diff --git a/.gitignore b/.gitignore index df754ed..4fc1747 100644 --- a/.gitignore +++ b/.gitignore @@ -1,7 +1,11 @@ *.pyc .DS_Store .coverage +.pytest_cache/ docs/_build docs/.ipynb_checkpoints/* docs/*.fits docs/*.dat +build/ +dist/ +diskmap.egg-info/ diff --git a/LICENSE b/LICENSE index 74db0f3..2555f63 100644 --- a/LICENSE +++ b/LICENSE @@ -1,6 +1,6 @@ MIT License -Copyright (c) 2020 Tomas Stolker +Copyright (c) 2020-2021 Tomas Stolker Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal diff --git a/Makefile b/Makefile index fc1e755..8f68601 100644 --- a/Makefile +++ b/Makefile @@ -1,8 +1,11 @@ -.PHONY: help pypi pypi-test docs clean +.PHONY: help pypi pypi-test docs coverage test clean help: @echo "pypi - submit package to the PyPI server" @echo "pypi-test - submit package to the TestPyPI server" + @echo "docs - generate Sphinx documentation" + @echo "coverage - check code coverage" + @echo "test - run test cases" @echo "clean - remove all artifacts" pypi: @@ -19,6 +22,13 @@ docs: $(MAKE) -C docs clean $(MAKE) -C docs html +coverage: + coverage run --source=diskmap -m pytest + coverage report -m + +test: + pytest --cov=diskmap/ + clean: find . -name '*.pyc' -exec rm -f {} + find . -name '__pycache__' -exec rm -rf {} + @@ -29,4 +39,5 @@ clean: rm -rf build/ rm -rf dist/ rm -rf diskmap.egg-info/ + rm -rf .pytest_cache/ rm -f .coverage diff --git a/README.rst b/README.rst index 51f9b0b..7c742c9 100644 --- a/README.rst +++ b/README.rst @@ -22,7 +22,7 @@ .. image:: https://img.shields.io/github/license/tomasstolker/diskmap :target: https://github.com/tomasstolker/diskmap/blob/master/LICENSE -Python tool for scattered light mapping of protoplanetary disks. The disk surface is parameterized with a power law profile or read from an input file. The projected radius and scattering angle is then calculated at each pixel. From this, a deprojected image, a stellar irradiation corrected image, and a scattering phase function can be extracted. +*diskmap* is a tool for scattered light mapping of protoplanetary disks. The disk surface is parameterized with a power law profile or read from an input file. The projected radius and scattering angle are then calculated at each pixel. From this, a 3D deprojected image and a stellar irradiation corrected image are computed. Also a polarized scattering phase function is extracted and an total intensity phase function is estimated. Documentation ------------- diff --git a/diskmap/diskmap.py b/diskmap/diskmap.py index 51d7078..190d900 100644 --- a/diskmap/diskmap.py +++ b/diskmap/diskmap.py @@ -3,8 +3,9 @@ """ import math +import warnings -from typing import Optional, Tuple +from typing import List, Optional, Tuple import numpy as np @@ -24,22 +25,27 @@ def __init__(self, pixscale: float, inclination: float, pos_angle: float, - distance: float) -> None: + distance: float, + image_type: str = 'polarized') -> None: """ Parameters ---------- fitsfile : str - FITS file with the scattered light imaged. + FITS file with the scattered light image. pixscale : float - Pixel scale (arcsec). + Pixel scale (arcsec per pixel). inclination : float Inclination of the disk (deg). Include a minus sign to exchange the near and far side - in the mapping of the disk. + with the mapping of the disk. pos_angle : float Position angle of the disk (deg). Defined in counterclockwise direction with respect to the vertical axis (i.e. east of north). distance : float Distance (pc). + image_type : str + Image type ('polarized' or 'total'). This parameter affects the output that will be + stored. For example, the conversion from polarized to total intensity phase function + is only done with `image_type='polarized'`. Returns ------- @@ -50,16 +56,26 @@ def __init__(self, self.image = fits.getdata(fitsfile) self.image = np.nan_to_num(self.image) - if self.image.ndim != 2: + if self.image.ndim == 3: + warn.warnings('The FITS file contains a 3D data cube so using the first image.') + + self.image = self.image[0, ] + + elif self.image.ndim != 2: raise ValueError('DiskMap requires a 2D image.') if self.image.shape[0] != self.image.shape[1]: raise ValueError('The dimensions of the image should have the same size.') + if image_type not in ['polarized', 'total']: + raise ValueError('The argument of \'image_type\' should be set to \'polarized\' ' + 'or \'total\'.') + self.pixscale = pixscale # (arcsec) self.incl = math.radians(inclination) # (rad) self.pos_ang = math.radians(pos_angle) # (rad) self.distance = distance # (pc) + self.image_type = image_type self.grid = 501 # should be odd @@ -121,8 +137,6 @@ def map_disk(self, None """ - # Create geometric disk model - if surface == 'power-law': # Power-law disk height @@ -280,9 +294,10 @@ def power_law_height(x_power: np.ndarray, count += 1 @typechecked - def deproject_disk(self) -> None: + def sort_disk(self) -> Tuple[List[np.float64], np.ndarray]: """ - Function for deprojecting a disk surface based on the mapping of ``map_disk``. + Function for creating a list with pixel values and creating a 2D array with the x and y + pixel coordinates. Returns ------- @@ -290,10 +305,7 @@ def deproject_disk(self) -> None: None """ - # Deproject disk surface - - if self.radius is None or self.azimuth is None: - raise ValueError('Please run \'map_disk\' and before using \'deproject_disk\'.') + # Create lists with x and y coordinates and pixel values x_disk = [] y_disk = [] @@ -323,16 +335,16 @@ def deproject_disk(self) -> None: y_sort[i] = y_disk[x_index[i]] im_sort[i] = im_disk[x_index[i]] - grid_xy = np.zeros((self.grid**2, 2)) - - count = 0 - - for i in range(-(self.grid-1)//2, (self.grid-1)//2+1): - for j in range(-(self.grid-1)//2, (self.grid-1)//2+1): - grid_xy[count, 0] = float(i) - grid_xy[count, 1] = float(j) - - count += 1 + # count = 0 + # + # grid_xy = np.zeros((self.grid**2, 2)) + # + # for i in range(-(self.grid-1)//2, (self.grid-1)//2+1): + # for j in range(-(self.grid-1)//2, (self.grid-1)//2+1): + # grid_xy[count, 0] = float(i) + # grid_xy[count, 1] = float(j) + # + # count += 1 image_xy = np.zeros((len(y_disk), 2)) @@ -340,6 +352,25 @@ def deproject_disk(self) -> None: image_xy[i, 0] = x_disk[i] image_xy[i, 1] = y_disk[i] + return im_disk, image_xy + + @typechecked + def deproject_disk(self) -> None: + """ + Function for deprojecting a disk surface based on the mapping of + :meth:`~diskmap.diskmap.DiskMap.map_disk`. + + Returns + ------- + NoneType + None + """ + + if self.radius is None or self.azimuth is None: + raise ValueError('The disk has not been mapped yet with the \'map_disk\' method.') + + im_disk, image_xy = self.sort_disk() + # Interpolate disk plane if self.npix % 2 == 0: @@ -401,8 +432,6 @@ def r2_scaling(self, None """ - # r^2 scaling - if self.radius is None: raise ValueError('Please run \'map_disk\' before using \'r2_scaling\'.') @@ -420,14 +449,15 @@ def r2_scaling(self, def total_intensity(self, pol_max: 1.) -> None: """ - Function for estimating the total intensity image when ``fitsfile`` contains a polarized - light image. A Rayleigh phase function is assumed and effects of multiple are ignored. + Function for estimating the (stellar irradiation corrected) total intensity image when + ``fitsfile`` contains a polarized light image and ``image_type='polarized'``. A bell-shaped + degree of polarized is assumed and effects of multiple scattering are ignored. Parameters ---------- pol_max : float - The peak of the Rayleigh phase function, which normalizes the estimated total - intensity image. + The peak of the bell-shaped degree of polarization, which effectively normalizes the + estimated total intensity image. Returns ------- @@ -435,13 +465,15 @@ def total_intensity(self, None """ - # Total intensity + if self.image_type != 'polarized': + raise ValueError('The \'total_intensity\' method should only be used if the input ' + 'image is a polarized light image (i.e. image_type=\'polarized\').') if self.scatter is None or self.im_scaled is None: raise ValueError('Please run \'map_disk\' before using \'total_intensity\'.') alpha = np.cos(self.scatter) - deg_pol = -pol_max*(alpha*alpha-1.)/(alpha*alpha+1.) + deg_pol = -pol_max * (alpha**2 - 1.) / (alpha**2 + 1.) self.stokes_i = self.im_scaled / deg_pol @@ -450,10 +482,12 @@ def phase_function(self, radius: Tuple[float, float], n_phase: int): """ - Function for estimating the polarized and total intensity phase function when ``fitsfile`` - contains a polarized light image. A Rayleigh phase function is assumed and effects of - multiple are ignored. Pixel values are scaled by r^2 such that irradiation effects do not - affect the result, which is extracted in arbitrary units. + Function for extracting the phase function. If ``image_type='polarized'``, the polarized + phase function is extracted and the total intensity phase function is estimated by assuming + a bell-shaped degree of polarization. If ``image_type='polarized'``, the total intensity + phase function is extracted. The extracting is done on the r$^2$-scaled pixel values + such that the phase function is not biased by irradiation effects. The phase functions are + have been normalized by their maximum value. Parameters ---------- @@ -469,8 +503,6 @@ def phase_function(self, None """ - # Phase function - # Phase function is normalizedf so pol_max has not effect pol_max = 1. @@ -513,25 +545,29 @@ def phase_function(self, pol_flux.append(np.nanmean(im_bins[i])) pol_error.append(np.nanstd(im_bins[i])/math.sqrt(len(im_bins[i]))) - # Degree of polarization + if self.image_type == 'polarized': + # Degree of polarization + + alpha = np.cos(np.array(angle)*np.pi/180.) + deg_pol = -pol_max*(alpha*alpha-1.)/(alpha*alpha+1.) - alpha = np.cos(np.array(angle)*np.pi/180.) - deg_pol = -pol_max*(alpha*alpha-1.)/(alpha*alpha+1.) + tot_flux = pol_flux/deg_pol + tot_error = pol_error/deg_pol - tot_flux = pol_flux/deg_pol - tot_error = pol_error/deg_pol + # Normalization - # Normalization + flux_norm = max(pol_flux) + pol_flux = np.array(pol_flux)/flux_norm + pol_error = np.array(pol_error)/flux_norm - flux_norm = max(pol_flux) - pol_flux = np.array(pol_flux)/flux_norm - pol_error = np.array(pol_error)/flux_norm + flux_norm = max(tot_flux) + tot_flux = np.array(tot_flux)/flux_norm + tot_error = np.array(tot_error)/flux_norm - flux_norm = max(tot_flux) - tot_flux = np.array(tot_flux)/flux_norm - tot_error = np.array(tot_error)/flux_norm + self.phase = np.column_stack([angle, pol_flux, pol_error, tot_flux, tot_error]) - self.phase = np.column_stack([angle, pol_flux, pol_error, tot_flux, tot_error]) + else: + self.phase = np.column_stack([angle, pol_flux, pol_error]) @typechecked def write_output(self, @@ -550,8 +586,6 @@ def write_output(self, None """ - # Write FITS output - if self.radius is not None: fits.writeto(f'{filename}_radius.fits', self.radius, overwrite=True) @@ -568,7 +602,11 @@ def write_output(self, fits.writeto(f'{filename}_total_intensity.fits', self.stokes_i, overwrite=True) if self.phase is not None: - header = 'Scattering angle (deg) - Polarized intensity (a.u.) - Uncertainty (a.u.) ' \ - '- Total intensity (a.u.) - Uncertainty (a.u.)' + if self.image_type == 'polarized': + header = 'Scattering angle (deg) - Normalized polarized flux - Error ' \ + '- Normalized total flux - Error' + + else: + header = 'Scattering angle (deg) - Normalized total flux - Error' np.savetxt(f'{filename}_phase_function.dat', self.phase, header=header) diff --git a/docs/about.rst b/docs/about.rst index d95b4ae..eb0e33e 100644 --- a/docs/about.rst +++ b/docs/about.rst @@ -16,4 +16,4 @@ Please cite `Stolker et al. (2016) `_ the repository and creating a `pull request `_. Bug reports can be provided by creating an `issue `_ on the Github page. +Contributions are welcome, please consider `forking `_ the repository and creating a `pull request `_. Bug reports can be provided by creating an `issue `_ on the Github page. diff --git a/docs/conf.py b/docs/conf.py index 9d77989..63183fb 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -93,7 +93,7 @@ 'sticky_navigation': True, 'prev_next_buttons_location': 'bottom', 'navigation_depth': 5, - 'logo_only': False} + 'logo_only': True} # Add any paths that contain custom static files (such as style sheets) here, # relative to this directory. They are copied after the builtin static files, @@ -110,7 +110,7 @@ # # html_sidebars = {} -# html_logo = '_static/species_logo.png' +html_logo = 'logo.png' html_search_language = 'en' html_context = {'display_github': True, diff --git a/docs/index.rst b/docs/index.rst index b99ffae..1697955 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -3,11 +3,7 @@ Documentation for *diskmap* =========================== -*diskmap* is a Python tool for scattered light mapping of protoplanetary disks. The package has been developed and is maintained by |stolker|. - -.. |stolker| raw:: html - - Tomas Stolker +*diskmap* is a tool for scattered light mapping of protoplanetary disks. .. toctree:: :maxdepth: 2 diff --git a/docs/installation.rst b/docs/installation.rst index 1ffba68..8b62545 100644 --- a/docs/installation.rst +++ b/docs/installation.rst @@ -3,18 +3,18 @@ Installation ============ -*diskmap* is compatible with Python 3.6/3.7/3.8 and is available in the |pypi| and on |github|. +*diskmap* is compatible with Python 3.6/3.7/3.8 and available through `PyPI `_ and `Github `_. Installation from PyPI ---------------------- -*diskmap* can be installed with the |pip|: +*diskmap* can be installed with the `pip package manager `_: .. code-block:: console $ pip install diskmap -And to update to the most recent version: +Or to update the package to the most recent version: .. code-block:: console @@ -29,7 +29,7 @@ Installation from Github is done by cloning the repository: $ git clone git@github.com:tomasstolker/diskmap.git -And running the setup script to install the package and its dependencies: +And running the setup script to install *diskmap* and its dependencies: .. code-block:: console @@ -41,26 +41,14 @@ Once a local copy of the repository exists, new commits can be pulled from Githu $ git pull origin master -Do you want to makes changes to the code? Then please fork the `diskmap` repository on the Github page and clone your own fork instead of the main repository. Contributions and pull requests are very welcome (see :ref:`about` section). +Do you want to makes changes to the code? Then please fork the `diskmap` repository on the Github page and clone your own fork instead of the main repository. Contributions and pull requests are welcome (see :ref:`about` section). Testing `diskmap` ----------------- -The installation can be tested by starting Python in interactive mode and printing the `diskmap` version: +The installation can be tested by starting Python in interactive mode, importing *diskmap*, and printing the installed version number: .. code-block:: python >>> import diskmap >>> diskmap.__version__ - -.. |pypi| raw:: html - - PyPI repository - -.. |github| raw:: html - - Github - -.. |pip| raw:: html - - pip package manager diff --git a/docs/logo.png b/docs/logo.png new file mode 100644 index 0000000..2bae8a9 Binary files /dev/null and b/docs/logo.png differ diff --git a/docs/tutorial.ipynb b/docs/tutorial.ipynb index 6ee4d37..877a5f3 100644 --- a/docs/tutorial.ipynb +++ b/docs/tutorial.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this tutorial we will apply `diskmap` to a polarized scattered light image of the protoplanetary disk around LkCa 15. The data was obtained with [VLT/SPHERE](https://www.eso.org/sci/facilities/paranal/instruments/sphere.html) and published by [Thalmann et al. (2016)](https://ui.adsabs.harvard.edu/abs/2016ApJ...828L..17T/abstract)." + "This tutorial showcases the functionalities of *diskmap*. We will use a polarized scattered light image of the LkCa 15 circumstellar disk. The data were obtained with [VLT/SPHERE](https://www.eso.org/sci/facilities/paranal/instruments/sphere.html) in the $J$ band and have been published by [Thalmann et al. (2016)](https://ui.adsabs.harvard.edu/abs/2016ApJ...828L..17T/abstract)." ] }, { @@ -25,7 +25,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We start by importing the required Python modules:" + "We start by importing the Python modules that are required for this tutorial." ] }, { @@ -35,9 +35,10 @@ "outputs": [], "source": [ "import diskmap\n", + "import glob\n", + "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import urllib.request\n", - "import matplotlib.pyplot as plt\n", "from astropy.io import fits" ] }, @@ -45,14 +46,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## The scattered light image of LkCa 15" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we download the scattered light image of LkCa 15:" + "Next, we download the $J$ band image of LkCa 15 circumstellar disk." ] }, { @@ -63,7 +57,7 @@ { "data": { "text/plain": [ - "('lkca15_irdis_qphi.fits', )" + "('lkca15_irdis_qphi.fits', )" ] }, "execution_count": 2, @@ -80,7 +74,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The data is read with the `astropy` module:" + "We can read the FITS file with `astropy`." ] }, { @@ -96,43 +90,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We convert the NaNs from the masked region to zeros:" + "Let's have a look at the image. The central masked region contains NaNs." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [], - "source": [ - "image = np.nan_to_num(image)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's have a look at the image:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -144,26 +122,26 @@ } ], "source": [ - "plt.imshow(image, origin='lower', vmin=np.amin(image), vmax=0.35*np.amax(image))" + "plt.imshow(image, origin='lower', vmin=np.nanmin(image), vmax=0.35*np.nanmax(image))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Scattered light mapping of the disk surface" + "## Mapping of the disk surface" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now we create an instance of `DiskMap` by providing the FITS filename, the pixel scale of SPHERE/IRDIS (12.25 mas), the inclination (50 deg) and position angle (90 deg) of the disk, and the distance (160 pc)." + "We will now create an instance of `DiskMap` by providing the FITS filename, the pixel scale of the IRDIS detector (12.25 mas), the inclination (50 deg) and position angle (90 deg) of the disk, the distance (160 pc), and the image type (polarized flux)." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -171,19 +149,20 @@ " pixscale=0.01225,\n", " inclination=50.,\n", " pos_angle=90.,\n", - " distance=160.)" + " distance=160.,\n", + " image_type='polarized')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The scattering surface is mapped with the `map_disk` method. Here, we provide a powerlaw funtion as estimate for the shape of the disk surface for which we test a constant opening angle: h(r) = 0.0 + 0.05r1.0. The `radius` parameter sets the sampling of radius (100 points between 1 and 500 au) for which it is important that the outer radius is larger than the field of view of the image." + "The scattering surface of the disk is mapped with the `map_disk` method. Here, we provide a powerlaw funtion as the (approximate) shape of the disk surface for which we assume a constant opening angle: $h(r) = 0 + 0.05r^{1}$. The argument of `radius` specifies the sampling of the radii (100 points between 1 and 500 au). It is important that the outer radius is larger than the field of view of the image." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -202,12 +181,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Any available output from the `DiskMap` methods is written by calling `write_output`." + "The available output from the `DiskMap` methods are written by calling `write_output`. The argument of `filename` contains the prefix of the output files." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -218,29 +197,62 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The physical distance from the disk surface to the star at each pixel is stored in the `_radius.fits` file." + "Let's see which FITS files have been written." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "['lkca15_irdis_qphi.fits', 'lkca15_radius.fits', 'lkca15_scat_angle.fits']" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "glob.glob('*.fits')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For simplicity with the plots, we define half the field of view in arcseconds." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "size = mapping.pixscale * image.shape[0]/2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The deprojected radius (in au) from the disk surface to the star is stored in the `_radius.fits` file. Let's plot the image from this FITS file." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -251,36 +263,30 @@ ], "source": [ "radius = fits.getdata('lkca15_radius.fits')\n", - "plt.imshow(radius, origin='lower')" + "plt.imshow(radius, origin='lower', extent=[size, -size, -size, size])\n", + "plt.xlabel('RA offset (arcsec)', fontsize=14)\n", + "plt.ylabel('Dec offset (arcsec)', fontsize=14)\n", + "cb = plt.colorbar()\n", + "cb.set_label(label='Deprojected radius (au)', size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Similarly, the scattering angle on the disk surface at each pixel position is stored in the `_scat_angle.fits` file." + "Similarly, the scattering angles on the disk surface are stored in the `_scat_angle.fits` file. The scattering angle is defined as 180 degrees minus the angle between the direction from the disk surface to the star and the direction from the disk surface to the observer." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" ] }, "metadata": { @@ -291,7 +297,11 @@ ], "source": [ "scat_angle = fits.getdata('lkca15_scat_angle.fits')\n", - "plt.imshow(scat_angle, origin='lower')" + "plt.imshow(scat_angle, origin='lower', extent=[size, -size, -size, size])\n", + "plt.xlabel('RA offset (arcsec)', fontsize=14)\n", + "plt.ylabel('Dec offset (arcsec)', fontsize=14)\n", + "cb = plt.colorbar()\n", + "cb.set_label(label='Scattering angle (deg)', size=14)" ] }, { @@ -301,44 +311,55 @@ "## Irradiation correction" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have the deprojected distance from each pixel to the star, we can compute the stellar irradiation corrected (i.e. r$^2$ scaled) image. We set a maximum radius of 100 au such that the flux at large separations, which only consists of noise, is not enhanced by the scaling." + ] + }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "mapping.r2_scaling(r_max=100.)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We run again the `write_output` method such that also the r$^2$ scaled image is stored as FITS file." + ] + }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "mapping.write_output(filename='lkca15')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's have a look at the r$^2$ scaled image. The dynamical range is smaller compared to the regular image which brings out the disk features more clearly." + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" ] }, "metadata": { @@ -349,7 +370,11 @@ ], "source": [ "r2_scaled = fits.getdata('lkca15_r2_scaled.fits')\n", - "plt.imshow(r2_scaled, origin='lower')" + "plt.imshow(r2_scaled, origin='lower', extent=[size, -size, -size, size])\n", + "plt.xlabel('RA offset (arcsec)', fontsize=14)\n", + "plt.ylabel('Dec offset (arcsec)', fontsize=14)\n", + "cb = plt.colorbar()\n", + "cb.set_label(label='Flux (r$^2$ ADU)', size=14)" ] }, { @@ -359,44 +384,55 @@ "## Disk deprojection" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we will use the 3D mapping of the disk surface to deproject the image with the `deproject_disk` method. The deprojection corrects therefore both for the inclination (i.e. the disk midplane) and height of the disk surface (i.e. the powerlaw profile)." + ] + }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "mapping.deproject_disk()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And we write again all available output files." + ] + }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "mapping.write_output(filename='lkca15')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The deprojected image is stored in the FITS file with the `_deprojected.fits` suffix. This image shows what the disk would look like at an inclination of 0 degrees. Let's have a look at the result." + ] + }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" ] }, "metadata": { @@ -407,54 +443,72 @@ ], "source": [ "deprojected = fits.getdata('lkca15_deprojected.fits')\n", - "plt.imshow(deprojected, origin='lower', vmin=np.amin(deprojected), vmax=0.25*np.amax(deprojected))" + "plt.imshow(deprojected, origin='lower', extent=[size, -size, -size, size],\n", + " vmin=np.amin(deprojected), vmax=0.25*np.amax(deprojected))\n", + "plt.xlabel('RA offset (arcsec)', fontsize=14)\n", + "plt.ylabel('Dec offset (arcsec)', fontsize=14)\n", + "cb = plt.colorbar()\n", + "cb.set_label(label='Flux (ADU)', size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Estimate the total intensity image" + "## Estimated total intensity image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By assuming a bell-shaped (i.e. Rayleigh-like curve with an adjustable peak value) degree of polarization and using the scattering angles from before, we use the `total_intensity` method to convert the r$^2$-scaled, polarized intensity image into an estimated total intensity image. This method should therefore only be used if the input image is a polarized light image (i.e. `image_type='polarized'`).\n", + "\n", + "In this example, we assume a maximum polarization of 100% at a scattering angle of 90 degrees, which is to be expected for aggregate-like dust grains with submicron-sized monomers." ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "mapping.total_intensity(pol_max=1.)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We write again all available output, which now also includes the r$^2$-scaled, total intensity image." + ] + }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "mapping.write_output(filename='lkca15')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot the total intensity image. The forward scattering by dust grains on the near/north side of the disk is visible in this image." + ] + }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -465,61 +519,95 @@ ], "source": [ "total_intensity = fits.getdata('lkca15_total_intensity.fits')\n", - "plt.imshow(total_intensity, origin='lower')" + "plt.imshow(total_intensity, origin='lower', extent=[size, -size, -size, size])\n", + "plt.xlabel('RA offset (arcsec)', fontsize=14)\n", + "plt.ylabel('Dec offset (arcsec)', fontsize=14)\n", + "cb = plt.colorbar()\n", + "cb.set_label(label='Flux (r$^2$ ADU)', size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Extract the scattering phase function" + "## Scattering phase function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As a last step, we extract the scattering phase function from, that is, the normalized flux as function of scattering angle. We use the `phase_function` method and select pixels between a deprojected distance of 80 and 100 au (i.e. along the bright ring in the r$^2$-scaled image) and caculate the average flux in 30 steps between 0 and 180 degrees." ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "mapping.phase_function(radius=(80., 100.), n_phase=30)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We run again the `write_output` method to store the phase function in a text file." + ] + }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "mapping.write_output(filename='lkca15')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can read the extracted phase function with the `loadtxt` function of `numpy`. The second and third column of the data file contain the extracted phase function and error, which in this case is the polarized phase function. The fourth and fifth column contains an extimated total intensity phase function, which assumes that the degree of polarization is bell-shaped.\n", + "\n", + "In case the input image is a total intensity image (i.e. `image_type='total'`), the data file contains only the regular / total intensity phase function." + ] + }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "angle, pol_flux, pol_error, total_flux, total_error = np.loadtxt('lkca15_phase_function.dat', unpack=True)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot the polarized phase function that is extracted from the r$^2$-scaled image." + ] + }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0, 0.5, 'Normalized polarized flux')" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -532,28 +620,35 @@ ], "source": [ "plt.errorbar(angle, pol_flux, yerr=pol_error)\n", - "plt.xlabel('Scattering angle (deg)')\n", - "plt.ylabel('Normalized polarized flux')" + "plt.xlabel('Scattering angle (deg)', fontsize=14)\n", + "plt.ylabel('Normalized polarized flux', fontsize=14)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we plot the total intensity phase function, which shows the onset of a strong forward scattering peak and a more shallow backward scattering peak." ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0, 0.5, 'Normalized total flux')" ] }, - "execution_count": 24, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -566,8 +661,8 @@ ], "source": [ "plt.errorbar(angle, total_flux, yerr=total_error)\n", - "plt.xlabel('Scattering angle (deg)')\n", - "plt.ylabel('Normalized total flux')" + "plt.xlabel('Scattering angle (deg)', fontsize=14)\n", + "plt.ylabel('Normalized total flux', fontsize=14)" ] } ],