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- title: COSMOS Images
file: tutorials/cosmos/sia_v1_cosmos.md
section: COSMOS
description: Query IRSA's SIA service for COSMOS images and create and display a cutout.
- title: MER Image Mosaics
file: tutorials/euclid/1_Euclid_intro_MER_images.md
section: Euclid
description: Retrieve both a full MER mosaic image and multi-wavelength cutouts, then subtract the background from the cutouts and extract sources.
- title: MER Catalogs
file: tutorials/euclid/2_Euclid_intro_MER_catalog.md
section: Euclid
description: Explore the columns in the MER final catalog, query for stars, and create a color-magnitude diagram.
- title: SIR 1D Spectra
file: tutorials/euclid/3_Euclid_intro_1D_spectra.md
section: Euclid
description: Load a galaxy spectrum and plot it. Understand the wavelength, flux, and mask values.
- title: PHZ Catalogs
file: tutorials/euclid/4_Euclid_intro_PHZ_catalog.md
section: Euclid
description: Join the PHZ and MER catalogs to query galaxies with quality redshifts in a box region, create MER mosaic cutouts with catalog overlays, and plot the brightest galaxy's SIR spectrum.
- title: SPE Catalogs
file: tutorials/euclid/5_Euclid_intro_SPE_catalog.md
section: Euclid
description: Join the SPE and MER catalogs and query for galaxies with H-alpha line detections, then plot the SIR spectrum of a galaxy with a high SNR H-alpha line measurement.
- title: Early Release Observations (ERO) - Star Clusters
file: tutorials/euclid/Euclid_ERO.md
section: Euclid
description: Create multi-wavelength ERO image cutouts of a globular cluster, extract sources, and measure photometry. Match Gaia sources with Euclid ERO catalogs, then visualize with Firefly.
- title: Euclid Cloud Access
file: tutorials/euclid/euclid-cloud-access.md
section: Euclid
description: Browse the on-cloud copy of Q1, then efficiently retrieve a MER mosaic cutout and a SIR spectrum.
- title: Galaxy Clusters
file: tutorials/euclid/euclid_clusters_tutorial.md
section: Euclid
description: Use Euclid Q1 data to detect and validate a galaxy cluster.
- title: 'Merged Objects Catalog: Introduction'
file: tutorials/euclid/merged-objects-hats-catalog/1-euclid-q1-hats-intro.md
section: Euclid
description: Understand the content and format of the Euclid Q1 Merged Objects HATS Catalog, then perform a basic query.
- title: 'Merged Objects Catalog: Magnitudes'
file: tutorials/euclid/merged-objects-hats-catalog/4-euclid-q1-hats-magnitudes.md
section: Euclid
description: Review the types of flux measurements available, load template-fit and aperture magnitudes, and plot distributions and comparisons for different object types.
- title: Firefly Visualization
file: tutorials/simulated-data/OpenUniverse2024/openuniverse2024_firefly_visualization.md
section: Simulated Data
description: Use Firefly to explore the structure of the OpenUniverse2024 Roman and Rubin simulations and visualize their content.
- title: CosmoDC2 Data Access
file: tutorials/simulated-data/cosmoDC2_TAP_access.md
section: Simulated Data
description: Access, query, and visualize the CosmoDC2 catalog.
- title: Quickstart
file: tutorials/simulated-data/OpenUniverse2024/openuniverse2024_quickstart.md
section: Simulated Data
description: Access OpenUniverse2024 Roman and Rubin images and catalogs.
- title: TDE Light Curve
file: tutorials/simulated-data/OpenUniverse2024/openuniverse2024_TDE_light_curve.md
section: Simulated Data
description: Locate a simulated TDE in OpenUniverse2024, retrieve Roman images, and build a multi-epoch light curve.
- title: SED Fitting
file: tutorials/simulated-data/OpenUniverse2024/openuniverse2024_SED_fit.md
section: Simulated Data
description: Fit spectral energy distributions for OpenUniverse2024 supernova host galaxies using Prospector.
- title: Roman TDS Supernova
file: tutorials/simulated-data/OpenUniverse2024/openuniverse2024_roman_tds_supernova.md
section: Simulated Data
description: Explore the OpenUniverse2024 Roman Time Domain Survey observation sequence and animate a simulated SN Ia across epochs.
- title: Roman HLSS Number Density
file: tutorials/simulated-data/roman_hlss_number_density.md
section: Simulated Data
description: Query the catalog and derive galaxy number density.
- title: Spectral Image Cutouts
file: tutorials/spherex/spherex_cutouts.md
section: SPHEREx
description: Generate and work with spatial and spectral cutouts.
- title: Data Overview
file: tutorials/spherex/spherex_intro.md
section: SPHEREx
description: Find Spectral Images that overlap a sky position and understand the structure of the Multi-Extension FITS files.
- title: PSF Models
file: tutorials/spherex/spherex_psf.md
section: SPHEREx
description: Understand how SPHEREx point spread function (PSF) information is organized and accessed.
- title: Mosaic Cube
file: tutorials/spherex/spherex_mosaic.md
section: SPHEREx
description: Understand and analyze a SPHEREx Mosaic Cube downloaded from the SPHEREx Mosaic tool.
- title: Source Discovery Tool
file: tutorials/spherex/spherex_source_discovery/spherex_source_discovery_tool_demo.md
section: SPHEREx
description: Discover, extract, and visualize sources from SPHEREx Spectral Images.
- title: Spitzer IRS Spectra
file: tutorials/spitzer/plot_Spitzer_IRS_spectra.md
section: Spitzer
description: Discover IRSA's SSA collections, query for spectra, retrieve and visualize Spitzer IRS spectra.
- title: Parallelization
file: tutorials/techniques-and-tools/Parallelize_Convolution.md
section: Techniques and Tools
description: Learn parallelization techniques to speed up operations on large astronomical images.
- title: SED Visualization
file: tutorials/techniques-and-tools/SEDs_in_Firefly.md
section: Techniques and Tools
description: Explore and interactively visualize multi-wavelength SEDs using Firefly.
- title: Cloud Access
file: tutorials/techniques-and-tools/cloud-access-intro.md
section: Techniques and Tools
description: Access and work with data served by IRSA from AWS S3 cloud storage.
- title: HATS with LSDB
file: tutorials/techniques-and-tools/irsa-hats-with-lsdb.md
section: Techniques and Tools
description: Use LSDB for user-friendly cross matching and querying of HATS Collections.
- title: Moving Object Searches
file: tutorials/techniques-and-tools/MOST_queries.md
section: Techniques and Tools
description: Run MOST queries to find images of moving objects, retrieve cutouts, and stack exposures to boost detection.
- title: NEOWISE Solar System Objects
file: tutorials/wise/NEOWISE_light_curve_demo.md
section: WISE
description: Visualize and analyze light curves of Solar System objects using Firefly.
- title: NEOWISE Light Curves
file: tutorials/wise/neowise-source-table-lightcurves.md
section: WISE
description: Build multi-epoch photometric light curves for given coordinates.
- title: NEOWISE Strategies
file: tutorials/wise/neowise-source-table-strategies.md
section: WISE
description: Learn efficient strategies for accessing and handling this very large Parquet dataset.
- title: AllWISE Images
file: tutorials/wise/sia_allwise_atlas.md
section: WISE
description: Retrieve coadded images and make coordinate-based cutouts.
- title: AllWISE Source Catalog
file: tutorials/wise/wise-allwise-catalog-demo.md
section: WISE
description: Query the Parquet copy of the AllWISE Source Catalog.
- title: ZTF DR24 Light Curves
file: tutorials/ztf/ztf_lightcurves.md
section: ZTF
description: Retrieve ZTF DR24 light curves from HATS catalogs using LSDB, by object ID or sky region.