Astrophysics data science projects

What data sets are included in a physics and astronomy project?

The data set includes data output, documents (such as articles, conference abstracts and reports), journals and disambiguated authors with disambiguated institutions

We employed the internal experiment and collaboration categories of INSPIRE and extracted only the records associated with each of the four physics and astronomy projects

DVC is a free and open-source

Platform-agnostic version system for data

Machine learning models

And experiments.It is designed to make ML models shareable

Experiments reproducible

And to track versions of models

Data

And pipelines.DVC works on top of Git repositories and cloud storage.

E-Science or eScience is computationally intensive science that is carried out in highly distributed network environments

Or science that uses immense data sets that require grid computing; the term sometimes includes

Technologies that enable distributed collaboration

Such as :

The Access Grid.The term was created by John Taylor

The Director General of the United Kingdom's Office of Science and Technology in 1999 and was used to describe a large funding initiative starting in November 2000.E-science has been more broadly interpreted since then

As the application of computer technology to the undertaking of modern scientific investigation

Including :
The preparation
Experimentation
Data collection
Results dissemination

And long-term storage and accessibility of all materials generated through the scientific process.These may include

Data modeling and analysis

Electronic/digitized laboratory notebooks

Raw and fitted data sets
Manuscript production and draft versions
Pre-prints
And print and/or electronic publications. In 2014
external text>IEEE eScience Conference Series condensed the definition to eScience promotes innovation in collaborative
Computationally- or data-intensive research across all disciplines
Throughout the research lifecycle in one of the working definitions used by the organizers.E-science encompasses what is often referred to as big data [which] has revolutionized science... [such as] the Large Hadron Collider (LHC) at CERN... [that] generates around 780 terabytes per year... highly data intensive modern fields of science...that generate large amounts of E-science data include:
Computational biology
Bioinformatics

Genomics and the human digital footprint for the social sciences.

The Infrared Science Archive (IRSA) is the primary archive for the infrared and submillimeter astronomical projects of NASA

The space agency of the United States.IRSA curates the science products of over 15 missions

Including :

The Spitzer Space Telescope

The Wide-field Infrared Survey Explorer (WISE)

The Infrared Astronomical Satellite (IRAS)

And the Two Micron All-Sky Survey (2MASS).It also serves data from infrared and submillimeter European Space Agency missions with NASA participation

Including :

The Infrared Space Observatory (ISO)

Planck

And the Herschel Space Observatory.As of 2019

IRSA provides access to more than 1 petabyte of data consisting of roughly 1 trillion astronomical measurements

Which span wavelengths from 1 micron to 10 millimeters and include

All-sky coverage in 24 bands.Approximately 10% of all refereed astronomical journal articles cite data sets curated by IRSA.