From ecf701a89c8e5095d054f666d136bc27b2389a43 Mon Sep 17 00:00:00 2001 From: Sebastian Gomez Date: Tue, 31 Oct 2023 11:51:14 -0400 Subject: [PATCH] Revert "STIPS 2.1 Pull Request" --- .gitignore | 2 - CHANGES.rst | 7 - docs/basic_tutorial.rst | 25 +- docs/conf.py | 12 +- docs/installation.rst | 4 +- environment.yml | 11 +- environment_dev.yml | 5 +- ... Observations, Noise and Distortion.ipynb" | 3839 ----------------- notebooks/STIPS Advanced II - PSFs.ipynb | 2808 ------------ notebooks/STIPS Basic Tutorial.ipynb | 752 ---- notebooks/STIPS Tutorial.ipynb | 496 +++ notebooks/psf_WFI_2.0.0_F129_sca01.fits | Bin 2263680 -> 0 bytes setup.cfg | 5 +- stips/astro_image/astro_image.py | 22 +- stips/data/psf_WFI_2.0.0_F129_sca01.fits | Bin 2263680 -> 0 bytes stips/instruments/instrument.py | 18 +- stips/instruments/roman_instrument.py | 3 - stips/instruments/wfi.py | 328 +- stips/tests/test_roman.py | 120 + stips/utilities/__init__.py | 25 +- stips/utilities/makePSF.py | 10 +- stips/utilities/tests/test_makePSF.py | 357 -- stips/utilities/utilities.py | 68 +- 23 files changed, 843 insertions(+), 8074 deletions(-) delete mode 100644 "notebooks/STIPS Advanced I \342\200\223 Further Observations, Noise and Distortion.ipynb" delete mode 100644 notebooks/STIPS Advanced II - PSFs.ipynb delete mode 100644 notebooks/STIPS Basic Tutorial.ipynb create mode 100644 notebooks/STIPS Tutorial.ipynb delete mode 100644 notebooks/psf_WFI_2.0.0_F129_sca01.fits delete mode 100755 stips/data/psf_WFI_2.0.0_F129_sca01.fits create mode 100755 stips/tests/test_roman.py delete mode 100755 stips/utilities/tests/test_makePSF.py diff --git a/.gitignore b/.gitignore index 327bea4..2fa44b1 100644 --- a/.gitignore +++ b/.gitignore @@ -24,7 +24,6 @@ MANIFEST # Sphinx docs/api docs/_build -docs/_static # Eclipse editor project files .project @@ -155,7 +154,6 @@ nosetests.xml coverage.xml *.cover .hypothesis/ -ref_data/ # Translations # ################ diff --git a/CHANGES.rst b/CHANGES.rst index 2561a1f..75d2578 100644 --- a/CHANGES.rst +++ b/CHANGES.rst @@ -5,13 +5,6 @@ Release Notes Version History and Change Log ------------------------------ -Version 2.1.0 -============= -- Updated the Flux PHOTFNU values to match Pandeia -- Updated the background and noise estimates to use Pandeia -- Updated webbpsf to version 1.1 -- Updated pandeia to version 2.0 - Version 2.0.0 ============= diff --git a/docs/basic_tutorial.rst b/docs/basic_tutorial.rst index a00eea8..b1b8ee4 100644 --- a/docs/basic_tutorial.rst +++ b/docs/basic_tutorial.rst @@ -55,7 +55,7 @@ population parameters. In this example, we will create the following: #. A stellar population representing a global cluster with: - * 100 stars + * 10000 stars * An age of 7.5 billion years * A metallicity of -2.0 * A Salpeter IMF with alpha = -2.35 @@ -81,16 +81,12 @@ population parameters. In this example, we will create the following: .. code-block:: python - obs_prefix = 'notebook_example' - obs_ra = 150.0 - obs_dec = -2.5 - from stips.scene_module import SceneModule scm = SceneModule(out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec) stellar_parameters = { - 'n_stars': 100, + 'n_stars': 10000, 'age_low': 7.5e12, 'age_high': 7.5e12, 'z_low': -2.0, @@ -102,12 +98,12 @@ population parameters. In this example, we will create the following: 'distribution': 'invpow', 'radius': 100.0, 'radius_units': 'pc', - 'distance_low': 20.0, - 'distance_high': 20.0, + 'distance_low': 10.0, + 'distance_high': 10.0, 'offset_ra': 0.0, - 'offset_dec': 0.0 - } - + 'offset_dec':0.0 + } + stellar_cat_file = scm.CreatePopulation(stellar_parameters) print("Stellar population saved to file {}".format(stellar_cat_file)) @@ -117,7 +113,7 @@ population parameters. In this example, we will create the following: 'z_high': 0.2, 'rad_low': 0.01, 'rad_high': 2.0, - 'sb_v_low': 30.0, + 'sb_v_low': 28.0, 'sb_v_high': 25.0, 'distribution': 'uniform', 'clustered': False, @@ -126,9 +122,10 @@ population parameters. In this example, we will create the following: 'offset_ra': 0.0, 'offset_dec': 0.0, } - + galaxy_cat_file = scm.CreateGalaxies(galaxy_parameters) - print("Galaxy population saved to file {}".format(galaxy_cat_file)) + print("Galaxy population saved to file{}".format(galaxy_cat_file)) + Creating a STIPS Observation ---------------------------- diff --git a/docs/conf.py b/docs/conf.py index ac96f5d..437559d 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -48,7 +48,7 @@ def setup(app): # add these directories to sys.path here. If the directory is relative to the # documentation root, use os.path.abspath to make it absolute, like shown here. sys.path.insert(0, os.path.abspath('../')) -''' + extensions = [ 'sphinx.ext.autodoc', 'sphinx.ext.intersphinx', @@ -59,15 +59,6 @@ def setup(app): 'sphinx_automodapi.automodapi', 'autoapi.extension', ] -''' -extensions = [ - 'sphinx.ext.intersphinx', - 'sphinx.ext.autodoc', - 'sphinx.ext.autosummary', - 'sphinx.ext.mathjax', - 'sphinx.ext.viewcode', - 'sphinx_rtd_theme', -] numpydoc_show_class_members = False @@ -101,7 +92,6 @@ def setup(app): # The name of the Pygments (syntax highlighting) style to use. pygments_style = 'sphinx' -#pygments_style = 'default' # -- Options for HTML output -------------------------------------------------- diff --git a/docs/installation.rst b/docs/installation.rst index 0b0e0c0..bade03a 100644 --- a/docs/installation.rst +++ b/docs/installation.rst @@ -9,9 +9,9 @@ in this section along with instructions. STIPS Requirements ################## - \• ``pandeia>=3.0``: Exposure time calculator. + \• ``pandeia>=1.7``: Exposure time calculator. - \• ``webbpsf==1.1.1``: Nancy Grace Roman PSF calculator. STIPS also requires that ``poppy``, a + \• ``webbpsf>=1.0.0``: Nancy Grace Roman PSF calculator. STIPS also requires that ``poppy``, a support package used by WebbPSF, have version ``>=1.0.3``. \• ``astropy``: STIPS uses Astropy in order to: diff --git a/environment.yml b/environment.yml index b7cefb1..3ee99ab 100644 --- a/environment.yml +++ b/environment.yml @@ -31,15 +31,20 @@ dependencies: - esutil # installed from conda because you need the pre-compiled binaries. - pip: + # # Special Modules. These are temporary entries and require documentation. + # + # poppy 1.0.3 fixes a bug with the way poppy was calling factorial with non-integer + # values. Currently this is the only way to ensure that webbpsf picks up the correct + # poppy version. This peg should be removed as soon as webbpsf has updated to only + # use poppy versions that include this fix. - poppy==1.0.3 # Core Modules - - webbpsf==1.1.1 - - pandeia.engine==3.0 + - webbpsf==1.0.0 + - pandeia.engine==1.7 - synphot==1.1.1 - stsynphot==1.1.0 - - soc_roman_tools # Major modules - astropy diff --git a/environment_dev.yml b/environment_dev.yml index 686185e..30cde4c 100644 --- a/environment_dev.yml +++ b/environment_dev.yml @@ -44,11 +44,10 @@ dependencies: - poppy==1.0.3 # Core Modules - - webbpsf==1.1.0 - - pandeia.engine==3.0 + - webbpsf==1.0.0 + - pandeia.engine==1.7 - synphot==1.1.1 - stsynphot==1.1.0 - - soc_roman_tools # Major modules - astropy diff --git "a/notebooks/STIPS Advanced I \342\200\223 Further Observations, Noise and Distortion.ipynb" "b/notebooks/STIPS Advanced I \342\200\223 Further Observations, Noise and Distortion.ipynb" deleted file mode 100644 index edd9d80..0000000 --- "a/notebooks/STIPS Advanced I \342\200\223 Further Observations, Noise and Distortion.ipynb" +++ /dev/null @@ -1,3839 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "8bc35b04", - "metadata": {}, - "source": [ - "# STIPS Advanced Tutorial I – Further Observations (Noise and Distortion)\n", - "\n", - "The contents of this notebook assume both that you already have STIPS installed (see [Installing STIPS](https://stsci-stips.readthedocs.io/en/latest/installation.html) if not) and that you are comfortable with basic usage of STIPS functionalities (see [STIPS Basic Tutorial](https://stips.readthedocs.io/en/latest/basic_tutorial.html), or the Basic Tutorial notebook, if not). Procedures in this tutorial will use scenes generated by the Basic Tutorial to explore further STIPS functionalities." - ] - }, - { - "cell_type": "markdown", - "id": "3fe12fd1", - "metadata": {}, - "source": [ - "## Checking STIPS Import\n", - "\n", - "Before beginning, check again that the STIPS import is correct and configure and import and configure pyplot." - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "id": "ee62ccf5", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "STIPS Version 2.0.0 with Data Version 1.0.9 at /Users/halkowsi/STScI-STIPS/ref_data/stips_data.\n", - "\tSTIPS Grid Generated with 1.0.8\n", - "Pandeia Version 1.7 with Data Version 1.7 at /Users/halkowsi/STScI-STIPS/ref_data/pandeia_data-1.7_roman.\n", - "Webbpsf Version 1.0.0 with Data Version 1.0.0 at /Users/halkowsi/STScI-STIPS/ref_data/webbpsf-data.\n", - "\n" - ] - } - ], - "source": [ - "%matplotlib inline\n", - "%config InlineBackend.figure_format = 'svg'\n", - "import matplotlib\n", - "from matplotlib import style\n", - "matplotlib.rcParams['axes.grid'] = False\n", - "matplotlib.rcParams['image.origin'] = 'lower'\n", - "import matplotlib.pyplot as plt\n", - "from astropy.io import fits\n", - "\n", - "import stips\n", - "\n", - "print(stips.__env__report__)" - ] - }, - { - "cell_type": "markdown", - "id": "b4e2ca00", - "metadata": {}, - "source": [ - "## Generating a Smaller Scene\n", - "\n", - "To better see the scope of possible observations, we will generate a scene smaller in scale than in the Basic Tutorial –– we do that below, following the same procedure as before. The specifications of our scene are as follows:\n", - "\n", - "* A stellar population representing a globular cluster with\n", - " * 100 stars\n", - " * An age of 7.5 billion years\n", - " * A metallicity of -2.0\n", - " * A Salpeter IMF with alpha=-2.35\n", - " * A binary fraction of 10%\n", - " * A clustered distribution (higher-mass stars closer to the population centre)\n", - " * An inverse power-law distribution\n", - " * A radius of 100 parsecs\n", - " * A distance of 10 kpc\n", - " * No offset from the centre of the scene being created\n", - "* A collection of background galaxies with\n", - " * 2 galaxies\n", - " * Redshifts between 0 and 0.2\n", - " * Radii between 0.01 and 2.0 arcsec\n", - " * V-band surface brightness magnitudes between 28 and 25\n", - " * Uniform spatial distribution (unclustered) over 200 arcsec\n", - " * No offset from the centre of the scene being created" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "id": "567d53ca", - "metadata": {}, - "outputs": [], - "source": [ - "obs_prefix = 'adv_notebook'\n", - "obs_ra = 150.0\n", - "obs_dec = -2.5" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "id": "86ea0a4a", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:02:25,484 INFO: Creating catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:02:25,484 INFO: Creating age and metallicity numbers\n", - "2022-11-05 14:02:25,485 INFO: Created age and metallicity numbers\n", - "2022-11-05 14:02:25,486 INFO: Creating stars\n", - "2022-11-05 14:02:25,486 INFO: Age 1.35e+10\n", - "2022-11-05 14:02:25,487 INFO: Metallicity -2.000000\n", - "2022-11-05 14:02:25,488 INFO: Creating 100 stars\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Log level: INFO\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:02:25,873 INFO: Creating 100 objects, max radius 100.0, function invpow, scale 2.8\n", - "2022-11-05 14:02:25,956 INFO: Chunk 1: 106 stars\n", - "2022-11-05 14:02:25,978 INFO: Done creating catalogue\n", - "2022-11-05 14:02:25,979 INFO: Creating catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:02:25,980 INFO: Wrote preamble\n", - "2022-11-05 14:02:25,980 INFO: Parameters are: {'n_gals': 2, 'z_low': 0.0, 'z_high': 0.2, 'rad_low': 0.01, 'rad_high': 2.0, 'sb_v_low': 28.0, 'sb_v_high': 25.0, 'distribution': 'uniform', 'clustered': False, 'radius': 200.0, 'radius_units': 'arcsec', 'offset_ra': 0.0, 'offset_dec': 0.0}\n", - "2022-11-05 14:02:25,982 INFO: Making Co-ordinates\n", - "2022-11-05 14:02:25,982 INFO: Creating 2 objects, max radius 200.0, function uniform, scale 2.8\n", - "2022-11-05 14:02:25,983 INFO: Converting Co-ordinates into RA,DEC\n", - "2022-11-05 14:02:26,003 INFO: Done creating catalogue\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Stellar population saved to file /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "Galaxy population saved to file /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n" - ] - } - ], - "source": [ - "from stips.scene_module import SceneModule\n", - "\n", - "scm = SceneModule(out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec)\n", - "\n", - "stellar_parameters = {\n", - " 'n_stars': 100,\n", - " 'age_low': 7.5e12, \n", - " 'age_high': 7.5e12,\n", - " 'z_low': -2.0, \n", - " 'z_high': -2.0,\n", - " 'imf': 'salpeter', \n", - " 'alpha': -2.35,\n", - " 'binary_fraction': 0.1,\n", - " 'clustered': True,\n", - " 'distribution': 'invpow',\n", - " 'radius': 100.0, \n", - " 'radius_units': 'pc',\n", - " 'distance_low': 10.0, \n", - " 'distance_high': 10.0,\n", - " 'offset_ra': 0.0, \n", - " 'offset_dec': 0.0\n", - " }\n", - "\n", - "stellar_cat_file = scm.CreatePopulation(stellar_parameters)\n", - "print(\"Stellar population saved to file {}\".format(stellar_cat_file))\n", - "\n", - "galaxy_parameters = {\n", - " 'n_gals': 2,\n", - " 'z_low': 0.0, \n", - " 'z_high': 0.2,\n", - " 'rad_low': 0.01, \n", - " 'rad_high': 2.0,\n", - " 'sb_v_low': 28.0, \n", - " 'sb_v_high': 25.0,\n", - " 'distribution': 'uniform', \n", - " 'clustered': False,\n", - " 'radius': 200.0, \n", - " 'radius_units': 'arcsec',\n", - " 'offset_ra': 0.0, \n", - " 'offset_dec': 0.0\n", - " }\n", - "\n", - "galaxy_cat_file = scm.CreateGalaxies(galaxy_parameters)\n", - "print(\"Galaxy population saved to file {}\".format(galaxy_cat_file))" - ] - }, - { - "cell_type": "markdown", - "id": "2cfdec43", - "metadata": {}, - "source": [ - "## Observations\n", - "\n", - "With the scene now created, we can move forward with our observations. For the purpose of seeing multiple observation styles, we'll run through a series of observations, with the following parameters. This is meant to demonstrate the range of STIPS observation capabilities –– there are, of course, a great many possibilities for other observations, and this is only a small sample of options. We will leave all other parameters unchanged beyond the specified modifications in each observation. We will begin with the observation setup used in the Basic Tutorial, and compare other observations against that.\n", - "\n", - "### Observation I: Offset Modifications\n", - "\n", - "* Offset of 10 degrees in RA\n", - "* Rotation of 27 degrees\n", - "\n", - "### Observation II: Other Residuals\n", - "\n", - "* Flat residuals –– True\n", - "* Dark residauls –– True\n", - "* Cosmic residuals –– True\n", - "* Poisson residuals –– False\n", - "* Readnoise residuals –– False\n", - "\n", - "### Observation III: Distortions and Exposures\n", - "\n", - "#### III.1\n", - "\n", - "* Introduce distortion\n", - "\n", - "#### III.2\n", - "\n", - "* Increase exposure time to 5000\n", - "\n", - "#### III.3 \n", - "\n", - "* Decrease exposure time to 100" - ] - }, - { - "cell_type": "markdown", - "id": "b5e26b4f", - "metadata": {}, - "source": [ - "## Basic Tutorial Observation" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "id": "1bd5f5be", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:07:00,206 INFO: Got offsets as [{'offset_id': 1, 'offset_centre': False, 'offset_ra': 0.0, 'offset_dec': 0.0, 'offset_pa': 0.0}]\n", - "2022-11-05 14:07:00,258 INFO: Adding observation with filter F129 and offset (0.0,0.0,0.0)\n", - "2022-11-05 14:07:00,259 INFO: Added 1 observations\n", - "2022-11-05 14:07:00,261 INFO: WFI with 1 detectors. Central offset (0.0, 0.0, 0.0)\n", - "2022-11-05 14:07:00,262 INFO: Initializing Observation 0 of 1\n", - "2022-11-05 14:07:00,262 INFO: Observation Filter is F129\n", - "2022-11-05 14:07:00,263 INFO: Observation (RA,DEC) = (150.0,-2.5) with PA=0.0\n", - "2022-11-05 14:07:00,264 INFO: Resetting\n", - "2022-11-05 14:07:00,265 INFO: Returning background 0.15.\n", - "2022-11-05 14:07:00,265 INFO: Creating Detector SCA01 with (RA,DEC,PA) = (150.0,-2.5,0.0)\n", - "2022-11-05 14:07:00,266 INFO: Creating Detector SCA01 with offset (0.0,0.0)\n", - "2022-11-05 14:07:00,319 INFO: Creating Instrument with Configuration {'aperture': 'imaging', 'disperser': None, 'filter': 'f129', 'instrument': 'wfi', 'mode': 'imaging'}\n", - "2022-11-05 14:07:00,513 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating pandeia instrument roman.wfi.imaging\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:07:00,514 INFO: Detector SCA01 created\n", - "2022-11-05 14:07:00,514 INFO: Reset Instrument\n", - "2022-11-05 14:07:00,515 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:07:00,516 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:07:00,533 INFO: Converting phoenix catalogue\n", - "2022-11-05 14:07:00,533 INFO: Preparing output table\n", - "2022-11-05 14:07:00,567 INFO: Converting chunk 2\n", - "2022-11-05 14:07:00,568 INFO: Converting Phoenix Table to Internal format\n", - "2022-11-05 14:07:00,569 INFO: 1 datasets\n", - "2022-11-05 14:07:00,958 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:07:00,959 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:07:00,960 INFO: Adding catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:07:00,997 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:07:00,998 INFO: Keeping 45 items\n", - "2022-11-05 14:07:01,000 INFO: Writing 45 stars\n", - "2022-11-05 14:07:01,001 INFO: Adding 45 point sources to AstroImage SCA01\n", - "2022-11-05 14:07:01,020 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:07:01,021 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:07:02,247 INFO: Adding point source 1 to AstroImage 2070.722560524683,2041.9150679944821\n", - "2022-11-05 14:07:02,260 INFO: Adding point source 2 to AstroImage 2084.2158307131685,2020.5898365456273\n", - "2022-11-05 14:07:02,274 INFO: Adding point source 3 to AstroImage 2020.0916326654587,2062.377725941959\n", - "2022-11-05 14:07:02,292 INFO: Adding point source 4 to AstroImage 2212.4513663786984,2050.6756963380167\n", - "2022-11-05 14:07:02,308 INFO: Adding point source 5 to AstroImage 2074.333731140191,2069.828192912249\n", - "2022-11-05 14:07:02,325 INFO: Adding point source 6 to AstroImage 2038.133559050457,1916.5833393972441\n", - "2022-11-05 14:07:02,342 INFO: Adding point source 7 to AstroImage 2343.7887260447783,1900.9585770057893\n", - "2022-11-05 14:07:02,359 INFO: Adding point source 8 to AstroImage 2686.907675398465,2605.1397456727286\n", - "2022-11-05 14:07:02,376 INFO: Adding point source 9 to AstroImage 2065.0,2064.9999999998854\n", - "2022-11-05 14:07:02,394 INFO: Adding point source 10 to AstroImage 3066.406035833374,2361.1200801485934\n", - "2022-11-05 14:07:02,412 INFO: Adding point source 11 to AstroImage 1182.5553343396969,2253.7720913427247\n", - "2022-11-05 14:07:02,430 INFO: Adding point source 12 to AstroImage 2193.6284242791144,2076.3731457782155\n", - "2022-11-05 14:07:02,448 INFO: Adding point source 13 to AstroImage 2813.8779329567824,1511.2515673506764\n", - "2022-11-05 14:07:02,466 INFO: Adding point source 14 to AstroImage 2182.309943805917,2015.3144162842866\n", - "2022-11-05 14:07:02,484 INFO: Adding point source 15 to AstroImage 3057.662806951754,2070.8940117453767\n", - "2022-11-05 14:07:02,501 INFO: Adding point source 16 to AstroImage 2058.065719450632,2052.1650298807162\n", - "2022-11-05 14:07:02,519 INFO: Adding point source 17 to AstroImage 2091.1427915903523,2087.830605821163\n", - "2022-11-05 14:07:02,536 INFO: Adding point source 18 to AstroImage 2935.0659858918716,2238.7989722696175\n", - "2022-11-05 14:07:02,554 INFO: Adding point source 19 to AstroImage 2307.363834564019,44.638053235246616\n", - "2022-11-05 14:07:02,570 INFO: Adding point source 20 to AstroImage 1680.7671502598998,584.177926715473\n", - "2022-11-05 14:07:02,588 INFO: Adding point source 21 to AstroImage 1092.7417651348703,3440.84712683443\n", - "2022-11-05 14:07:02,606 INFO: Adding point source 22 to AstroImage 2830.1701018015883,2110.572157738221\n", - "2022-11-05 14:07:02,623 INFO: Adding point source 23 to AstroImage 2633.6640993973206,3541.184421687627\n", - "2022-11-05 14:07:02,641 INFO: Adding point source 24 to AstroImage 1164.5832552158022,1650.5574925855592\n", - "2022-11-05 14:07:02,658 INFO: Adding point source 25 to AstroImage 3791.1938738559716,3441.3126869956523\n", - "2022-11-05 14:07:02,675 INFO: Adding point source 26 to AstroImage 4103.8638238646145,1496.5221231689397\n", - "2022-11-05 14:07:02,692 INFO: Adding point source 27 to AstroImage 1927.483392341295,2084.012838647698\n", - "2022-11-05 14:07:02,709 INFO: Adding point source 28 to AstroImage 178.8233678377253,2018.9980800272074\n", - "2022-11-05 14:07:02,726 INFO: Adding point source 29 to AstroImage 4086.428547161244,2087.534318716181\n", - "2022-11-05 14:07:02,743 INFO: Adding point source 30 to AstroImage 4013.0036569791146,3801.977402800462\n", - "2022-11-05 14:07:02,759 INFO: Adding point source 31 to AstroImage 2496.9760981816366,803.4482637257686\n", - "2022-11-05 14:07:02,775 INFO: Adding point source 32 to AstroImage 3845.1763908222347,2562.947057853079\n", - "2022-11-05 14:07:02,791 INFO: Adding point source 33 to AstroImage 2292.3383947583316,3791.6209688368463\n", - "2022-11-05 14:07:02,807 INFO: Adding point source 34 to AstroImage 788.8944598713454,2221.1635345445893\n", - "2022-11-05 14:07:02,822 INFO: Adding point source 35 to AstroImage 1640.67667391249,1859.632529783993\n", - "2022-11-05 14:07:02,837 INFO: Adding point source 36 to AstroImage 2080.756486917873,1948.955440355016\n", - "2022-11-05 14:07:02,852 INFO: Adding point source 37 to AstroImage 1941.1642102038797,2738.6736046548926\n", - "2022-11-05 14:07:02,866 INFO: Adding point source 38 to AstroImage 2034.0285436105394,2075.3305458540103\n", - "2022-11-05 14:07:02,880 INFO: Adding point source 39 to AstroImage 2832.565664059406,2472.6828743012607\n", - "2022-11-05 14:07:02,893 INFO: Adding point source 40 to AstroImage 2507.4896238795254,1761.0417715257663\n", - "2022-11-05 14:07:02,908 INFO: Adding point source 41 to AstroImage 3447.0034423518946,3015.875319404148\n", - "2022-11-05 14:07:02,923 INFO: Adding point source 42 to AstroImage 2577.160455836409,1447.2117649906638\n", - "2022-11-05 14:07:02,937 INFO: Adding point source 43 to AstroImage 3414.753743350597,1328.352052000483\n", - "2022-11-05 14:07:02,952 INFO: Adding point source 44 to AstroImage 2358.459104375479,1859.405996413239\n", - "2022-11-05 14:07:02,966 INFO: Adding point source 45 to AstroImage 2947.2962384749826,2913.584957297892\n", - "WARNING: VerifyWarning: Keyword name 'input_catalogue' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", - "2022-11-05 14:07:03,024 INFO: Added catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:07:03,025 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:07:03,025 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:07:03,026 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:07:03,040 INFO: Converting bc95 catalogue\n", - "2022-11-05 14:07:03,040 INFO: Preparing output table\n", - "2022-11-05 14:07:03,064 INFO: Converting chunk 2\n", - "2022-11-05 14:07:03,064 INFO: Converting BC95 Catalogue\n", - "2022-11-05 14:07:03,065 INFO: Normalization Bandpass is johnson,v ()\n", - "2022-11-05 14:07:03,065 INFO: Normalization Bandpass is johnson,v\n", - "2022-11-05 14:07:03,227 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:07:03,228 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:07:03,228 INFO: Adding catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:07:03,257 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:07:03,258 INFO: Keeping 2 items\n", - "2022-11-05 14:07:03,259 INFO: Writing 2 galaxies\n", - "2022-11-05 14:07:03,260 INFO: Starting Sersic Profiles at Sat Nov 5 14:07:03 2022\n", - "2022-11-05 14:07:03,260 INFO: Index is 0\n", - "2022-11-05 14:07:06,491 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:07:06,492 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:07:12,895 INFO: Finished Galaxy 1 of 2\n", - "2022-11-05 14:07:12,896 INFO: Index is 1\n", - "2022-11-05 14:07:15,595 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:07:15,596 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:07:22,068 INFO: Finished Galaxy 2 of 2\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:07:22,068 INFO: Finishing Sersic Profiles at Sat Nov 5 14:07:22 2022\n", - "2022-11-05 14:07:22,118 INFO: Added catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:07:22,119 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:07:22,121 INFO: Adding Error\n", - "2022-11-05 14:07:22,122 INFO: Adding residual error\n", - "2022-11-05 14:07:22,199 INFO: SCA01: (RA, DEC, PA) := (0.0, 0.0, 0.0), detected as (0.0, 0.0, 0.0)\n", - "2022-11-05 14:07:22,521 INFO: SCA01: (RA, DEC, PA) := (0.0, 0.0, 0.0), detected as (0.0, 0.0, 0.0)\n", - "2022-11-05 14:07:22,522 INFO: Created AstroImage SCA01 and imported data from FITS file err_flat_wfi.fits\n", - "2022-11-05 14:07:22,579 INFO: SCA01: (RA, DEC, PA) := (0.0, 0.0, 0.0), detected as (0.0, 0.0, 0.0)\n", - "2022-11-05 14:07:22,890 INFO: SCA01: (RA, DEC, PA) := (0.0, 0.0, 0.0), detected as (0.0, 0.0, 0.0)\n", - "2022-11-05 14:07:22,891 INFO: Created AstroImage SCA01 and imported data from FITS file err_rdrk_wfi.fits\n", - "2022-11-05 14:07:22,904 INFO: Adding error to detector SCA01\n", - "2022-11-05 14:07:22,905 INFO: Adding background\n", - "2022-11-05 14:07:22,905 INFO: Returning background 0.15.\n", - "2022-11-05 14:07:22,906 INFO: Background is 0.15 counts/s/pixel\n", - "2022-11-05 14:07:22,907 INFO: Returning background 0.15.\n", - "2022-11-05 14:07:22,908 INFO: Added background of 0.15 counts/s/pixel\n", - "2022-11-05 14:07:22,914 INFO: Inserting correct exposure time\n", - "2022-11-05 14:07:22,915 INFO: Cropping Down to base Detector Size\n", - "2022-11-05 14:07:22,915 INFO: Cropping convolved image down to detector size\n", - "2022-11-05 14:07:22,916 INFO: Taking [22:4110, 22:4110]\n", - "2022-11-05 14:07:22,934 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:07:22,938 INFO: Adding poisson noise\n", - "2022-11-05 14:07:23,505 INFO: Adding Poisson Noise with mean 0.000123310554600831 and standard deviation 0.4029473226487636\n", - "2022-11-05 14:07:23,514 INFO: Adding readnoise\n", - "2022-11-05 14:07:24,093 INFO: Adding readnoise with mean 0.0035705557093024254 and STDEV 11.997060775756836\n", - "2022-11-05 14:07:24,099 INFO: Adding flatfield residual\n", - "2022-11-05 14:07:24,178 INFO: Adding Flatfield residual with mean 1.009787678718567 and standard deviation 0.0006766521255485713\n", - "2022-11-05 14:07:24,179 INFO: Adding dark residual\n", - "2022-11-05 14:07:24,246 INFO: Adding Dark residual with mean 0.6935914158821106 and standard deviation 3.6687374114990234\n", - "2022-11-05 14:07:24,246 INFO: Adding cosmic ray residual\n", - "2022-11-05 14:07:26,163 INFO: Adding Cosmic Ray residual with mean 0.2784475088119507 and standard deviation 3.479156970977783\n", - "2022-11-05 14:07:26,168 INFO: Finished adding error\n", - "2022-11-05 14:07:26,181 INFO: Finished Adding Error\n", - "2022-11-05 14:07:26,182 INFO: Converting to FITS file\n", - "2022-11-05 14:07:26,185 INFO: Converting detector SCA01 to FITS extension\n", - "2022-11-05 14:07:26,186 INFO: Creating Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:07:26,194 INFO: Created Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:07:26,570 INFO: Created FITS file /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_1_0.fits\n" - ] - } - ], - "source": [ - "from stips.observation_module import ObservationModule\n", - "\n", - "offset = {\n", - " 'offset_id': 1,\n", - " 'offset_centre': False,\n", - " 'offset_ra': 0.0,\n", - " 'offset_dec': 0.0,\n", - " 'offset_pa': 0.0\n", - " }\n", - "\n", - "residuals = {\n", - " 'residual_flat': False,\n", - " 'residual_dark': False,\n", - " 'residual_cosmic': False,\n", - " 'residual_poisson': True,\n", - " 'residual_readnoise': True,\n", - " }\n", - "\n", - "observation_parameters = {\n", - " 'instrument': 'WFI',\n", - " 'filters': ['F129'],\n", - " 'detectors': 1,\n", - " 'distortion': False,\n", - " 'background': 0.15,\n", - " 'observations_id': 1,\n", - " 'exptime': 1000,\n", - " 'offsets': [offset]\n", - " }\n", - "\n", - "obm = ObservationModule(observation_parameters, out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec, residuals=residuals)\n", - "\n", - "obm.nextObservation()\n", - "\n", - "output_stellar_catalogues = obm.addCatalogue(stellar_cat_file)\n", - "output_galaxy_catalogues = obm.addCatalogue(galaxy_cat_file)\n", - "\n", - "psf_file = obm.addError()\n", - "\n", - "fits_file, mosaic_file, params = obm.finalize(mosaic=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "id": "fff89c66", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2022-11-05T14:07:28.089911\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.5.2, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "with fits.open(fits_file) as result_file:\n", - " result_data = result_file[1].data\n", - " \n", - "crop_result_data = result_data[1900:2200, 1900:2200]\n", - "\n", - "fig1 = plt.figure()\n", - "im = plt.matshow(crop_result_data)" - ] - }, - { - "cell_type": "markdown", - "id": "8ee2052a", - "metadata": {}, - "source": [ - "## Observation I" - ] - }, - { - "cell_type": "code", - "execution_count": 133, - "id": "4b2c7d7e", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:18:56,850 INFO: Got offsets as [{'offset_id': 1, 'offset_centre': False, 'offset_ra': 0.0, 'offset_dec': 0.0, 'offset_pa': 0.0}]\n", - "2022-11-05 14:18:56,886 INFO: Adding observation with filter F129 and offset (0.0,0.0,0.0)\n", - "2022-11-05 14:18:56,886 INFO: Added 1 observations\n", - "2022-11-05 14:18:56,889 INFO: WFI with 1 detectors. Central offset (0.0, 0.0, 0.0)\n", - "2022-11-05 14:18:56,889 INFO: Initializing Observation 0 of 1\n", - "2022-11-05 14:18:56,890 INFO: Observation Filter is F129\n", - "2022-11-05 14:18:56,890 INFO: Observation (RA,DEC) = (150.0,-2.5) with PA=0.0\n", - "2022-11-05 14:18:56,891 INFO: Resetting\n", - "2022-11-05 14:18:56,892 INFO: Returning background 0.15.\n", - "2022-11-05 14:18:56,893 INFO: Creating Detector SCA01 with (RA,DEC,PA) = (150.0,-2.5,0.0)\n", - "2022-11-05 14:18:56,894 INFO: Creating Detector SCA01 with offset (0.0,0.0)\n", - "2022-11-05 14:18:56,951 INFO: Creating Instrument with Configuration {'aperture': 'imaging', 'disperser': None, 'filter': 'f129', 'instrument': 'wfi', 'mode': 'imaging'}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating pandeia instrument roman.wfi.imaging\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:18:57,154 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:18:57,155 INFO: Detector SCA01 created\n", - "2022-11-05 14:18:57,156 INFO: Reset Instrument\n" - ] - }, - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 133, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from stips.observation_module import ObservationModule\n", - "\n", - "offset_1 = {\n", - " 'offset_id': 1,\n", - " 'offset_centre': False,\n", - " 'offset_ra': 40.0,\n", - " 'offset_dec': 20.0,\n", - " 'offset_pa': 27.0\n", - " }\n", - "\n", - "\n", - "residuals_1 = {\n", - " 'residual_flat': False,\n", - " 'residual_dark': False,\n", - " 'residual_cosmic': False,\n", - " 'residual_poisson': True,\n", - " 'residual_readnoise': True\n", - " }\n", - "\n", - "\n", - "observation_parameters_1 = {\n", - " 'instrument': 'WFI',\n", - " 'filters': ['F129'],\n", - " 'detectors': 1,\n", - " 'distortion': False,\n", - " 'background': 0.15,\n", - " 'observations_id': 1,\n", - " 'exptime': 1000,\n", - " 'offsets': [offset]\n", - " }\n", - "\n", - "obm_1 = ObservationModule(observation_parameters_1, out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec, residual=residuals_1)\n", - "\n", - "obm_1.nextObservation()" - ] - }, - { - "cell_type": "code", - "execution_count": 136, - "id": "2c26a99f", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:21:38,768 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:21:38,769 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:21:38,787 INFO: Converting phoenix catalogue\n", - "2022-11-05 14:21:38,788 INFO: Preparing output table\n", - "2022-11-05 14:21:38,821 INFO: Converting chunk 2\n", - "2022-11-05 14:21:38,822 INFO: Converting Phoenix Table to Internal format\n", - "2022-11-05 14:21:38,823 INFO: 1 datasets\n", - "2022-11-05 14:21:39,244 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:21:39,244 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:21:39,245 INFO: Adding catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:21:39,288 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:21:39,289 INFO: Keeping 45 items\n", - "2022-11-05 14:21:39,290 INFO: Writing 45 stars\n", - "2022-11-05 14:21:39,291 INFO: Adding 45 point sources to AstroImage SCA01\n", - "2022-11-05 14:21:39,306 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:21:39,307 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:21:40,358 INFO: Adding point source 1 to AstroImage 2070.722560524683,2041.9150679944821\n", - "2022-11-05 14:21:40,369 INFO: Adding point source 2 to AstroImage 2084.2158307131685,2020.5898365456273\n", - "2022-11-05 14:21:40,382 INFO: Adding point source 3 to AstroImage 2020.0916326654587,2062.377725941959\n", - "2022-11-05 14:21:40,396 INFO: Adding point source 4 to AstroImage 2212.4513663786984,2050.6756963380167\n", - "2022-11-05 14:21:40,411 INFO: Adding point source 5 to AstroImage 2074.333731140191,2069.828192912249\n", - "2022-11-05 14:21:40,428 INFO: Adding point source 6 to AstroImage 2038.133559050457,1916.5833393972441\n", - "2022-11-05 14:21:40,446 INFO: Adding point source 7 to AstroImage 2343.7887260447783,1900.9585770057893\n", - "2022-11-05 14:21:40,463 INFO: Adding point source 8 to AstroImage 2686.907675398465,2605.1397456727286\n", - "2022-11-05 14:21:40,482 INFO: Adding point source 9 to AstroImage 2065.0,2064.9999999998854\n", - "2022-11-05 14:21:40,501 INFO: Adding point source 10 to AstroImage 3066.406035833374,2361.1200801485934\n", - "2022-11-05 14:21:40,518 INFO: Adding point source 11 to AstroImage 1182.5553343396969,2253.7720913427247\n", - "2022-11-05 14:21:40,535 INFO: Adding point source 12 to AstroImage 2193.6284242791144,2076.3731457782155\n", - "2022-11-05 14:21:40,553 INFO: Adding point source 13 to AstroImage 2813.8779329567824,1511.2515673506764\n", - "2022-11-05 14:21:40,571 INFO: Adding point source 14 to AstroImage 2182.309943805917,2015.3144162842866\n", - "2022-11-05 14:21:40,588 INFO: Adding point source 15 to AstroImage 3057.662806951754,2070.8940117453767\n", - "2022-11-05 14:21:40,606 INFO: Adding point source 16 to AstroImage 2058.065719450632,2052.1650298807162\n", - "2022-11-05 14:21:40,624 INFO: Adding point source 17 to AstroImage 2091.1427915903523,2087.830605821163\n", - "2022-11-05 14:21:40,643 INFO: Adding point source 18 to AstroImage 2935.0659858918716,2238.7989722696175\n", - "2022-11-05 14:21:40,663 INFO: Adding point source 19 to AstroImage 2307.363834564019,44.638053235246616\n", - "2022-11-05 14:21:40,681 INFO: Adding point source 20 to AstroImage 1680.7671502598998,584.177926715473\n", - "2022-11-05 14:21:40,702 INFO: Adding point source 21 to AstroImage 1092.7417651348703,3440.84712683443\n", - "2022-11-05 14:21:40,724 INFO: Adding point source 22 to AstroImage 2830.1701018015883,2110.572157738221\n", - "2022-11-05 14:21:40,743 INFO: Adding point source 23 to AstroImage 2633.6640993973206,3541.184421687627\n", - "2022-11-05 14:21:40,766 INFO: Adding point source 24 to AstroImage 1164.5832552158022,1650.5574925855592\n", - "2022-11-05 14:21:40,786 INFO: Adding point source 25 to AstroImage 3791.1938738559716,3441.3126869956523\n", - "2022-11-05 14:21:40,805 INFO: Adding point source 26 to AstroImage 4103.8638238646145,1496.5221231689397\n", - "2022-11-05 14:21:40,823 INFO: Adding point source 27 to AstroImage 1927.483392341295,2084.012838647698\n", - "2022-11-05 14:21:40,841 INFO: Adding point source 28 to AstroImage 178.8233678377253,2018.9980800272074\n", - "2022-11-05 14:21:40,859 INFO: Adding point source 29 to AstroImage 4086.428547161244,2087.534318716181\n", - "2022-11-05 14:21:40,878 INFO: Adding point source 30 to AstroImage 4013.0036569791146,3801.977402800462\n", - "2022-11-05 14:21:40,897 INFO: Adding point source 31 to AstroImage 2496.9760981816366,803.4482637257686\n", - "2022-11-05 14:21:40,915 INFO: Adding point source 32 to AstroImage 3845.1763908222347,2562.947057853079\n", - "2022-11-05 14:21:40,934 INFO: Adding point source 33 to AstroImage 2292.3383947583316,3791.6209688368463\n", - "2022-11-05 14:21:40,952 INFO: Adding point source 34 to AstroImage 788.8944598713454,2221.1635345445893\n", - "2022-11-05 14:21:40,971 INFO: Adding point source 35 to AstroImage 1640.67667391249,1859.632529783993\n", - "2022-11-05 14:21:40,988 INFO: Adding point source 36 to AstroImage 2080.756486917873,1948.955440355016\n", - "2022-11-05 14:21:41,006 INFO: Adding point source 37 to AstroImage 1941.1642102038797,2738.6736046548926\n", - "2022-11-05 14:21:41,025 INFO: Adding point source 38 to AstroImage 2034.0285436105394,2075.3305458540103\n", - "2022-11-05 14:21:41,044 INFO: Adding point source 39 to AstroImage 2832.565664059406,2472.6828743012607\n", - "2022-11-05 14:21:41,063 INFO: Adding point source 40 to AstroImage 2507.4896238795254,1761.0417715257663\n", - "2022-11-05 14:21:41,082 INFO: Adding point source 41 to AstroImage 3447.0034423518946,3015.875319404148\n", - "2022-11-05 14:21:41,100 INFO: Adding point source 42 to AstroImage 2577.160455836409,1447.2117649906638\n", - "2022-11-05 14:21:41,118 INFO: Adding point source 43 to AstroImage 3414.753743350597,1328.352052000483\n", - "2022-11-05 14:21:41,138 INFO: Adding point source 44 to AstroImage 2358.459104375479,1859.405996413239\n", - "2022-11-05 14:21:41,156 INFO: Adding point source 45 to AstroImage 2947.2962384749826,2913.584957297892\n", - "2022-11-05 14:21:41,278 INFO: Added catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:21:41,279 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:21:41,280 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:21:41,281 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:21:41,301 INFO: Converting bc95 catalogue\n", - "2022-11-05 14:21:41,302 INFO: Preparing output table\n", - "2022-11-05 14:21:41,331 INFO: Converting chunk 2\n", - "2022-11-05 14:21:41,331 INFO: Converting BC95 Catalogue\n", - "2022-11-05 14:21:41,332 INFO: Normalization Bandpass is johnson,v ()\n", - "2022-11-05 14:21:41,334 INFO: Normalization Bandpass is johnson,v\n", - "2022-11-05 14:21:41,505 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:21:41,506 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:21:41,506 INFO: Adding catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:21:41,559 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:21:41,560 INFO: Keeping 2 items\n", - "2022-11-05 14:21:41,561 INFO: Writing 2 galaxies\n", - "2022-11-05 14:21:41,562 INFO: Starting Sersic Profiles at Sat Nov 5 14:21:41 2022\n", - "2022-11-05 14:21:41,563 INFO: Index is 0\n", - "2022-11-05 14:21:45,244 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:21:45,244 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:21:51,863 INFO: Finished Galaxy 1 of 2\n", - "2022-11-05 14:21:51,864 INFO: Index is 1\n", - "2022-11-05 14:21:54,836 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:21:54,837 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:22:01,009 INFO: Finished Galaxy 2 of 2\n", - "2022-11-05 14:22:01,009 INFO: Finishing Sersic Profiles at Sat Nov 5 14:22:01 2022\n", - "2022-11-05 14:22:01,109 INFO: Added catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:22:01,110 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:22:01,111 INFO: Adding Error\n", - "2022-11-05 14:22:01,111 INFO: Adding residual error\n", - "2022-11-05 14:22:01,112 INFO: Adding error to detector SCA01\n", - "2022-11-05 14:22:01,113 INFO: Adding background\n", - "2022-11-05 14:22:01,113 INFO: Returning background 0.15.\n", - "2022-11-05 14:22:01,114 INFO: Background is 0.15 counts/s/pixel\n", - "2022-11-05 14:22:01,115 INFO: Returning background 0.15.\n", - "2022-11-05 14:22:01,116 INFO: Added background of 0.15 counts/s/pixel\n", - "2022-11-05 14:22:01,122 INFO: Inserting correct exposure time\n", - "2022-11-05 14:22:01,123 INFO: Cropping Down to base Detector Size\n", - "2022-11-05 14:22:01,123 INFO: Cropping convolved image down to detector size\n", - "2022-11-05 14:22:01,124 INFO: Taking [22:4110, 22:4110]\n", - "2022-11-05 14:22:01,141 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:22:01,145 INFO: Adding poisson noise\n", - "2022-11-05 14:22:01,731 INFO: Adding Poisson Noise with mean 0.0001269056787226865 and standard deviation 0.4180971605674833\n", - "2022-11-05 14:22:01,742 INFO: Adding readnoise\n", - "2022-11-05 14:22:02,282 INFO: Adding readnoise with mean 0.0035705557093024254 and STDEV 11.997060775756836\n", - "2022-11-05 14:22:02,286 INFO: Finished adding error\n", - "2022-11-05 14:22:02,287 INFO: Finished Adding Error\n", - "2022-11-05 14:22:02,287 INFO: Converting to FITS file\n", - "2022-11-05 14:22:02,289 INFO: Converting detector SCA01 to FITS extension\n", - "2022-11-05 14:22:02,290 INFO: Creating Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:22:02,296 INFO: Created Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:22:02,557 INFO: Created FITS file /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_1_0.fits\n" - ] - } - ], - "source": [ - "output_stellar_catalogues_1 = obm_1.addCatalogue(stellar_cat_file)\n", - "output_galaxy_catalogues_1 = obm_1.addCatalogue(galaxy_cat_file)\n", - "\n", - "psf_file_1 = obm_1.addError()\n", - "\n", - "fits_file_1, mosaic_file_1, params_1 = obm_1.finalize(mosaic=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 138, - "id": "4261f44f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "with fits.open(fits_file_1) as result_file_1:\n", - " result_data_1 = result_file_1[1].data\n", - "\n", - "crop_result_data_1 = result_data_1[1900:2200, 1900:2200]\n", - "\n", - "fig_1 = plt.figure()\n", - "im_1 = plt.matshow(crop_result_data_1)" - ] - }, - { - "cell_type": "markdown", - "id": "b15b79b0", - "metadata": {}, - "source": [ - "## Observation II" - ] - }, - { - "cell_type": "code", - "execution_count": 139, - "id": "c74650b3", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:22:14,352 INFO: Got offsets as [{'offset_id': 1, 'offset_centre': False, 'offset_ra': 0.0, 'offset_dec': 0.0, 'offset_pa': 0.0}]\n", - "2022-11-05 14:22:14,387 INFO: Adding observation with filter F129 and offset (0.0,0.0,0.0)\n", - "2022-11-05 14:22:14,388 INFO: Added 1 observations\n", - "2022-11-05 14:22:14,390 INFO: WFI with 1 detectors. Central offset (0.0, 0.0, 0.0)\n", - "2022-11-05 14:22:14,391 INFO: Initializing Observation 0 of 1\n", - "2022-11-05 14:22:14,391 INFO: Observation Filter is F129\n", - "2022-11-05 14:22:14,392 INFO: Observation (RA,DEC) = (150.0,-2.5) with PA=0.0\n", - "2022-11-05 14:22:14,392 INFO: Resetting\n", - "2022-11-05 14:22:14,393 INFO: Returning background 0.15.\n", - "2022-11-05 14:22:14,393 INFO: Creating Detector SCA01 with (RA,DEC,PA) = (150.0,-2.5,0.0)\n", - "2022-11-05 14:22:14,394 INFO: Creating Detector SCA01 with offset (0.0,0.0)\n", - "2022-11-05 14:22:14,447 INFO: Creating Instrument with Configuration {'aperture': 'imaging', 'disperser': None, 'filter': 'f129', 'instrument': 'wfi', 'mode': 'imaging'}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating pandeia instrument roman.wfi.imaging\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:22:14,658 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:22:14,659 INFO: Detector SCA01 created\n", - "2022-11-05 14:22:14,660 INFO: Reset Instrument\n" - ] - }, - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 139, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "offset_2 = {\n", - " 'offset_id': 1,\n", - " 'offset_centre': False,\n", - " 'offset_ra': 0.0,\n", - " 'offset_dec': 0.0,\n", - " 'offset_pa': 0.0\n", - " }\n", - "\n", - "\n", - "residuals_2 = {\n", - " 'residual_flat': True,\n", - " 'residual_dark': True,\n", - " 'residual_cosmic': True,\n", - " 'residual_poisson': False,\n", - " 'residual_readnoise': False\n", - " }\n", - "\n", - "\n", - "observation_parameters_2 = {\n", - " 'instrument': 'WFI',\n", - " 'filters': ['F129'],\n", - " 'detectors': 1,\n", - " 'distortion': False,\n", - " 'background': 0.15,\n", - " 'observations_id': 1,\n", - " 'exptime': 1000,\n", - " 'offsets': [offset]\n", - " }\n", - "\n", - "obm_2 = ObservationModule(observation_parameters_2, out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec, residual=residuals_2)\n", - "\n", - "obm_2.nextObservation()" - ] - }, - { - "cell_type": "code", - "execution_count": 140, - "id": "3b24e680", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:22:21,338 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:22:21,339 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:22:21,355 INFO: Converting phoenix catalogue\n", - "2022-11-05 14:22:21,356 INFO: Preparing output table\n", - "2022-11-05 14:22:21,385 INFO: Converting chunk 2\n", - "2022-11-05 14:22:21,386 INFO: Converting Phoenix Table to Internal format\n", - "2022-11-05 14:22:21,386 INFO: 1 datasets\n", - "2022-11-05 14:22:21,848 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:22:21,849 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:22:21,849 INFO: Adding catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:22:21,910 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:22:21,911 INFO: Keeping 45 items\n", - "2022-11-05 14:22:21,912 INFO: Writing 45 stars\n", - "2022-11-05 14:22:21,913 INFO: Adding 45 point sources to AstroImage SCA01\n", - "2022-11-05 14:22:21,930 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:22:21,930 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:22:23,232 INFO: Adding point source 1 to AstroImage 2070.722560524683,2041.9150679944821\n", - "2022-11-05 14:22:23,246 INFO: Adding point source 2 to AstroImage 2084.2158307131685,2020.5898365456273\n", - "2022-11-05 14:22:23,262 INFO: Adding point source 3 to AstroImage 2020.0916326654587,2062.377725941959\n", - "2022-11-05 14:22:23,280 INFO: Adding point source 4 to AstroImage 2212.4513663786984,2050.6756963380167\n", - "2022-11-05 14:22:23,297 INFO: Adding point source 5 to AstroImage 2074.333731140191,2069.828192912249\n", - "2022-11-05 14:22:23,317 INFO: Adding point source 6 to AstroImage 2038.133559050457,1916.5833393972441\n", - "2022-11-05 14:22:23,335 INFO: Adding point source 7 to AstroImage 2343.7887260447783,1900.9585770057893\n", - "2022-11-05 14:22:23,351 INFO: Adding point source 8 to AstroImage 2686.907675398465,2605.1397456727286\n", - "2022-11-05 14:22:23,369 INFO: Adding point source 9 to AstroImage 2065.0,2064.9999999998854\n", - "2022-11-05 14:22:23,387 INFO: Adding point source 10 to AstroImage 3066.406035833374,2361.1200801485934\n", - "2022-11-05 14:22:23,404 INFO: Adding point source 11 to AstroImage 1182.5553343396969,2253.7720913427247\n", - "2022-11-05 14:22:23,421 INFO: Adding point source 12 to AstroImage 2193.6284242791144,2076.3731457782155\n", - "2022-11-05 14:22:23,439 INFO: Adding point source 13 to AstroImage 2813.8779329567824,1511.2515673506764\n", - "2022-11-05 14:22:23,457 INFO: Adding point source 14 to AstroImage 2182.309943805917,2015.3144162842866\n", - "2022-11-05 14:22:23,474 INFO: Adding point source 15 to AstroImage 3057.662806951754,2070.8940117453767\n", - "2022-11-05 14:22:23,492 INFO: Adding point source 16 to AstroImage 2058.065719450632,2052.1650298807162\n", - "2022-11-05 14:22:23,510 INFO: Adding point source 17 to AstroImage 2091.1427915903523,2087.830605821163\n", - "2022-11-05 14:22:23,528 INFO: Adding point source 18 to AstroImage 2935.0659858918716,2238.7989722696175\n", - "2022-11-05 14:22:23,545 INFO: Adding point source 19 to AstroImage 2307.363834564019,44.638053235246616\n", - "2022-11-05 14:22:23,563 INFO: Adding point source 20 to AstroImage 1680.7671502598998,584.177926715473\n", - "2022-11-05 14:22:23,580 INFO: Adding point source 21 to AstroImage 1092.7417651348703,3440.84712683443\n", - "2022-11-05 14:22:23,598 INFO: Adding point source 22 to AstroImage 2830.1701018015883,2110.572157738221\n", - "2022-11-05 14:22:23,615 INFO: Adding point source 23 to AstroImage 2633.6640993973206,3541.184421687627\n", - "2022-11-05 14:22:23,632 INFO: Adding point source 24 to AstroImage 1164.5832552158022,1650.5574925855592\n", - "2022-11-05 14:22:23,650 INFO: Adding point source 25 to AstroImage 3791.1938738559716,3441.3126869956523\n", - "2022-11-05 14:22:23,667 INFO: Adding point source 26 to AstroImage 4103.8638238646145,1496.5221231689397\n", - "2022-11-05 14:22:23,685 INFO: Adding point source 27 to AstroImage 1927.483392341295,2084.012838647698\n", - "2022-11-05 14:22:23,702 INFO: Adding point source 28 to AstroImage 178.8233678377253,2018.9980800272074\n", - "2022-11-05 14:22:23,720 INFO: Adding point source 29 to AstroImage 4086.428547161244,2087.534318716181\n", - "2022-11-05 14:22:23,738 INFO: Adding point source 30 to AstroImage 4013.0036569791146,3801.977402800462\n", - "2022-11-05 14:22:23,755 INFO: Adding point source 31 to AstroImage 2496.9760981816366,803.4482637257686\n", - "2022-11-05 14:22:23,773 INFO: Adding point source 32 to AstroImage 3845.1763908222347,2562.947057853079\n", - "2022-11-05 14:22:23,790 INFO: Adding point source 33 to AstroImage 2292.3383947583316,3791.6209688368463\n", - "2022-11-05 14:22:23,809 INFO: Adding point source 34 to AstroImage 788.8944598713454,2221.1635345445893\n", - "2022-11-05 14:22:23,826 INFO: Adding point source 35 to AstroImage 1640.67667391249,1859.632529783993\n", - "2022-11-05 14:22:23,844 INFO: Adding point source 36 to AstroImage 2080.756486917873,1948.955440355016\n", - "2022-11-05 14:22:23,861 INFO: Adding point source 37 to AstroImage 1941.1642102038797,2738.6736046548926\n", - "2022-11-05 14:22:23,880 INFO: Adding point source 38 to AstroImage 2034.0285436105394,2075.3305458540103\n", - "2022-11-05 14:22:23,897 INFO: Adding point source 39 to AstroImage 2832.565664059406,2472.6828743012607\n", - "2022-11-05 14:22:23,915 INFO: Adding point source 40 to AstroImage 2507.4896238795254,1761.0417715257663\n", - "2022-11-05 14:22:23,933 INFO: Adding point source 41 to AstroImage 3447.0034423518946,3015.875319404148\n", - "2022-11-05 14:22:23,951 INFO: Adding point source 42 to AstroImage 2577.160455836409,1447.2117649906638\n", - "2022-11-05 14:22:23,968 INFO: Adding point source 43 to AstroImage 3414.753743350597,1328.352052000483\n", - "2022-11-05 14:22:23,985 INFO: Adding point source 44 to AstroImage 2358.459104375479,1859.405996413239\n", - "2022-11-05 14:22:24,001 INFO: Adding point source 45 to AstroImage 2947.2962384749826,2913.584957297892\n", - "WARNING: VerifyWarning: Keyword name 'input_catalogue' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", - "2022-11-05 14:22:24,104 INFO: Added catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:22:24,105 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:22:24,105 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:22:24,106 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:22:24,126 INFO: Converting bc95 catalogue\n", - "2022-11-05 14:22:24,126 INFO: Preparing output table\n", - "2022-11-05 14:22:24,157 INFO: Converting chunk 2\n", - "2022-11-05 14:22:24,158 INFO: Converting BC95 Catalogue\n", - "2022-11-05 14:22:24,158 INFO: Normalization Bandpass is johnson,v ()\n", - "2022-11-05 14:22:24,159 INFO: Normalization Bandpass is johnson,v\n", - "2022-11-05 14:22:24,352 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:22:24,352 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:22:24,353 INFO: Adding catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:22:24,409 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:22:24,410 INFO: Keeping 2 items\n", - "2022-11-05 14:22:24,411 INFO: Writing 2 galaxies\n", - "2022-11-05 14:22:24,412 INFO: Starting Sersic Profiles at Sat Nov 5 14:22:24 2022\n", - "2022-11-05 14:22:24,413 INFO: Index is 0\n", - "2022-11-05 14:22:28,148 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:22:28,148 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:22:35,037 INFO: Finished Galaxy 1 of 2\n", - "2022-11-05 14:22:35,038 INFO: Index is 1\n", - "2022-11-05 14:22:38,045 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:22:38,045 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:22:44,404 INFO: Finished Galaxy 2 of 2\n", - "2022-11-05 14:22:44,405 INFO: Finishing Sersic Profiles at Sat Nov 5 14:22:44 2022\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:22:44,476 INFO: Added catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:22:44,477 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:22:44,477 INFO: Adding Error\n", - "2022-11-05 14:22:44,478 INFO: Adding residual error\n", - "2022-11-05 14:22:44,538 INFO: SCA01: (RA, DEC, PA) := (0.0, 0.0, 0.0), detected as (0.0, 0.0, 0.0)\n", - "2022-11-05 14:22:44,871 INFO: SCA01: (RA, DEC, PA) := (0.0, 0.0, 0.0), detected as (0.0, 0.0, 0.0)\n", - "2022-11-05 14:22:44,872 INFO: Created AstroImage SCA01 and imported data from FITS file err_flat_wfi.fits\n", - "2022-11-05 14:22:44,931 INFO: SCA01: (RA, DEC, PA) := (0.0, 0.0, 0.0), detected as (0.0, 0.0, 0.0)\n", - "2022-11-05 14:22:45,222 INFO: SCA01: (RA, DEC, PA) := (0.0, 0.0, 0.0), detected as (0.0, 0.0, 0.0)\n", - "2022-11-05 14:22:45,223 INFO: Created AstroImage SCA01 and imported data from FITS file err_rdrk_wfi.fits\n", - "2022-11-05 14:22:45,237 INFO: Adding error to detector SCA01\n", - "2022-11-05 14:22:45,238 INFO: Adding background\n", - "2022-11-05 14:22:45,238 INFO: Returning background 0.15.\n", - "2022-11-05 14:22:45,239 INFO: Background is 0.15 counts/s/pixel\n", - "2022-11-05 14:22:45,240 INFO: Returning background 0.15.\n", - "2022-11-05 14:22:45,241 INFO: Added background of 0.15 counts/s/pixel\n", - "2022-11-05 14:22:45,248 INFO: Inserting correct exposure time\n", - "2022-11-05 14:22:45,248 INFO: Cropping Down to base Detector Size\n", - "2022-11-05 14:22:45,249 INFO: Cropping convolved image down to detector size\n", - "2022-11-05 14:22:45,250 INFO: Taking [22:4110, 22:4110]\n", - "2022-11-05 14:22:45,268 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:22:45,272 INFO: Adding flatfield residual\n", - "2022-11-05 14:22:45,352 INFO: Adding Flatfield residual with mean 1.009787678718567 and standard deviation 0.0006766521255485713\n", - "2022-11-05 14:22:45,353 INFO: Adding dark residual\n", - "2022-11-05 14:22:45,432 INFO: Adding Dark residual with mean 0.6935914158821106 and standard deviation 3.6687374114990234\n", - "2022-11-05 14:22:45,433 INFO: Adding cosmic ray residual\n", - "2022-11-05 14:22:47,114 INFO: Adding Cosmic Ray residual with mean 0.2784475088119507 and standard deviation 3.479156970977783\n", - "2022-11-05 14:22:47,118 INFO: Finished adding error\n", - "2022-11-05 14:22:47,126 INFO: Finished Adding Error\n", - "2022-11-05 14:22:47,127 INFO: Converting to FITS file\n", - "2022-11-05 14:22:47,128 INFO: Converting detector SCA01 to FITS extension\n", - "2022-11-05 14:22:47,129 INFO: Creating Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:22:47,133 INFO: Created Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:22:47,341 INFO: Created FITS file /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_1_0.fits\n" - ] - } - ], - "source": [ - "output_stellar_catalogues_2 = obm_2.addCatalogue(stellar_cat_file)\n", - "output_galaxy_catalogues_2 = obm_2.addCatalogue(galaxy_cat_file)\n", - "\n", - "psf_file_2 = obm_2.addError()\n", - "\n", - "fits_file_2, mosaic_file_2, params_2 = obm_2.finalize(mosaic=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "id": "827535a7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "with fits.open(fits_file_2) as result_file_2:\n", - " result_data_2 = result_file_2[1].data\n", - "\n", - "crop_result_data_2 = result_data[1900:2200, 1900:2200]\n", - "\n", - "fig_2 = plt.figure()\n", - "im_2 = plt.matshow(crop_result_data_2)" - ] - }, - { - "cell_type": "markdown", - "id": "3467534c", - "metadata": {}, - "source": [ - "## Observation III.1" - ] - }, - { - "cell_type": "code", - "execution_count": 141, - "id": "6fc129d9", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:24:15,406 INFO: Got offsets as [{'offset_id': 1, 'offset_centre': False, 'offset_ra': 0.0, 'offset_dec': 0.0, 'offset_pa': 0.0}]\n", - "2022-11-05 14:24:15,441 INFO: Adding observation with filter F129 and offset (0.0,0.0,0.0)\n", - "2022-11-05 14:24:15,442 INFO: Added 1 observations\n", - "2022-11-05 14:24:15,444 INFO: WFI with 1 detectors. Central offset (0.0, 0.0, 0.0)\n", - "2022-11-05 14:24:15,445 INFO: Initializing Observation 0 of 1\n", - "2022-11-05 14:24:15,445 INFO: Observation Filter is F129\n", - "2022-11-05 14:24:15,446 INFO: Observation (RA,DEC) = (150.0,-2.5) with PA=0.0\n", - "2022-11-05 14:24:15,447 INFO: Resetting\n", - "2022-11-05 14:24:15,448 INFO: Returning background 0.15.\n", - "2022-11-05 14:24:15,448 INFO: Creating Detector SCA01 with (RA,DEC,PA) = (150.0,-2.5,0.0)\n", - "2022-11-05 14:24:15,449 INFO: Creating Detector SCA01 with offset (0.0,0.0)\n", - "2022-11-05 14:24:15,507 INFO: Creating Instrument with Configuration {'aperture': 'imaging', 'disperser': None, 'filter': 'f129', 'instrument': 'wfi', 'mode': 'imaging'}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating pandeia instrument roman.wfi.imaging\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:24:15,711 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:24:15,712 INFO: Detector SCA01 created\n", - "2022-11-05 14:24:15,713 INFO: Reset Instrument\n" - ] - }, - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 141, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "offset_3_1 = {\n", - " 'offset_id': 1,\n", - " 'offset_centre': False,\n", - " 'offset_ra': 0.0,\n", - " 'offset_dec': 0.0,\n", - " 'offset_pa': 0.0\n", - " }\n", - "\n", - "\n", - "residuals_3_1 = {\n", - " 'residual_flat': False,\n", - " 'residual_dark': False,\n", - " 'residual_cosmic': False,\n", - " 'residual_poisson': True,\n", - " 'residual_readnoise': True\n", - " }\n", - "\n", - "\n", - "observation_parameters_3_1 = {\n", - " 'instrument': 'WFI',\n", - " 'filters': ['F129'],\n", - " 'detectors': 1,\n", - " 'distortion': True,\n", - " 'background': 0.15,\n", - " 'observations_id': 1,\n", - " 'exptime': 1000,\n", - " 'offsets': [offset]\n", - " }\n", - "\n", - "obm_3_1 = ObservationModule(observation_parameters_3_1, out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec, residual=residuals_3_1)\n", - "\n", - "obm_3_1.nextObservation()" - ] - }, - { - "cell_type": "code", - "execution_count": 142, - "id": "c19a2c79", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:24:20,424 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:24:20,425 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:24:20,444 INFO: Converting phoenix catalogue\n", - "2022-11-05 14:24:20,444 INFO: Preparing output table\n", - "2022-11-05 14:24:20,479 INFO: Converting chunk 2\n", - "2022-11-05 14:24:20,479 INFO: Converting Phoenix Table to Internal format\n", - "2022-11-05 14:24:20,481 INFO: 1 datasets\n", - "2022-11-05 14:24:20,851 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:24:20,852 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:24:20,853 INFO: Adding catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:24:20,903 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:24:20,904 INFO: Keeping 45 items\n", - "2022-11-05 14:24:20,905 INFO: Writing 45 stars\n", - "2022-11-05 14:24:20,905 INFO: Adding 45 point sources to AstroImage SCA01\n", - "2022-11-05 14:24:20,920 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:24:20,921 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:24:21,947 INFO: Adding point source 1 to AstroImage 2070.722560524683,2041.9150679944821\n", - "2022-11-05 14:24:21,960 INFO: Adding point source 2 to AstroImage 2084.2158307131685,2020.5898365456273\n", - "2022-11-05 14:24:21,974 INFO: Adding point source 3 to AstroImage 2020.0916326654587,2062.377725941959\n", - "2022-11-05 14:24:21,989 INFO: Adding point source 4 to AstroImage 2212.4513663786984,2050.6756963380167\n", - "2022-11-05 14:24:22,007 INFO: Adding point source 5 to AstroImage 2074.333731140191,2069.828192912249\n", - "2022-11-05 14:24:22,024 INFO: Adding point source 6 to AstroImage 2038.133559050457,1916.5833393972441\n", - "2022-11-05 14:24:22,042 INFO: Adding point source 7 to AstroImage 2343.7887260447783,1900.9585770057893\n", - "2022-11-05 14:24:22,059 INFO: Adding point source 8 to AstroImage 2686.907675398465,2605.1397456727286\n", - "2022-11-05 14:24:22,076 INFO: Adding point source 9 to AstroImage 2065.0,2064.9999999998854\n", - "2022-11-05 14:24:22,093 INFO: Adding point source 10 to AstroImage 3066.406035833374,2361.1200801485934\n", - "2022-11-05 14:24:22,110 INFO: Adding point source 11 to AstroImage 1182.5553343396969,2253.7720913427247\n", - "2022-11-05 14:24:22,127 INFO: Adding point source 12 to AstroImage 2193.6284242791144,2076.3731457782155\n", - "2022-11-05 14:24:22,144 INFO: Adding point source 13 to AstroImage 2813.8779329567824,1511.2515673506764\n", - "2022-11-05 14:24:22,161 INFO: Adding point source 14 to AstroImage 2182.309943805917,2015.3144162842866\n", - "2022-11-05 14:24:22,179 INFO: Adding point source 15 to AstroImage 3057.662806951754,2070.8940117453767\n", - "2022-11-05 14:24:22,196 INFO: Adding point source 16 to AstroImage 2058.065719450632,2052.1650298807162\n", - "2022-11-05 14:24:22,213 INFO: Adding point source 17 to AstroImage 2091.1427915903523,2087.830605821163\n", - "2022-11-05 14:24:22,232 INFO: Adding point source 18 to AstroImage 2935.0659858918716,2238.7989722696175\n", - "2022-11-05 14:24:22,250 INFO: Adding point source 19 to AstroImage 2307.363834564019,44.638053235246616\n", - "2022-11-05 14:24:22,269 INFO: Adding point source 20 to AstroImage 1680.7671502598998,584.177926715473\n", - "2022-11-05 14:24:22,288 INFO: Adding point source 21 to AstroImage 1092.7417651348703,3440.84712683443\n", - "2022-11-05 14:24:22,306 INFO: Adding point source 22 to AstroImage 2830.1701018015883,2110.572157738221\n", - "2022-11-05 14:24:22,324 INFO: Adding point source 23 to AstroImage 2633.6640993973206,3541.184421687627\n", - "2022-11-05 14:24:22,342 INFO: Adding point source 24 to AstroImage 1164.5832552158022,1650.5574925855592\n", - "2022-11-05 14:24:22,358 INFO: Adding point source 25 to AstroImage 3791.1938738559716,3441.3126869956523\n", - "2022-11-05 14:24:22,376 INFO: Adding point source 26 to AstroImage 4103.8638238646145,1496.5221231689397\n", - "2022-11-05 14:24:22,393 INFO: Adding point source 27 to AstroImage 1927.483392341295,2084.012838647698\n", - "2022-11-05 14:24:22,411 INFO: Adding point source 28 to AstroImage 178.8233678377253,2018.9980800272074\n", - "2022-11-05 14:24:22,429 INFO: Adding point source 29 to AstroImage 4086.428547161244,2087.534318716181\n", - "2022-11-05 14:24:22,446 INFO: Adding point source 30 to AstroImage 4013.0036569791146,3801.977402800462\n", - "2022-11-05 14:24:22,464 INFO: Adding point source 31 to AstroImage 2496.9760981816366,803.4482637257686\n", - "2022-11-05 14:24:22,482 INFO: Adding point source 32 to AstroImage 3845.1763908222347,2562.947057853079\n", - "2022-11-05 14:24:22,501 INFO: Adding point source 33 to AstroImage 2292.3383947583316,3791.6209688368463\n", - "2022-11-05 14:24:22,519 INFO: Adding point source 34 to AstroImage 788.8944598713454,2221.1635345445893\n", - "2022-11-05 14:24:22,538 INFO: Adding point source 35 to AstroImage 1640.67667391249,1859.632529783993\n", - "2022-11-05 14:24:22,556 INFO: Adding point source 36 to AstroImage 2080.756486917873,1948.955440355016\n", - "2022-11-05 14:24:22,574 INFO: Adding point source 37 to AstroImage 1941.1642102038797,2738.6736046548926\n", - "2022-11-05 14:24:22,591 INFO: Adding point source 38 to AstroImage 2034.0285436105394,2075.3305458540103\n", - "2022-11-05 14:24:22,609 INFO: Adding point source 39 to AstroImage 2832.565664059406,2472.6828743012607\n", - "2022-11-05 14:24:22,627 INFO: Adding point source 40 to AstroImage 2507.4896238795254,1761.0417715257663\n", - "2022-11-05 14:24:22,646 INFO: Adding point source 41 to AstroImage 3447.0034423518946,3015.875319404148\n", - "2022-11-05 14:24:22,668 INFO: Adding point source 42 to AstroImage 2577.160455836409,1447.2117649906638\n", - "2022-11-05 14:24:22,685 INFO: Adding point source 43 to AstroImage 3414.753743350597,1328.352052000483\n", - "2022-11-05 14:24:22,703 INFO: Adding point source 44 to AstroImage 2358.459104375479,1859.405996413239\n", - "2022-11-05 14:24:22,721 INFO: Adding point source 45 to AstroImage 2947.2962384749826,2913.584957297892\n", - "WARNING: VerifyWarning: Keyword name 'input_catalogue' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", - "2022-11-05 14:24:22,833 INFO: Added catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:24:22,834 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:24:22,835 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:24:22,836 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:24:22,850 INFO: Converting bc95 catalogue\n", - "2022-11-05 14:24:22,851 INFO: Preparing output table\n", - "2022-11-05 14:24:22,876 INFO: Converting chunk 2\n", - "2022-11-05 14:24:22,876 INFO: Converting BC95 Catalogue\n", - "2022-11-05 14:24:22,877 INFO: Normalization Bandpass is johnson,v ()\n", - "2022-11-05 14:24:22,878 INFO: Normalization Bandpass is johnson,v\n", - "2022-11-05 14:24:23,039 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:24:23,040 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:24:23,040 INFO: Adding catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:24:23,084 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:24:23,085 INFO: Keeping 2 items\n", - "2022-11-05 14:24:23,087 INFO: Writing 2 galaxies\n", - "2022-11-05 14:24:23,088 INFO: Starting Sersic Profiles at Sat Nov 5 14:24:23 2022\n", - "2022-11-05 14:24:23,088 INFO: Index is 0\n", - "2022-11-05 14:24:26,773 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:24:26,773 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:24:33,723 INFO: Finished Galaxy 1 of 2\n", - "2022-11-05 14:24:33,724 INFO: Index is 1\n", - "2022-11-05 14:24:36,602 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:24:36,603 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:24:42,794 INFO: Finished Galaxy 2 of 2\n", - "2022-11-05 14:24:42,795 INFO: Finishing Sersic Profiles at Sat Nov 5 14:24:42 2022\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:24:42,892 INFO: Added catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:24:42,892 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:24:42,893 INFO: Adding Error\n", - "2022-11-05 14:24:42,894 INFO: Adding residual error\n", - "2022-11-05 14:24:42,894 INFO: Adding error to detector SCA01\n", - "2022-11-05 14:24:42,895 INFO: Adding background\n", - "2022-11-05 14:24:42,896 INFO: Returning background 0.15.\n", - "2022-11-05 14:24:42,897 INFO: Background is 0.15 counts/s/pixel\n", - "2022-11-05 14:24:42,898 INFO: Returning background 0.15.\n", - "2022-11-05 14:24:42,898 INFO: Added background of 0.15 counts/s/pixel\n", - "2022-11-05 14:24:42,906 INFO: Inserting correct exposure time\n", - "2022-11-05 14:24:42,907 INFO: Cropping Down to base Detector Size\n", - "2022-11-05 14:24:42,908 INFO: Cropping convolved image down to detector size\n", - "2022-11-05 14:24:42,909 INFO: Taking [22:4110, 22:4110]\n", - "2022-11-05 14:24:42,926 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:24:42,930 INFO: Adding poisson noise\n", - "2022-11-05 14:24:43,434 INFO: Adding Poisson Noise with mean 0.000123310554600831 and standard deviation 0.4029473226487636\n", - "2022-11-05 14:24:43,443 INFO: Adding readnoise\n", - "2022-11-05 14:24:43,962 INFO: Adding readnoise with mean 0.0035705557093024254 and STDEV 11.997060775756836\n", - "2022-11-05 14:24:43,965 INFO: Finished adding error\n", - "2022-11-05 14:24:43,966 INFO: Finished Adding Error\n", - "2022-11-05 14:24:43,967 INFO: Converting to FITS file\n", - "2022-11-05 14:24:43,968 INFO: Converting detector SCA01 to FITS extension\n", - "2022-11-05 14:24:43,969 INFO: Creating Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:24:43,973 INFO: Created Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:24:44,161 INFO: Created FITS file /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_1_0.fits\n" - ] - } - ], - "source": [ - "output_stellar_catalogues_3_1 = obm_3_1.addCatalogue(stellar_cat_file)\n", - "output_galaxy_catalogues_3_1 = obm_3_1.addCatalogue(galaxy_cat_file)\n", - "\n", - "psf_file_3_1 = obm_3_1.addError()\n", - "\n", - "fits_file_3_1, mosaic_file_3_1, params_3_1 = obm_3_1.finalize(mosaic=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 143, - "id": "a9d4f5af", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2022-11-05T14:26:04.793494\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.5.2, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "with fits.open(fits_file_3_1) as result_file_3_1:\n", - " result_data_3_1 = result_file_3_1[1].data\n", - "\n", - "crop_result_data_3_1 = result_data_3_1 [1900:2200, 1900:2200]\n", - "\n", - "fig_3_1 = plt.figure()\n", - "im_3_1 = plt.matshow(crop_result_data_3_1)" - ] - }, - { - "cell_type": "markdown", - "id": "79face20", - "metadata": {}, - "source": [ - "## Observation III.2" - ] - }, - { - "cell_type": "code", - "execution_count": 144, - "id": "e6661fe3", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:26:11,677 INFO: Got offsets as [{'offset_id': 1, 'offset_centre': False, 'offset_ra': 0.0, 'offset_dec': 0.0, 'offset_pa': 0.0}]\n", - "2022-11-05 14:26:11,712 INFO: Adding observation with filter F129 and offset (0.0,0.0,0.0)\n", - "2022-11-05 14:26:11,713 INFO: Added 1 observations\n", - "2022-11-05 14:26:11,715 INFO: WFI with 1 detectors. Central offset (0.0, 0.0, 0.0)\n", - "2022-11-05 14:26:11,716 INFO: Initializing Observation 0 of 1\n", - "2022-11-05 14:26:11,716 INFO: Observation Filter is F129\n", - "2022-11-05 14:26:11,717 INFO: Observation (RA,DEC) = (150.0,-2.5) with PA=0.0\n", - "2022-11-05 14:26:11,717 INFO: Resetting\n", - "2022-11-05 14:26:11,718 INFO: Returning background 0.15.\n", - "2022-11-05 14:26:11,719 INFO: Creating Detector SCA01 with (RA,DEC,PA) = (150.0,-2.5,0.0)\n", - "2022-11-05 14:26:11,720 INFO: Creating Detector SCA01 with offset (0.0,0.0)\n", - "2022-11-05 14:26:11,771 INFO: Creating Instrument with Configuration {'aperture': 'imaging', 'disperser': None, 'filter': 'f129', 'instrument': 'wfi', 'mode': 'imaging'}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating pandeia instrument roman.wfi.imaging\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:26:11,985 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:26:11,986 INFO: Detector SCA01 created\n", - "2022-11-05 14:26:11,987 INFO: Reset Instrument\n" - ] - }, - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 144, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "offset_3_2 = {\n", - " 'offset_id': 1,\n", - " 'offset_centre': False,\n", - " 'offset_ra': 0.0,\n", - " 'offset_dec': 0.0,\n", - " 'offset_pa': 0.0\n", - " }\n", - "\n", - "\n", - "residuals_3_2 = {\n", - " 'residual_flat': False,\n", - " 'residual_dark': False,\n", - " 'residual_cosmic': False,\n", - " 'residual_poisson': False,\n", - " 'residual_readnoise': False\n", - " }\n", - "\n", - "\n", - "observation_parameters_3_2 = {\n", - " 'instrument': 'WFI',\n", - " 'filters': ['F129'],\n", - " 'detectors': 1,\n", - " 'distortion': False,\n", - " 'background': 0.15,\n", - " 'observations_id': 1,\n", - " 'exptime': 15000,\n", - " 'offsets': [offset]\n", - " }\n", - "\n", - "obm_3_2 = ObservationModule(observation_parameters, out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec, residual=residuals)\n", - "\n", - "obm_3_2.nextObservation()" - ] - }, - { - "cell_type": "code", - "execution_count": 145, - "id": "5ca1bd96", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:26:13,127 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:26:13,129 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:26:13,149 INFO: Converting phoenix catalogue\n", - "2022-11-05 14:26:13,150 INFO: Preparing output table\n", - "2022-11-05 14:26:13,180 INFO: Converting chunk 2\n", - "2022-11-05 14:26:13,181 INFO: Converting Phoenix Table to Internal format\n", - "2022-11-05 14:26:13,182 INFO: 1 datasets\n", - "2022-11-05 14:26:13,600 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:26:13,601 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:26:13,602 INFO: Adding catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:26:13,657 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:26:13,659 INFO: Keeping 45 items\n", - "2022-11-05 14:26:13,659 INFO: Writing 45 stars\n", - "2022-11-05 14:26:13,660 INFO: Adding 45 point sources to AstroImage SCA01\n", - "2022-11-05 14:26:13,675 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:26:13,676 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:26:14,771 INFO: Adding point source 1 to AstroImage 2070.722560524683,2041.9150679944821\n", - "2022-11-05 14:26:14,786 INFO: Adding point source 2 to AstroImage 2084.2158307131685,2020.5898365456273\n", - "2022-11-05 14:26:14,804 INFO: Adding point source 3 to AstroImage 2020.0916326654587,2062.377725941959\n", - "2022-11-05 14:26:14,825 INFO: Adding point source 4 to AstroImage 2212.4513663786984,2050.6756963380167\n", - "2022-11-05 14:26:14,846 INFO: Adding point source 5 to AstroImage 2074.333731140191,2069.828192912249\n", - "2022-11-05 14:26:14,863 INFO: Adding point source 6 to AstroImage 2038.133559050457,1916.5833393972441\n", - "2022-11-05 14:26:14,881 INFO: Adding point source 7 to AstroImage 2343.7887260447783,1900.9585770057893\n", - "2022-11-05 14:26:14,900 INFO: Adding point source 8 to AstroImage 2686.907675398465,2605.1397456727286\n", - "2022-11-05 14:26:14,918 INFO: Adding point source 9 to AstroImage 2065.0,2064.9999999998854\n", - "2022-11-05 14:26:14,935 INFO: Adding point source 10 to AstroImage 3066.406035833374,2361.1200801485934\n", - "2022-11-05 14:26:14,952 INFO: Adding point source 11 to AstroImage 1182.5553343396969,2253.7720913427247\n", - "2022-11-05 14:26:14,969 INFO: Adding point source 12 to AstroImage 2193.6284242791144,2076.3731457782155\n", - "2022-11-05 14:26:14,987 INFO: Adding point source 13 to AstroImage 2813.8779329567824,1511.2515673506764\n", - "2022-11-05 14:26:15,004 INFO: Adding point source 14 to AstroImage 2182.309943805917,2015.3144162842866\n", - "2022-11-05 14:26:15,022 INFO: Adding point source 15 to AstroImage 3057.662806951754,2070.8940117453767\n", - "2022-11-05 14:26:15,040 INFO: Adding point source 16 to AstroImage 2058.065719450632,2052.1650298807162\n", - "2022-11-05 14:26:15,057 INFO: Adding point source 17 to AstroImage 2091.1427915903523,2087.830605821163\n", - "2022-11-05 14:26:15,074 INFO: Adding point source 18 to AstroImage 2935.0659858918716,2238.7989722696175\n", - "2022-11-05 14:26:15,092 INFO: Adding point source 19 to AstroImage 2307.363834564019,44.638053235246616\n", - "2022-11-05 14:26:15,109 INFO: Adding point source 20 to AstroImage 1680.7671502598998,584.177926715473\n", - "2022-11-05 14:26:15,127 INFO: Adding point source 21 to AstroImage 1092.7417651348703,3440.84712683443\n", - "2022-11-05 14:26:15,145 INFO: Adding point source 22 to AstroImage 2830.1701018015883,2110.572157738221\n", - "2022-11-05 14:26:15,162 INFO: Adding point source 23 to AstroImage 2633.6640993973206,3541.184421687627\n", - "2022-11-05 14:26:15,180 INFO: Adding point source 24 to AstroImage 1164.5832552158022,1650.5574925855592\n", - "2022-11-05 14:26:15,197 INFO: Adding point source 25 to AstroImage 3791.1938738559716,3441.3126869956523\n", - "2022-11-05 14:26:15,215 INFO: Adding point source 26 to AstroImage 4103.8638238646145,1496.5221231689397\n", - "2022-11-05 14:26:15,232 INFO: Adding point source 27 to AstroImage 1927.483392341295,2084.012838647698\n", - "2022-11-05 14:26:15,250 INFO: Adding point source 28 to AstroImage 178.8233678377253,2018.9980800272074\n", - "2022-11-05 14:26:15,266 INFO: Adding point source 29 to AstroImage 4086.428547161244,2087.534318716181\n", - "2022-11-05 14:26:15,284 INFO: Adding point source 30 to AstroImage 4013.0036569791146,3801.977402800462\n", - "2022-11-05 14:26:15,301 INFO: Adding point source 31 to AstroImage 2496.9760981816366,803.4482637257686\n", - "2022-11-05 14:26:15,320 INFO: Adding point source 32 to AstroImage 3845.1763908222347,2562.947057853079\n", - "2022-11-05 14:26:15,338 INFO: Adding point source 33 to AstroImage 2292.3383947583316,3791.6209688368463\n", - "2022-11-05 14:26:15,355 INFO: Adding point source 34 to AstroImage 788.8944598713454,2221.1635345445893\n", - "2022-11-05 14:26:15,374 INFO: Adding point source 35 to AstroImage 1640.67667391249,1859.632529783993\n", - "2022-11-05 14:26:15,391 INFO: Adding point source 36 to AstroImage 2080.756486917873,1948.955440355016\n", - "2022-11-05 14:26:15,408 INFO: Adding point source 37 to AstroImage 1941.1642102038797,2738.6736046548926\n", - "2022-11-05 14:26:15,427 INFO: Adding point source 38 to AstroImage 2034.0285436105394,2075.3305458540103\n", - "2022-11-05 14:26:15,444 INFO: Adding point source 39 to AstroImage 2832.565664059406,2472.6828743012607\n", - "2022-11-05 14:26:15,462 INFO: Adding point source 40 to AstroImage 2507.4896238795254,1761.0417715257663\n", - "2022-11-05 14:26:15,479 INFO: Adding point source 41 to AstroImage 3447.0034423518946,3015.875319404148\n", - "2022-11-05 14:26:15,497 INFO: Adding point source 42 to AstroImage 2577.160455836409,1447.2117649906638\n", - "2022-11-05 14:26:15,513 INFO: Adding point source 43 to AstroImage 3414.753743350597,1328.352052000483\n", - "2022-11-05 14:26:15,531 INFO: Adding point source 44 to AstroImage 2358.459104375479,1859.405996413239\n", - "2022-11-05 14:26:15,549 INFO: Adding point source 45 to AstroImage 2947.2962384749826,2913.584957297892\n", - "WARNING: VerifyWarning: Keyword name 'input_catalogue' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", - "2022-11-05 14:26:15,658 INFO: Added catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:26:15,659 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:26:15,660 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:26:15,661 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:26:15,678 INFO: Converting bc95 catalogue\n", - "2022-11-05 14:26:15,678 INFO: Preparing output table\n", - "2022-11-05 14:26:15,709 INFO: Converting chunk 2\n", - "2022-11-05 14:26:15,709 INFO: Converting BC95 Catalogue\n", - "2022-11-05 14:26:15,710 INFO: Normalization Bandpass is johnson,v ()\n", - "2022-11-05 14:26:15,711 INFO: Normalization Bandpass is johnson,v\n", - "2022-11-05 14:26:15,897 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:26:15,898 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:26:15,898 INFO: Adding catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:26:15,948 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:26:15,949 INFO: Keeping 2 items\n", - "2022-11-05 14:26:15,950 INFO: Writing 2 galaxies\n", - "2022-11-05 14:26:15,951 INFO: Starting Sersic Profiles at Sat Nov 5 14:26:15 2022\n", - "2022-11-05 14:26:15,952 INFO: Index is 0\n", - "2022-11-05 14:26:19,443 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:26:19,444 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:26:25,553 INFO: Finished Galaxy 1 of 2\n", - "2022-11-05 14:26:25,554 INFO: Index is 1\n", - "2022-11-05 14:26:28,229 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:26:28,229 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:26:33,966 INFO: Finished Galaxy 2 of 2\n", - "2022-11-05 14:26:33,966 INFO: Finishing Sersic Profiles at Sat Nov 5 14:26:33 2022\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:26:34,059 INFO: Added catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:26:34,060 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:26:34,060 INFO: Adding Error\n", - "2022-11-05 14:26:34,061 INFO: Adding residual error\n", - "2022-11-05 14:26:34,062 INFO: Adding error to detector SCA01\n", - "2022-11-05 14:26:34,063 INFO: Adding background\n", - "2022-11-05 14:26:34,064 INFO: Returning background 0.15.\n", - "2022-11-05 14:26:34,064 INFO: Background is 0.15 counts/s/pixel\n", - "2022-11-05 14:26:34,065 INFO: Returning background 0.15.\n", - "2022-11-05 14:26:34,066 INFO: Added background of 0.15 counts/s/pixel\n", - "2022-11-05 14:26:34,075 INFO: Inserting correct exposure time\n", - "2022-11-05 14:26:34,076 INFO: Cropping Down to base Detector Size\n", - "2022-11-05 14:26:34,077 INFO: Cropping convolved image down to detector size\n", - "2022-11-05 14:26:34,078 INFO: Taking [22:4110, 22:4110]\n", - "2022-11-05 14:26:34,098 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:26:34,102 INFO: Adding poisson noise\n", - "2022-11-05 14:26:34,609 INFO: Adding Poisson Noise with mean 0.000123310554600831 and standard deviation 0.4029473226487636\n", - "2022-11-05 14:26:34,618 INFO: Adding readnoise\n", - "2022-11-05 14:26:35,126 INFO: Adding readnoise with mean 0.0035705557093024254 and STDEV 11.997060775756836\n", - "2022-11-05 14:26:35,129 INFO: Finished adding error\n", - "2022-11-05 14:26:35,130 INFO: Finished Adding Error\n", - "2022-11-05 14:26:35,131 INFO: Converting to FITS file\n", - "2022-11-05 14:26:35,132 INFO: Converting detector SCA01 to FITS extension\n", - "2022-11-05 14:26:35,133 INFO: Creating Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:26:35,137 INFO: Created Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:26:35,335 INFO: Created FITS file /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_1_0.fits\n" - ] - } - ], - "source": [ - "output_stellar_catalogues_3_2 = obm_3_2.addCatalogue(stellar_cat_file)\n", - "output_galaxy_catalogues_3_2 = obm_3_2.addCatalogue(galaxy_cat_file)\n", - "\n", - "psf_file_3_2 = obm_3_2.addError()\n", - "\n", - "fits_file_3_2, mosaic_file_3_2, params_3_2 = obm_3_2.finalize(mosaic=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 147, - "id": "c27bcc0a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2022-11-05T14:27:06.892739\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.5.2, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "with fits.open(fits_file_3_2) as result_file_3_2:\n", - " result_data_3_2 = result_file_3_2[1].data\n", - "\n", - "crop_result_data_3_2 = result_data_3_2[1900:2200, 1900:2200]\n", - "\n", - "fig_3_2 = plt.figure()\n", - "im_3_2 = plt.matshow(crop_result_data_3_2)" - ] - }, - { - "cell_type": "markdown", - "id": "6d7d4dd3", - "metadata": {}, - "source": [ - "## Observation III.3" - ] - }, - { - "cell_type": "code", - "execution_count": 148, - "id": "91f99a48", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:27:08,686 INFO: Got offsets as [{'offset_id': 1, 'offset_centre': False, 'offset_ra': 0.0, 'offset_dec': 0.0, 'offset_pa': 0.0}]\n", - "2022-11-05 14:27:08,722 INFO: Adding observation with filter F129 and offset (0.0,0.0,0.0)\n", - "2022-11-05 14:27:08,723 INFO: Added 1 observations\n", - "2022-11-05 14:27:08,725 INFO: WFI with 1 detectors. Central offset (0.0, 0.0, 0.0)\n", - "2022-11-05 14:27:08,726 INFO: Initializing Observation 0 of 1\n", - "2022-11-05 14:27:08,726 INFO: Observation Filter is F129\n", - "2022-11-05 14:27:08,727 INFO: Observation (RA,DEC) = (150.0,-2.5) with PA=0.0\n", - "2022-11-05 14:27:08,728 INFO: Resetting\n", - "2022-11-05 14:27:08,728 INFO: Returning background 0.15.\n", - "2022-11-05 14:27:08,729 INFO: Creating Detector SCA01 with (RA,DEC,PA) = (150.0,-2.5,0.0)\n", - "2022-11-05 14:27:08,729 INFO: Creating Detector SCA01 with offset (0.0,0.0)\n", - "2022-11-05 14:27:08,780 INFO: Creating Instrument with Configuration {'aperture': 'imaging', 'disperser': None, 'filter': 'f129', 'instrument': 'wfi', 'mode': 'imaging'}\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Creating pandeia instrument roman.wfi.imaging\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:27:08,993 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:27:08,994 INFO: Detector SCA01 created\n", - "2022-11-05 14:27:08,995 INFO: Reset Instrument\n" - ] - }, - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 148, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "offset_3_3 = {\n", - " 'offset_id': 1,\n", - " 'offset_centre': False,\n", - " 'offset_ra': 0.0,\n", - " 'offset_dec': 0.0,\n", - " 'offset_pa': 0.0\n", - " }\n", - "\n", - "\n", - "residuals_3_3 = {\n", - " 'residual_flat': False,\n", - " 'residual_dark': False,\n", - " 'residual_cosmic': False,\n", - " 'residual_poisson': False,\n", - " 'residual_readnoise': False\n", - " }\n", - "\n", - "\n", - "observation_parameters_3_3 = {\n", - " 'instrument': 'WFI',\n", - " 'filters': ['F129'],\n", - " 'detectors': 1,\n", - " 'distortion': False,\n", - " 'background': 0.15,\n", - " 'observations_id': 1,\n", - " 'exptime': 100,\n", - " 'offsets': [offset]\n", - " }\n", - "\n", - "obm_3_3 = ObservationModule(observation_parameters, out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec, residual=residuals)\n", - "\n", - "obm_3_3.nextObservation()" - ] - }, - { - "cell_type": "code", - "execution_count": 149, - "id": "ced94b20", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:27:11,578 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:27:11,580 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:27:11,598 INFO: Converting phoenix catalogue\n", - "2022-11-05 14:27:11,598 INFO: Preparing output table\n", - "2022-11-05 14:27:11,631 INFO: Converting chunk 2\n", - "2022-11-05 14:27:11,632 INFO: Converting Phoenix Table to Internal format\n", - "2022-11-05 14:27:11,633 INFO: 1 datasets\n", - "2022-11-05 14:27:11,991 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:27:11,991 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:27:11,992 INFO: Adding catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:27:12,044 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:27:12,044 INFO: Keeping 45 items\n", - "2022-11-05 14:27:12,045 INFO: Writing 45 stars\n", - "2022-11-05 14:27:12,046 INFO: Adding 45 point sources to AstroImage SCA01\n", - "2022-11-05 14:27:12,061 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:27:12,062 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:27:13,146 INFO: Adding point source 1 to AstroImage 2070.722560524683,2041.9150679944821\n", - "2022-11-05 14:27:13,159 INFO: Adding point source 2 to AstroImage 2084.2158307131685,2020.5898365456273\n", - "2022-11-05 14:27:13,173 INFO: Adding point source 3 to AstroImage 2020.0916326654587,2062.377725941959\n", - "2022-11-05 14:27:13,188 INFO: Adding point source 4 to AstroImage 2212.4513663786984,2050.6756963380167\n", - "2022-11-05 14:27:13,205 INFO: Adding point source 5 to AstroImage 2074.333731140191,2069.828192912249\n", - "2022-11-05 14:27:13,223 INFO: Adding point source 6 to AstroImage 2038.133559050457,1916.5833393972441\n", - "2022-11-05 14:27:13,241 INFO: Adding point source 7 to AstroImage 2343.7887260447783,1900.9585770057893\n", - "2022-11-05 14:27:13,257 INFO: Adding point source 8 to AstroImage 2686.907675398465,2605.1397456727286\n", - "2022-11-05 14:27:13,274 INFO: Adding point source 9 to AstroImage 2065.0,2064.9999999998854\n", - "2022-11-05 14:27:13,293 INFO: Adding point source 10 to AstroImage 3066.406035833374,2361.1200801485934\n", - "2022-11-05 14:27:13,311 INFO: Adding point source 11 to AstroImage 1182.5553343396969,2253.7720913427247\n", - "2022-11-05 14:27:13,331 INFO: Adding point source 12 to AstroImage 2193.6284242791144,2076.3731457782155\n", - "2022-11-05 14:27:13,350 INFO: Adding point source 13 to AstroImage 2813.8779329567824,1511.2515673506764\n", - "2022-11-05 14:27:13,370 INFO: Adding point source 14 to AstroImage 2182.309943805917,2015.3144162842866\n", - "2022-11-05 14:27:13,389 INFO: Adding point source 15 to AstroImage 3057.662806951754,2070.8940117453767\n", - "2022-11-05 14:27:13,407 INFO: Adding point source 16 to AstroImage 2058.065719450632,2052.1650298807162\n", - "2022-11-05 14:27:13,430 INFO: Adding point source 17 to AstroImage 2091.1427915903523,2087.830605821163\n", - "2022-11-05 14:27:13,449 INFO: Adding point source 18 to AstroImage 2935.0659858918716,2238.7989722696175\n", - "2022-11-05 14:27:13,470 INFO: Adding point source 19 to AstroImage 2307.363834564019,44.638053235246616\n", - "2022-11-05 14:27:13,490 INFO: Adding point source 20 to AstroImage 1680.7671502598998,584.177926715473\n", - "2022-11-05 14:27:13,510 INFO: Adding point source 21 to AstroImage 1092.7417651348703,3440.84712683443\n", - "2022-11-05 14:27:13,530 INFO: Adding point source 22 to AstroImage 2830.1701018015883,2110.572157738221\n", - "2022-11-05 14:27:13,550 INFO: Adding point source 23 to AstroImage 2633.6640993973206,3541.184421687627\n", - "2022-11-05 14:27:13,570 INFO: Adding point source 24 to AstroImage 1164.5832552158022,1650.5574925855592\n", - "2022-11-05 14:27:13,601 INFO: Adding point source 25 to AstroImage 3791.1938738559716,3441.3126869956523\n", - "2022-11-05 14:27:13,621 INFO: Adding point source 26 to AstroImage 4103.8638238646145,1496.5221231689397\n", - "2022-11-05 14:27:13,643 INFO: Adding point source 27 to AstroImage 1927.483392341295,2084.012838647698\n", - "2022-11-05 14:27:13,665 INFO: Adding point source 28 to AstroImage 178.8233678377253,2018.9980800272074\n", - "2022-11-05 14:27:13,686 INFO: Adding point source 29 to AstroImage 4086.428547161244,2087.534318716181\n", - "2022-11-05 14:27:13,707 INFO: Adding point source 30 to AstroImage 4013.0036569791146,3801.977402800462\n", - "2022-11-05 14:27:13,728 INFO: Adding point source 31 to AstroImage 2496.9760981816366,803.4482637257686\n", - "2022-11-05 14:27:13,749 INFO: Adding point source 32 to AstroImage 3845.1763908222347,2562.947057853079\n", - "2022-11-05 14:27:13,771 INFO: Adding point source 33 to AstroImage 2292.3383947583316,3791.6209688368463\n", - "2022-11-05 14:27:13,792 INFO: Adding point source 34 to AstroImage 788.8944598713454,2221.1635345445893\n", - "2022-11-05 14:27:13,813 INFO: Adding point source 35 to AstroImage 1640.67667391249,1859.632529783993\n", - "2022-11-05 14:27:13,836 INFO: Adding point source 36 to AstroImage 2080.756486917873,1948.955440355016\n", - "2022-11-05 14:27:13,857 INFO: Adding point source 37 to AstroImage 1941.1642102038797,2738.6736046548926\n", - "2022-11-05 14:27:13,879 INFO: Adding point source 38 to AstroImage 2034.0285436105394,2075.3305458540103\n", - "2022-11-05 14:27:13,901 INFO: Adding point source 39 to AstroImage 2832.565664059406,2472.6828743012607\n", - "2022-11-05 14:27:13,922 INFO: Adding point source 40 to AstroImage 2507.4896238795254,1761.0417715257663\n", - "2022-11-05 14:27:13,943 INFO: Adding point source 41 to AstroImage 3447.0034423518946,3015.875319404148\n", - "2022-11-05 14:27:13,963 INFO: Adding point source 42 to AstroImage 2577.160455836409,1447.2117649906638\n", - "2022-11-05 14:27:13,982 INFO: Adding point source 43 to AstroImage 3414.753743350597,1328.352052000483\n", - "2022-11-05 14:27:14,000 INFO: Adding point source 44 to AstroImage 2358.459104375479,1859.405996413239\n", - "2022-11-05 14:27:14,018 INFO: Adding point source 45 to AstroImage 2947.2962384749826,2913.584957297892\n", - "WARNING: VerifyWarning: Keyword name 'input_catalogue' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", - "2022-11-05 14:27:14,153 INFO: Added catalogue adv_notebook_stars_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:27:14,154 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_stars_000.fits\n", - "2022-11-05 14:27:14,154 INFO: Running catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:27:14,155 INFO: Adding catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:27:14,171 INFO: Converting bc95 catalogue\n", - "2022-11-05 14:27:14,172 INFO: Preparing output table\n", - "2022-11-05 14:27:14,200 INFO: Converting chunk 2\n", - "2022-11-05 14:27:14,201 INFO: Converting BC95 Catalogue\n", - "2022-11-05 14:27:14,202 INFO: Normalization Bandpass is johnson,v ()\n", - "2022-11-05 14:27:14,203 INFO: Normalization Bandpass is johnson,v\n", - "2022-11-05 14:27:14,397 INFO: Finished converting catalogue to internal format\n", - "2022-11-05 14:27:14,398 INFO: Adding catalogue to detector SCA01\n", - "2022-11-05 14:27:14,399 INFO: Adding catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:27:14,453 INFO: Determining pixel co-ordinates\n", - "2022-11-05 14:27:14,453 INFO: Keeping 2 items\n", - "2022-11-05 14:27:14,454 INFO: Writing 2 galaxies\n", - "2022-11-05 14:27:14,455 INFO: Starting Sersic Profiles at Sat Nov 5 14:27:14 2022\n", - "2022-11-05 14:27:14,456 INFO: Index is 0\n", - "2022-11-05 14:27:17,780 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:27:17,781 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:27:24,055 INFO: Finished Galaxy 1 of 2\n", - "2022-11-05 14:27:24,055 INFO: Index is 1\n", - "2022-11-05 14:27:26,840 INFO: PSF File psf_WFI_2.0.0_F129_sca01.fits to be put at /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache\n", - "2022-11-05 14:27:26,841 INFO: PSF File is /Users/halkowsi/STScI-STIPS/ref_data/stips_data/psf_cache/psf_WFI_2.0.0_F129_sca01.fits\n", - "2022-11-05 14:27:32,966 INFO: Finished Galaxy 2 of 2\n", - "2022-11-05 14:27:32,967 INFO: Finishing Sersic Profiles at Sat Nov 5 14:27:32 2022\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-11-05 14:27:33,047 INFO: Added catalogue adv_notebook_gals_000_01_conv_F129.fits to AstroImage SCA01\n", - "2022-11-05 14:27:33,048 INFO: Finished catalogue /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_gals_000.fits\n", - "2022-11-05 14:27:33,049 INFO: Adding Error\n", - "2022-11-05 14:27:33,050 INFO: Adding residual error\n", - "2022-11-05 14:27:33,050 INFO: Adding error to detector SCA01\n", - "2022-11-05 14:27:33,051 INFO: Adding background\n", - "2022-11-05 14:27:33,051 INFO: Returning background 0.15.\n", - "2022-11-05 14:27:33,052 INFO: Background is 0.15 counts/s/pixel\n", - "2022-11-05 14:27:33,053 INFO: Returning background 0.15.\n", - "2022-11-05 14:27:33,054 INFO: Added background of 0.15 counts/s/pixel\n", - "2022-11-05 14:27:33,063 INFO: Inserting correct exposure time\n", - "2022-11-05 14:27:33,064 INFO: Cropping Down to base Detector Size\n", - "2022-11-05 14:27:33,065 INFO: Cropping convolved image down to detector size\n", - "2022-11-05 14:27:33,066 INFO: Taking [22:4110, 22:4110]\n", - "2022-11-05 14:27:33,085 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", - "2022-11-05 14:27:33,089 INFO: Adding poisson noise\n", - "2022-11-05 14:27:33,668 INFO: Adding Poisson Noise with mean 0.000123310554600831 and standard deviation 0.4029473226487636\n", - "2022-11-05 14:27:33,678 INFO: Adding readnoise\n", - "2022-11-05 14:27:34,251 INFO: Adding readnoise with mean 0.0035705557093024254 and STDEV 11.997060775756836\n", - "2022-11-05 14:27:34,255 INFO: Finished adding error\n", - "2022-11-05 14:27:34,255 INFO: Finished Adding Error\n", - "2022-11-05 14:27:34,256 INFO: Converting to FITS file\n", - "2022-11-05 14:27:34,257 INFO: Converting detector SCA01 to FITS extension\n", - "2022-11-05 14:27:34,258 INFO: Creating Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:27:34,263 INFO: Created Extension HDU from AstroImage SCA01\n", - "2022-11-05 14:27:34,460 INFO: Created FITS file /Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_1_0.fits\n" - ] - } - ], - "source": [ - "output_stellar_catalogues_3_3 = obm_3_3.addCatalogue(stellar_cat_file)\n", - "output_galaxy_catalogues_3_3 = obm_3_3.addCatalogue(galaxy_cat_file)\n", - "\n", - "psf_file_3_3 = obm_3_3.addError()\n", - "\n", - "fits_file_3_3, mosaic_file_3_3, params_3_3 = obm_3_3.finalize(mosaic=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 150, - "id": "7636c7c6", - "metadata": {}, - "outputs": [ - { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: '/Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_1_0.fits'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [150]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mfits\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfits_file_3_3\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m result_file_3_3:\n\u001b[1;32m 2\u001b[0m result_data_3_3 \u001b[38;5;241m=\u001b[39m result_file_3_3[\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mdata\n\u001b[1;32m 4\u001b[0m crop_result_data_3_3 \u001b[38;5;241m=\u001b[39m result_data_3_3[\u001b[38;5;241m1900\u001b[39m:\u001b[38;5;241m2200\u001b[39m, \u001b[38;5;241m1900\u001b[39m:\u001b[38;5;241m2200\u001b[39m]\n", - "File \u001b[0;32m~/anaconda3/envs/stips/lib/python3.10/site-packages/astropy/io/fits/hdu/hdulist.py:175\u001b[0m, in \u001b[0;36mfitsopen\u001b[0;34m(name, mode, memmap, save_backup, cache, lazy_load_hdus, ignore_missing_simple, **kwargs)\u001b[0m\n\u001b[1;32m 172\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m name:\n\u001b[1;32m 173\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEmpty filename: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 175\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mHDUList\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfromfile\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmemmap\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msave_backup\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcache\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43mlazy_load_hdus\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore_missing_simple\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/anaconda3/envs/stips/lib/python3.10/site-packages/astropy/io/fits/hdu/hdulist.py:410\u001b[0m, in \u001b[0;36mHDUList.fromfile\u001b[0;34m(cls, fileobj, mode, memmap, save_backup, cache, lazy_load_hdus, ignore_missing_simple, **kwargs)\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m 399\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfromfile\u001b[39m(\u001b[38;5;28mcls\u001b[39m, fileobj, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, memmap\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 400\u001b[0m save_backup\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, cache\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, lazy_load_hdus\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m 401\u001b[0m ignore_missing_simple\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 402\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 403\u001b[0m \u001b[38;5;124;03m Creates an `HDUList` instance from a file-like object.\u001b[39;00m\n\u001b[1;32m 404\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 407\u001b[0m \u001b[38;5;124;03m documentation for details of the parameters accepted by this method).\u001b[39;00m\n\u001b[1;32m 408\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 410\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mcls\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_readfrom\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfileobj\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfileobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmemmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmemmap\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 411\u001b[0m \u001b[43m \u001b[49m\u001b[43msave_backup\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msave_backup\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcache\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 412\u001b[0m \u001b[43m \u001b[49m\u001b[43mignore_missing_simple\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mignore_missing_simple\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 413\u001b[0m \u001b[43m \u001b[49m\u001b[43mlazy_load_hdus\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlazy_load_hdus\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/anaconda3/envs/stips/lib/python3.10/site-packages/astropy/io/fits/hdu/hdulist.py:1060\u001b[0m, in \u001b[0;36mHDUList._readfrom\u001b[0;34m(cls, fileobj, data, mode, memmap, cache, lazy_load_hdus, ignore_missing_simple, **kwargs)\u001b[0m\n\u001b[1;32m 1057\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m fileobj \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1058\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(fileobj, _File):\n\u001b[1;32m 1059\u001b[0m \u001b[38;5;66;03m# instantiate a FITS file object (ffo)\u001b[39;00m\n\u001b[0;32m-> 1060\u001b[0m fileobj \u001b[38;5;241m=\u001b[39m \u001b[43m_File\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfileobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmemmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmemmap\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcache\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1061\u001b[0m \u001b[38;5;66;03m# The Astropy mode is determined by the _File initializer if the\u001b[39;00m\n\u001b[1;32m 1062\u001b[0m \u001b[38;5;66;03m# supplied mode was None\u001b[39;00m\n\u001b[1;32m 1063\u001b[0m mode \u001b[38;5;241m=\u001b[39m fileobj\u001b[38;5;241m.\u001b[39mmode\n", - "File \u001b[0;32m~/anaconda3/envs/stips/lib/python3.10/site-packages/astropy/io/fits/file.py:170\u001b[0m, in \u001b[0;36m_File.__init__\u001b[0;34m(self, fileobj, mode, memmap, overwrite, cache)\u001b[0m\n\u001b[1;32m 168\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_open_fileobj(fileobj, mode, overwrite)\n\u001b[1;32m 169\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(fileobj, (\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;28mbytes\u001b[39m)):\n\u001b[0;32m--> 170\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_open_filename\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfileobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moverwrite\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 171\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 172\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_open_filelike(fileobj, mode, overwrite)\n", - "File \u001b[0;32m~/anaconda3/envs/stips/lib/python3.10/site-packages/astropy/io/fits/file.py:562\u001b[0m, in \u001b[0;36m_File._open_filename\u001b[0;34m(self, filename, mode, overwrite)\u001b[0m\n\u001b[1;32m 559\u001b[0m ext \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39msplitext(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname)[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m 561\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_try_read_compressed(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname, magic, mode, ext\u001b[38;5;241m=\u001b[39mext):\n\u001b[0;32m--> 562\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mIO_FITS_MODES\u001b[49m\u001b[43m[\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 563\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclose_on_error \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 565\u001b[0m \u001b[38;5;66;03m# Make certain we're back at the beginning of the file\u001b[39;00m\n\u001b[1;32m 566\u001b[0m \u001b[38;5;66;03m# BZ2File does not support seek when the file is open for writing, but\u001b[39;00m\n\u001b[1;32m 567\u001b[0m \u001b[38;5;66;03m# when opening a file for write, bz2.BZ2File always truncates anyway.\u001b[39;00m\n", - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/Users/halkowsi/STScI-STIPS/notebooks/adv_notebook_1_0.fits'" - ] - } - ], - "source": [ - "with fits.open(fits_file_3_3) as result_file_3_3:\n", - " result_data_3_3 = result_file_3_3[1].data\n", - "\n", - "crop_result_data_3_3 = result_data_3_3[1900:2200, 1900:2200]\n", - "\n", - "fig_3_3 = plt.figure()\n", - "im_3_3 = plt.matshow(crop_result_data_3_3)" - ] - }, - { - "cell_type": "markdown", - "id": "401b8d8e", - "metadata": {}, - "source": [ - "## Conclusion\n", - "\n", - "This concludes the first portion of the advanced tutorial. For information on PSFs, please see STIPS Advanced II. If you have further questions, check out the [STIPS documentation](https://stips.readthedocs.io/en/latest/), or reach out to the STIPS Helpdesk via email at help@stsci.edu with the subject line \"STIPS Question\"." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/STIPS Advanced II - PSFs.ipynb b/notebooks/STIPS Advanced II - PSFs.ipynb deleted file mode 100644 index 3d88e4a..0000000 --- a/notebooks/STIPS Advanced II - PSFs.ipynb +++ /dev/null @@ -1,2808 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "b6d71c53", - "metadata": {}, - "source": [ - "# STIPS Advanced II – PSFs, Adding Sources\n", - "\n", - "This portion of the Advanced tutorial concerns the generation and manipulation of PSFs using STIPS functions. As with Advanced I, this notebook assumes both that you already have STIPS installed (see [Installing STIPS](https://stsci-stips.readthedocs.io/en/latest/installation.html) if not) and that you are comfortable with basic usage of STIPS functionalities (see [STIPS Basic Tutorial](https://stips.readthedocs.io/en/latest/basic_tutorial.html), or the Basic Tutorial notebook, if not).\n", - "\n", - "#### Note:\n", - "The ```makePSF``` package is still undergoing development –– pending the inclusion of logging functions and error catching, as well as some functional optimization. This tutorial will be updated to reflect this in future releases." - ] - }, - { - "cell_type": "markdown", - "id": "4bc7a0d4", - "metadata": {}, - "source": [ - "## Checking STIPS Import, Adding Modules\n", - "\n", - "Before beginning, check again that the STIPS import is correct, and import and configure a few modules we'll be needing. Additionally, ensure that the generated files from the Basic Tutorial are visible in your \"notebooks\" folder/the directory from which you are working." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "775c25da", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "**WARNING**: LOCAL JWST PRD VERSION PRDOPSSOC-062 CANNOT BE CHECKED AGAINST ONLINE VERSION\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "STIPS Version 2.0.0 with Data Version 1.0.9 at /Users/sebastian/Documents/STIPS/stips_data.\n", - "\tSTIPS Grid Generated with 1.0.8\n", - "Pandeia Version 3.0 with Data Version 3.0 at /Users/sebastian/Documents/STIPS/pandeia_data-3.0_roman.\n", - "Webbpsf Version 1.1.1 with Data Version 1.1.1 at /Users/sebastian/Documents/STIPS/webbpsf-data.\n", - "\n" - ] - } - ], - "source": [ - "%matplotlib inline\n", - "%config InlineBackend.figure_format = 'svg'\n", - "\n", - "from astropy.io import fits\n", - "from glob import glob\n", - "import numpy as np\n", - "import matplotlib\n", - "from matplotlib import style\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.ticker as ticker\n", - "matplotlib.rcParams['axes.grid'] = False\n", - "matplotlib.rcParams['image.origin'] = 'lower'\n", - "import stips\n", - "\n", - "print(stips.__env__report__)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "2c65f50b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['notebook_example_1_0.fits']\n" - ] - } - ], - "source": [ - "file_list = glob('*notebook_example*')\n", - "print(file_list)" - ] - }, - { - "cell_type": "markdown", - "id": "2e7c5f3a", - "metadata": {}, - "source": [ - "## Generating and Manipulating a PSF\n", - "\n", - "PSFs can be generated using FITS input files and the makePSF module within STIPS. For this example, we will be using the example PSF file \"psf_WFI_2.0.0_F129_sca01.fits\", a PSF generated with Roman WFI F129. This file is available in the \"notebooks\" directory of STIPS. The generated PSF will be returned as an array." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "07fa1b96", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[4.63340175e-09 4.92926905e-09 5.06057647e-09 ... 1.04694074e-08\n", - " 9.75042028e-09 0.00000000e+00]\n", - " [4.31357501e-09 4.60752880e-09 4.79127975e-09 ... 1.04253472e-08\n", - " 9.61258937e-09 0.00000000e+00]\n", - " [3.99596581e-09 4.25482504e-09 4.52264410e-09 ... 1.02763533e-08\n", - " 9.45093424e-09 0.00000000e+00]\n", - " ...\n", - " [5.29699428e-09 5.36962514e-09 5.49581773e-09 ... 6.47929589e-09\n", - " 5.97876614e-09 0.00000000e+00]\n", - " [4.70650252e-09 4.79887355e-09 4.91860814e-09 ... 6.71186040e-09\n", - " 6.11143555e-09 0.00000000e+00]\n", - " [0.00000000e+00 0.00000000e+00 0.00000000e+00 ... 0.00000000e+00\n", - " 0.00000000e+00 0.00000000e+00]]\n" - ] - } - ], - "source": [ - "example_file = fits.open('psf_WFI_2.0.0_F129_sca01.fits')\n", - "\n", - "test_psf = stips.utilities.makePSF.make_epsf(example_file[0].data[0])\n", - "\n", - "print(test_psf)" - ] - }, - { - "cell_type": "markdown", - "id": "e578f35a", - "metadata": {}, - "source": [ - "We can view a plot of our generated PSF using pyplot." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "ff1669b8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig1 = plt.figure()\n", - "im1 = plt.matshow(test_psf)\n", - "plt.savefig('adv_notebook_epsf_orig.jpeg')" - ] - }, - { - "cell_type": "markdown", - "id": "152f0032", - "metadata": {}, - "source": [ - "The PSF can be manipulated in a variety of ways –– for purposes of this tutorial, we will perform a bicubic interpolation on our PSF, as well as calculate the fraction of light that should fall on a given pixel. This will employ two of makePSFs primary functions, ```makePSF.bicubic``` and ```makePSF.real_psf```." - ] - }, - { - "cell_type": "markdown", - "id": "153047e8", - "metadata": {}, - "source": [ - "### Bicubic Interpolation\n", - "\n", - "For our bicubic interpolation, we will use the following input parameters, selecting a reference point close to the source in the hopes of seeing more engaging results:\n", - "\n", - "* Reference x pixel (```ix```) – 85\n", - "* Reference y pixel (```iy```) – 85\n", - "* Pixel phase along the x-direction (```fx```) – 5\n", - "* Pixel phase along the y-direction (```fy```) – 5" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "5420ad47", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-3.867468290857751" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ix = iy = 85\n", - "fx = fy = 5\n", - "\n", - "stips.utilities.makePSF.bicubic(test_psf, iy, ix, fx, fy)" - ] - }, - { - "cell_type": "markdown", - "id": "d152d26f", - "metadata": {}, - "source": [ - "Noted in the image below is the location at which the interpolation was performed (cropped for visibility)." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "75f9153d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2023-10-11T11:47:20.978117\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.7.3, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot parameters\n", - "x_mid = 88\n", - "y_mid = 88\n", - "half = 30\n", - "\n", - "# create custom formatter for cutout region axes (run once)\n", - "ticks_x = ticker.FuncFormatter(lambda x, pos: f\"{x + x_mid - half:.0f}\")\n", - "ticks_y = ticker.FuncFormatter(lambda y, pos: f\"{y + y_mid - half:.0f}\")\n", - "\n", - "# to plot cutout region:\n", - "fig0, ax0 = plt.subplots(figsize=(4,4))\n", - "ax0.imshow(test_psf[x_mid - half:x_mid + half,\n", - " y_mid - half:y_mid + half])\n", - "\n", - "# replace default tick labels with cutout pixel indices\n", - "# (run in every cell that shows a plot of the cutout region)\n", - "ax0.set_xticks([x for x in ax0.get_xticks() if 0 <= x < half*2])\n", - "ax0.xaxis.set_major_formatter(ticks_x)\n", - "ax0.yaxis.set_major_formatter(ticks_y)\n", - "\n", - "#Coordinates of circle adjusted for crop.\n", - "circ_bicubic = plt.Circle((27, 27), 3, color='r', fill=False)\n", - "\n", - "ax0.add_patch(circ_bicubic)" - ] - }, - { - "cell_type": "markdown", - "id": "1ebeb4ec", - "metadata": {}, - "source": [ - "### Fractional Light\n", - "\n", - "Using ```makePSF.real_psf```, we can caculate the fraction of light from our epsf that should fall on any given pixel. We will use the following parameters:\n", - "\n", - "* Relative location of source along x-axis (```dx```) (note that 0 the default the center of the boxsize) –– 5\n", - "* Relative location of the source along y-axis (```dy```) –– 5\n", - "* Center of the input psf model (```psf_center```) (our PSF has dimensions of 177 by 177 px) –– 88\n", - "* PSF boxsize (```boxsize```) –– 177\n", - "\n", - "#### Note:\n", - "\n", - "Currently, the default value of ```psf_center``` is set to 177, and default boxsize 44 –– this will be adjusted in future updates." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "c80b7c91", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.00044947279766548826" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dx = dy = 5\n", - "\n", - "#The code below is designed to modify the default values for the center\n", - "#and size of the PSF to fit the PSF being used –– this will be addressed\n", - "#in future releases.\n", - "\n", - "psf_middle = round((test_psf[0].shape[0]-1)/2)\n", - "\n", - "PSF_BOXSIZE = np.floor(psf_middle)/4\n", - "\n", - "stips.utilities.makePSF.real_psf(dx, dy, test_psf, boxsize=PSF_BOXSIZE, psf_center=psf_middle)" - ] - }, - { - "cell_type": "markdown", - "id": "cd5d0253", - "metadata": {}, - "source": [ - "Noted below is the location at which fractional light was evaluated." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "52038cc3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2023-10-11T11:48:28.996100\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.7.3, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# to plot cutout region:\n", - "fig1_2, ax1_2 = plt.subplots(figsize=(4,4))\n", - "ax1_2.imshow(test_psf[x_mid - half:x_mid + half,\n", - " y_mid - half:y_mid + half])\n", - "\n", - "# replace default tick labels with cutout pixel indices\n", - "# (run in every cell that shows a plot of the cutout region)\n", - "ax1_2.set_xticks([x for x in ax1_2.get_xticks() if 0 <= x < half*2])\n", - "ax1_2.xaxis.set_major_formatter(ticks_x)\n", - "ax1_2.yaxis.set_major_formatter(ticks_y)\n", - "\n", - "#Coordinates of circle adjusted for crop.\n", - "circ_real_psf = plt.Circle((35, 35), 3, color='r', fill=False)\n", - "\n", - "ax1_2.add_patch(circ_real_psf)" - ] - }, - { - "cell_type": "markdown", - "id": "c5e0432d", - "metadata": {}, - "source": [ - "## Adding New Sources to a Scene\n", - "\n", - "To add a new source to our generated scene from the Basic Tutorial, we will use the ```place_source``` function from ```makePSF``` and insert a source with the following characteristics:\n", - "\n", - "* Location (px)\n", - " * x = 2000\n", - " * y = 2000\n", - "* Flux = 15\n", - "\n", - "Note that, by default, the PSF upscale is 4.\n", - "\n", - "#### Note:\n", - "\n", - "Currently, the default value of ```psf_center``` is set to 177, and default boxsize 44 –– this will be adjusted in future updates." - ] - }, - { - "cell_type": "markdown", - "id": "d21a2c63", - "metadata": {}, - "source": [ - "### Original Scene\n", - "\n", - "Re-open the original scene from the saved output file –– by default, this file is \"notebook_example_1_0.fits\". We will limit our area of view to the range in which the added source will be visible, between 1950 and 2150 pixels on each axis." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "3088442d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2023-10-11T11:50:06.555272\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.7.3, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "with fits.open('notebook_example_1_0.fits') as result_file:\n", - " result_data = result_file[1].data\n", - "\n", - "fig2, ax2 = plt.subplots()\n", - "ax2.imshow(result_data[1950:2050, 1950:2050])\n", - "\n", - "circ_no_source = plt.Circle((50, 50), 3, color='r', fill=False)\n", - "\n", - "ax2.add_patch(circ_no_source)" - ] - }, - { - "cell_type": "markdown", - "id": "f1f3ba1f", - "metadata": {}, - "source": [ - "### Add New Source\n", - "\n", - "We now use the ```makePSF.place_source``` function to add in our test PSF as a source (noting that the ```boxsize``` and ```psf_center``` parameters must be modified from their defaults for this particular PSF, as was the case with the ```makePSF.real_psf example```)." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "80546ce0", - "metadata": {}, - "outputs": [], - "source": [ - "#The code below is designed to modify the default values for the center\n", - "#and size of the PSF to fit the PSF being used –– this will be addressed\n", - "#in future releases.\n", - "\n", - "psf_middle = round((test_psf[0].shape[0]-1)/2)\n", - "\n", - "PSF_BOXSIZE = np.floor(psf_middle)/4\n", - "\n", - "added_source = stips.utilities.makePSF.place_source(2000, 2000, 3000, result_data, test_psf, boxsize=PSF_BOXSIZE, psf_center=psf_middle)" - ] - }, - { - "cell_type": "markdown", - "id": "2858999a", - "metadata": {}, - "source": [ - "We can now open our modified image and view our added source." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "4d2f93fd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " 2023-10-11T11:50:10.620046\n", - " image/svg+xml\n", - " \n", - " \n", - " Matplotlib v3.7.3, https://matplotlib.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "\n" - ], - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot parameters\n", - "x_mid2 = 2000\n", - "y_mid2 = 2000\n", - "half2 = 50\n", - "\n", - "# to plot cutout region:\n", - "fig2_1, ax2_1 = plt.subplots(figsize=(4,4))\n", - "ax2_1.imshow(result_data[x_mid2 - half2:x_mid2 + half2,\n", - " y_mid2 - half2:y_mid2 + half2])\n", - "\n", - "# replace default tick labels with cutout pixel indices\n", - "# (run in every cell that shows a plot of the cutout region)\n", - "ax2_1.set_xticks([x for x in ax2_1.get_xticks() if 0 <= x < half2*2])\n", - "ax2_1.xaxis.set_major_formatter(ticks_x)\n", - "ax2_1.yaxis.set_major_formatter(ticks_y)\n", - "\n", - "#Coordinates of circle adjusted for crop.\n", - "circ_source = plt.Circle((50, 50), 3, color='r', fill=False)\n", - "\n", - "ax2_1.add_patch(circ_source)" - ] - }, - { - "cell_type": "markdown", - "id": "e0430d27", - "metadata": {}, - "source": [ - "## Conclusion\n", - "\n", - "This concludes the second portion of the advanced tutorial. If you have further questions, check out the [STIPS documentation](https://stips.readthedocs.io/en/latest/), or reach out to the STIPS Helpdesk via email at help@stsci.edu with the subject line \"STIPS Question\"." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/notebooks/STIPS Basic Tutorial.ipynb b/notebooks/STIPS Basic Tutorial.ipynb deleted file mode 100644 index 8666d40..0000000 --- a/notebooks/STIPS Basic Tutorial.ipynb +++ /dev/null @@ -1,752 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# STIPS Basic Tutorial\n", - "\n", - "If you prefer to work within a Jupyter notebook, this notebook will follow the same processes as the Basic Tutorial to create a STIPS observation. Like the Basic Tutorial, it assumes that you already have STIPS installed; see [Installing STIPS](https://stsci-stips.readthedocs.io/en/latest/installation.html) in the STIPS documentation if not." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Importing STIPS and checking the STIPS environment\n", - "\n", - "In order to use STIPS, you must have several sets of data files installed ([Installing STIPS](https://stsci-stips.readthedocs.io/en/latest/installation.html) contains instructions on doing this). In order to test your STIPS installation, STIPS includes an environment report utility that shows which version of STIPS you have installed, as well as the versions of the most important support packages that STIPS uses. When you run the cell below, you should get output something like this:\n", - "\n", - "> STIPS Version x.y.z with Data Version x.y.z at /Some/Path/To/stips_data\n", - ">\n", - "> STIPS Grid Generated with x.y.z\n", - ">\n", - "> Pandeia Version a.b.c with Data Version a.b.c at /Some/Path/To/pandeia_refdata\n", - ">\n", - "> Webbpsf Version d.e.f with Data Version d.e.f at /Some/Path/To/WEBBPSF_PATH" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import stips\n", - "\n", - "print(stips.__env__report__)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setting up some Basics\n", - "\n", - "STIPS allows you to set up some basic elements of your observation and pass them when creating and running observations. The section below shows one way to set these up." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "obs_prefix = 'notebook_example'\n", - "obs_ra = 150.0\n", - "obs_dec = -2.5" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Creating a Scene to Observe\n", - "\n", - "STIPS contains functions to generate stellar populations as well as background galaxies. These functions are all present in the `SceneModule` class. In order to know what sort of populations to generate, the Scene Module requires input dictionaries to specify population parameters. In this example, we will create the following:\n", - "\n", - "* A stellar population representing a globular cluster with\n", - " * 100 stars\n", - " * An age of 7.5 billion years\n", - " * A metallicity of -2.0\n", - " * A Salpeter IMF with alpha=-2.35\n", - " * A binary fraction of 10%\n", - " * A clustered distribution (higher-mass stars closer to the population centre)\n", - " * An inverse power-law distribution\n", - " * A radius of 100 parsecs\n", - " * A distance of 10 kpc\n", - " * No offset from the centre of the scene being created\n", - "* A collection of background galaxies with\n", - " * 10 galaxies\n", - " * Redshifts between 0 and 0.2\n", - " * Radii between 0.01 and 2.0 arcsec\n", - " * V-band surface brightness magnitudes between 28 and 24\n", - " * Uniform spatial distribution (unclustered) over 200 arcsec\n", - " * No offset from the center of the scene being created\n", - " \n", - "\n", - "##### Note: \n", - "Background galaxies are available in STIPS, but are neither supported nor tested.\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from stips.scene_module import SceneModule\n", - "\n", - "scm = SceneModule(out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec)\n", - "\n", - "stellar_parameters = {\n", - " 'n_stars': 100,\n", - " 'age_low': 7.5e12, \n", - " 'age_high': 7.5e12,\n", - " 'z_low': -2.0, \n", - " 'z_high': -2.0,\n", - " 'imf': 'salpeter', \n", - " 'alpha': -2.35,\n", - " 'binary_fraction': 0.1,\n", - " 'clustered': True,\n", - " 'distribution': 'invpow',\n", - " 'radius': 100.0, \n", - " 'radius_units': 'pc',\n", - " 'distance_low': 10.0, \n", - " 'distance_high': 10.0,\n", - " 'offset_ra': 0.0, \n", - " 'offset_dec': 0.0\n", - " }\n", - "\n", - "stellar_cat_file = scm.CreatePopulation(stellar_parameters)\n", - "print(\"Stellar population saved to file {}\".format(stellar_cat_file))\n", - "\n", - "galaxy_parameters = {\n", - " 'n_gals': 10,\n", - " 'z_low': 0.0, \n", - " 'z_high': 0.2,\n", - " 'rad_low': 0.01, \n", - " 'rad_high': 2.0,\n", - " 'sb_v_low': 28.0, \n", - " 'sb_v_high': 24.0,\n", - " 'distribution': 'uniform', \n", - " 'clustered': False,\n", - " 'radius': 200.0, \n", - " 'radius_units': 'arcsec',\n", - " 'offset_ra': 0.0, \n", - " 'offset_dec': 0.0\n", - " }\n", - "\n", - "galaxy_cat_file = scm.CreateGalaxies(galaxy_parameters)\n", - "print(\"Galaxy population saved to file {}\".format(galaxy_cat_file))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Creating a STIPS observation\n", - "\n", - "Once a scene has been created, it's possible to observe that scene as many times as you wish (and from as many places as you wish, although obviously any observation that doesn't include at least some of the scene will simply be an empty exposure). In this case, we create a single Roman WFI observation.\n", - "\n", - "STIPS uses a bit of specialialized terminology to describe its observations. In particular:\n", - "\n", - "* An *observation* is a set of exposures with a single instrument (e.g. Roman WFI), one or more filters (where each\n", - " exposure in the observation will be repeated for every included filter), some number of the instrument's \n", - " detectors (for WFI between 1 and 18), where each exposure in the observation will be repeated, with the \n", - " appropriate inter-detector offset, for every included detector, a single chosen sky background value, and a \n", - " single exposure time (applied to each exposure in the observation), and one or more offsets.\n", - "* An *offset* is a single telescope pointing. For each offset specified in the observation, an exposure will be \n", - " created for each detector and each filter at the offset. STIPS may, optionally, create one or more mosaics at \n", - " each offset, with a single mosaic including all detectors with the same filter. In addition, STIPS can create a \n", - " single combined mosaic for each filter in the combined Observation.\n", - "\n", - "In this case, we will create an observation with:\n", - "\n", - "* Roman WFI F129\n", - "* 1 detector\n", - "* No distortion\n", - "* A sky background of 0.15 counts/s/pixel\n", - "* The ID 1\n", - "* An exposure time of 1000 seconds\n", - "\n", - "We will use a single offset with:\n", - "\n", - "* An ID of 1\n", - "* No centering (if an offset is centred then, for a multi-detector observation, each detector is centred on the \n", - " offset co-ordinates individually rather than the instrument as a whole being centred there)\n", - "* No change in RA, DEC, or PA from the centre of the observation\n", - "\n", - "and the following residual settings:\n", - "\n", - "* Flatfield residual: off\n", - "* Dark current residual: off\n", - "* Cosmic ray removal residual: off\n", - "* Poisson noise residual: on\n", - "* Readnoise residual: on\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from stips.observation_module import ObservationModule\n", - "\n", - "offset = {\n", - " 'offset_id': 1,\n", - " 'offset_centre': False,\n", - " 'offset_ra': 0.0,\n", - " 'offset_dec': 0.0,\n", - " 'offset_pa': 0.0\n", - " }\n", - "\n", - "residuals = {\n", - " 'residual_flat': False,\n", - " 'residual_dark': False,\n", - " 'residual_cosmic': False,\n", - " 'residual_poisson': True,\n", - " 'residual_readnoise': True,\n", - " }\n", - "\n", - "observation_parameters = {\n", - " 'instrument': 'WFI',\n", - " 'filters': ['F129'],\n", - " 'detectors': 1,\n", - " 'distortion': False,\n", - " 'background': 0.15,\n", - " 'observations_id': 1,\n", - " 'exptime': 1000,\n", - " 'offsets': [offset]\n", - " }\n", - "\n", - "obm = ObservationModule(observation_parameters, out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec, residuals=residuals)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, we call nextObservation() -– this function is used to move between different combinations of offset and filter. It must be called once in order to initialize the observation module to the first observatiom before adding catalogues." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "obm.nextObservation()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Observing the Scene\n", - "\n", - "In order to observe the scene, we must add the scene catalogues created above to it, add in error residuals, and finalize the observation. In so doing, we create output catalogues which are taken from the input catalogues, but only contain the sources visible to the detectors, and convert source brightnesses into units of counts/s for the detectors." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "output_stellar_catalogues = obm.addCatalogue(stellar_cat_file)\n", - "output_galaxy_catalogues = obm.addCatalogue(galaxy_cat_file)\n", - "\n", - "print(\"Output Catalogues are {} and {}.\".format(output_stellar_catalogues, output_galaxy_catalogues))\n", - "\n", - "psf_file = obm.addError()\n", - "\n", - "print(\"PSF File is {}\".format(psf_file))\n", - "\n", - "fits_file, mosaic_file, params = obm.finalize(mosaic=False)\n", - "\n", - "print(\"Output FITS file is {}\".format(fits_file))\n", - "print(\"Output Mosaic File is {}\".format(mosaic_file))\n", - "print(\"Observation Parameters are {}\".format(params))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Show the Result\n", - "\n", - "We use pyplot to plot the resulting simulated image." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "%config InlineBackend.figure_format = 'svg'\n", - "import matplotlib\n", - "from matplotlib import style\n", - "matplotlib.rcParams['axes.grid'] = False\n", - "matplotlib.rcParams['image.origin'] = 'lower'\n", - "import matplotlib.pyplot as plt\n", - "from astropy.io import fits\n", - "\n", - "with fits.open(fits_file) as result_file:\n", - " result_data = result_file[1].data\n", - "\n", - "fig1 = plt.figure()\n", - "im = plt.matshow(result_data)\n", - "plt.savefig('notebook_example_basic_scene.jpeg')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As well as a detail from the detector center." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig2 = plt.figure()\n", - "im2 = plt.matshow(result_data[1800:2300, 1800:2300])\n", - "plt.savefig('notebook_example_basic_scene.jpeg')" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/notebooks/STIPS Tutorial.ipynb b/notebooks/STIPS Tutorial.ipynb new file mode 100644 index 0000000..667f177 --- /dev/null +++ b/notebooks/STIPS Tutorial.ipynb @@ -0,0 +1,496 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# STIPS Basic Usage Example\n", + "\n", + "If you prefer to work within a Jupyter notebook, this notebook will follow the same processes as the Basic Tutorial to create a STIPS observation. Like the Basic Tutorial, it assumes that you already have STIPS installed; see [Installing STIPS](https://stsci-stips.readthedocs.io/en/latest/installation.html) in the STIPS documentation if not." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing STIPS and checking the STIPS environment\n", + "\n", + "In order to use STIPS, you must have several sets of data files installed ([Installing STIPS](https://stsci-stips.readthedocs.io/en/latest/installation.html) contains instructions on doing this). In order to test your STIPS installation, STIPS includes an environment report utility that shows which version of STIPS you have installed, as well as the versions of the most important support packages that STIPS uses. When you run the cell below, you should get output something like this:\n", + "\n", + "> STIPS Version x.y.z with Data Version x.y.z at /Some/Path/To/stips_data\n", + ">\n", + "> STIPS Grid Generated with x.y.z\n", + ">\n", + "> Pandeia Version a.b.c with Data Version a.b.c at /Some/Path/To/pandeia_refdata\n", + ">\n", + "> Webbpsf Version d.e.f with Data Version d.e.f at /Some/Path/To/WEBBPSF_PATH" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "STIPS Version 2.0.0 with Data Version 1.0.9 at /Users/halkowsi/STScI-STIPS/ref_data/stips_data.\n", + "\tSTIPS Grid Generated with 1.0.8\n", + "Pandeia Version 1.7 with Data Version 1.7 at /Users/halkowsi/STScI-STIPS/ref_data/pandeia_data-1.7_roman.\n", + "Webbpsf Version 1.0.0 with Data Version 1.0.0 at /Users/halkowsi/STScI-STIPS/ref_data/webbpsf-data.\n", + "\n" + ] + } + ], + "source": [ + "import stips\n", + "\n", + "print(stips.__env__report__)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setting up some Basics\n", + "\n", + "STIPS allows you to set up some basic elements of your observation and pass them when creating and running observations. The section below shows one way to set these up." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "obs_prefix = 'notebook_example'\n", + "obs_ra = 150.0\n", + "obs_dec = -2.5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a Scene to Observe\n", + "\n", + "STIPS contains functions to generate stellar populations as well as background galaxies. These functions are all present in the `SceneModule` class. In order to know what sort of populations to generate, the Scene Module requires input dictionaries to specify population parameters. In this example, we will create the following:\n", + "\n", + "* A stellar population representing a globular cluster with\n", + " * 10,000 stars\n", + " * An age of 7.5 billion years\n", + " * A metallicity of -2.0\n", + " * A Salpeter IMF with alpha=-2.35\n", + " * A binary fraction of 10%\n", + " * A clustered distribution (higher-mass stars closer to the population centre)\n", + " * An inverse power-law distribution\n", + " * A radius of 100 parsecs\n", + " * A distance of 20 kpc\n", + " * No offset from the centre of the scene being created\n", + "* A collection of background galaxies with\n", + " * 100 galaxies\n", + " * Redshifts between 0 and 0.2\n", + " * Radii between 0.01 and 2.0 arcsec\n", + " * V-band surface brightness magnitudes between 25 and 30\n", + " * Uniform spatial distribution (unclustered) over 200 arcsec\n", + " * No offset from the centre of the scene being created\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2020-10-14 13:03:10,044 INFO: Creating catalogue /Users/york/Projects/stips/tmp/notebook_example_stars_000.fits\n", + "2020-10-14 13:03:10,045 INFO: Creating age and metallicity numbers\n", + "2020-10-14 13:03:10,045 INFO: Created age and metallicity numbers\n", + "2020-10-14 13:03:10,046 INFO: Creating stars\n", + "2020-10-14 13:03:10,046 INFO: Age 1.35e+10\n", + "2020-10-14 13:03:10,047 INFO: Metallicity -2.000000\n", + "2020-10-14 13:03:10,047 INFO: Creating 50000 stars\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Log level: INFO\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2020-10-14 13:03:10,419 INFO: Creating 50000 objects, max radius 100.0, function invpow, scale 2.8\n", + "2020-10-14 13:03:10,579 INFO: Chunk 1: 54987 stars\n", + "WARNING: UnitsWarning: 'degrees' did not parse as fits unit: At col 0, Unit 'degrees' not supported by the FITS standard. If this is meant to be a custom unit, define it with 'u.def_unit'. To have it recognized inside a file reader or other code, enable it with 'u.add_enabled_units'. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html [astropy.units.core]\n", + "WARNING: UnitsWarning: 'years' did not parse as fits unit: At col 0, Unit 'years' not supported by the FITS standard. If this is meant to be a custom unit, define it with 'u.def_unit'. To have it recognized inside a file reader or other code, enable it with 'u.add_enabled_units'. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html [astropy.units.core]\n", + "WARNING: UnitsWarning: 'solar masses' did not parse as fits unit: At col 0, Unit 'solar' not supported by the FITS standard. If this is meant to be a custom unit, define it with 'u.def_unit'. To have it recognized inside a file reader or other code, enable it with 'u.add_enabled_units'. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html [astropy.units.core]\n", + "WARNING: UnitsWarning: 'johnson,i' did not parse as fits unit: At col 0, Unit 'johnson' not supported by the FITS standard. If this is meant to be a custom unit, define it with 'u.def_unit'. To have it recognized inside a file reader or other code, enable it with 'u.add_enabled_units'. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html [astropy.units.core]\n", + "WARNING: VerifyWarning: Keyword name 'distribution' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", + "WARNING: VerifyWarning: Keyword name 'clustered' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", + "WARNING: VerifyWarning: Keyword name 'radius_units' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", + "WARNING: VerifyWarning: Keyword name 'offset_ra' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", + "WARNING: VerifyWarning: Keyword name 'offset_dec' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", + "2020-10-14 13:03:10,695 INFO: Done creating catalogue\n", + "2020-10-14 13:03:10,696 INFO: Creating catalogue /Users/york/Projects/stips/tmp/notebook_example_gals_000.fits\n", + "2020-10-14 13:03:10,697 INFO: Wrote preamble\n", + "2020-10-14 13:03:10,697 INFO: Parameters are: {'n_gals': 1000, 'z_low': 0.0, 'z_high': 0.2, 'rad_low': 0.01, 'rad_high': 2.0, 'sb_v_low': 30.0, 'sb_v_high': 25.0, 'distribution': 'uniform', 'clustered': False, 'radius': 200.0, 'radius_units': 'arcsec', 'offset_ra': 0.0, 'offset_dec': 0.0}\n", + "2020-10-14 13:03:10,717 INFO: Making Co-ordinates\n", + "2020-10-14 13:03:10,718 INFO: Creating 1000 objects, max radius 200.0, function uniform, scale 2.8\n", + "2020-10-14 13:03:10,718 INFO: Converting Co-ordinates into RA,DEC\n", + "WARNING: UnitsWarning: 'johnson,v' did not parse as fits unit: At col 0, Unit 'johnson' not supported by the FITS standard. If this is meant to be a custom unit, define it with 'u.def_unit'. To have it recognized inside a file reader or other code, enable it with 'u.add_enabled_units'. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html [astropy.units.core]\n", + "2020-10-14 13:03:10,776 INFO: Done creating catalogue\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stellar population saved to file /Users/york/Projects/stips/tmp/notebook_example_stars_000.fits\n", + "Galaxy population saved to file /Users/york/Projects/stips/tmp/notebook_example_gals_000.fits\n" + ] + } + ], + "source": [ + "from stips.scene_module import SceneModule\n", + "\n", + "scm = SceneModule(out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec)\n", + "\n", + "stellar_parameters = {\n", + " 'n_stars': 100,\n", + " 'age_low': 7.5e12, \n", + " 'age_high': 7.5e12,\n", + " 'z_low': -2.0, \n", + " 'z_high': -2.0,\n", + " 'imf': 'salpeter', \n", + " 'alpha': -2.35,\n", + " 'binary_fraction': 0.1,\n", + " 'clustered': True,\n", + " 'distribution': 'invpow',\n", + " 'radius': 100.0, \n", + " 'radius_units': 'pc',\n", + " 'distance_low': 20.0, \n", + " 'distance_high': 20.0,\n", + " 'offset_ra': 0.0, \n", + " 'offset_dec': 0.0\n", + " }\n", + "\n", + "stellar_cat_file = scm.CreatePopulation(stellar_parameters)\n", + "print(\"Stellar population saved to file {}\".format(stellar_cat_file))\n", + "\n", + "galaxy_parameters = {\n", + " 'n_gals': 10,\n", + " 'z_low': 0.0, \n", + " 'z_high': 0.2,\n", + " 'rad_low': 0.01, \n", + " 'rad_high': 2.0,\n", + " 'sb_v_low': 30.0, \n", + " 'sb_v_high': 25.0,\n", + " 'distribution': 'uniform', \n", + " 'clustered': False,\n", + " 'radius': 200.0, \n", + " 'radius_units': 'arcsec',\n", + " 'offset_ra': 0.0, \n", + " 'offset_dec': 0.0\n", + " }\n", + "\n", + "galaxy_cat_file = scm.CreateGalaxies(galaxy_parameters)\n", + "print(\"Galaxy population saved to file {}\".format(galaxy_cat_file))\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a STIPS observation\n", + "\n", + "Once a scene has been created, it's possible to observe that scene as many times as you wish (and from as many places as you wish, although obviously any observation that doesn't include at least some of the scene will simply be an empty exposure). In this case, we create a single Roman WFI observation.\n", + "\n", + "STIPS uses a bit of specialialized terminology to describe its observations. In particular:\n", + "\n", + "* An Observation is a set of exposures with a single instrument (e.g. Roman WFI), one or more filters (where each\n", + " exposure in the observation will be repeated for every included filter), some number of the instrument's \n", + " detectors (for WFI between 1 and 18), where each exposure in the observation will be repeated, with the \n", + " appropriate inter-detector offset, for every included detector, a single chosen sky background value, and a \n", + " single exposure time (applied to each exposure in the observation), and one or more offsets.\n", + "* An Offset is a single telescope pointing. For each offset specified in the observation, an exposure will be \n", + " created for each detector and each filter at the offset. STIPS may, optionally, create one or more mosaics at \n", + " each offset, with a single mosaic including all detectors with the same filter. In addition, STIPS can create a \n", + " single combined mosaic for each filter in the combined Observation.\n", + "\n", + "In this case, we will create an observation with:\n", + "\n", + "* Roman WFI F129\n", + "* 1 detector\n", + "* No distortion\n", + "* A background rate of 0.15 counts/s/pixel\n", + "* The ID 1\n", + "* An exposure time of 1000 seconds\n", + "\n", + "We will use a single offset with\n", + "\n", + "* An ID of 1\n", + "* No centring (if an offset is centred then, for a multi-detector observation, each detector is centred on the \n", + " offset co-ordinates individually rather than the instrument as a whole being centred there)\n", + "* No change in RA, DEC, or PA from the centre of the observation\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2020-10-14 13:03:25,686 INFO: Got offsets as [{'offset_id': 1, 'offset_centre': False, 'offset_ra': 0.0, 'offset_dec': 0.0, 'offset_pa': 0.0}]\n", + "2020-10-14 13:03:25,812 INFO: Adding observation with filter F129 and offset (0.0,0.0,0.0)\n", + "2020-10-14 13:03:25,813 INFO: Added 1 observations\n", + "2020-10-14 13:03:25,844 INFO: WFI with 1 detectors. Central offset (0.0, 0.0, 0.0)\n", + "2020-10-14 13:03:25,844 INFO: Initializing Observation 0 of 1\n", + "2020-10-14 13:03:25,845 INFO: Observation Filter is F129\n", + "2020-10-14 13:03:25,845 INFO: Observation (RA,DEC) = (150.000000,-2.500000) with PA=0.000000\n", + "2020-10-14 13:03:25,846 INFO: Resetting\n", + "2020-10-14 13:03:25,846 INFO: Creating Detector SCA01 with (RA,DEC,PA) = (150.0,-2.5,0.0)\n", + "2020-10-14 13:03:25,847 INFO: Creating Detector SCA01 with offset (0.0,0.0)\n", + "2020-10-14 13:03:25,885 INFO: Creating Instrument with Configuration {'aperture': 'any', 'disperser': None, 'filter': 'f129', 'instrument': 'wfirstimager', 'mode': 'imaging'}\n", + "2020-10-14 13:03:25,982 INFO: PSF File psf_WFI_1.0.8_F129_1_1_sca01.fits to be put at /Users/york/Data/Reference/stips_data-1.0.9/psf_cache\n", + "2020-10-14 13:03:25,983 INFO: PSF File is /Users/york/Data/Reference/stips_data-1.0.9/psf_cache/psf_WFI_1.0.8_F129_1_1_sca01.fits\n", + "2020-10-14 13:03:26,164 INFO: PSF choosing between 4096, 4096 and 176\n", + "2020-10-14 13:03:26,171 INFO: SCA01: Starting 1x1 PSF Grid creation at Wed Oct 14 13:03:26 2020\n", + "Pysynphot unavailable (or invalid source supplied)! Assuming flat # of counts versus wavelength.\n", + "CAUTION: Just interpolating rather than integrating filter profile, over 10 steps\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Running instrument: WFI, filter: F129\n", + " Running detector: SCA01\n", + " Position 1/1: (2047, 2047) pixels\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2020-10-14 13:03:40,074 INFO: SCA01: Finished PSF Grid creation at Wed Oct 14 13:03:40 2020\n", + "2020-10-14 13:03:40,148 INFO: SCA01: (RA, DEC, PA) := (150.0, -2.5, 0.0), detected as (150.0, -2.5, 0.0)\n", + "2020-10-14 13:03:40,149 INFO: Detector SCA01 created\n", + "2020-10-14 13:03:40,150 INFO: Reset Instrument\n", + "2020-10-14 13:03:40,150 ERROR: Error Parsing Background: 0.15\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Saving file: /Users/york/Data/Reference/stips_data-1.0.9/psf_cache/psf_WFI_1.0.8_F129_1_1_sca01.fits\n" + ] + }, + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from stips.observation_module import ObservationModule\n", + "\n", + "offset = {\n", + " 'offset_id': 1,\n", + " 'offset_centre': False,\n", + " 'offset_ra': 0.0,\n", + " 'offset_dec': 0.0,\n", + " 'offset_pa': 0.0\n", + " }\n", + "\n", + "observation_parameters = {\n", + " 'instrument': 'WFI',\n", + " 'filters': ['F129'],\n", + " 'detectors': 1,\n", + " 'distortion': False,\n", + " 'background': 0.15,\n", + " 'observations_id': 1,\n", + " 'exptime': 1000,\n", + " 'offsets': [offset]\n", + " }\n", + "\n", + "obm = ObservationModule(observation_parameters, out_prefix=obs_prefix, ra=obs_ra, dec=obs_dec)\n", + "\n", + "# nextObservation is called to move between different combinations of offset and filter.\n", + "# It must be called once in order to initialize the observation module to the first observation before\n", + "# adding catalogues.\n", + "obm.nextObservation()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Observing the Scene\n", + "\n", + "In order to observe the scene, we must add the scene catalogues created above to it, add in error residuals, and finalize the observation. In so doing, we create output catalogues which are taken from the input catalogues, but only contain the sources visible to the detectors, and convert source brightnesses into units of counts/s for the detectors." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2020-10-14 13:03:56,238 INFO: Running catalogue /Users/york/Projects/stips/tmp/notebook_example_stars_000.fits\n", + "2020-10-14 13:03:56,239 INFO: Adding catalogue /Users/york/Projects/stips/tmp/notebook_example_stars_000.fits\n", + "2020-10-14 13:03:56,375 INFO: Converting phoenix catalogue\n", + "2020-10-14 13:03:56,376 INFO: Preparing output table\n", + "2020-10-14 13:03:56,425 INFO: Converting chunk 2\n", + "2020-10-14 13:03:56,425 INFO: Converting Phoenix Table to Internal format\n", + "2020-10-14 13:03:56,427 INFO: 1 datasets\n", + "2020-10-14 13:03:57,202 INFO: Finished converting catalogue to internal format\n", + "2020-10-14 13:03:57,203 INFO: Adding catalogue to detector SCA01\n", + "2020-10-14 13:03:57,203 INFO: Adding catalogue notebook_example_stars_000_01_conv_F129.fits to AstroImage SCA01\n", + "2020-10-14 13:03:57,224 INFO: Determining pixel co-ordinates\n", + "2020-10-14 13:03:57,233 INFO: Keeping 37520 items\n", + "2020-10-14 13:03:57,239 INFO: Writing 37520 stars\n", + "2020-10-14 13:03:57,240 INFO: Adding 37520 point sources to AstroImage SCA01\n", + "WARNING: UnitsWarning: 'counts/s' did not parse as fits unit: At col 0, Unit 'counts' not supported by the FITS standard. Did you mean count? If this is meant to be a custom unit, define it with 'u.def_unit'. To have it recognized inside a file reader or other code, enable it with 'u.add_enabled_units'. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html [astropy.units.core]\n", + "WARNING: VerifyWarning: Keyword name 'input_catalogue' is greater than 8 characters or contains characters not allowed by the FITS standard; a HIERARCH card will be created. [astropy.io.fits.card]\n", + "2020-10-14 13:03:57,457 INFO: Added catalogue notebook_example_stars_000_01_conv_F129.fits to AstroImage SCA01\n", + "2020-10-14 13:03:57,459 INFO: Finished catalogue /Users/york/Projects/stips/tmp/notebook_example_stars_000.fits\n", + "2020-10-14 13:03:57,459 INFO: Running catalogue /Users/york/Projects/stips/tmp/notebook_example_gals_000.fits\n", + "2020-10-14 13:03:57,460 INFO: Adding catalogue /Users/york/Projects/stips/tmp/notebook_example_gals_000.fits\n", + "2020-10-14 13:03:57,486 INFO: Converting bc95 catalogue\n", + "2020-10-14 13:03:57,486 INFO: Preparing output table\n", + "2020-10-14 13:03:57,533 INFO: Converting chunk 2\n", + "2020-10-14 13:03:57,534 INFO: Converting BC95 Catalogue\n", + "2020-10-14 13:03:57,534 INFO: Normalization Bandpass is johnson,v ()\n", + "2020-10-14 13:03:57,535 INFO: Normalization Bandpass is johnson,v\n", + "2020-10-14 13:04:01,825 WARNING: Source 78 of 1000: Pysynphot Error Error using Synphot to perform bandpass normalization in SpectralElement\n", + "Model: Empirical1D\n", + "N_inputs: 1\n", + "N_outputs: 1\n", + "Parameters: \n", + " points: (array([4700., 4750., 4800., 4850., 4900., 4950., 5000., 5050., 5100.,\n", + " 5150., 5200., 5250., 5300., 5350., 5400., 5450., 5500., 5550.,\n", + " 5600., 5650., 5700., 5750., 5800., 5850., 5900., 5950., 6000.,\n", + " 6050., 6100., 6150., 6200., 6250., 6300., 6350., 6400., 6450.,\n", + " 6500., 6550., 6600., 6650., 6700., 6750., 6800., 6850., 6900.,\n", + " 6950., 7000.], dtype=float32),)\n", + " lookup_table: [0. 0.004 0.032 0.084 0.172 0.31 0.478 0.65 0.802 0.913 0.978 1.\n", + " 0.994 0.977 0.95 0.911 0.862 0.806 0.747 0.69 0.634 0.579 0.523 0.467\n", + " 0.413 0.363 0.317 0.274 0.234 0.2 0.168 0.14 0.114 0.089 0.067 0.05\n", + " 0.037 0.027 0.02 0.016 0.013 0.012 0.01 0.009 0.007 0.004 0. ]\n", + " method: linear\n", + " fill_value: 0\n", + " bounds_error: FalseSynphotError('Integrated flux is <= 0') encountered\n", + "2020-10-14 13:04:03,366 WARNING: Source 108 of 1000: Pysynphot Error Error using Synphot to perform bandpass normalization in SpectralElement\n", + "Model: Empirical1D\n", + "N_inputs: 1\n", + "N_outputs: 1\n", + "Parameters: \n", + " points: (array([4700., 4750., 4800., 4850., 4900., 4950., 5000., 5050., 5100.,\n", + " 5150., 5200., 5250., 5300., 5350., 5400., 5450., 5500., 5550.,\n", + " 5600., 5650., 5700., 5750., 5800., 5850., 5900., 5950., 6000.,\n", + " 6050., 6100., 6150., 6200., 6250., 6300., 6350., 6400., 6450.,\n", + " 6500., 6550., 6600., 6650., 6700., 6750., 6800., 6850., 6900.,\n", + " 6950., 7000.], dtype=float32),)\n", + " lookup_table: [0. 0.004 0.032 0.084 0.172 0.31 0.478 0.65 0.802 0.913 0.978 1.\n", + " 0.994 0.977 0.95 0.911 0.862 0.806 0.747 0.69 0.634 0.579 0.523 0.467\n", + " 0.413 0.363 0.317 0.274 0.234 0.2 0.168 0.14 0.114 0.089 0.067 0.05\n", + " 0.037 0.027 0.02 0.016 0.013 0.012 0.01 0.009 0.007 0.004 0. ]\n", + " method: linear\n", + " fill_value: 0\n", + " bounds_error: FalseSynphotError('Integrated flux is <= 0') encountered\n" + ] + } + ], + "source": [ + "output_stellar_catalogues = obm.addCatalogue(stellar_cat_file)\n", + "output_galaxy_catalogues = obm.addCatalogue(galaxy_cat_file)\n", + "\n", + "print(\"Output Catalogues are {} and {}.\".format(output_stellar_catalogues, output_galaxy_catalogues))\n", + "\n", + "psf_file = obm.addError()\n", + "\n", + "print(\"PSF File is {}\".format(psf_file))\n", + "\n", + "fits_file, mosaic_file, params = obm.finalize(mosaic=False)\n", + "\n", + "print(\"Output FITS file is {}\".format(fits_file))\n", + "print(\"Output Mosaic File is {}\".format(mosaic_file))\n", + "print(\"Observation Parameters are {}\".format(params))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Show the Result\n", + "\n", + "We use pyplot to plot the resulting simulated image." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'svg'\n", + "import matplotlib\n", + "from matplotlib import style\n", + "matplotlib.rcParams['axes.grid'] = False\n", + "matplotlib.rcParams['image.origin'] = 'lower'\n", + "import matplotlib.pyplot as plt\n", + "from astropy.io import fits\n", + "\n", + "with fits.open(fits_file) as result_file:\n", + " result_data = result_file[1].data\n", + "\n", + "fig1 = plt.figure()\n", + "im = plt.matshow(result_data, norm=matplotlib.colors.LogNorm())\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/psf_WFI_2.0.0_F129_sca01.fits 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