise: 5.846673031878386
snr of feature = 1.3422740693131123
INFO:utils_findsat_mrt:width of feature = 264.3175853948122
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.3422740693131123, 264.3175853948122, 238.7461279952012
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 5
Number of sections that passed: 1
persistance score: 0.2
INFO:utils_findsat_mrt:amplitude of feature: 4.854115647071067
baseline noise: 0.8107677786002321
snr of feature = 4.987060383000867
INFO:utils_findsat_mrt:width of feature = 27.15865947816468
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 6.723873615264893
baseline noise: 0.0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 112.19680468879801
INFO:utils_findsat_mrt:amplitude of feature: 6.647937509119317
baseline noise: 0.7643681549116709
snr of feature = 7.697297848426903
INFO:utils_findsat_mrt:width of feature = 64.24026054637008
INFO:utils_findsat_mrt:breaking into 6.0 sections for persistence check
Section size for persistence check: 411.0
INFO:utils_findsat_mrt:Checking persistence, step 1 of 6
INFO:utils_findsat_mrt:amplitude of feature: 1.8633409111612558
baseline noise: 3.2746762295236453
snr of feature = -0.43098468961241126
INFO:utils_findsat_mrt:width of feature = 36.90825927367038
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.43098468961241126, 36.90825927367038, 256.5216460853902
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 6
INFO:utils_findsat_mrt:amplitude of feature: 12.359043851023547
baseline noise: 2.0801798996216574
snr of feature = 4.94133413810575
INFO:utils_findsat_mrt:width of feature = 74.96152830281096
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.94133413810575, 74.96152830281096, 256.19397752752553
INFO:utils_findsat_mrt:Checking persistence, step 3 of 6
INFO:utils_findsat_mrt:amplitude of feature: 13.271287761344476
baseline noise: 3.3681882870487936
snr of feature = 2.9401858299830317
INFO:utils_findsat_mrt:width of feature = 93.64149359990813
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.9401858299830317, 93.64149359990813, 256.75266363100883
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 6
INFO:utils_findsat_mrt:amplitude of feature: 5.803428742286107
baseline noise: 2.327070736087684
snr of feature = 1.49387723900604
INFO:utils_findsat_mrt:width of feature = 40.20771850651022
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.49387723900604, 40.20771850651022, 292.1497601583514
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 6
INFO:utils_findsat_mrt:amplitude of feature: 15.878314422301312
baseline noise: 1.8188329684157685
snr of feature = 7.729946453594124
INFO:utils_findsat_mrt:width of feature = 70.49780303640054
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.729946453594124, 70.49780303640054, 243.5167459869277
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 6
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 74.96152830281096
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 74.96152830281096, 256.19397752752553
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 6
Number of sections that passed: 1
persistance score: 0.16666666666666666
INFO:utils_findsat_mrt:amplitude of feature: 27.457955719865488
baseline noise: 0.6745885402617887
snr of feature = 39.703264406492636
INFO:utils_findsat_mrt:width of feature = 21.31708124452439
INFO:utils_findsat_mrt:breaking into 27.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 27
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 21.31708124452439
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 21.31708124452439, 250.63512944217945
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 27
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 21.31708124452439
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 21.31708124452439, 250.63512944217945
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 27
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 7.062621884775279
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 250.63512944217945
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 27
INFO:utils_findsat_mrt:amplitude of feature: 29.68065576651282
baseline noise: 5.287240961994009
snr of feature = 4.61363780842687
INFO:utils_findsat_mrt:width of feature = 18.111655242698703
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.61363780842687, 18.111655242698703, 250.63512944217945
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 27
INFO:utils_findsat_mrt:amplitude of feature: 37.359898791411915
baseline noise: 4.516387288806887
snr of feature = 7.272075976301278
INFO:utils_findsat_mrt:width of feature = 24.358749201533556
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.272075976301278, 24.358749201533556, 250.63512944217945
INFO:utils_findsat_mrt:Checking persistence, step 6 of 27
INFO:utils_findsat_mrt:amplitude of feature: 35.707057554055076
baseline noise: 4.853095166495136
snr of feature = 6.357584454673368
INFO:utils_findsat_mrt:width of feature = 27.22825798960983
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.357584454673368, 27.22825798960983, 249.1545594578342
INFO:utils_findsat_mrt:Checking persistence, step 7 of 27
INFO:utils_findsat_mrt:amplitude of feature: 40.04910646213475
baseline noise: 4.115851641882331
snr of feature = 8.730454337712429
INFO:utils_findsat_mrt:width of feature = 25.28725409956658
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 8.730454337712429, 25.28725409956658, 249.12102942603806
INFO:utils_findsat_mrt:Checking persistence, step 8 of 27
INFO:utils_findsat_mrt:amplitude of feature: 38.61225526669003
baseline noise: 4.693597332982592
snr of feature = 7.226580281047138
INFO:utils_findsat_mrt:width of feature = 28.65072173111662
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.226580281047138, 28.65072173111662, 248.48127156429837
INFO:utils_findsat_mrt:Checking persistence, step 9 of 27
INFO:utils_findsat_mrt:amplitude of feature: 30.6953289424385
baseline noise: 4.746493859135491
snr of feature = 5.466947994330543
INFO:utils_findsat_mrt:width of feature = 17.85819750635352
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.466947994330543, 17.85819750635352, 250.12278763367132
INFO:utils_findsat_mrt:Checking persistence, step 10 of 27
INFO:utils_findsat_mrt:amplitude of feature: 30.6845527392812
baseline noise: 7.673135196355944
snr of feature = 2.998958959286112
INFO:utils_findsat_mrt:width of feature = 17.414974013626818
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.998958959286112, 17.414974013626818, 248.93135617336858
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 27
INFO:utils_findsat_mrt:amplitude of feature: 40.07788916155248
baseline noise: 8.056422577010501
snr of feature = 3.974650817835351
INFO:utils_findsat_mrt:width of feature = 18.31473945626223
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.974650817835351, 18.31473945626223, 250.5160346827516
INFO:utils_findsat_mrt:Checking persistence, step 12 of 27
INFO:utils_findsat_mrt:amplitude of feature: 56.57464620635993
baseline noise: 5.756235730594666
snr of feature = 8.828410241377538
INFO:utils_findsat_mrt:width of feature = 34.2877460658479
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 8.828410241377538, 34.2877460658479, 248.8809202644687
INFO:utils_findsat_mrt:Checking persistence, step 13 of 27
INFO:utils_findsat_mrt:amplitude of feature: 40.85852052084063
baseline noise: 7.540522037402295
snr of feature = 4.418526770185842
INFO:utils_findsat_mrt:width of feature = 34.73229465247604
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.418526770185842, 34.73229465247604, 252.40433575899834
INFO:utils_findsat_mrt:Checking persistence, step 14 of 27
INFO:utils_findsat_mrt:amplitude of feature: 34.24356070448815
baseline noise: 4.3607603621397875
snr of feature = 6.852658220293749
INFO:utils_findsat_mrt:width of feature = 22.898386426714552
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.852658220293749, 22.898386426714552, 250.13960327625998
INFO:utils_findsat_mrt:Checking persistence, step 15 of 27
INFO:utils_findsat_mrt:amplitude of feature: 34.968404716732046
baseline noise: 4.5813098299157
snr of feature = 6.632839955156557
INFO:utils_findsat_mrt:width of feature = 27.18971904468947
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.632839955156557, 27.18971904468947, 249.2008630759753
INFO:utils_findsat_mrt:Checking persistence, step 16 of 27
INFO:utils_findsat_mrt:amplitude of feature: 30.304462557378173
baseline noise: 4.002322901849715
snr of feature = 6.571718549588453
INFO:utils_findsat_mrt:width of feature = 22.280394770290087
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.571718549588453, 22.280394770290087, 251.45444314230696
INFO:utils_findsat_mrt:Checking persistence, step 17 of 27
INFO:utils_findsat_mrt:amplitude of feature: 35.816841375254484
baseline noise: 4.542149778032527
snr of feature = 6.885438201196631
INFO:utils_findsat_mrt:width of feature = 21.284819807743958
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.885438201196631, 21.284819807743958, 251.06681439838533
INFO:utils_findsat_mrt:Checking persistence, step 18 of 27
INFO:utils_findsat_mrt:amplitude of feature: 55.106147385296346
baseline noise: 4.4913790838214
snr of feature = 11.269315583669323
INFO:utils_findsat_mrt:width of feature = 118.86560415485607
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 11.269315583669323, 118.86560415485607, 229.78199459064137
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 19 of 27
INFO:utils_findsat_mrt:amplitude of feature: 27.901806064195288
baseline noise: 6.971862629192374
snr of feature = 3.002059069174094
INFO:utils_findsat_mrt:width of feature = 18.959107895291424
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.002059069174094, 18.959107895291424, 251.25362606315488
INFO:utils_findsat_mrt:Checking persistence, step 20 of 27
INFO:utils_findsat_mrt:amplitude of feature: 28.224503869378562
baseline noise: 6.015738899215303
snr of feature = 3.6917767446755683
INFO:utils_findsat_mrt:width of feature = 18.730897771147852
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.6917767446755683, 18.730897771147852, 251.62765947582415
INFO:utils_findsat_mrt:Checking persistence, step 21 of 27
INFO:utils_findsat_mrt:amplitude of feature: 33.598604194983864
baseline noise: 4.186340411742233
snr of feature = 7.025769739303428
INFO:utils_findsat_mrt:width of feature = 27.156544987826607
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.025769739303428, 27.156544987826607, 251.7066019885634
INFO:utils_findsat_mrt:Checking persistence, step 22 of 27
INFO:utils_findsat_mrt:amplitude of feature: 32.14689943441085
baseline noise: 5.6041582235169605
snr of feature = 4.736258355360397
INFO:utils_findsat_mrt:width of feature = 23.278329168406003
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.736258355360397, 23.278329168406003, 251.8017195436081
INFO:utils_findsat_mrt:Checking persistence, step 23 of 27
INFO:utils_findsat_mrt:amplitude of feature: 32.1416552611957
baseline noise: 6.73897901423844
snr of feature = 3.7695140752457106
INFO:utils_findsat_mrt:width of feature = 31.282569108262976
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.7695140752457106, 31.282569108262976, 250.90445985407385
INFO:utils_findsat_mrt:Checking persistence, step 24 of 27
INFO:utils_findsat_mrt:amplitude of feature: 16.194217798888406
baseline noise: 1.32901768168403
snr of feature = 11.185103345177716
INFO:utils_findsat_mrt:width of feature = 18.27211775322496
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 11.185103345177716, 18.27211775322496, 252.21516101635927
INFO:utils_findsat_mrt:Checking persistence, step 25 of 27
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 18.27211775322496
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 18.27211775322496, 252.21516101635927
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 26 of 27
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 18.27211775322496
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 18.27211775322496, 252.21516101635927
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 27 of 27
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 18.27211775322496
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 18.27211775322496, 252.21516101635927
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 27
Number of sections that passed: 18
persistance score: 0.6666666666666666
INFO:utils_findsat_mrt:amplitude of feature: 3.5887250299117177
baseline noise: 0.5414887506549044
snr of feature = 5.627515392649115
INFO:utils_findsat_mrt:width of feature = 22.718385561727757
INFO:utils_findsat_mrt:breaking into 3.0 sections for persistence check
Section size for persistence check: 837.0
INFO:utils_findsat_mrt:Checking persistence, step 1 of 3
INFO:utils_findsat_mrt:amplitude of feature: 7.307823061420181
baseline noise: 2.006444205518268
snr of feature = 2.6421760651612827
INFO:utils_findsat_mrt:width of feature = 45.20699498604239
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.6421760651612827, 45.20699498604239, 246.9678358746854
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 3
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 2.1789027203540345
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 247.01833386915197
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 3
INFO:utils_findsat_mrt:amplitude of feature: 6.492774856405883
baseline noise: 2.3372895895233374
snr of feature = 1.777907746438047
INFO:utils_findsat_mrt:width of feature = 47.03378435728678
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.777907746438047, 47.03378435728678, 247.30469593037395
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 3
Number of sections that passed: 0
persistance score: 0.0
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 0.5872572501359514
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:amplitude of feature: 193.83099838779967
baseline noise: 0.30657938353310943
snr of feature = 631.2375502032629
INFO:utils_findsat_mrt:width of feature = 4.312032902235842
INFO:utils_findsat_mrt:breaking into 28.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 28
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 4.312032902235842
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 4.312032902235842, 250.5595950212118
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 28
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 4.312032902235842
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 4.312032902235842, 250.5595950212118
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 28
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 4.312032902235842
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 4.312032902235842, 250.5595950212118
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 28
INFO:utils_findsat_mrt:amplitude of feature: 17.65091290014282
baseline noise: 1.6039313301056832
snr of feature = 10.004780921001025
INFO:utils_findsat_mrt:width of feature = 382.2898825606669
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 10.004780921001025, 382.2898825606669, 250.5595950212118
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 28
INFO:utils_findsat_mrt:amplitude of feature: 221.904907434985
baseline noise: 5.455747950805355
snr of feature = 39.673599557000855
INFO:utils_findsat_mrt:width of feature = 5.775791080855129
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 39.673599557000855, 5.775791080855129, 250.5595950212118
INFO:utils_findsat_mrt:Checking persistence, step 6 of 28
INFO:utils_findsat_mrt:amplitude of feature: 298.9851807841877
baseline noise: 5.071652791635539
snr of feature = 57.95221795886565
INFO:utils_findsat_mrt:width of feature = 4.135294460323905
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 57.95221795886565, 4.135294460323905, 249.96436283139508
INFO:utils_findsat_mrt:Checking persistence, step 7 of 28
INFO:utils_findsat_mrt:amplitude of feature: 380.2738881811077
baseline noise: 4.010201480480363
snr of feature = 93.82662904397424
INFO:utils_findsat_mrt:width of feature = 4.05520566828352
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 93.82662904397424, 4.05520566828352, 250.06035430052142
INFO:utils_findsat_mrt:Checking persistence, step 8 of 28
INFO:utils_findsat_mrt:amplitude of feature: 484.8423997007795
baseline noise: 3.498179823402426
snr of feature = 137.59847811631604
INFO:utils_findsat_mrt:width of feature = 4.0794484054179065
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 137.59847811631604, 4.0794484054179065, 250.10632100591553
INFO:utils_findsat_mrt:Checking persistence, step 9 of 28
INFO:utils_findsat_mrt:amplitude of feature: 551.3565504509718
baseline noise: 4.177309180025891
snr of feature = 130.98844679424818
INFO:utils_findsat_mrt:width of feature = 4.089617246308421
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 130.98844679424818, 4.089617246308421, 250.15913987479405
INFO:utils_findsat_mrt:Checking persistence, step 10 of 28
INFO:utils_findsat_mrt:amplitude of feature: 543.4618485727668
baseline noise: 6.175156292690906
snr of feature = 87.00778843703505
INFO:utils_findsat_mrt:width of feature = 4.250366228446296
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 87.00778843703505, 4.250366228446296, 250.21382458254672
INFO:utils_findsat_mrt:Checking persistence, step 11 of 28
INFO:utils_findsat_mrt:amplitude of feature: 479.53845312371726
baseline noise: 22.678554866332345
snr of feature = 20.14501809970354
INFO:utils_findsat_mrt:width of feature = 4.817003755844837
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 20.14501809970354, 4.817003755844837, 250.26160908599968
INFO:utils_findsat_mrt:Checking persistence, step 12 of 28
INFO:utils_findsat_mrt:amplitude of feature: 331.6946686457172
baseline noise: 5.261175655325375
snr of feature = 62.04573167215488
INFO:utils_findsat_mrt:width of feature = 4.290761604727663
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 62.04573167215488, 4.290761604727663, 250.31666685548052
INFO:utils_findsat_mrt:Checking persistence, step 13 of 28
INFO:utils_findsat_mrt:amplitude of feature: 258.19226821385064
baseline noise: 7.152433067247031
snr of feature = 35.09852280843905
INFO:utils_findsat_mrt:width of feature = 4.323289391886249
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 35.09852280843905, 4.323289391886249, 250.36279567648126
INFO:utils_findsat_mrt:Checking persistence, step 14 of 28
INFO:utils_findsat_mrt:amplitude of feature: 240.20403339375832
baseline noise: 7.875230671770966
snr of feature = 29.501206047814943
INFO:utils_findsat_mrt:width of feature = 111.96104625166845
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 29.501206047814943, 111.96104625166845, 254.6860850683675
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 15 of 28
INFO:utils_findsat_mrt:amplitude of feature: 163.3142047609277
baseline noise: 5.932929143417804
snr of feature = 26.52674114473693
INFO:utils_findsat_mrt:width of feature = 4.124666576229913
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 26.52674114473693, 4.124666576229913, 250.48619361303315
INFO:utils_findsat_mrt:Checking persistence, step 16 of 28
INFO:utils_findsat_mrt:amplitude of feature: 297.33388699709286
baseline noise: 4.8747711308205846
snr of feature = 59.9944301009762
INFO:utils_findsat_mrt:width of feature = 161.87939827389997
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 59.9944301009762, 161.87939827389997, 254.61086018926306
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 17 of 28
INFO:utils_findsat_mrt:amplitude of feature: 198.1656456873186
baseline noise: 6.31578366795601
snr of feature = 30.376256076144443
INFO:utils_findsat_mrt:width of feature = 4.2287105066045
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 30.376256076144443, 4.2287105066045, 250.60527709125307
INFO:utils_findsat_mrt:Checking persistence, step 18 of 28
INFO:utils_findsat_mrt:amplitude of feature: 185.9307558170077
baseline noise: 5.743850498801111
snr of feature = 31.370403069476865
INFO:utils_findsat_mrt:width of feature = 3.9914326082343337
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 31.370403069476865, 3.9914326082343337, 250.65624997780057
INFO:utils_findsat_mrt:Checking persistence, step 19 of 28
INFO:utils_findsat_mrt:amplitude of feature: 185.05671383041994
baseline noise: 4.493177223081445
snr of feature = 40.18615951309106
INFO:utils_findsat_mrt:width of feature = 4.194118722281644
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 40.18615951309106, 4.194118722281644, 250.7273522494833
INFO:utils_findsat_mrt:Checking persistence, step 20 of 28
INFO:utils_findsat_mrt:amplitude of feature: 171.9748177962788
baseline noise: 4.5497232900852005
snr of feature = 36.79896200963429
INFO:utils_findsat_mrt:width of feature = 4.177139815509349
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 36.79896200963429, 4.177139815509349, 250.74549468506154
INFO:utils_findsat_mrt:Checking persistence, step 21 of 28
INFO:utils_findsat_mrt:amplitude of feature: 184.9893269351905
baseline noise: 5.578110126704582
snr of feature = 32.16344115358617
INFO:utils_findsat_mrt:width of feature = 4.317624910486927
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 32.16344115358617, 4.317624910486927, 250.81618869225983
INFO:utils_findsat_mrt:Checking persistence, step 22 of 28
INFO:utils_findsat_mrt:amplitude of feature: 224.25115425688423
baseline noise: 4.85924145574895
snr of feature = 45.14941576767575
INFO:utils_findsat_mrt:width of feature = 4.097894629571897
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 45.14941576767575, 4.097894629571897, 250.90597867922799
INFO:utils_findsat_mrt:Checking persistence, step 23 of 28
INFO:utils_findsat_mrt:amplitude of feature: 271.3856267781482
baseline noise: 4.1780712931431285
snr of feature = 63.95476207491592
INFO:utils_findsat_mrt:width of feature = 4.237051374277428
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 63.95476207491592, 4.237051374277428, 250.95307796993004
INFO:utils_findsat_mrt:Checking persistence, step 24 of 28
INFO:utils_findsat_mrt:amplitude of feature: 308.96849334656
baseline noise: 4.673267081420448
snr of feature = 65.11402429254022
INFO:utils_findsat_mrt:width of feature = 4.047572065886186
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 65.11402429254022, 4.047572065886186, 251.0022462220313
INFO:utils_findsat_mrt:Checking persistence, step 25 of 28
INFO:utils_findsat_mrt:amplitude of feature: 357.83703581700246
baseline noise: 7.619933478076398
snr of feature = 45.96065088318016
INFO:utils_findsat_mrt:width of feature = 3.9943425978005394
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 45.96065088318016, 3.9943425978005394, 251.11322587012162
INFO:utils_findsat_mrt:Checking persistence, step 26 of 28
INFO:utils_findsat_mrt:amplitude of feature: 470.24590048682256
baseline noise: 7.9472098542238365
snr of feature = 58.17119455916885
INFO:utils_findsat_mrt:width of feature = 4.713140388263525
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 58.17119455916885, 4.713140388263525, 251.189963912302
INFO:utils_findsat_mrt:Checking persistence, step 27 of 28
INFO:utils_findsat_mrt:amplitude of feature: -29.276462652260598
baseline noise: 8.373441744479981
snr of feature = -4.496347564794429
INFO:utils_findsat_mrt:width of feature = 4.17492336141521
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -4.496347564794429, 4.17492336141521, 251.19703727445378
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 28 of 28
INFO:utils_findsat_mrt:amplitude of feature: -0.10159524289963784
baseline noise: 16.075753200108387
snr of feature = -1.0063197812030948
INFO:utils_findsat_mrt:width of feature = 4.699349659435484
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0063197812030948, 4.699349659435484, 251.1914511941041
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 28
Number of sections that passed: 20
persistance score: 0.7142857142857143
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 1.7180476188659668
baseline noise: 0.0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 1.9855501262092048
INFO:utils_findsat_mrt:breaking into 29.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 29
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 1.9855501262092048
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 1.9855501262092048, 241.40772958994867
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 29
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 1.9855501262092048
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 1.9855501262092048, 241.40772958994867
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 29
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 1.1397313440766417
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 241.54575742332824
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 29
INFO:utils_findsat_mrt:amplitude of feature: 26.020181403760898
baseline noise: 3.593294737444401
snr of feature = 6.241315646226894
INFO:utils_findsat_mrt:width of feature = 209.72980244438924
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.241315646226894, 209.72980244438924, 241.40772958994867
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 29
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 7.684388668232086
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 241.52896968363936
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 29
INFO:utils_findsat_mrt:amplitude of feature: 5.602682179250607
baseline noise: 4.461009856369363
snr of feature = 0.2559223941752071
INFO:utils_findsat_mrt:width of feature = 1.9786325795431026
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.2559223941752071, 1.9786325795431026, 241.41972893828807
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 29
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 3.747395180616644
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 241.5657529807199
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 8 of 29
INFO:utils_findsat_mrt:amplitude of feature: 68.32520261895704
baseline noise: 4.057750177424913
snr of feature = 15.838198418197559
INFO:utils_findsat_mrt:width of feature = 21.598014039003886
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 15.838198418197559, 21.598014039003886, 241.40772958994867
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 9 of 29
INFO:utils_findsat_mrt:amplitude of feature: 122.99740753187854
baseline noise: 5.58176307883671
snr of feature = 21.035583702616112
INFO:utils_findsat_mrt:width of feature = 19.616376141960558
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 21.035583702616112, 19.616376141960558, 247.28201815940545
INFO:utils_findsat_mrt:Checking persistence, step 10 of 29
INFO:utils_findsat_mrt:amplitude of feature: 99.42506891543513
baseline noise: 16.528994043583417
snr of feature = 5.01519176867464
INFO:utils_findsat_mrt:width of feature = 212.64913308796878
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.01519176867464, 212.64913308796878, 244.65729866183656
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 29
INFO:utils_findsat_mrt:amplitude of feature: 77.11802945577689
baseline noise: 5.87231606843715
snr of feature = 12.1324725299231
INFO:utils_findsat_mrt:width of feature = 19.623827753671208
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 12.1324725299231, 19.623827753671208, 260.90794094015604
INFO:utils_findsat_mrt:Checking persistence, step 12 of 29
INFO:utils_findsat_mrt:amplitude of feature: 28.73115540509265
baseline noise: 4.901518238262898
snr of feature = 4.861684892000931
INFO:utils_findsat_mrt:width of feature = 16.068238084538507
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.861684892000931, 16.068238084538507, 268.8902355703124
INFO:utils_findsat_mrt:Checking persistence, step 13 of 29
INFO:utils_findsat_mrt:amplitude of feature: 178.18407322679235
baseline noise: 9.224313967734876
snr of feature = 18.316783215537846
INFO:utils_findsat_mrt:width of feature = 119.1183617798732
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 18.316783215537846, 119.1183617798732, 284.95847365485093
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 14 of 29
INFO:utils_findsat_mrt:amplitude of feature: 44.14279934870657
baseline noise: 5.193064898714143
snr of feature = 7.500336546850549
INFO:utils_findsat_mrt:width of feature = 19.04134050713958
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.500336546850549, 19.04134050713958, 284.9028734031539
INFO:utils_findsat_mrt:Checking persistence, step 15 of 29
INFO:utils_findsat_mrt:amplitude of feature: 222.63955453245882
baseline noise: 5.454342856679604
snr of feature = 39.818767793411745
INFO:utils_findsat_mrt:width of feature = 160.44996688380454
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 39.818767793411745, 160.44996688380454, 301.6799709835137
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 16 of 29
INFO:utils_findsat_mrt:amplitude of feature: 56.47262960896627
baseline noise: 3.4042524356407102
snr of feature = 15.588848998895593
INFO:utils_findsat_mrt:width of feature = 22.85451504491732
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 15.588848998895593, 22.85451504491732, 299.037701730142
INFO:utils_findsat_mrt:Checking persistence, step 17 of 29
INFO:utils_findsat_mrt:amplitude of feature: -0.10195337103780133
baseline noise: 8.095759721638098
snr of feature = -1.0125934284790226
INFO:utils_findsat_mrt:width of feature = 15.597108702265928
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0125934284790226, 15.597108702265928, 299.3468457354301
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 18 of 29
INFO:utils_findsat_mrt:amplitude of feature: 36.38116879068215
baseline noise: 4.588668269932069
snr of feature = 6.928480912223525
INFO:utils_findsat_mrt:width of feature = 16.365828787259147
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.928480912223525, 16.365828787259147, 314.6644824446422
INFO:utils_findsat_mrt:Checking persistence, step 19 of 29
INFO:utils_findsat_mrt:amplitude of feature: 33.950982306730396
baseline noise: 5.520929542321476
snr of feature = 5.149504724969641
INFO:utils_findsat_mrt:width of feature = 14.034937480916597
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.149504724969641, 14.034937480916597, 322.87486962161336
INFO:utils_findsat_mrt:Checking persistence, step 20 of 29
INFO:utils_findsat_mrt:amplitude of feature: 22.71226606629217
baseline noise: 5.449018562758263
snr of feature = 3.16813886844154
INFO:utils_findsat_mrt:width of feature = 15.181136919586834
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.16813886844154, 15.181136919586834, 323.54607152871046
INFO:utils_findsat_mrt:Checking persistence, step 21 of 29
INFO:utils_findsat_mrt:amplitude of feature: 4.132892245574009
baseline noise: 5.744226544874436
snr of feature = -0.2805137100204061
INFO:utils_findsat_mrt:width of feature = 15.181136919586834
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.2805137100204061, 15.181136919586834, 323.54607152871046
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 22 of 29
INFO:utils_findsat_mrt:amplitude of feature: 30.8246468135508
baseline noise: 4.645166582475513
snr of feature = 5.6358539066910405
INFO:utils_findsat_mrt:width of feature = 100.34620716726374
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.6358539066910405, 100.34620716726374, 338.7272084482973
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 23 of 29
INFO:utils_findsat_mrt:amplitude of feature: 1.4900014807284592
baseline noise: 4.185725319038907
snr of feature = -0.6440278883205405
INFO:utils_findsat_mrt:width of feature = 15.181136919586834
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.6440278883205405, 15.181136919586834, 323.54607152871046
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 24 of 29
INFO:utils_findsat_mrt:amplitude of feature: 38.60588821337316
baseline noise: 4.171417390719236
snr of feature = 8.254861021403745
INFO:utils_findsat_mrt:width of feature = 217.5231094864048
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 8.254861021403745, 217.5231094864048, 311.5295944098062
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 25 of 29
INFO:utils_findsat_mrt:amplitude of feature: -13.421684988714787
baseline noise: 11.357054281872669
snr of feature = -2.1817928008090566
INFO:utils_findsat_mrt:width of feature = 15.181136919586834
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -2.1817928008090566, 15.181136919586834, 323.54607152871046
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 26 of 29
INFO:utils_findsat_mrt:amplitude of feature: 65.34328746728053
baseline noise: 5.771296005123321
snr of feature = 10.322116801715541
INFO:utils_findsat_mrt:width of feature = 211.97695141261718
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 10.322116801715541, 211.97695141261718, 331.2870322244619
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 27 of 29
INFO:utils_findsat_mrt:amplitude of feature: -34.80422672696763
baseline noise: 13.60094924495564
snr of feature = -3.558955709644746
INFO:utils_findsat_mrt:width of feature = 15.181136919586834
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -3.558955709644746, 15.181136919586834, 323.54607152871046
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 28 of 29
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 15.181136919586834
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 15.181136919586834, 323.54607152871046
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 29 of 29
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 15.181136919586834
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 15.181136919586834, 323.54607152871046
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 29
Number of sections that passed: 8
persistance score: 0.27586206896551724
INFO:utils_findsat_mrt:amplitude of feature: 7.487663013637275
baseline noise: 0.03359208084920904
snr of feature = 221.89964849895804
INFO:utils_findsat_mrt:width of feature = 110.67347598727008
INFO:utils_findsat_mrt:amplitude of feature: 2.6768425413722285
baseline noise: 1.732652686405193e-05
snr of feature = 154492.89034371256
INFO:utils_findsat_mrt:width of feature = 35.46114108454151
INFO:utils_findsat_mrt:breaking into 25.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 25
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 35.46114108454151
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 35.46114108454151, 254.25821967272282
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 25
INFO:utils_findsat_mrt:amplitude of feature: 4.663204119896746
baseline noise: 2.0732424050283003
snr of feature = 1.249232462439959
INFO:utils_findsat_mrt:width of feature = 33.530330213658544
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.249232462439959, 33.530330213658544, 254.25821967272282
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 25
INFO:utils_findsat_mrt:amplitude of feature: 10.323771531872552
baseline noise: 3.633078357879145
snr of feature = 1.8416044232800923
INFO:utils_findsat_mrt:width of feature = 28.16995579928019
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.8416044232800923, 28.16995579928019, 254.25821967272282
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 25
INFO:utils_findsat_mrt:amplitude of feature: 30.49454037243998
baseline noise: 3.6379428960002387
snr of feature = 7.382358174441774
INFO:utils_findsat_mrt:width of feature = 56.05792064347759
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.382358174441774, 56.05792064347759, 254.25821967272282
INFO:utils_findsat_mrt:Checking persistence, step 5 of 25
INFO:utils_findsat_mrt:amplitude of feature: 10.929307003650987
baseline noise: 4.166590755712788
snr of feature = 1.623081469824191
INFO:utils_findsat_mrt:width of feature = 24.4122265677361
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.623081469824191, 24.4122265677361, 259.418990969253
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 25
INFO:utils_findsat_mrt:amplitude of feature: 1112.4965592788988
baseline noise: 5.848707299900801
snr of feature = 189.21238407635266
INFO:utils_findsat_mrt:width of feature = 95.43061946874386
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 189.21238407635266, 95.43061946874386, 227.37340160089713
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 25
INFO:utils_findsat_mrt:amplitude of feature: 198.20264422537247
baseline noise: 4.66562221109526
snr of feature = 41.48150305741196
INFO:utils_findsat_mrt:width of feature = 153.02740434017792
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 41.48150305741196, 153.02740434017792, 227.40412072526934
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 8 of 25
INFO:utils_findsat_mrt:amplitude of feature: 22.95378377307253
baseline noise: 4.477677099193103
snr of feature = 4.126270444380391
INFO:utils_findsat_mrt:width of feature = 41.486009290087594
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.126270444380391, 41.486009290087594, 253.95450982228138
INFO:utils_findsat_mrt:Checking persistence, step 9 of 25
INFO:utils_findsat_mrt:amplitude of feature: -1.3132735714479988
baseline noise: 9.551214258203734
snr of feature = -1.1374980746892995
INFO:utils_findsat_mrt:width of feature = 8.359585361006339
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.1374980746892995, 8.359585361006339, 252.11798145681
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 25
INFO:utils_findsat_mrt:amplitude of feature: 1.8614053346736732
baseline noise: 6.26027894554707
snr of feature = -0.7026641542869765
INFO:utils_findsat_mrt:width of feature = 8.656983318949074
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.7026641542869765, 8.656983318949074, 254.6724695747132
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 25
INFO:utils_findsat_mrt:amplitude of feature: 8.467417019830215
baseline noise: 16.662968357651824
snr of feature = -0.49184221934011646
INFO:utils_findsat_mrt:width of feature = 17.61314494355247
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.49184221934011646, 17.61314494355247, 252.32913345362755
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 12 of 25
INFO:utils_findsat_mrt:amplitude of feature: 26.276008401924543
baseline noise: 2.870890376459848
snr of feature = 8.152564172208487
INFO:utils_findsat_mrt:width of feature = 313.45214838023867
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 8.152564172208487, 313.45214838023867, 271.2185356240902
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 13 of 25
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 3.218973623309973
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 254.58158090549955
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 14 of 25
INFO:utils_findsat_mrt:amplitude of feature: 2.0187870399513113
baseline noise: 5.000287026174481
snr of feature = -0.5962657684681345
INFO:utils_findsat_mrt:width of feature = 17.690502018953055
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.5962657684681345, 17.690502018953055, 252.75201404855508
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 15 of 25
INFO:utils_findsat_mrt:amplitude of feature: 28.693071498588058
baseline noise: 6.609998408056597
snr of feature = 3.3408590633872928
INFO:utils_findsat_mrt:width of feature = 88.53455806187307
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.3408590633872928, 88.53455806187307, 286.61919827863716
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 16 of 25
INFO:utils_findsat_mrt:amplitude of feature: 2.4177557144765753
baseline noise: 5.09303578889608
snr of feature = -0.5252820096517277
INFO:utils_findsat_mrt:width of feature = 21.793631005535246
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.5252820096517277, 21.793631005535246, 255.7183558608003
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 17 of 25
INFO:utils_findsat_mrt:amplitude of feature: 19.706101749230896
baseline noise: 7.5464837561830285
snr of feature = 1.6112958545872678
INFO:utils_findsat_mrt:width of feature = 4.842837186040242
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.6112958545872678, 4.842837186040242, 258.5152072973286
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 18 of 25
INFO:utils_findsat_mrt:amplitude of feature: 3.0864496668947243
baseline noise: 7.2892733607758915
snr of feature = -0.5765764961562377
INFO:utils_findsat_mrt:width of feature = 25.48090852810418
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.5765764961562377, 25.48090852810418, 252.14537732336376
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 19 of 25
INFO:utils_findsat_mrt:amplitude of feature: 37.486949021120566
baseline noise: 4.679537952136855
snr of feature = 7.010822736035851
INFO:utils_findsat_mrt:width of feature = 81.4772599525927
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.010822736035851, 81.4772599525927, 254.75184820426017
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 20 of 25
INFO:utils_findsat_mrt:amplitude of feature: 9.295919351834218
baseline noise: 6.046934656984113
snr of feature = 0.5372944936816177
INFO:utils_findsat_mrt:width of feature = 20.152530447135575
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.5372944936816177, 20.152530447135575, 251.52489790955852
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 21 of 25
INFO:utils_findsat_mrt:amplitude of feature: 22.43042322865962
baseline noise: 3.9350472524725704
snr of feature = 4.700166170702412
INFO:utils_findsat_mrt:width of feature = 135.61442369109193
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.700166170702412, 135.61442369109193, 261.7737748262078
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 22 of 25
INFO:utils_findsat_mrt:amplitude of feature: 18.828337198878167
baseline noise: 4.619536821984704
snr of feature = 3.075806281978914
INFO:utils_findsat_mrt:width of feature = 138.1550968261099
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.075806281978914, 138.1550968261099, 259.25975998357137
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 23 of 25
INFO:utils_findsat_mrt:amplitude of feature: 0.9706750645364899
baseline noise: 2.2654625141479525
snr of feature = -0.5715333807226717
INFO:utils_findsat_mrt:width of feature = 222.73587473583336
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.5715333807226717, 222.73587473583336, 282.5077422018114
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 24 of 25
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 41.486009290087594
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 41.486009290087594, 253.95450982228138
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 25 of 25
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 41.486009290087594
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 41.486009290087594, 253.95450982228138
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 25
Number of sections that passed: 2
persistance score: 0.08
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 3.938347816467285
baseline noise: 0.0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 26.787279729985585
INFO:utils_findsat_mrt:breaking into 27.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 27
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 26.787279729985585
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 26.787279729985585, 250.1958501534885
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 27
INFO:utils_findsat_mrt:amplitude of feature: -2.2766187021100563
baseline noise: 12.630680186470657
snr of feature = -1.1802451387019248
INFO:utils_findsat_mrt:width of feature = 12.383063638202884
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.1802451387019248, 12.383063638202884, 250.62130169138027
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 27
INFO:utils_findsat_mrt:amplitude of feature: 34.36643460701184
baseline noise: 9.26403053333036
snr of feature = 2.7096633569338344
INFO:utils_findsat_mrt:width of feature = 154.02160856242358
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.7096633569338344, 154.02160856242358, 257.50174071676093
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 27
INFO:utils_findsat_mrt:amplitude of feature: 23.385447436563027
baseline noise: 4.425778692067986
snr of feature = 4.283917037802891
INFO:utils_findsat_mrt:width of feature = 36.87214059697067
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.283917037802891, 36.87214059697067, 250.1958501534885
INFO:utils_findsat_mrt:Checking persistence, step 5 of 27
INFO:utils_findsat_mrt:amplitude of feature: 7.396125833852132
baseline noise: 4.047652287228074
snr of feature = 0.8272631414486373
INFO:utils_findsat_mrt:width of feature = 36.08083206614174
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.8272631414486373, 36.08083206614174, 249.1421365123686
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 27
INFO:utils_findsat_mrt:amplitude of feature: 18.930722950380165
baseline noise: 4.000157955733811
snr of feature = 3.732493856460078
INFO:utils_findsat_mrt:width of feature = 100.4347146882817
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.732493856460078, 100.4347146882817, 256.23549593405755
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 27
INFO:utils_findsat_mrt:amplitude of feature: 28.394988228104147
baseline noise: 4.622528427536931
snr of feature = 5.14273955763083
INFO:utils_findsat_mrt:width of feature = 84.99534612897074
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.14273955763083, 84.99534612897074, 238.62979887869247
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 8 of 27
INFO:utils_findsat_mrt:amplitude of feature: 17.606818369023095
baseline noise: 4.318020870212711
snr of feature = 3.0775204424048463
INFO:utils_findsat_mrt:width of feature = 56.67432703556477
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.0775204424048463, 56.67432703556477, 254.99452425676017
INFO:utils_findsat_mrt:Checking persistence, step 9 of 27
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 5.405890276632968
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 253.01327053022337
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 27
INFO:utils_findsat_mrt:amplitude of feature: 1.4635453657464907
baseline noise: 9.750812986277825
snr of feature = -0.8499052983780823
INFO:utils_findsat_mrt:width of feature = 6.411180982345087
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.8499052983780823, 6.411180982345087, 257.8662721418122
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 27
INFO:utils_findsat_mrt:amplitude of feature: 544.4583651973948
baseline noise: 11.330405702157707
snr of feature = 47.052857021148924
INFO:utils_findsat_mrt:width of feature = 146.67405401007704
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 47.052857021148924, 146.67405401007704, 311.6688512923249
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 12 of 27
INFO:utils_findsat_mrt:amplitude of feature: 3.88188358811397
baseline noise: 5.31518856220825
snr of feature = -0.2696621121375228
INFO:utils_findsat_mrt:width of feature = 27.203681537600318
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.2696621121375228, 27.203681537600318, 255.17476662900384
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 13 of 27
INFO:utils_findsat_mrt:amplitude of feature: 24.869790303189205
baseline noise: 6.368827253234488
snr of feature = 2.9049246139560108
INFO:utils_findsat_mrt:width of feature = 165.45894209746024
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.9049246139560108, 165.45894209746024, 248.15420474029466
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 14 of 27
INFO:utils_findsat_mrt:amplitude of feature: 103.81222193526506
baseline noise: 6.69640063817748
snr of feature = 14.502689809718287
INFO:utils_findsat_mrt:width of feature = 152.3343622724912
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 14.502689809718287, 152.3343622724912, 229.6370099336244
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 15 of 27
INFO:utils_findsat_mrt:amplitude of feature: 2.983993767450716
baseline noise: 5.918703105144624
snr of feature = -0.49583655161601453
INFO:utils_findsat_mrt:width of feature = 29.227748784241186
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.49583655161601453, 29.227748784241186, 255.64220940836339
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 16 of 27
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 6.902432054487529
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 253.63232900470027
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 17 of 27
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 10.559849208801566
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 254.68845653664008
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 18 of 27
INFO:utils_findsat_mrt:amplitude of feature: 261.1534784160657
baseline noise: 6.746873086216899
snr of feature = 37.70733524683794
INFO:utils_findsat_mrt:width of feature = 73.09706624052257
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 37.70733524683794, 73.09706624052257, 244.92778157965049
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 19 of 27
INFO:utils_findsat_mrt:amplitude of feature: 30.82404241959049
baseline noise: 4.458694452977801
snr of feature = 5.913243942742976
INFO:utils_findsat_mrt:width of feature = 46.81181365239175
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.913243942742976, 46.81181365239175, 271.1948608579495
INFO:utils_findsat_mrt:Checking persistence, step 20 of 27
INFO:utils_findsat_mrt:amplitude of feature: 11.594867765222403
baseline noise: 5.633088539132333
snr of feature = 1.0583499947984778
INFO:utils_findsat_mrt:width of feature = 44.40728005978417
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.0583499947984778, 44.40728005978417, 272.7549980676665
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 21 of 27
INFO:utils_findsat_mrt:amplitude of feature: 13.549721406287318
baseline noise: 5.366081047360419
snr of feature = 1.5250683481481222
INFO:utils_findsat_mrt:width of feature = 28.360939409012985
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.5250683481481222, 28.360939409012985, 262.01014200961924
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 22 of 27
INFO:utils_findsat_mrt:amplitude of feature: 15.751672140815728
baseline noise: 4.531764037295202
snr of feature = 2.4758367847892546
INFO:utils_findsat_mrt:width of feature = 243.2922489572918
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.4758367847892546, 243.2922489572918, 273.5142301319308
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 23 of 27
INFO:utils_findsat_mrt:amplitude of feature: 0.7764884776649978
baseline noise: 4.907675529391075
snr of feature = -0.8417808037604023
INFO:utils_findsat_mrt:width of feature = 22.785863956891717
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.8417808037604023, 22.785863956891717, 272.4104485714398
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 24 of 27
INFO:utils_findsat_mrt:amplitude of feature: 9.655553054503315
baseline noise: 4.299955035343606
snr of feature = 1.245500935507282
INFO:utils_findsat_mrt:width of feature = 43.11175411980477
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.245500935507282, 43.11175411980477, 270.8652674829626
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 25 of 27
INFO:utils_findsat_mrt:amplitude of feature: 23.756168173080255
baseline noise: 7.535745466443528
snr of feature = 2.1524642490734105
INFO:utils_findsat_mrt:width of feature = 185.3701300191369
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.1524642490734105, 185.3701300191369, 318.0066745103412
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 26 of 27
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 9.369063124767468
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 271.3271940676131
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 27 of 27
INFO:utils_findsat_mrt:amplitude of feature: 4.254932857425047
baseline noise: 8.976392292838398
snr of feature = -0.5259863073475806
INFO:utils_findsat_mrt:width of feature = 243.75004559519186
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.5259863073475806, 243.75004559519186, 278.0201179185014
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 27
Number of sections that passed: 3
persistance score: 0.1111111111111111
INFO:utils_findsat_mrt:amplitude of feature: 4.380757458552296
baseline noise: 0.790838485417517
snr of feature = 4.539383248704075
INFO:utils_findsat_mrt:width of feature = 78.32988191088589
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.7108597755432129
baseline noise: 0.0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 1.219499829793449
INFO:utils_findsat_mrt:breaking into 31.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 31
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 1.219499829793449
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 1.219499829793449, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 31
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 1.219499829793449
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 1.219499829793449, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 31
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 1.219499829793449
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 1.219499829793449, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 31
INFO:utils_findsat_mrt:amplitude of feature: 39.28747278833418
baseline noise: 5.5805885384443465
snr of feature = 6.040023201439254
INFO:utils_findsat_mrt:width of feature = 268.03173079785654
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.040023201439254, 268.03173079785654, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 9.177071411443015
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 31
INFO:utils_findsat_mrt:amplitude of feature: -0.7038327653057053
baseline noise: 7.332846611845648
snr of feature = -1.095983565804952
INFO:utils_findsat_mrt:width of feature = 1.573896002549077
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.095983565804952, 1.573896002549077, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 31
INFO:utils_findsat_mrt:amplitude of feature: 5.170042973666199
baseline noise: 3.5586651846599744
snr of feature = 0.45280398840336233
INFO:utils_findsat_mrt:width of feature = 3.688243454258753
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.45280398840336233, 3.688243454258753, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 8 of 31
INFO:utils_findsat_mrt:amplitude of feature: 10.128551848220873
baseline noise: 4.103652089147707
snr of feature = 1.4681799597500687
INFO:utils_findsat_mrt:width of feature = 3.584457759074894
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.4681799597500687, 3.584457759074894, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 9 of 31
INFO:utils_findsat_mrt:amplitude of feature: 14.719242937413277
baseline noise: 4.795268166878776
snr of feature = 2.0695348883885223
INFO:utils_findsat_mrt:width of feature = 37.740670679432924
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.0695348883885223, 37.740670679432924, 265.6193811499164
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 31
INFO:utils_findsat_mrt:amplitude of feature: 7.14945876630118
baseline noise: 3.6795951810862593
snr of feature = 0.943001448379595
INFO:utils_findsat_mrt:width of feature = 36.66832513867712
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.943001448379595, 36.66832513867712, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 31
INFO:utils_findsat_mrt:amplitude of feature: 9.882326989120603
baseline noise: 6.048864690888697
snr of feature = 0.6337490577374272
INFO:utils_findsat_mrt:width of feature = 28.772450506735368
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.6337490577374272, 28.772450506735368, 258.84813589760984
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 12 of 31
INFO:utils_findsat_mrt:amplitude of feature: 82.68614411007088
baseline noise: 9.383969334619703
snr of feature = 7.811425225466366
INFO:utils_findsat_mrt:width of feature = 218.28782391882194
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.811425225466366, 218.28782391882194, 280.3490316062622
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 13 of 31
INFO:utils_findsat_mrt:amplitude of feature: 334.32831714693515
baseline noise: 12.019234027858765
snr of feature = 26.81610844518151
INFO:utils_findsat_mrt:width of feature = 180.16003129407576
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 26.81610844518151, 180.16003129407576, 273.9026674532665
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 14 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 4.868025020640913
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 15 of 31
INFO:utils_findsat_mrt:amplitude of feature: 74.89137420299078
baseline noise: 6.665682273477393
snr of feature = 10.235365132986004
INFO:utils_findsat_mrt:width of feature = 152.37136855473378
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 10.235365132986004, 152.37136855473378, 259.81706343098534
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 16 of 31
INFO:utils_findsat_mrt:amplitude of feature: 95.06491366905723
baseline noise: 7.625081906535997
snr of feature = 11.467395738735656
INFO:utils_findsat_mrt:width of feature = 159.4724682665227
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 11.467395738735656, 159.4724682665227, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 17 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 5.940684807225725
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 18 of 31
INFO:utils_findsat_mrt:amplitude of feature: 18.146879715208968
baseline noise: 6.601441137861301
snr of feature = 1.7489269897645554
INFO:utils_findsat_mrt:width of feature = 296.18764693726155
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.7489269897645554, 296.18764693726155, 265.1447117449669
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 19 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 6.795093345721221
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 20 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 6.686993963688411
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 21 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 4.28180244019427
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 22 of 31
INFO:utils_findsat_mrt:amplitude of feature: -5.168020625784802
baseline noise: 5.144884128954164
snr of feature = -2.004496990845806
INFO:utils_findsat_mrt:width of feature = 1.0469877181539005
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -2.004496990845806, 1.0469877181539005, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 23 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 7.115963286463437
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 24 of 31
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 58.508119661202905
baseline noise: 0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 918.6763172428847
INFO:utils_findsat_mrt:Chunk SNR, width, mean: inf, 918.6763172428847, 257.00516910223706
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 25 of 31
INFO:utils_findsat_mrt:amplitude of feature: 62.89079184704092
baseline noise: 5.413225800176472
snr of feature = 10.617987900115061
INFO:utils_findsat_mrt:width of feature = 362.11887479781535
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 10.617987900115061, 362.11887479781535, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 26 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 4.792421980936726
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 27 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 5.0418728945466125
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 28 of 31
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 6.501779831748258
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 29 of 31
INFO:utils_findsat_mrt:amplitude of feature: -3.264943184599346
baseline noise: 11.54195031550227
snr of feature = -1.2828762120223411
INFO:utils_findsat_mrt:width of feature = 0.732776499590841
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.2828762120223411, 0.732776499590841, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 30 of 31
INFO:utils_findsat_mrt:amplitude of feature: 80.91018423796604
baseline noise: 2.944911605096537e-05
snr of feature = 2747456.1426164666
INFO:utils_findsat_mrt:width of feature = 227.17138325607993
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2747456.1426164666, 227.17138325607993, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 31 of 31
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 1.219499829793449
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 1.219499829793449, 256.99914750356805
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 31
Number of sections that passed: 0
persistance score: 0.0
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 2.112293243408203
baseline noise: 0.0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 3.6236037896216544
INFO:utils_findsat_mrt:breaking into 30.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 30
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 3.6236037896216544
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 3.6236037896216544, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 30
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 3.6236037896216544
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 3.6236037896216544, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 30
INFO:utils_findsat_mrt:amplitude of feature: 31.148932334536397
baseline noise: 10.350389829159198
snr of feature = 2.009445329951089
INFO:utils_findsat_mrt:width of feature = 116.0923076263609
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.009445329951089, 116.0923076263609, 274.9878110233785
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 30
INFO:utils_findsat_mrt:amplitude of feature: -6.24079965414235
baseline noise: 10.987815267099057
snr of feature = -1.5679745702341075
INFO:utils_findsat_mrt:width of feature = 2.217025275447611
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.5679745702341075, 2.217025275447611, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 30
INFO:utils_findsat_mrt:amplitude of feature: 17.980865608223922
baseline noise: 6.473093872116661
snr of feature = 1.7777853934233605
INFO:utils_findsat_mrt:width of feature = 238.37273982293527
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.7777853934233605, 238.37273982293527, 274.9878110233785
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 30
INFO:utils_findsat_mrt:amplitude of feature: 25.218599705826257
baseline noise: 3.532365284344985
snr of feature = 6.1392955359379275
INFO:utils_findsat_mrt:width of feature = 85.85250862968417
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.1392955359379275, 85.85250862968417, 251.26266477168116
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 30
INFO:utils_findsat_mrt:amplitude of feature: 0.25478521338742155
baseline noise: 3.805168546310445
snr of feature = -0.9330423316900205
INFO:utils_findsat_mrt:width of feature = 3.4062660159543157
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.9330423316900205, 3.4062660159543157, 250.06392175118145
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 8 of 30
INFO:utils_findsat_mrt:amplitude of feature: 3.366396346170326
baseline noise: 4.492426200869544
snr of feature = -0.25065071842054215
INFO:utils_findsat_mrt:width of feature = 0.447189798622162
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.25065071842054215, 0.447189798622162, 249.98878901946063
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 9 of 30
INFO:utils_findsat_mrt:amplitude of feature: -0.6237615714970026
baseline noise: 4.656883931233311
snr of feature = -1.1339439807192722
INFO:utils_findsat_mrt:width of feature = 2.8684302469897034
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.1339439807192722, 2.8684302469897034, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 30
INFO:utils_findsat_mrt:amplitude of feature: -0.8239164420650802
baseline noise: 4.493919648457246
snr of feature = -1.183340270079802
INFO:utils_findsat_mrt:width of feature = 1.9443690541573915
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.183340270079802, 1.9443690541573915, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 30
INFO:utils_findsat_mrt:amplitude of feature: -11.913912094341843
baseline noise: 11.327004197247167
snr of feature = -2.0518149271311574
INFO:utils_findsat_mrt:width of feature = 2.0438377621760537
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -2.0518149271311574, 2.0438377621760537, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 12 of 30
INFO:utils_findsat_mrt:amplitude of feature: -39.93033933742464
baseline noise: 43.66997897386069
snr of feature = -1.9143658933594982
INFO:utils_findsat_mrt:width of feature = 3.0711597418332985
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.9143658933594982, 3.0711597418332985, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 13 of 30
INFO:utils_findsat_mrt:amplitude of feature: 19.802075953371396
baseline noise: 5.512472453496168
snr of feature = 2.5922312756070736
INFO:utils_findsat_mrt:width of feature = 17.832160634126097
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.5922312756070736, 17.832160634126097, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 14 of 30
INFO:utils_findsat_mrt:amplitude of feature: 5.704301120732175
baseline noise: 6.822631558372988
snr of feature = -0.1639148220261661
INFO:utils_findsat_mrt:width of feature = 6.437192887548349
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.1639148220261661, 6.437192887548349, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 15 of 30
INFO:utils_findsat_mrt:amplitude of feature: 115.6254437560464
baseline noise: 5.27903219664631
snr of feature = 20.902772979771086
INFO:utils_findsat_mrt:width of feature = 232.78980222844913
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 20.902772979771086, 232.78980222844913, 274.9878110233785
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 16 of 30
INFO:utils_findsat_mrt:amplitude of feature: 4.540070340051479
baseline noise: 4.100228522023344
snr of feature = 0.10727251314545885
INFO:utils_findsat_mrt:width of feature = 5.082118420492463
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.10727251314545885, 5.082118420492463, 251.6144962695523
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 17 of 30
INFO:utils_findsat_mrt:amplitude of feature: 11.67195410008826
baseline noise: 6.186763756188978
snr of feature = 0.886600904780327
INFO:utils_findsat_mrt:width of feature = 266.14034820054053
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.886600904780327, 266.14034820054053, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 18 of 30
INFO:utils_findsat_mrt:amplitude of feature: 29.19679088328748
baseline noise: 4.0113182942849015
snr of feature = 6.278602379892269
INFO:utils_findsat_mrt:width of feature = 225.5650522983071
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.278602379892269, 225.5650522983071, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 19 of 30
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 9.284766314016741
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 20 of 30
INFO:utils_findsat_mrt:amplitude of feature: 14.403817411462338
baseline noise: 5.942582004993602
snr of feature = 1.4238314926674447
INFO:utils_findsat_mrt:width of feature = 154.36953933363853
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.4238314926674447, 154.36953933363853, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 21 of 30
INFO:utils_findsat_mrt:amplitude of feature: 28.09469502633607
baseline noise: 6.8490597641659186
snr of feature = 3.1019783727580674
INFO:utils_findsat_mrt:width of feature = 344.1880451103593
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.1019783727580674, 344.1880451103593, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 22 of 30
INFO:utils_findsat_mrt:amplitude of feature: 30.557131925611035
baseline noise: 6.882593428972355
snr of feature = 3.4397700141607146
INFO:utils_findsat_mrt:width of feature = 64.92304313030576
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.4397700141607146, 64.92304313030576, 249.98781102337855
INFO:utils_findsat_mrt:Checking persistence, step 23 of 30
INFO:utils_findsat_mrt:amplitude of feature: 0.06543493379253107
baseline noise: 7.063672611985879
snr of feature = -0.9907364146971508
INFO:utils_findsat_mrt:width of feature = 15.131572884156014
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.9907364146971508, 15.131572884156014, 251.49919199964543
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 24 of 30
INFO:utils_findsat_mrt:amplitude of feature: 7.437496250136633
baseline noise: 5.066914236905953
snr of feature = 0.4678551683318495
INFO:utils_findsat_mrt:width of feature = 48.05921098140513
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.4678551683318495, 48.05921098140513, 250.20905180052475
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 25 of 30
INFO:utils_findsat_mrt:amplitude of feature: 9.350226084491624
baseline noise: 4.33240482381145
snr of feature = 1.1582069231161383
INFO:utils_findsat_mrt:width of feature = 50.18179620865013
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.1582069231161383, 50.18179620865013, 267.2561509847749
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 26 of 30
INFO:utils_findsat_mrt:amplitude of feature: 7.505720298105032
baseline noise: 5.004037978614965
snr of feature = 0.4999327203712573
INFO:utils_findsat_mrt:width of feature = 31.908115082235554
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.4999327203712573, 31.908115082235554, 249.3223229157697
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 27 of 30
INFO:utils_findsat_mrt:amplitude of feature: 22.290882665369878
baseline noise: 6.8128491910249425
snr of feature = 2.271888462573818
INFO:utils_findsat_mrt:width of feature = 69.21889112105339
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.271888462573818, 69.21889112105339, 283.9564561976195
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 28 of 30
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 13.566074264328591
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 250.83908189100012
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 29 of 30
INFO:utils_findsat_mrt:amplitude of feature: 51.338205281866664
baseline noise: 11.951520102733163
snr of feature = 3.2955377090589724
INFO:utils_findsat_mrt:width of feature = 237.9051169882225
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.2955377090589724, 237.9051169882225, 243.18468348112052
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 30 of 30
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 64.92304313030576
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 64.92304313030576, 249.98781102337855
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 30
Number of sections that passed: 1
persistance score: 0.03333333333333333
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.6625971794128418
baseline noise: 0.0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 1.7775038885448566
INFO:utils_findsat_mrt:breaking into 29.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 29
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 1.7775038885448566
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 1.7775038885448566, 261.4216990409191
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 29
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 10.419905375603461
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 261.5184550611712
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 29
INFO:utils_findsat_mrt:amplitude of feature: 30.649088887848492
baseline noise: 8.85676773601302
snr of feature = 2.4605275650646727
INFO:utils_findsat_mrt:width of feature = 98.48056199729459
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.4605275650646727, 98.48056199729459, 273.766135660217
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 29
INFO:utils_findsat_mrt:amplitude of feature: 31.01278472681078
baseline noise: 4.2293525619696615
snr of feature = 6.332749935694116
INFO:utils_findsat_mrt:width of feature = 56.737703373730625
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.332749935694116, 56.737703373730625, 261.79559808567234
INFO:utils_findsat_mrt:Checking persistence, step 5 of 29
INFO:utils_findsat_mrt:amplitude of feature: 7.214042170475302
baseline noise: 3.9163977384926723
snr of feature = 0.8420095843615246
INFO:utils_findsat_mrt:width of feature = 33.80254051682573
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.8420095843615246, 33.80254051682573, 259.9602202925815
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 29
INFO:utils_findsat_mrt:amplitude of feature: 3.0609353623106443
baseline noise: 3.601077361537199
snr of feature = -0.14999455579482002
INFO:utils_findsat_mrt:width of feature = 37.69074896110385
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.14999455579482002, 37.69074896110385, 262.611611489336
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 29
INFO:utils_findsat_mrt:amplitude of feature: 9.430715348023071
baseline noise: 5.6772599530448495
snr of feature = 0.6611385467676452
INFO:utils_findsat_mrt:width of feature = 63.2780650231316
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.6611385467676452, 63.2780650231316, 260.9258480174418
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 8 of 29
INFO:utils_findsat_mrt:amplitude of feature: 7.687237344115811
baseline noise: 4.675744706263349
snr of feature = 0.6440669512641368
INFO:utils_findsat_mrt:width of feature = 49.012068832245205
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.6440669512641368, 49.012068832245205, 262.5895245661445
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 9 of 29
INFO:utils_findsat_mrt:amplitude of feature: 18.88891682211454
baseline noise: 4.7509928667390815
snr of feature = 2.975783031448591
INFO:utils_findsat_mrt:width of feature = 201.13721458409637
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.975783031448591, 201.13721458409637, 250.99349314243779
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 29
INFO:utils_findsat_mrt:amplitude of feature: 55.289311796063046
baseline noise: 7.281512040656659
snr of feature = 6.593108613616598
INFO:utils_findsat_mrt:width of feature = 125.78860489137543
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.593108613616598, 125.78860489137543, 239.09398060384544
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 29
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 19.040228553061542
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 260.1315035387075
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 12 of 29
INFO:utils_findsat_mrt:amplitude of feature: 4.518869179993981
baseline noise: 5.506030296267578
snr of feature = -0.17928726562633923
INFO:utils_findsat_mrt:width of feature = 35.174754275994104
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.17928726562633923, 35.174754275994104, 261.81774949204043
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 13 of 29
INFO:utils_findsat_mrt:amplitude of feature: 3.3283735431064176
baseline noise: 6.838359538178496
snr of feature = -0.5132789487706606
INFO:utils_findsat_mrt:width of feature = 24.303557893464102
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.5132789487706606, 24.303557893464102, 259.79845888358875
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 14 of 29
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 9.671753209769784
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 262.5995049225816
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 15 of 29
INFO:utils_findsat_mrt:amplitude of feature: 12.17377152168278
baseline noise: 8.64202617033486
snr of feature = 0.4086709854537588
INFO:utils_findsat_mrt:width of feature = 225.09568294810657
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.4086709854537588, 225.09568294810657, 249.6148660820817
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 16 of 29
INFO:utils_findsat_mrt:amplitude of feature: 11.11042936862542
baseline noise: 3.7258325462574846
snr of feature = 1.9819991185018764
INFO:utils_findsat_mrt:width of feature = 27.336030404632453
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.9819991185018764, 27.336030404632453, 243.10125127294853
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 17 of 29
INFO:utils_findsat_mrt:amplitude of feature: 28.77632773103363
baseline noise: 4.0307607657935
snr of feature = 6.139180269699954
INFO:utils_findsat_mrt:width of feature = 75.39450277431354
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 6.139180269699954, 75.39450277431354, 294.4292995784591
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 18 of 29
INFO:utils_findsat_mrt:amplitude of feature: 3.3844093745818924
baseline noise: 10.112165070809636
snr of feature = -0.6653130807415788
INFO:utils_findsat_mrt:width of feature = 31.392357114045353
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.6653130807415788, 31.392357114045353, 263.1077166463789
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 19 of 29
INFO:utils_findsat_mrt:amplitude of feature: 14.431740788097585
baseline noise: 5.21695482645861
snr of feature = 1.766315076163729
INFO:utils_findsat_mrt:width of feature = 129.21160034601138
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.766315076163729, 129.21160034601138, 205.0578947119417
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 20 of 29
INFO:utils_findsat_mrt:amplitude of feature: 22.767853599111465
baseline noise: 5.5433970126424255
snr of feature = 3.107202415267473
INFO:utils_findsat_mrt:width of feature = 55.0640843907581
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.107202415267473, 55.0640843907581, 235.03230786710574
INFO:utils_findsat_mrt:Checking persistence, step 21 of 29
INFO:utils_findsat_mrt:amplitude of feature: 1.3740915383048424
baseline noise: 8.295245758758607
snr of feature = -0.8343519193685135
INFO:utils_findsat_mrt:width of feature = 19.391625093419293
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.8343519193685135, 19.391625093419293, 231.9568338548152
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 22 of 29
INFO:utils_findsat_mrt:amplitude of feature: 1.0654543744621492
baseline noise: 5.838142719165187
snr of feature = -0.817501142792463
INFO:utils_findsat_mrt:width of feature = 16.22356033120741
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.817501142792463, 16.22356033120741, 231.9136177773767
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 23 of 29
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 4.311081077891251
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 232.14521782002672
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 24 of 29
INFO:utils_findsat_mrt:amplitude of feature: 6.9238834749805775
baseline noise: 4.70182201951721
snr of feature = 0.4725958248184673
INFO:utils_findsat_mrt:width of feature = 41.277613499695974
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.4725958248184673, 41.277613499695974, 235.60546599650118
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 25 of 29
INFO:utils_findsat_mrt:amplitude of feature: 7.518434650574541
baseline noise: 4.881366751113335
snr of feature = 0.5402314626041461
INFO:utils_findsat_mrt:width of feature = 37.11752092257467
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.5402314626041461, 37.11752092257467, 233.14601005175328
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 26 of 29
INFO:utils_findsat_mrt:amplitude of feature: 22.043622057251945
baseline noise: 12.43335059096262
snr of feature = 0.7729430129055239
INFO:utils_findsat_mrt:width of feature = 274.86833939460985
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.7729430129055239, 274.86833939460985, 264.7921902041837
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 27 of 29
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 12.589077675225743
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 235.16793283348042
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 28 of 29
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 79.51078796386719
baseline noise: 0.0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 243.45372477271033
INFO:utils_findsat_mrt:Chunk SNR, width, mean: inf, 243.45372477271033, 248.4589228871765
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 29 of 29
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 55.0640843907581
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 55.0640843907581, 235.03230786710574
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 29
Number of sections that passed: 2
persistance score: 0.06896551724137931
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 6.747562408447266
baseline noise: 0.0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 70.15192279529089
INFO:utils_findsat_mrt:breaking into 27.0 sections for persistence check
Section size for persistence check: 100
INFO:utils_findsat_mrt:Checking persistence, step 1 of 27
INFO:utils_findsat_mrt:amplitude of feature: 0.9736060771785553
baseline noise: 4.9463542243385765
snr of feature = -0.8031669320430149
INFO:utils_findsat_mrt:width of feature = 63.1550280442641
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.8031669320430149, 63.1550280442641, 213.49276564070254
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 27
INFO:utils_findsat_mrt:amplitude of feature: 32.225404569537744
baseline noise: 2.867753071690699
snr of feature = 10.237161556081634
INFO:utils_findsat_mrt:width of feature = 207.41029229459048
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 10.237161556081634, 207.41029229459048, 238.49276564070254
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 27
INFO:utils_findsat_mrt:amplitude of feature: -9.79287668573739
baseline noise: 8.153603271542218
snr of feature = -2.2010489546280203
INFO:utils_findsat_mrt:width of feature = 13.00772679586629
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -2.2010489546280203, 13.00772679586629, 213.49276564070254
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 27
INFO:utils_findsat_mrt:amplitude of feature: 26.64761580168377
baseline noise: 4.287543554402611
snr of feature = 5.215124222894715
INFO:utils_findsat_mrt:width of feature = 100.44670702763969
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.215124222894715, 100.44670702763969, 216.41036227300373
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 27
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 4.617083346824302
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 217.9317532934293
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 27
INFO:utils_findsat_mrt:amplitude of feature: 4.535280711639135
baseline noise: 4.80709443537347
snr of feature = -0.05654428623955605
INFO:utils_findsat_mrt:width of feature = 51.340135997031325
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.05654428623955605, 51.340135997031325, 214.59387853312953
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 27
INFO:utils_findsat_mrt:amplitude of feature: 16.819863683848194
baseline noise: 4.000025632444633
snr of feature = 3.204938975245682
INFO:utils_findsat_mrt:width of feature = 47.501117582951224
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.204938975245682, 47.501117582951224, 213.49276564070254
INFO:utils_findsat_mrt:Checking persistence, step 8 of 27
INFO:utils_findsat_mrt:amplitude of feature: 34.66015107466389
baseline noise: 8.681484560690278
snr of feature = 2.992422129229474
INFO:utils_findsat_mrt:width of feature = 143.961689252565
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.992422129229474, 143.961689252565, 254.0242904305559
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 9 of 27
INFO:utils_findsat_mrt:amplitude of feature: -4.841637265750304
baseline noise: 7.316750600671988
snr of feature = -1.6617195979463393
INFO:utils_findsat_mrt:width of feature = 0.3057445496759783
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.6617195979463393, 0.3057445496759783, 213.93610914902672
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 27
INFO:utils_findsat_mrt:amplitude of feature: 17.388148520474317
baseline noise: 6.786544602507614
snr of feature = 1.5621504814172196
INFO:utils_findsat_mrt:width of feature = 202.78329216983857
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.5621504814172196, 202.78329216983857, 184.61757025930496
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 27
INFO:utils_findsat_mrt:amplitude of feature: 10.671730684726246
baseline noise: 4.529208033868295
snr of feature = 1.3562023658276874
INFO:utils_findsat_mrt:width of feature = 162.4066326847908
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.3562023658276874, 162.4066326847908, 249.04024173021514
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 12 of 27
INFO:utils_findsat_mrt:amplitude of feature: 29.983678551796984
baseline noise: 5.360300094674858
snr of feature = 4.593656702464103
INFO:utils_findsat_mrt:width of feature = 19.528778085448266
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.593656702464103, 19.528778085448266, 200.50184377973966
INFO:utils_findsat_mrt:Checking persistence, step 13 of 27
INFO:utils_findsat_mrt:amplitude of feature: 93.45214864730252
baseline noise: 5.33943804461697
snr of feature = 16.50224421866223
INFO:utils_findsat_mrt:width of feature = 119.85140556173357
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 16.50224421866223, 119.85140556173357, 208.2245770148301
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 14 of 27
INFO:utils_findsat_mrt:amplitude of feature: 63.536456237833285
baseline noise: 4.056261481786339
snr of feature = 14.663796952718254
INFO:utils_findsat_mrt:width of feature = 51.327874250257366
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 14.663796952718254, 51.327874250257366, 215.1644984714105
INFO:utils_findsat_mrt:Checking persistence, step 15 of 27
INFO:utils_findsat_mrt:amplitude of feature: 43.74124185824091
baseline noise: 5.120555353451641
snr of feature = 7.542284740415122
INFO:utils_findsat_mrt:width of feature = 296.2489356627337
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 7.542284740415122, 296.2489356627337, 171.03600407442914
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 16 of 27
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 5.585830145335944
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 215.3838913087773
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 17 of 27
INFO:utils_findsat_mrt:amplitude of feature: 13.177935784626627
baseline noise: 5.826587519059471
snr of feature = 1.2616901816921153
INFO:utils_findsat_mrt:width of feature = 45.85760163585371
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.2616901816921153, 45.85760163585371, 214.73395731165402
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 18 of 27
INFO:utils_findsat_mrt:amplitude of feature: -1.7246344571415264
baseline noise: 7.34290205387508
snr of feature = -1.2348709603488965
INFO:utils_findsat_mrt:width of feature = 33.22026229304839
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.2348709603488965, 33.22026229304839, 215.80502229766915
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 19 of 27
INFO:utils_findsat_mrt:amplitude of feature: 11.276445258530995
baseline noise: 8.50770247310046
snr of feature = 0.3254395407202718
INFO:utils_findsat_mrt:width of feature = 47.32625571613721
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.3254395407202718, 47.32625571613721, 216.77047088572579
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 20 of 27
INFO:utils_findsat_mrt:amplitude of feature: 27.012016466756855
baseline noise: 6.755285390004483
snr of feature = 2.998649192042341
INFO:utils_findsat_mrt:width of feature = 198.84853882038965
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.998649192042341, 198.84853882038965, 246.41157758231128
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 21 of 27
INFO:utils_findsat_mrt:amplitude of feature: 7.514875499144495
baseline noise: 4.102133670144436
snr of feature = 0.8319431065443306
INFO:utils_findsat_mrt:width of feature = 46.57668479670207
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.8319431065443306, 46.57668479670207, 214.60151896189834
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 22 of 27
INFO:utils_findsat_mrt:amplitude of feature: 15.131344181872976
baseline noise: 4.1205679143585545
snr of feature = 2.672150173558894
INFO:utils_findsat_mrt:width of feature = 126.12303202045034
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.672150173558894, 126.12303202045034, 184.67422897983542
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 23 of 27
INFO:utils_findsat_mrt:amplitude of feature: 7.277193569807466
baseline noise: 4.156817018861452
snr of feature = 0.75066488055341
INFO:utils_findsat_mrt:width of feature = 6.775252104149104
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.75066488055341, 6.775252104149104, 224.46373573371503
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 24 of 27
INFO:utils_findsat_mrt:amplitude of feature: -0.3214413056702554
baseline noise: 9.392581791035578
snr of feature = -1.0342228913009885
INFO:utils_findsat_mrt:width of feature = 36.4585741376971
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0342228913009885, 36.4585741376971, 215.90397068466982
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 25 of 27
INFO:utils_findsat_mrt:amplitude of feature: 32.26100462802808
baseline noise: 8.371505092220946
snr of feature = 2.853668399247105
INFO:utils_findsat_mrt:width of feature = 145.40041125344214
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.853668399247105, 145.40041125344214, 163.83662422115313
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 26 of 27
INFO:utils_findsat_mrt:amplitude of feature: 75.51887338527581
baseline noise: 1.62528492814474
snr of feature = 45.46500565994941
INFO:utils_findsat_mrt:width of feature = 233.1938740173486
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 45.46500565994941, 233.1938740173486, 254.0461184169193
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 27 of 27
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 51.32787425025731
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 51.32787425025731, 215.1644984714105
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 27
Number of sections that passed: 3
persistance score: 0.1111111111111111
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: divide by zero encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 8.171841621398926
baseline noise: 0.0
snr of feature = inf
INFO:utils_findsat_mrt:width of feature = 77.78779336547163
INFO:utils_findsat_mrt:amplitude of feature: 6.397336988630715
baseline noise: 0.002346790558357059
snr of feature = 2724.9940031075303
INFO:utils_findsat_mrt:width of feature = 80.6363630754812
INFO:utils_findsat_mrt:amplitude of feature: 5.675368891670254
baseline noise: 0.006050410255081365
snr of feature = 937.0138953228605
INFO:utils_findsat_mrt:width of feature = 142.28649515274628
INFO:utils_findsat_mrt:amplitude of feature: 6.522534278352744
baseline noise: 0.03342848884401736
snr of feature = 194.1190288256201
INFO:utils_findsat_mrt:width of feature = 387.35390091349257
INFO:utils_findsat_mrt:amplitude of feature: 3.9033575794927575
baseline noise: 0.2989110965730281
snr of feature = 12.05859041114291
INFO:utils_findsat_mrt:width of feature = 12.717435950909305
INFO:utils_findsat_mrt:breaking into 16.0 sections for persistence check
Section size for persistence check: 160.0
INFO:utils_findsat_mrt:Checking persistence, step 1 of 16
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 12.717435950909305
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 12.717435950909305, 252.9553297631273
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 16
INFO:utils_findsat_mrt:amplitude of feature: 16.84922400546178
baseline noise: 2.9670172028764163
snr of feature = 4.678842707459554
INFO:utils_findsat_mrt:width of feature = 178.47831707028985
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.678842707459554, 178.47831707028985, 252.9553297631273
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 16
INFO:utils_findsat_mrt:amplitude of feature: 29.708701957377514
baseline noise: 4.629099000995452
snr of feature = 5.417815205721219
INFO:utils_findsat_mrt:width of feature = 23.430619986645098
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 5.417815205721219, 23.430619986645098, 252.9553297631273
INFO:utils_findsat_mrt:Checking persistence, step 4 of 16
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 5.213850623089914
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 252.96658384161574
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 16
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 5.47275022168721
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.14458784652953227
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.14458784652953227, 253.80371373712336
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 16
INFO:utils_findsat_mrt:amplitude of feature: 11.686529372690519
baseline noise: 3.3603539451902216
snr of feature = 2.4777673909671956
INFO:utils_findsat_mrt:width of feature = 52.89557973367306
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.4777673909671956, 52.89557973367306, 250.627875841453
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 16
INFO:utils_findsat_mrt:amplitude of feature: -2.8678005270095586
baseline noise: 4.7137269983564
snr of feature = -1.608393427962526
INFO:utils_findsat_mrt:width of feature = 2.9224493603393285
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.608393427962526, 2.9224493603393285, 252.24356775702935
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 8 of 16
INFO:utils_findsat_mrt:amplitude of feature: 7.364651284046699
baseline noise: 4.536289345953733
snr of feature = 0.623496810364577
INFO:utils_findsat_mrt:width of feature = 3.8569903736470224
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.623496810364577, 3.8569903736470224, 253.55081261409654
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 9 of 16
INFO:utils_findsat_mrt:amplitude of feature: 11.92791352998319
baseline noise: 4.351806241537678
snr of feature = 1.7409109845314603
INFO:utils_findsat_mrt:width of feature = 66.68868240166591
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.7409109845314603, 66.68868240166591, 243.90544861398246
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 16
INFO:utils_findsat_mrt:amplitude of feature: 1.0240161244809265
baseline noise: 6.321478134596881
snr of feature = -0.8380100187523265
INFO:utils_findsat_mrt:width of feature = 3.4070359692992156
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.8380100187523265, 3.4070359692992156, 254.92209494458618
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 16
INFO:utils_findsat_mrt:amplitude of feature: 15.938204688388332
baseline noise: 5.815926879980291
snr of feature = 1.740441036707522
INFO:utils_findsat_mrt:width of feature = 94.8672120547559
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.740441036707522, 94.8672120547559, 261.5428183306233
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 12 of 16
INFO:utils_findsat_mrt:amplitude of feature: 10.377080791331124
baseline noise: 3.5244287337630595
snr of feature = 1.9443298688157715
INFO:utils_findsat_mrt:width of feature = 28.765754677420517
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.9443298688157715, 28.765754677420517, 257.62873568776956
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 13 of 16
INFO:utils_findsat_mrt:amplitude of feature: 13.321240711474807
baseline noise: 3.2780371014150704
snr of feature = 3.063785826500946
INFO:utils_findsat_mrt:width of feature = 94.35327945642572
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.063785826500946, 94.35327945642572, 262.7058157082413
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 14 of 16
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 6.537784499986902
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 253.096003356305
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 15 of 16
INFO:utils_findsat_mrt:amplitude of feature: 46.705063714301104
baseline noise: 4.788232734986159
snr of feature = 8.75413399875938
INFO:utils_findsat_mrt:width of feature = 221.85768177890372
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 8.75413399875938, 221.85768177890372, 229.5247097764822
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 16 of 16
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 23.430619986645098
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 23.430619986645098, 252.9553297631273
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 16
Number of sections that passed: 1
persistance score: 0.0625
INFO:utils_findsat_mrt:amplitude of feature: 3.638710232932617
baseline noise: 0.39998210884318386
snr of feature = 8.097182480127385
INFO:utils_findsat_mrt:width of feature = 9.690431393598999
INFO:utils_findsat_mrt:breaking into 7.0 sections for persistence check
Section size for persistence check: 351.0
INFO:utils_findsat_mrt:Checking persistence, step 1 of 7
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 9.690431393598999
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 9.690431393598999, 248.76076048963742
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 7
INFO:utils_findsat_mrt:amplitude of feature: 10.090081872987767
baseline noise: 2.348231214598708
snr of feature = 3.2968860179776094
INFO:utils_findsat_mrt:width of feature = 34.796739188230674
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 3.2968860179776094, 34.796739188230674, 248.76076048963742
INFO:utils_findsat_mrt:Checking persistence, step 3 of 7
INFO:utils_findsat_mrt:amplitude of feature: 3.2236937375069488
baseline noise: 3.0316932734208155
snr of feature = 0.06333109809274645
INFO:utils_findsat_mrt:width of feature = 1.7381878119769567
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.06333109809274645, 1.7381878119769567, 252.6462522602945
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 7
INFO:utils_findsat_mrt:amplitude of feature: 8.362263875002885
baseline noise: 2.233068682506845
snr of feature = 2.7447410106595553
INFO:utils_findsat_mrt:width of feature = 99.39638860694467
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.7447410106595553, 99.39638860694467, 217.07826949553606
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 7
INFO:utils_findsat_mrt:amplitude of feature: 18.03016789377486
baseline noise: 3.360183349900217
snr of feature = 4.365828592154139
INFO:utils_findsat_mrt:width of feature = 205.21568565414216
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 4.365828592154139, 205.21568565414216, 283.5574996778681
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 7
INFO:utils_findsat_mrt:amplitude of feature: 2.37180815986639
baseline noise: 2.148463054113412
snr of feature = 0.10395575819903684
INFO:utils_findsat_mrt:width of feature = 18.236215884287304
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.10395575819903684, 18.236215884287304, 249.193143785388
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 7
INFO:utils_findsat_mrt:amplitude of feature: 8.526900431678541
baseline noise: 2.556884881455745
snr of feature = 2.3348785052942267
INFO:utils_findsat_mrt:width of feature = 15.191503408721132
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.3348785052942267, 15.191503408721132, 250.78683467924998
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Number of sections analyzed: 7
Number of sections that passed: 1
persistance score: 0.14285714285714285
INFO:utils_findsat_mrt:amplitude of feature: 5.1471175001406255
baseline noise: 0.017896597803015717
snr of feature = 286.6031275214385
INFO:utils_findsat_mrt:width of feature = 139.4716436044913
INFO:utils_findsat_mrt:amplitude of feature: 1.9082002395118263
baseline noise: 0.7865120558054469
snr of feature = 1.426155105223005
INFO:utils_findsat_mrt:width of feature = 29.52236149748711
INFO:utils_findsat_mrt:amplitude of feature: 4.392497540910032
baseline noise: 0.36180393468636957
snr of feature = 11.140546632577882
INFO:utils_findsat_mrt:width of feature = 54.886552162209455
INFO:utils_findsat_mrt:breaking into 13.0 sections for persistence check
Section size for persistence check: 192.0
INFO:utils_findsat_mrt:Checking persistence, step 1 of 13
/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/acstools/utils_findsat_mrt.py:297: RuntimeWarning: invalid value encountered in scalar divide
snr = (peak - noise) / noise
INFO:utils_findsat_mrt:amplitude of feature: 0.0
baseline noise: 0.0
snr of feature = nan
INFO:utils_findsat_mrt:width of feature = 54.886552162209455
INFO:utils_findsat_mrt:Chunk SNR, width, mean: nan, 54.886552162209455, 247.75116392331773
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 2 of 13
INFO:utils_findsat_mrt:amplitude of feature: 2.766583203530452
baseline noise: 3.834972955347852
snr of feature = -0.2785912089230083
INFO:utils_findsat_mrt:width of feature = 24.017870019345168
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.2785912089230083, 24.017870019345168, 247.75116392331773
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 3 of 13
INFO:utils_findsat_mrt:amplitude of feature: 14.129550912462722
baseline noise: 4.386702406466058
snr of feature = 2.220996001833992
INFO:utils_findsat_mrt:width of feature = 310.15100207841965
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 2.220996001833992, 310.15100207841965, 247.75116392331773
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 4 of 13
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 3.2110121010055503
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 247.75116392331773
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 5 of 13
INFO:utils_findsat_mrt:amplitude of feature: 5.489453474845776
baseline noise: 3.5056063146963465
snr of feature = 0.5659070021162
INFO:utils_findsat_mrt:width of feature = 53.93173230436895
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.5659070021162, 53.93173230436895, 249.11910254142109
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 6 of 13
INFO:utils_findsat_mrt:amplitude of feature: 8.13386011732713
baseline noise: 3.284063087474649
snr of feature = 1.476767315570005
INFO:utils_findsat_mrt:width of feature = 3.841057980775588
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.476767315570005, 3.841057980775588, 254.07483045169968
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 7 of 13
INFO:utils_findsat_mrt:amplitude of feature: 11.356972040472318
baseline noise: 4.2082504674830545
snr of feature = 1.6987395660565086
INFO:utils_findsat_mrt:width of feature = 105.13995914468717
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 1.6987395660565086, 105.13995914468717, 272.75116392331773
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 8 of 13
INFO:utils_findsat_mrt:amplitude of feature: 7.145774900580424
baseline noise: 4.726317962569405
snr of feature = 0.5119115889307858
INFO:utils_findsat_mrt:width of feature = 25.85337306066515
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.5119115889307858, 25.85337306066515, 247.75116392331773
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 9 of 13
INFO:utils_findsat_mrt:amplitude of feature: 7.734158220165881
baseline noise: 5.352532545716667
snr of feature = 0.4449530486937621
INFO:utils_findsat_mrt:width of feature = 37.993347306328616
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 0.4449530486937621, 37.993347306328616, 247.7584251261159
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 10 of 13
INFO:utils_findsat_mrt:amplitude of feature: 0
baseline noise: 3.8539507660849512
snr of feature = -1.0
INFO:utils_findsat_mrt:width of feature = 0.0
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -1.0, 0.0, 247.75116392331773
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 11 of 13
INFO:utils_findsat_mrt:amplitude of feature: 2.924679999954037
baseline noise: 5.961243409596604
snr of feature = -0.5093842342948467
INFO:utils_findsat_mrt:width of feature = 32.894447632936334
INFO:utils_findsat_mrt:Chunk SNR, width, mean: -0.5093842342948467, 32.894447632936334, 247.75116392331773
INFO:utils_findsat_mrt:fit failed, will not update guesses
INFO:utils_findsat_mrt:Checking persistence, step 12 of 13
INFO:utils_findsat_mrt:amplitude of feature: 46.538442168094235
baseline noise: 3.360302174547046
snr of feature = 12.84948131171192
INFO:utils_findsat_mrt:width of feature = 272.92454489945715
INFO:utils_findsat_mrt:Chunk SNR, width, mean: 12.84948131171192, 272.92454489945715, 247.75116392331773