From f29c8b7cef55312c39f0654c541ce71e5267a2a0 Mon Sep 17 00:00:00 2001 From: dulude Date: Fri, 19 Jan 2024 11:59:48 -0500 Subject: [PATCH 1/4] v3 update for pep8_script_style_check.yml, pep8_nb_style_check.yml and weekly_broken_link_finder.yml --- .github/workflows/pep8_nb_style_check.yml | 4 +++- .github/workflows/pep8_script_style_check.yml | 6 ++++-- .github/workflows/weekly_broken_link_finder.yml | 2 +- 3 files changed, 8 insertions(+), 4 deletions(-) diff --git a/.github/workflows/pep8_nb_style_check.yml b/.github/workflows/pep8_nb_style_check.yml index a9ff39a59..176392fee 100644 --- a/.github/workflows/pep8_nb_style_check.yml +++ b/.github/workflows/pep8_nb_style_check.yml @@ -11,4 +11,6 @@ on: jobs: Notebook_PEP8_Check: - uses: spacetelescope/notebook-ci-actions/.github/workflows/notebook_pep8check.yml@main + uses: spacetelescope/notebook-ci-actions/.github/workflows/notebook_pep8check.yml@v3 + with: + python-version: ${{ vars.PYTHON_VERSION }} diff --git a/.github/workflows/pep8_script_style_check.yml b/.github/workflows/pep8_script_style_check.yml index da6910d72..2992c175f 100644 --- a/.github/workflows/pep8_script_style_check.yml +++ b/.github/workflows/pep8_script_style_check.yml @@ -1,4 +1,4 @@ -## This workflow performs PEP8 style checks on the python code in notebook code cells. +## This workflow performs PEP8 style checks on python scripts name: PEP8 Script Style Check Execution on: @@ -11,4 +11,6 @@ on: jobs: Script_PEP8_Check: - uses: spacetelescope/notebook-ci-actions/.github/workflows/script_pep8check.yml@main + uses: spacetelescope/notebook-ci-actions/.github/workflows/script_pep8check.yml@v3 + with: + python-version: ${{ vars.PYTHON_VERSION }} diff --git a/.github/workflows/weekly_broken_link_finder.yml b/.github/workflows/weekly_broken_link_finder.yml index 4ae3c13ec..21b0a6e3b 100644 --- a/.github/workflows/weekly_broken_link_finder.yml +++ b/.github/workflows/weekly_broken_link_finder.yml @@ -5,6 +5,6 @@ on: jobs: Scheduled: - uses: spacetelescope/notebook-ci-actions/.github/workflows/broken_link_checker.yml@main + uses: spacetelescope/notebook-ci-actions/.github/workflows/broken_link_checker.yml@v3 with: website_url: "https://spacetelescope.github.io/jdat_notebooks/" From 7126b8dffd56288bd5d8236f8f4ea0db2960d0e4 Mon Sep 17 00:00:00 2001 From: Michael Dulude Date: Mon, 22 Jan 2024 11:22:28 -0500 Subject: [PATCH 2/4] Update _config.yml value "copyright" from "2022" to "2022-2024" --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index 2fd6419ee..a9f9d1800 100644 --- a/_config.yml +++ b/_config.yml @@ -7,7 +7,7 @@ # Book settings title : STScI JDAT Notebooks # The title of the book. Will be placed in the left navbar. author : STScI # The author of the book -copyright : "2022" # Copyright year to be placed in the footer +copyright : "2022-2024" # Copyright year to be placed in the footer logo : stsci_logo2.png # A path to the book logo # Force re-execution of notebooks on each build. From 972f84fbb77ed448cd361874bd0db1400f9852dd Mon Sep 17 00:00:00 2001 From: Camilla Pacifici Date: Fri, 16 Feb 2024 10:33:39 -0500 Subject: [PATCH 3/4] Fix cube fitting notebook (#212) * Half way through * Finish updates and new screenshots * updated styling to adhere to PEP8 standards --------- Co-authored-by: Camilla Pacifici Co-authored-by: Gilbert Green --- .../NGC4151_FeII_ContinuumFit.ipynb | 620 ++++++++---------- .../cubeviz2_modelfit1.png | Bin 0 -> 443884 bytes .../cubeviz2_modelfit2.png | Bin 0 -> 492832 bytes .../cubeviz2_subset.png | Bin 0 -> 345435 bytes .../cubeviz_model_fitting.png | Bin 0 -> 379459 bytes .../cubeviz_select_spectral_subset.png | Bin 0 -> 246150 bytes .../cubeviz_select_subset.png | Bin 0 -> 86645 bytes .../cubeviz_select_subset_outflow.png | Bin 0 -> 69708 bytes .../IFU_cube_continuum_fit/pre-install.sh | 6 - .../IFU_cube_continuum_fit/requirements.txt | 10 +- 10 files changed, 290 insertions(+), 346 deletions(-) create mode 100644 notebooks/IFU_cube_continuum_fit/cubeviz2_modelfit1.png create mode 100644 notebooks/IFU_cube_continuum_fit/cubeviz2_modelfit2.png create mode 100644 notebooks/IFU_cube_continuum_fit/cubeviz2_subset.png create mode 100644 notebooks/IFU_cube_continuum_fit/cubeviz_model_fitting.png create mode 100644 notebooks/IFU_cube_continuum_fit/cubeviz_select_spectral_subset.png create mode 100644 notebooks/IFU_cube_continuum_fit/cubeviz_select_subset.png create mode 100644 notebooks/IFU_cube_continuum_fit/cubeviz_select_subset_outflow.png delete mode 100644 notebooks/IFU_cube_continuum_fit/pre-install.sh diff --git a/notebooks/IFU_cube_continuum_fit/NGC4151_FeII_ContinuumFit.ipynb b/notebooks/IFU_cube_continuum_fit/NGC4151_FeII_ContinuumFit.ipynb index 868e59f54..4af7b5c32 100644 --- a/notebooks/IFU_cube_continuum_fit/NGC4151_FeII_ContinuumFit.ipynb +++ b/notebooks/IFU_cube_continuum_fit/NGC4151_FeII_ContinuumFit.ipynb @@ -47,17 +47,20 @@ "# load important packages\n", "import time\n", "import os\n", - "from IPython.display import HTML, YouTubeVideo\n", + "from IPython.display import YouTubeVideo\n", + "import warnings\n", "\n", "import numpy as np\n", "from astropy.io import fits\n", "from astropy import units as u\n", - "from astropy.modeling import models\n", + "from astropy.modeling.functional_models import Gaussian1D\n", "from astropy.utils.data import download_file\n", "from specutils import Spectrum1D\n", "from jdaviz import Cubeviz\n", "from specutils.manipulation import extract_region\n", - "from specutils.spectra import SpectralRegion" + "from specutils.spectra import SpectralRegion\n", + "from regions import PixCoord, CirclePixelRegion\n", + "from glue.core.roi import XRangeROI" ] }, { @@ -78,7 +81,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Save and Load Objects Using Pickle\n", + "# Save and Load Objects Using Pickle (needed to get the parameter file at the end)\n", "import pickle\n", "\n", "\n", @@ -125,6 +128,8 @@ "# plot the full 1-D spectrum.\n", "plt.figure(0)\n", "plt.plot(wave, flux1)\n", + "plt.xlabel('wavelength (um)')\n", + "plt.ylabel('flux')\n", "plt.show()" ] }, @@ -187,6 +192,8 @@ "plt.plot(wave, flux1)\n", "plt.plot(wave[wavemin:wavemax], flux1[wavemin:wavemax])\n", "plt.plot(wave[continuummin:continuummax], flux1[continuummin:continuummax], color='r')\n", + "plt.xlabel('wavelength (um)')\n", + "plt.ylabel('flux')\n", "plt.show()" ] }, @@ -202,9 +209,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Video1: \n", + "### Video: \n", "\n", - "This Cubeviz Instructional Demo is from STScI's official YouTube channel and provides an introduction to Cubeviz." + "This Cubeviz Demo is from the official JWST Observer YouTube channel. It shows an example of how to use Cubeviz for a specific science case (not this notebook's science case)." ] }, { @@ -213,7 +220,7 @@ "metadata": {}, "outputs": [], "source": [ - "vid = YouTubeVideo(\"HMSYwiH3Gl4\")\n", + "vid = YouTubeVideo(\"ayb6OkmZUwU\")\n", "display(vid)" ] }, @@ -234,7 +241,9 @@ "outputs": [], "source": [ "# Here, we load the data into the Cubeviz app.\n", - "cubeviz.load_data(fn)" + "with warnings.catch_warnings():\n", + " warnings.simplefilter('ignore')\n", + " cubeviz.load_data(fn)" ] }, { @@ -245,11 +254,11 @@ "\n", "When you load your cube, you will see a collapsed spectrum of all the spaxels in the spectral viewer at the bottom.\n", "\n", - "If you draw a region (circle or square) in the flux viewer, you will see a collapsed spectrum of that particular region in the spectral viewer, too. To do this, use the expandable menu at the left of the flux viewer window and select the 'define circular region of interest' icon. For this example, we want to first define a circular region at the central position of the bright AGN flux, which is at approximately the cube center position.\n", + "If you draw a region (circle or square) in the flux viewer, you will see a collapsed spectrum of that particular region in the spectral viewer, too. For this example, we want to first define a circular region at the central position of the bright AGN flux, which is at approximately the cube center position.
\n", + "\"Select\n", "\n", - "Now, use the flux viewer and again use the 'define circular region of interest' icon to make spectra at two positions associated with the outflow emission in [Fe II]. The redshifted outflow is at approximate x position = 12, y position = 36. This will be 'Subset 2' and will show up in green in the display. The blueshifted outflow is at approximately x position = 50, y position = 28 in pixel index units. This will be 'Subset 3' and will show up in blue in the display.\n", - "\n", - "(If the notebook is being run non-interactively, automatically make two datasets that mimic the AGN outflow red/blueshifted spectra)." + "Now, use the flux viewer and again use the 'define circular region of interest' icon to make spectra at two positions associated with the outflow emission in [Fe II]. The redshifted outflow is at approximate x position = 12, y position = 36. This will be 'Subset 2' and will show up in green in the display. The blueshifted outflow is at approximately x position = 48, y position = 24 in pixel index units. This will be 'Subset 3' and will show up in blue in the display. _Hint: the coordinates of the cursor are reported at the top of the tool_
\n", + "\"Select" ] }, { @@ -258,9 +267,9 @@ "source": [ "## Defining your Spectral Regions\n", "\n", - "Next, you will want to define the wavelengths of interest in your spectral viewer for both your line and continuum analysis. To do this, you will similarly click the 'define region of interest' icon in your spectral viewer and drag a box over the wavelengths you desire. Again, a video is show below illustrating the process.\n", - "\n", - "There is no option to set the spectral regions to user input, so we recommend zooming in and drawing by eye. The line emission (;Subset 4' ) should span approximately 1.630 - 1.665 um, and the continuum emission ('Subset 5') should span approximately 1.656 - 1.673 um." + "Next, you will want to define the wavelengths of interest in your spectral viewer for both your line and continuum analysis. To do this, you will similarly click the 'define region of interest' icon in your spectral viewer and drag a box over the wavelengths you desire. The line emission ('Subset 4' ) should span approximately 1.630 - 1.665 um, and the continuum emission ('Subset 5') should span approximately 1.656 - 1.673 um.
\n", + "\"Select
\n", + "_Hint: subsets can be modified in the Subset Tools plugin_" ] }, { @@ -269,25 +278,23 @@ "source": [ "### Some Notes:\n", "\n", - "*If your cell window requires you to scroll to see the different displays in cubeviz, you can toggle the scroll window in the main menu of the notebook: Cell -> Current Outputs -> Toggle Scrolling\n", + "* If your cell window requires you to scroll to see the different displays in cubeviz, you can toggle the scroll window in the main menu of the notebook: Cell -> Current Outputs -> Toggle Scrolling\n", "\n", - "*In the datacube viewing panel, you can select the 'layer' tab (horizontal line settings icon) in the upper panel within the viewer and change the display scaling. Decreasing the maximum display value by 10x brings out the low level extended emission in this dataset. In this cube, data from slice ~1060 to ~1090 shows the extended [Fe II] emission. " + "* To better visualize the cube, you can change the display options in the Plot Option plugin." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Video2: \n", - "\n", - "Here is a video illustrating how to load and manipulate data for this particular notebook. A description of how to manipulate the data and use the \"Collapse\" tool is given above." + "# Extract Subset Spectrum in Cubeviz Spectrum Viewer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "IFrame(\"https://data.science.stsci.edu/redirect/JWST/jwst-data_analysis_tools/IFU_cube_continuum_fit/cubeviz1.mov\", width=700, height=500)\n" + "Retrieve the spectra of the user-defined regions from the Spectrum Viewer as a Spectrum1D object. First, we create the regions from the API in case the notebook is not run interactively." ] }, { @@ -296,50 +303,21 @@ "metadata": {}, "outputs": [], "source": [ - "HTML('')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Video3:\n", + "# Create spatial regions\n", + "spatial_regions = cubeviz.get_interactive_regions()\n", "\n", - "Here is a video illustrating how to define your regions of interest and extract them into the notebook for more analysis below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# PART 1\n", - "HTML('')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# PART 2\n", - "HTML('')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Extract Subset Spectrum in Cubeviz Spectrum Viewer" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Retrieve the spectra of the user-defined regions from the Spectrum Viewer as a Spectrum1D object." + "if 'Subset 1' not in spatial_regions.keys():\n", + " agn_region = CirclePixelRegion(center=PixCoord(x=29, y=29), radius=6)\n", + " cubeviz.load_regions(agn_region)\n", + "if 'Subset 2' not in spatial_regions.keys():\n", + " redshifted_outflow = CirclePixelRegion(center=PixCoord(x=12, y=36), radius=6)\n", + " cubeviz.load_regions(redshifted_outflow)\n", + "if 'Subset 3' not in spatial_regions.keys():\n", + " blueshifted_outflow = CirclePixelRegion(center=PixCoord(x=48, y=24), radius=6)\n", + " cubeviz.load_regions(blueshifted_outflow)\n", + "\n", + "spatial_regions = cubeviz.get_interactive_regions()\n", + "spatial_regions" ] }, { @@ -364,10 +342,13 @@ "# Extract the line region defined in the spectral viewer\n", "regions = cubeviz.specviz.get_spectral_regions()\n", " \n", - "if regions and \"Subset 4\" in regions.keys():\n", + "if \"Subset 4\" in regions.keys():\n", " line_region = regions[\"Subset 4\"]\n", "else:\n", - " line_region = SpectralRegion(1.630*u.um, 1.665*u.um)" + " line_region = SpectralRegion(1.630*u.um, 1.665*u.um)\n", + " sv = cubeviz.app.get_viewer('spectrum-viewer')\n", + " sv.toolbar_active_subset.selected = []\n", + " sv.apply_roi(XRangeROI(16300, 16650))" ] }, { @@ -377,10 +358,16 @@ "outputs": [], "source": [ "# Extract the continuum region defined in the spectral viewer\n", - "if regions and \"Subset 5\" in regions.keys():\n", + "if \"Subset 5\" in regions.keys():\n", " continuum_region = regions[\"Subset 5\"]\n", "else:\n", - " continuum_region = SpectralRegion(1.656*u.um, 1.673*u.um)" + " continuum_region = SpectralRegion(1.656*u.um, 1.673*u.um)\n", + " sv = cubeviz.app.get_viewer('spectrum-viewer')\n", + " sv.toolbar_active_subset.selected = []\n", + " sv.apply_roi(XRangeROI(16560, 16730))\n", + "\n", + "regions = cubeviz.specviz.get_spectral_regions()\n", + "regions" ] }, { @@ -427,7 +414,9 @@ "source": [ "# Visualize new subsets\n", "plt.figure()\n", - "plt.plot(spec_agn.spectral_axis, spec_agn.flux, color='black')" + "plt.plot(spec_agn.spectral_axis, spec_agn.flux, color='black')\n", + "plt.xlabel('wavelength')\n", + "plt.ylabel('flux')" ] }, { @@ -439,7 +428,9 @@ "# Visualize new subsets\n", "plt.figure()\n", "plt.plot(spec_feii_blue.spectral_axis, spec_feii_blue.flux, color='b')\n", - "plt.plot(spec_feii_red.spectral_axis, spec_feii_red.flux, color='r')" + "plt.plot(spec_feii_red.spectral_axis, spec_feii_red.flux, color='r')\n", + "plt.xlabel('wavelength')\n", + "plt.ylabel('flux')" ] }, { @@ -448,26 +439,31 @@ "source": [ "## Fit the Continuum at the Spectral Region Location\n", "\n", - "A video is shown below illustrating the procedure for fitting the continuum for 'Subset 5' throughout the entire cube. The following steps are applied to this particular example:
\n", - "\n", "Open up Model Fitting Plugin. There are a number of fields to fill in and drop down menus to select from. It is important to keep in mind that the Data menu will provide only spectra to model, while the Spectral Region menu will provide only spectral region subsets to choose. In other words, you can fit the spectra in specific spectral regions. If no spectral region is selected, the entire wavelength array will be fit by the mode.
\n", "\n", - "Select Data Cube: contentsSCI
\n", - "Select Spectral Region Subset 5
\n", - "Model: Linear1D
\n", - "ModelID: L1
\n", - "Model Parameters: Leave Default
\n", - "Model Equation Editor: L1
\n", - "Model Label: LinFitCont
\n", - "
\n", - "Hit Fit, which fits the collapsed spectrum.
\n", - "View the fit in the spectral viewer and confirm you are happy with it.
\n", - "Then hit Apply to Cube.
\n", + "Select Data Cube: Entire cube
\n", + "Select Spectral Region: Subset 5
\n", + "Model: Linear1D
\n", + "ModelID: L
\n", + "Click \"Add component\"
\n", + "Model Parameters: Leave Default
\n", + "Model Equation Editor: L
\n", + "Model Label: LinFitCont
\n", + "Click \"Fit model\", which fits the collapsed spectrum.
\n", + "View the fit in the spectral viewer and confirm you are happy with it.
\n", + "Toggle \"Cube fit\".\n", + "Change the name to LinFitCont_cube and click again \"Fit model\".
\n", "\n", - "This will create two models that can now be accessed within the Data Dropdown menus:
\n", - "A 1D linear fit of the continuum for the collapsed cube.
\n", - "A 3D linear fit of the continuum for each spaxel in the cube.
\n", - "\n" + "\"Model\n", + "\n", + "The fitted cube can be accessed in the data dropdown of the 2D viewers." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use the API instead" ] }, { @@ -476,9 +472,45 @@ "metadata": {}, "outputs": [], "source": [ - "# VIDEO OF CONTINUUM FITTING\n", - "# PART 1\n", - "HTML('')" + "models = cubeviz.get_models()\n", + "\n", + "if 'LinFitCont' in models.keys():\n", + " singlemodel = models['LinFitCont']\n", + "else:\n", + " # Open model fitting plugin\n", + " plugin_mf = cubeviz.plugins['Model Fitting']\n", + " plugin_mf.open_in_tray()\n", + " # Input the appropriate datasets\n", + " plugin_mf.spatial_subset = 'Entire Cube'\n", + " plugin_mf.spectral_subset = 'Subset 5'\n", + " # Input model component\n", + " plugin_mf.create_model_component(model_component='Linear1D',\n", + " model_component_label='L1')\n", + " # Model equation gets populated automatically\n", + " plugin_mf.equation = 'L1' \n", + " # After we run this, we go to the GUI and check that the fit makes sense\n", + " plugin_mf.add_results.label = 'LinFitCont'\n", + " plugin_mf.cube_fit = False \n", + " plugin_mf.calculate_fit()\n", + "\n", + "if 'LinFitCont_cube (30, 30)' in models.keys():\n", + " cubemodel = models['LinFitCont_cube']\n", + "else:\n", + " # Open model fitting plugin\n", + " plugin_mf = cubeviz.plugins['Model Fitting']\n", + " plugin_mf.open_in_tray()\n", + " # Input the appropriate datasets\n", + " plugin_mf.spatial_subset = 'Entire Cube'\n", + " plugin_mf.spectral_subset = 'Subset 5'\n", + " # Input model component\n", + " plugin_mf.create_model_component(model_component='Linear1D',\n", + " model_component_label='L2')\n", + " # Model equation gets populated automatically\n", + " plugin_mf.equation = 'L2' \n", + " # After we run this, we go to the GUI and check that the fit makes sense\n", + " plugin_mf.cube_fit = True\n", + " plugin_mf.add_results.label = 'LinFitCont_cube'\n", + " plugin_mf.calculate_fit()" ] }, { @@ -487,8 +519,8 @@ "metadata": {}, "outputs": [], "source": [ - "# PART 2\n", - "HTML('')" + "models = cubeviz.get_models()\n", + "models['LinFitCont_cube (30, 30)']" ] }, { @@ -518,15 +550,34 @@ "metadata": {}, "outputs": [], "source": [ - "# Extract continuum model from Cubeviz above\n", - "cont_psf_cube = cubeviz.get_data(\"LinFitCont [Cube] 1\")" + "# Extract SCI cube and continuum model from Cubeviz above and make a continuum subtracted cube\n", + "if 'LinFitCont_cube' in cubeviz.app.data_collection:\n", + " tsci = cubeviz.get_data(\"contents[SCI]\")\n", + " tcont_psf_cube = cubeviz.get_data(\"LinFitCont_cube\")\n", + " print('Check shape of the objects')\n", + " print(tsci.shape)\n", + " print(tcont_psf_cube.shape)\n", + " print('Transpose because it inverted RA and Dec')\n", + " sciflux = tsci.flux.value.transpose(1, 0, 2)\n", + " cont_psf_cubeflux = tcont_psf_cube.flux.value.transpose(1, 0, 2)\n", + " sci = Spectrum1D(spectral_axis=tsci.spectral_axis,\n", + " flux=sciflux*tsci.flux.unit)\n", + " cont_psf_cube = Spectrum1D(spectral_axis=tcont_psf_cube.spectral_axis,\n", + " flux=cont_psf_cubeflux*tcont_psf_cube.flux.unit)\n", + " # Obtain continuum subtracted cube\n", + " sci_contsub = sci-cont_psf_cube\n", + " # Save to file\n", + " # sci_contsub.write('NGC4151_Hband_ContinuumSubtract.fits', format='wcs1d-fits', overwrite=True)\n", + " # cont_psf_cube.write('NGC4151_Hband_ContinuumPSF.fits', format='wcs1d-fits', overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Important Note: Always save data and variables when possible." + "**Developer Note**:
\n", + "- the cube extracted form cubeviz has RA and Dec flipped when reinjested\n", + "- I hit a traceback if I try to save the cubes to file" ] }, { @@ -535,16 +586,20 @@ "metadata": {}, "outputs": [], "source": [ - "# Delete any existing output in current directory\n", - "if os.path.exists(\"NGC4151_Hband_ContinuumSubtract.fits\"):\n", - " os.remove(\"NGC4151_Hband_ContinuumSubtract.fits\")\n", - "else:\n", - " print(\"The file does not exist\")\n", - "\n", - "if os.path.exists(\"NGC4151_Hband_ContinuumPSF.fits\"):\n", - " os.remove(\"NGC4151_Hband_ContinuumPSF.fits\")\n", - "else:\n", - " print(\"The file does not exist\")" + "# Look at the continuum subtracted cube in Cubeviz\n", + "if sci_contsub:\n", + " with warnings.catch_warnings():\n", + " warnings.simplefilter('ignore')\n", + " cubeviz2 = Cubeviz()\n", + " cubeviz2.load_data(sci_contsub, data_label='Continuum Subtracted')\n", + " cubeviz2.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Alternative way to do continuum subtraction using numpy" ] }, { @@ -553,96 +608,37 @@ "metadata": {}, "outputs": [], "source": [ - "# Subtract Continuum\n", - "\n", "# Re-read in original IFU cube for manipulation\n", "cube_file = 'https://data.science.stsci.edu/redirect/JWST/jwst-data_analysis_tools/IFU_cube_continuum_fit/NGC4151_Hband.fits'\n", - "newfn = download_file('https://data.science.stsci.edu/redirect/JWST/jwst-data_analysis_tools/IFU_cube_continuum_fit/NGC4151_Hband.fits', cache=True)\n", + "newfn = download_file(cube_file, cache=True)\n", "newheader_cube = fits.getheader(cube_file)\n", "\n", - "# Check to see if user made a continuum fit in Cubeviz, make continuum subtraction, and save output\n", - "if not cont_psf_cube:\n", - " start_time = time.time()\n", - "\n", - " cont_sub_cube = np.zeros([nz, ny, nx])\n", - " cont_psf_cube = np.zeros([nz, ny, nx])\n", - "\n", - " for i in range(1, nx-2):\n", - " for j in range(1, ny-2):\n", - " flux1 = cube[:, j, i] \n", - " cont_fit = np.polyfit(wave[continuummin:continuummax], flux1[continuummin:continuummax], 1)\n", - " fitval = np.poly1d(cont_fit)\n", - " continuum = fitval(wave) \n", - " cont_sub_cube[:, j, i] = flux1 - continuum\n", - " cont_psf_cube[:, j, i] = continuum \n", - "\n", - " del newheader_cube['MODE']\n", - " fits.writeto('NGC4151_Hband_ContinuumSubtract.fits', cont_sub_cube, newheader_cube, overwrite=True)\n", - " fits.writeto('NGC4151_Hband_ContinuumPSF.fits', cont_psf_cube, newheader_cube, overwrite=True)\n", - " print('Continuum subtracted cube saved. PSF continuum cube saved.')\n", - "else:\n", - " with fits.open(newfn, memmap=False) as cont_sub_cube:\n", - " sci = cont_sub_cube['SCI'].data\n", + "start_time = time.time()\n", "\n", - " # Get List of different viewers\n", - " continuumflux = cont_psf_cube[\"flux\"]\n", + "cont_sub_cube = np.zeros([nz, ny, nx])\n", + "cont_psf_cube = np.zeros([nz, ny, nx])\n", "\n", - " sci_contsub = sci-continuumflux\n", - " cont_sub_cube['SCI'].data = sci_contsub \n", - " del cont_sub_cube['PRIMARY'].header['MODE']\n", - " cont_sub_cube.writeto('NGC4151_Hband_ContinuumSubtract.fits')\n", - " del newheader_cube['MODE']\n", - " fits.writeto('NGC4151_Hband_ContinuumPSF.fits', continuumflux, newheader_cube, overwrite=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# You can also read out your model fit parameters \n", - "params = cubeviz.get_model_parameters(model_label=\"LinFitCont\")\n", - "params" + "for i in range(1, nx-2):\n", + " for j in range(1, ny-2):\n", + " flux1 = cube[:, j, i] \n", + " cont_fit = np.polyfit(wave[continuummin:continuummax], flux1[continuummin:continuummax], 1)\n", + " fitval = np.poly1d(cont_fit)\n", + " continuum = fitval(wave) \n", + " cont_sub_cube[:, j, i] = flux1 - continuum\n", + " cont_psf_cube[:, j, i] = continuum \n", + "\n", + "del newheader_cube['MODE']\n", + "fits.writeto('NGC4151_Hband_ContinuumSubtract_numpy.fits', cont_sub_cube, newheader_cube, overwrite=True)\n", + "fits.writeto('NGC4151_Hband_ContinuumPSF_numpy.fits', cont_psf_cube, newheader_cube, overwrite=True)\n", + "print('Continuum subtracted cube saved. PSF continuum cube saved.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "*(The following cell is just an example of how you can acces the model fit parameter values):*" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# If you are using jdaviz < 3.5, uncomment the following line instead:\n", - "# params['LinFitCont_3d']['slope']\n", - "# params['LinFitCont']['slope']" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Open up a new instance of Cubeviz to visualize continuum subtracted data\n", - "cubeviz2 = Cubeviz()\n", - "cubeviz2.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "cont_sub_cube = 'NGC4151_Hband_ContinuumSubtract.fits'\n", - "cubeviz2.load_data(cont_sub_cube, data_label='Continuum Subtracted')" + "**Developer Note**:\n", + "- the new created file cannot be open in Cubeviz" ] }, { @@ -651,31 +647,30 @@ "source": [ "## Fitting your multiple component Gaussian Model\n", "\n", - "Now we want to investigate an initial fit to the Br 12 emission feature, which is a pesky contaminant nearby in wavelength to our target [Fe II] emission. The Br 12 is centrally compact and arises from only from the nucleus of the AGN, not from the outflow. Make a plot of the fit results.
\n", + "Now we want to investigate an initial fit to the Br 12 emission feature, which is a pesky contaminant nearby in wavelength to our target [Fe II] emission. The Br 12 is centrally compact and arises only from the nucleus of the AGN, not from the outflow. Make a plot of the fit results.
\n", "\n", - "A video is shown below illustrating the procedure. The following steps are applied:
\n", - "\n", - "First, select the wavelength region of interest following a similar procedure as performed at the top. There is no option to set the spectral regions to a user input, so we recommend zooming in and drawing by eye. The line emission ('Subset 1' ) should again span approximately 1.630 - 1.665 um.\n", + "First, select the wavelength region of interest following a similar procedure as performed at the top. There is no option to set the spectral regions to a user input, so we recommend zooming in and drawing by eye. The line emission ('Subset 1' ) should again span approximately 1.630 - 1.665 um.
\n", + "\"Select
\n", "\n", "For this example, we recommend setting up a 3 component gaussian model with the following inputs
\n", "Open up Model Fitting Plugin. There are a number of fields to fill in and drop down menus to select from. It is important to keep in mind that the Data menu will provide only spectra to model, while the Spectral Region menu will provide only spectral region subsets to choose. In other words, you can fit the spectra in specific spectral regions. If no spectral region is selected, the entire wavelength array will be fit by the mode.
\n", "\n", - "Data: Continuum Subtracted
\n", - "Spectral region or subset covering about 1.632 to 1.656 um
\n", + "Data: Entire Cube
\n", + "Spectral region: Subset 1
\n", "Model: Three different Gaussians with ModelID's set to G1, G2, and G3
\n", "Model Parameters:
\n", - "\n", - "G1: stdev=0.0008E-6, mean=1.641E-6
\n", - "G2: stdev=0.0007E-6, mean=1.648E-6
\n", - "G3: stdev=0.005E-6, mean=1.646E-6
\n", + "G1: stdev=8, mean=16410
\n", + "G2: stdev=7, mean=16480
\n", + "G3: stdev=50, mean=16460
\n", "You can turn on the 'Fixed' option if you need to, but these numbers should provide a good starting guess for the fit.
\n", - "\n", "Model Equation Editor: G1+G2+g3
\n", "Model Label: GaussAll
\n", "
\n", "Hit Fit, which fits the collapsed spectrum.
\n", + "\"Prepare
\n", "View the fit in the spectral viewer and confirm you are happy with it. Modify if necessary.
\n", - "Then hit Apply to Cube.
\n", + "Then remove the 'Fixed' options, toggle Cube Fit, change the name to GaussAll_cube, and run again.
\n", + "\"Prepare
\n", "\n", "This will again create two models that can now be accessed within the Data Dropdown menus:
\n", "A 1D linear fit of the lines in the collapsed cube.
\n", @@ -683,13 +678,32 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Wow, that multi-component fit looks great. Good deal.\n", + "\n", + "Now we're going to use the continuum psf cube from a prior cell with the Brackett model created in the above cell to create a full 3-D model of the central emission that isn't caused by the outflow [Fe II]." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Developer Note**:
\n", + "- the fit to the full cube gets stuck and never ends" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# VIDEO PART1\n", - "HTML('')" + "### Exercise\n", + "Now you can try to adapt the code shown above to run the model fitting from the API!\n", + "\n", + "_Hint:_
\n", + "`plugin_mf.create_model_component(model_component='Gaussian1D', model_component_label='G1')`
\n", + "`plugin_mf.set_model_component('G1', 'mean', value=16410)`" ] }, { @@ -698,17 +712,14 @@ "metadata": {}, "outputs": [], "source": [ - "# VIDEO PART2\n", - "HTML('')" + "# Your code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Wow, that multi-component fit looks great. Good deal.\n", - "\n", - "Now we're going to use the continuum psf cube from a prior cell with the Brackett model created in the above cell to create a full 3-D model of the central emission that isn't caused by the outflow [Fe II]." + "### Extract what we need from Cubeviz" ] }, { @@ -719,11 +730,12 @@ "source": [ "# Extract the spectral regions defined in the spectral viewer\n", "regions = cubeviz2.specviz.get_spectral_regions()\n", + "print(regions)\n", "\n", - "if regions and \"Subset 1\" in regions.keys():\n", + "if \"Subset 1\" in regions.keys():\n", " line_region = regions[\"Subset 1\"]\n", "else:\n", - " line_region = SpectralRegion(1.6322*u.um, 1.6563*u.um)" + " line_region = SpectralRegion(1.630*u.um, 1.665*u.um)" ] }, { @@ -732,9 +744,13 @@ "metadata": {}, "outputs": [], "source": [ + "# List available data\n", + "alldata = cubeviz2.app.data_collection\n", + "print(alldata)\n", + "print()\n", "# List spectra available in spectrum-viewer\n", "spec = cubeviz2.specviz.get_spectra()\n", - "spec" + "print(spec)" ] }, { @@ -744,104 +760,70 @@ "outputs": [], "source": [ "# Get gauss model spectrum and model cube\n", - "all_spec = cubeviz2.get_data('Continuum Subtracted[SCI]', function='mean') # AGN Center Data Cube\n", - "gauss_spec = cubeviz2.get_data('GaussAll', function='mean') # AGN Center Model Spec\n", - "gauss_cube = cubeviz2.get_data('GaussAll [Cube] 1') # AGN Center Model Cube" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ + "all_spec = cubeviz2.get_data('Continuum Subtracted[FLUX]', function='mean') # AGN Center Data Cube\n", + "\n", + "if 'GaussAll' in alldata:\n", + " gauss_spec = cubeviz2.get_data('GaussAll', function='mean') # AGN Center Model Spec\n", + " print('Model spectrum 1D available')\n", + " print(gauss_spec)\n", + "else:\n", + " gauss_spec = False\n", + " print('No GaussAll model created')\n", + "\n", + "print()\n", + "\n", + "if 'GaussAll_cube' in alldata:\n", + " gauss_cube = cubeviz2.get_data('GaussAll_cube') # AGN Center Model Cube\n", + " params = cubeviz2.get_model_parameters()\n", + " print('Model spectrum 3D available')\n", + "else:\n", + " gauss_cube = False\n", + " params = False\n", + " print('No GaussAll_cube model created')\n", + "\n", + "print()\n", + "\n", "# Check to see if user used Cubeviz (above), and, if not, read in premade data\n", - "if not gauss_cube:\n", + "if gauss_cube is False:\n", + " # Get both the model cube and the continuum cube not created with Cubeviz\n", " fn = download_file('https://data.science.stsci.edu/redirect/JWST/jwst-data_analysis_tools/IFU_cube_continuum_fit/gauss_model_cube.fits', cache=False)\n", " gauss_cube = fits.getdata(fn)\n", + " print('Shape of downloaded model cube: ', gauss_cube.shape)\n", + " fn_continuum = 'NGC4151_Hband_ContinuumPSF_numpy.fits'\n", + " continuum_cube = fits.open(fn_continuum, memmap=False)\n", + " newfull_header = fits.getheader(fn_continuum)\n", + " continuum_data = continuum_cube[0].data\n", + " print('Shape of downloaded continuum cube: ', continuum_data.shape)\n", + "else:\n", + " print('Shape of created model cube: ', gauss_cube.shape)\n", + " continuum_data = sci # Created in Cubeviz1\n", + " print('Shape of created continuum cube: ', continuum_data.shape)\n", + "\n", + "print()\n", + "if params is False:\n", + " fn = download_file('https://data.science.stsci.edu/redirect/JWST/jwst-data_analysis_tools/IFU_cube_continuum_fit/gauss_params.pkl', cache=True)\n", + " params = load_obj(fn)\n", + " print('Keys of downloaded model parameters: ', params.keys())\n", "else:\n", - " gauss_cube = gauss_cube[\"flux\"]\n", - " \n", + " print('Keys of created model parameters: ', params.keys())\n", + "\n", + "print()\n", + "\n", "if not all_spec:\n", " fn = download_file('https://data.science.stsci.edu/redirect/JWST/jwst-data_analysis_tools/IFU_cube_continuum_fit/all_spec.fits', cache=False)\n", " all_spec = Spectrum1D.read(fn)\n", - " \n", - "if not gauss_spec:\n", - " fn = download_file('https://data.science.stsci.edu/redirect/JWST/jwst-data_analysis_tools/IFU_cube_continuum_fit/gauss_spec.fits', cache=False)\n", - " gauss_spec = Spectrum1D.read(fn)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Save your gauss model cube if necessary\n", - "if os.path.exists(\"gauss_model_cube.fits\"):\n", - " os.remove(\"gauss_model_cube.fits\")\n", + " print('Shape of downloaded continuum subtracted spectrum: ', all_spec.shape)\n", "else:\n", - " print(\"The file does not already exist\")\n", + " print('Shape of created continuum subtracted spectrum: ', all_spec.shape)\n", "\n", - "fits.writeto('gauss_model_cube.fits', gauss_cube, overwrite=True)\n", - "print(type(gauss_cube))\n", - "print(type(all_spec.flux))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*(Developer Note: if saving with 'Count' doesn't work, try the following code.)*" - ] - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "print(all_spec.flux)\n", - "os.remove(\"all_spec.fits\")\n", - "specref=Spectrum1D(flux=all_spec.flux*u.Unit('Jy'), spectral_axis=all_spec.spectral_axis)\n", - "specref.write(\"all_spec.fits\")\n", + "print()\n", "\n", - "os.remove(\"gauss_spec.fits\")\n", - "specref=Spectrum1D(flux=gauss_spec.flux*u.Unit('Jy'), spectral_axis=gauss_spec.spectral_axis)\n", - "specref.write(\"gauss_spec.fits\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# You can also read out your model fit parameters \n", - "params = cubeviz2.get_model_parameters(model_label=\"GaussAll\")\n", - "params" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Save parameters as a pickle file if necessary\n", - "save_obj(params, \"gauss_params.pkl\")\n", - "params = load_obj(\"gauss_params.pkl\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Check to see if user used Cubeviz (above), and, if not, read in premade data\n", - "if not params:\n", - " fn = download_file('https://data.science.stsci.edu/redirect/JWST/jwst-data_analysis_tools/IFU_cube_continuum_fit/gauss_params.pkl', cache=True)\n", - " params = load_obj(fn)\n", - " print(\"Loaded\")" + "if gauss_spec is False:\n", + " fn = download_file('https://data.science.stsci.edu/redirect/JWST/jwst-data_analysis_tools/IFU_cube_continuum_fit/gauss_spec.fits', cache=False)\n", + " gauss_spec = Spectrum1D.read(fn)\n", + " print('Shape of downloaded model spectrum: ', gauss_spec.shape)\n", + "else:\n", + " print('Shape of created model spectrum: ', gauss_spec.shape)" ] }, { @@ -853,9 +835,7 @@ "# Overwrite gauss model with only 2 of the components of interest\n", "gauss_cube_2component = gauss_cube*0\n", "\n", - "model_label = \"GaussAll\"\n", - "# If you are using jdaviz < 3.5, uncomment the following line instead:\n", - "model_label = \"GaussAll_3d\"\n", + "model_label = \"GaussAll_3d\" # Change this when cube model fitting converges\n", "\n", "nz, ny, nx = gauss_cube_2component.shape\n", "for i in range(0, nx-1):\n", @@ -866,8 +846,8 @@ " m2 = params[model_label]['mean_2'][i][j]\n", " stdev1 = params[model_label]['stddev_0'][i][j]\n", " stdev2 = params[model_label]['stddev_2'][i][j]\n", - " g1 = models.Gaussian1D(amplitude=amp1*u.Unit('count'), mean=m1*u.m, stddev=stdev1*u.m)\n", - " g2 = models.Gaussian1D(amplitude=amp2*u.Unit('count'), mean=m2*u.m, stddev=stdev2*u.m)\n", + " g1 = Gaussian1D(amplitude=amp1*u.Unit('count'), mean=m1*u.m, stddev=stdev1*u.m)\n", + " g2 = Gaussian1D(amplitude=amp2*u.Unit('count'), mean=m2*u.m, stddev=stdev2*u.m)\n", " gauss_cube_2component[:, i, j] = g1(all_spec.spectral_axis)+g2(all_spec.spectral_axis)" ] }, @@ -878,12 +858,8 @@ "outputs": [], "source": [ "# Add the continuum cube to the new model cube\n", - "continuum_file = 'NGC4151_Hband_ContinuumPSF.fits'\n", - "newfull_header = fits.getheader(continuum_file)\n", - "\n", - "with fits.open(continuum_file, memmap=False) as continuum_cube: \n", - " continuum_data = continuum_cube[0].data\n", - " full_model = gauss_cube_2component+continuum_data" + "full_model = gauss_cube_2component + continuum_data\n", + "print(continuum_data.shape)" ] }, { @@ -899,7 +875,8 @@ "\n", "with fits.open(cube_file, memmap=False) as original_cube:\n", " original_data = original_cube['SCI'].data\n", - " final_sub_cube = original_data - full_model" + " final_sub_cube = original_data - full_model\n", + " print(original_data.shape)" ] }, { @@ -941,36 +918,17 @@ "source": [ "# Make the final plots to illustrate the original spectrum, model fits, and final continuum+gassian subtracted cube\n", "plt.figure()\n", - "plt.xlim([1.630E-6, 1.665E-6])\n", + "plt.xlim([16200, 16650])\n", "plt.ylim([600, 900])\n", "plt.plot(all_spec.spectral_axis, continuum_data[:, 30, 30], label='Continuum')\n", "plt.plot(all_spec.spectral_axis, original_data[:, 30, 30], label='Original Data')\n", "plt.plot(all_spec.spectral_axis, full_model[:, 30, 30], label='2 Component Model')\n", "plt.plot(all_spec.spectral_axis, final_sub_cube[:, 30, 30]+700, label='Model Subtraction+Offset')\n", "plt.legend()\n", + "plt.xlabel('wavelength')\n", + "plt.ylabel('flux')\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Open up a new instance of Cubeviz to visualize continuum subtracted data\n", - "cubeviz3 = Cubeviz()\n", - "cubeviz3.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "cont_sub_cube = 'NGC4151_Hband_FinalSubtract.fits'\n", - "cubeviz3.load_data(cont_sub_cube, data_label='Red/Blue Shift')" - ] } ], "metadata": { @@ -989,7 +947,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - 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-astropy-helpers>=2.0.11 -radio_beam>=0.3.2 -astropy>=4.3.1 -specutils>=1.4.0 -matplotlib>=3.4.3 -Bottleneck>=1.3.2 -ipyvue>=1.5.0 -ipyvuetify>=1.8.1 -jdaviz +jdaviz>=3.8.1 From 76df769def681d815589c27e92676b74be7bd6cc Mon Sep 17 00:00:00 2001 From: Gilbert Green <42986583+gibsongreen@users.noreply.github.com> Date: Fri, 16 Feb 2024 11:32:02 -0500 Subject: [PATCH 4/4] flip import statement order, simple change for redeployment (#216) --- .../IFU_cube_continuum_fit/NGC4151_FeII_ContinuumFit.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/IFU_cube_continuum_fit/NGC4151_FeII_ContinuumFit.ipynb b/notebooks/IFU_cube_continuum_fit/NGC4151_FeII_ContinuumFit.ipynb index 4af7b5c32..9b88174ad 100644 --- a/notebooks/IFU_cube_continuum_fit/NGC4151_FeII_ContinuumFit.ipynb +++ b/notebooks/IFU_cube_continuum_fit/NGC4151_FeII_ContinuumFit.ipynb @@ -45,8 +45,8 @@ "outputs": [], "source": [ "# load important packages\n", - "import time\n", "import os\n", + "import time\n", "from IPython.display import YouTubeVideo\n", "import warnings\n", "\n",

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