Below organization details, data access, and group splitting.
Many thanks to everyone who contributed data and code for this hack!
Hacks Mon & Tue 10.15-16.45, optionally Wed afternoon. Note: Tue at U-Tokyo DLX Design Lab. Hack summary Fri 16.15-16.45.
At IPMU, we have the main lecture theatre as well as seminar rooms B (1F), C (3F), and 3F open space.
Data accessible in the Google drive.
We suggest you use Google colab for the hack. It is most straightforward to directly work with the above Google drive from colab, since the files don't need to leave Google's servers in that case. The way I figured out how to do this is as follows (there might be a better method):
- open the above Google drive.
- right-click on the file or folder you need.
- click "Organize" -> "Add shortcut".
- in "All locations", choose "My Drive" and click "Add".
- in the colab instance, open the "Files" explorer on the left.
- click "Mount Drive" icon.
- you should be able to see the file now.
To switch the colab working directory to your drive, type:
cd "/content/drive/MyDrive/"
- SDSS spectra (thanks to Hideki Tanimura)
Some galaxy spectra from the Sloan Digital Sky Survey.
loading: Read_sdss.ipynb
data:sdss_galaxy_spec.hdf5 - Gaia (thanks to Hideki Tanimura)
Spectra from the Gaia satellite.
loading: Read_gaia.ipynb
data:gaia_star_spec.hdf5 - HSC Y1 convergence maps and summary statistics (thanks to Joaquin Armijo)
Real and simulated weak lensing convergence maps for HSC Y1.
Also available are some summary statistics for these maps.
Marques et al 2023
loading: HSC_NG_ConvergenceMaps.ipynb
data:HSC_NG/ - JWST COSMOS web galaxy images (thanks to Xuheng Ding)
A sample of galaxy images from JWST.
loading: read_data_jwst_cosmos_web.py
data:COSMOS_web_galaxies.zip - HSC images (thanks to Chris Nagele)
A sample of galaxy images from HSC.
Nagele et al 2023
loading: QSO_SFG_example.py
data:QSO_SFG_data.npy - SIMBIG galaxy catalogs (thanks to Bruno Regaldo)
Real and simulated data for SDSS BOSS.
Note that the files require nbodykit and bigfile.
Hahn et al 2023a, Hahn et al 2023b
loading: simbig_code/
data:simbig_sample.zip - CAMELS 2D multifield data (thanks to Francisco Villaescusa-Navarro)
Images of 25 Mpc/h simulated boxes from the CAMELS project.
data website, Villaescusa-Navarro et al 2022
loading: read_camels.py
data:CAMELS_multifield - Effective training and upscaling LLMs (thanks to Chanjun Park)
This is a special topic run by Chanjun Park.
model on huggingface - LLM applied to astro papers (thanks to Adam Zadrozny)
Use LLM to extract knowledge from the astro literature.
data & code:Astro_Papers/
Please find group assignment below. For each group, we suggest you work on one out of three data sets (this is to encourage some variety in the topics people choose). If you absolutely want to work on a data set that is not listed, this is a free country.
suggested topics: SDSS spectra (1), Gaia (2), SIMBIG (6)
- Tochon, Guillaume
- Tanimura, Hideki
- Ohana, Ruben
- Leyde, Konstantin
- Dixit, Vaibhav
- Li, Zhuohan
suggested topics: Gaia (2), HSC images (5), Astro papers LLM (9)
- Zadrożny, Adam
- Golkar, Siavash
- Novaes, Camila
- Tanaka, Takumi
- Alexandre, Adam
- Hehir, Thomas
suggested topics: Gaia (2), HSC convergence (3), LLMs (8)
- Shirley, Ho
- Fromenteau, Sébastien
- Perez Diaz, Victor Samuel
- Horowitz, Benjamin
- Craigie, Matt
- Adrián, Gutiérrez Adame
- Rukundo Benjamin
suggested topics: Gaia (2), JWST images (4), CAMELS multifield (7)
- Hotokezaka, Kenta
- Eickenberg, Michael
- Pettee, Mariel
- Ferrero, Ismael
- Tokiwa, Akira
- Park, Core Francisco
- Bell, Rianna
suggested topics: SDSS spectra (1), HSC convergence (3), Astro papers LLM (9)
- Vargas-Magaña, Mariana
- Dawid, Anna
- Ramachandra, Nesar
- Cooray, Suchetha
- Hidayat, Wildan
- Birky, Jessica
- Hilmi, Miftahul
suggested topics: Gaia (2), JWST images (4), SIMBIG (6)
- Shi, Jingjing
- Bayer, Adrian
- Li, Jennifer
- Porter, Fiona
- Shi, Claudia
- Yoon, Seongwhan
- Soler Matubaro de Santi, Natalí
suggested topics: Gaia (2), HSC convergence (3), CAMELS multifield (7)
- Huertas-Company, Marc
- McCabe, Michael
- Onoue, Masafusa
- Kumar Yadav, Sarvesh
- Thiele, Leander
- Henrique Mendes Duarte, Pedro
- Angeloudi, Eirini
suggested topics: HSC convergence (3), HSC images (5), SIMBIG (6)
- Liu, Jia
- Bogatskiy, Alexander
- Dan, Jiadong
- Medvidović, Matija
- Li, Chester
- Lahiry, Arnab
suggested topics: JWST images (4), SIMBIG (6), CAMELS multifield (7)
- Li, Yin
- Qiu, Tian
- Yuan, Sihan
- Wagner-Carena, Sebastian
- Sampson, Matthew
- Chu, Jiani
- Breitman, Daniela
suggested topics: HSC convergence (3), SIMBIG (6), Astro papers LLM (9)
- Nishizawa, Atsushi
- Cheung, Mark
- Régaldo-Saint Blancard, Bruno
- Scott, Bryan
- James, Sunseri
- Quaglia, Giulio
- Aizawa, Kosuke
suggested topics: HSC convergence (3), JWST images (4), HSC images (5)
- Nagamine, Kentaro
- Leopoldo, Sarra
- Armijo, Joaquin
- Sharma, Ranbir
- Darwish, Omar
- Zhang, Xiaowen
- Hainje, Connor
suggested topics: SDSS spectra (1), JWST images (4), CAMELS multifield (7)
- Moriwaki, Kana
- Parker, Liam
- Jost, Baptiste
- Lammers, Caleb
- Matthews, Alice
- Zhou, Alan Junzhe
- Gondhalekar, Yash Prashant
suggested topics: SDSS spectra (1), HSC convergence (3), JWST images (4)
- Zhao, Jingkun
- Terao, Kazuhiro
- Myles, Justin
- Halson, Marcus
- Hirashima, Keiya
- Wan, Brian