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2 changes: 0 additions & 2 deletions index.md
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Expand Up @@ -8,6 +8,4 @@ They cover topics like querying IRSA, working with catalogs in Parquet format, v

## About these notebooks

**Authors:** IRSA Scientists and Developers wrote and maintain these notebooks.

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
1 change: 0 additions & 1 deletion myst.yml
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Expand Up @@ -5,7 +5,6 @@ project:
subject: IRSA Tutorials
description: IRSA Python Notebook tutorials to demostrate accessing data served by the NASA/IPAC Infrared Science Archive (IRSA)
keywords: [astronomy]
authors: [IRSA Scientists and Developers]
github: https://github.com/Caltech-IPAC/irsa-tutorials/
license:
id: BSD-3-Clause
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5 changes: 3 additions & 2 deletions tutorials/2mass/sia_2mass_allsky.md
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Expand Up @@ -9,6 +9,9 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: David Shupe
- name: IRSA Science Team
---

# Searching for 2MASS All-Sky Atlas Images
Expand Down Expand Up @@ -178,8 +181,6 @@ Repeat the steps above to retrieve a cutout from the AllWISE Atlas images

+++

**Author:** David Shupe, IRSA Scientist, and the IRSA Science Team

**Updated:** 2023-02-16

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
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5 changes: 3 additions & 2 deletions tutorials/cosmos/sia_cosmos.md
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Expand Up @@ -9,6 +9,9 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: David Shupe
- name: IRSA Science Team
---

# Searching for contributed COSMOS images
Expand Down Expand Up @@ -179,8 +182,6 @@ ax.scatter(ra, dec, transform=ax.get_transform('fk5'), s=500, edgecolor='red', f

+++

**Author:** David Shupe, IRSA Scientist, and the IRSA Science Team

**Updated:** 2022-02-14

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
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13 changes: 11 additions & 2 deletions tutorials/euclid/1_Euclid_intro_MER_images.md
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Expand Up @@ -9,6 +9,17 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Tiffany Meshkat
- name: Anahita Alavi
- name: Anastasia Laity
- name: Andreas Faisst
- name: Brigitta Sipőcz
- name: Dan Masters
- name: Harry Teplitz
- name: Jaladh Singhal
- name: Shoubaneh Hemmati
- name: Vandana Desai
---

# Euclid Q1: MER Mosaics
Expand Down Expand Up @@ -396,8 +407,6 @@ for i in range(len(sources_thr)):

## About this Notebook

**Author**: Tiffany Meshkat, Anahita Alavi, Anastasia Laity, Andreas Faisst, Brigitta Sipőcz, Dan Masters, Harry Teplitz, Jaladh Singhal, Shoubaneh Hemmati, Vandana Desai

**Updated**: 2025-03-31

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
13 changes: 11 additions & 2 deletions tutorials/euclid/2_Euclid_intro_MER_catalog.md
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Expand Up @@ -9,6 +9,17 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Tiffany Meshkat
- name: Anahita Alavi
- name: Anastasia Laity
- name: Andreas Faisst
- name: Brigitta Sipőcz
- name: Dan Masters
- name: Harry Teplitz
- name: Jaladh Singhal
- name: Shoubaneh Hemmati
- name: Vandana Desai
---

# Euclid Q1: MER Catalogs
Expand Down Expand Up @@ -159,8 +170,6 @@ plt.title('10k Stars in MER catalog -- IRSA')

## About this Notebook

**Author**: Tiffany Meshkat, Anahita Alavi, Anastasia Laity, Andreas Faisst, Brigitta Sipőcz, Dan Masters, Harry Teplitz, Jaladh Singhal, Shoubaneh Hemmati, Vandana Desai

**Updated**: 2025-04-09

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
15 changes: 13 additions & 2 deletions tutorials/euclid/3_Euclid_intro_1D_spectra.md
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Expand Up @@ -9,6 +9,19 @@ kernelspec:
name: python3
display_name: python3
language: python
authors:
- name: Tiffany Meshkat
- name: Anahita Alavi
- name: Anastasia Laity
- name: Andreas Faisst
- name: Brigitta Sipőcz
- name: Dan Masters
- name: Harry Teplitz
- name: Jaladh Singhal
- name: Shoubaneh Hemmati
- name: Vandana Desai
- name: Troy Raen
- name: Jessica Krick
---

# Euclid Q1: SIR 1D Spectra
Expand Down Expand Up @@ -184,8 +197,6 @@ plt.title(f"Euclid SIR 1D Spectrum at RA={coord.ra.deg:.4f}°, Dec={coord.dec.de

## About this Notebook

**Author**: Tiffany Meshkat, Anahita Alavi, Anastasia Laity, Andreas Faisst, Brigitta Sipőcz, Dan Masters, Harry Teplitz, Jaladh Singhal, Shoubaneh Hemmati, Vandana Desai, Troy Raen, Jessica Krick

**Updated**: 2026-01-13

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
14 changes: 12 additions & 2 deletions tutorials/euclid/4_Euclid_intro_PHZ_catalog.md
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Expand Up @@ -9,6 +9,18 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Tiffany Meshkat
- name: Anahita Alavi
- name: Anastasia Laity
- name: Andreas Faisst
- name: Brigitta Sipőcz
- name: Dan Masters
- name: Harry Teplitz
- name: Jaladh Singhal
- name: Shoubaneh Hemmati
- name: Vandana Desai
- name: Troy Raen
---

# Euclid Q1: PHZ Catalogs
Expand Down Expand Up @@ -416,8 +428,6 @@ fc.show_table(uploaded_table)

## About this Notebook

**Author**: Tiffany Meshkat, Anahita Alavi, Anastasia Laity, Andreas Faisst, Brigitta Sipőcz, Dan Masters, Harry Teplitz, Jaladh Singhal, Shoubaneh Hemmati, Vandana Desai, Troy Raen

**Updated**: 2025-09-24

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
15 changes: 13 additions & 2 deletions tutorials/euclid/5_Euclid_intro_SPE_catalog.md
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Expand Up @@ -9,6 +9,19 @@ kernelspec:
name: python3
display_name: python3
language: python
authors:
- name: Tiffany Meshkat
- name: Anahita Alavi
- name: Anastasia Laity
- name: Andreas Faisst
- name: Brigitta Sipőcz
- name: Dan Masters
- name: Harry Teplitz
- name: Jaladh Singhal
- name: Shoubaneh Hemmati
- name: Vandana Desai
- name: Troy Raen
- name: Jessica Krick
---

# Euclid Q1: SPE Catalogs
Expand Down Expand Up @@ -274,8 +287,6 @@ plt.title(f'Object ID {obj_id}')

## About this Notebook

**Author**: Tiffany Meshkat, Anahita Alavi, Anastasia Laity, Andreas Faisst, Brigitta Sipőcz, Dan Masters, Harry Teplitz, Jaladh Singhal, Shoubaneh Hemmati, Vandana Desai, Troy Raen, Jessica Krick

**Updated**: 2026-01-13

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
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4 changes: 2 additions & 2 deletions tutorials/euclid/Euclid_ERO.md
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Expand Up @@ -10,6 +10,8 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Andreas Faisst
---

# Exploring Star Clusters in the Euclid ERO Data
Expand Down Expand Up @@ -679,8 +681,6 @@ Now, check out the `Firefly` GUI. You can zoom the images, click on sources, fil

## About this Notebook

**Author**: Andreas Faisst (IPAC Scientist)

**Updated**: 2025-03-17

**Contact**: the [IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
9 changes: 7 additions & 2 deletions tutorials/euclid/euclid-cloud-access.md
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Expand Up @@ -9,6 +9,13 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Jaladh Singhal
- name: Vandana Desai
- name: Brigitta Sipőcz
- name: Tiffany Meshkat
- name: Troy Raen
- name: IRSA Data Science Team
---

# Euclid Q1: Cloud Access
Expand Down Expand Up @@ -313,8 +320,6 @@ plt.title(f'Spectrum of Target: {target_name}\n(Euclid Object ID: {object_id})')

## About this Notebook

**Author:** Jaladh Singhal (IRSA Developer) in conjunction with Vandana Desai, Brigitta Sipőcz, Tiffany Meshkat, Troy Raen, and the IRSA Data Science Team

**Updated:** 2025-09-23

**Contact:** the [IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
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Expand Up @@ -9,6 +9,16 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Troy Raen
- name: Vandana Desai
- name: Andreas Faisst
- name: Shoubaneh Hemmati
- name: Jaladh Singhal
- name: Brigitta Sipőcz
- name: Jessica Krick
- name: IRSA Data Science Team
- name: Euclid NASA Science Center at IPAC (ENSCI)
---

# Euclid Q1 Merged Objects HATS Catalog: Introduction
Expand Down Expand Up @@ -373,8 +383,6 @@ highz_objects

## About this notebook

**Authors:** Troy Raen, Vandana Desai, Andreas Faisst, Shoubaneh Hemmati, Jaladh Singhal, Brigitta Sipőcz, Jessica Krick, the IRSA Data Science Team, and the Euclid NASA Science Center at IPAC (ENSCI).

**Updated:** 2025-12-23

**Contact:** [IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html)
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Expand Up @@ -9,6 +9,16 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Troy Raen
- name: Vandana Desai
- name: Andreas Faisst
- name: Shoubaneh Hemmati
- name: Jaladh Singhal
- name: Brigitta Sipőcz
- name: Jessica Krick
- name: IRSA Data Science Team
- name: Euclid NASA Science Center at IPAC (ENSCI)
---

# Euclid Q1 Merged Objects HATS Catalog: Magnitudes
Expand Down Expand Up @@ -364,8 +374,6 @@ The offset is more pronounced for point-like objects (bottom row), likely due to

## About this notebook

**Authors:** Troy Raen, Vandana Desai, Andreas Faisst, Shoubaneh Hemmati, Jaladh Singhal, Brigitta Sipőcz, Jessica Krick, the IRSA Data Science Team, and the Euclid NASA Science Center at IPAC (ENSCI).

**Updated:** 2025-12-23

**Contact:** [IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html)
6 changes: 4 additions & 2 deletions tutorials/simulated-data/OpenUniverse2024Preview_Firefly.md
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Expand Up @@ -9,6 +9,10 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Jaladh Singhal
- name: Vandana Desai
- name: IRSA Team
---

# Using Firefly to Explore OpenUniverse2024 Data Preview Simulated Roman and Rubin Images
Expand Down Expand Up @@ -723,8 +727,6 @@ fc.set_stretch(plot_id=coadd_ff_id_roman_3color, stype='sigma', algorithm='squar

## About This Notebook

**Author:** Jaladh Singhal and Vandana Desai in conjunction with the IRSA Team

**Updated:** 2024-12-19

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
10 changes: 8 additions & 2 deletions tutorials/simulated-data/cosmoDC2_TAP_access.md
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Expand Up @@ -10,6 +10,14 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: IRSA Data Science Team
- name: Vandana Desai
- name: Jessica Krick
- name: Troy Raen
- name: Brigitta Sipőcz
- name: Andreas Faisst
- name: Jaladh Singhal
---

# Querying the CosmoDC2 Mock v1 Catalogs
Expand Down Expand Up @@ -254,8 +262,6 @@ ORDER BY mag_r_lsst ASC

## About this notebook

**Author:** IRSA Data Science Team, including Vandana Desai, Jessica Krick, Troy Raen, Brigitta Sipőcz, Andreas Faisst, Jaladh Singhal

**Updated:** 2025-12-16

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
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Expand Up @@ -9,6 +9,8 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Lauren Aldoroty
---

# Analyzing cloud-hosted simulated Roman Time Domain Survey images
Expand Down Expand Up @@ -297,8 +299,6 @@ animate_stamps(stamps, savepath, labels=mjd)

## About this notebook

**Author:** Lauren Aldoroty (laurenaldoroty@gmail.com) with minor subsequent modifications to match repository style

**Updated:** 2024-06-10

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
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Expand Up @@ -9,6 +9,9 @@ kernelspec:
display_name: science_demo
language: python
name: python3
authors:
- name: Vandana Desai
- name: IPAC Science Platform team
---

# Analyzing cloud-hosted simulated Roman coadded images
Expand Down Expand Up @@ -166,8 +169,6 @@ FIDELITY, SIGMA, INWTSUM, EFFCOVER = maps of U_alpha/C, S_alpha, sum_i T_{alpha

## About this notebook

**Author:** Vandana Desai (Science Lead, IRSA) in conjunction with the IPAC Science Platform team

**Updated:** 2024-06-10

**Contact:** [the IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions or reporting problems.
4 changes: 3 additions & 1 deletion tutorials/simulated-data/roman_hlss_number_density.md
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Expand Up @@ -10,6 +10,9 @@ kernelspec:
display_name: Python 3 (ipykernel)
language: python
name: python3
authors:
- name: Jessica Krick
- name: IPAC Science Platform Team
---

# Number Density as a Function of Redshift
Expand Down Expand Up @@ -1196,7 +1199,6 @@ Figure Caption: The fractional uncertainty is the standard deviation from jackk
+++

## About this notebook
**Authors**: Jessica Krick in conjunction with the IPAC Science Platform Team

**Contact:** [IRSA Helpdesk](https://irsa.ipac.caltech.edu/docs/help_desk.html) with questions
or problems.
Expand Down
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