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NASA Exoplanet Archive

Artist concept of the surface of TRAPPIST-1f exoplanet

Credit: NASA/JPL-Caltech

Part of a dataset collection on Hugging Face.

Dataset description

Confirmed exoplanets with orbital, stellar, and discovery parameters from the NASA Exoplanet Archive.

The NASA Exoplanet Archive is the authoritative database of confirmed exoplanets, maintained by Caltech/IPAC under contract with NASA. Each entry represents a confirmed planet with its best-available physical and orbital parameters, host star properties, and discovery information. This dataset uses the Planetary Systems (ps) table with default_flag=1 to select one row per planet with the default parameter set.

The discovery of exoplanets has transformed our understanding of planetary systems and the prevalence of worlds beyond our own. The first confirmed detection around a Sun-like star came in 1995 with 51 Pegasi b, a "hot Jupiter" whose unexpectedly close orbit challenged existing theories of planet formation. Since then, the transit method -- measuring the tiny dip in stellar brightness as a planet crosses its host star -- has become the dominant discovery technique, largely thanks to the Kepler and TESS space telescopes.

The dataset includes key physical parameters such as orbital period, planet radius and mass, equilibrium temperature, orbital eccentricity, and semi-major axis, alongside host star properties like effective temperature, radius, mass, and distance. These parameters are fundamental to characterizing planetary systems: radius and mass together constrain bulk composition (rocky vs. gaseous), equilibrium temperature indicates potential habitability, and eccentricity reveals dynamical history.

This data underpins a wide range of astrophysical research, from occurrence rate calculations (how common are Earth-like planets?) to atmospheric characterization target selection for JWST and future missions.

This dataset is suitable for tabular classification, tabular regression tasks.

Schema

Column Type Description Sample Null %
pl_name str Planet designation in the form 'Host b/c/d...' (e.g. 'Kepler-452 b'); alphabetical suffixes distinguish planets within the same system TOI-4662 b 0.0%
hostname str Host star identifier; multiple rows share the same hostname in multi-planet systems TOI-4662 0.0%
discoverymethod str Detection technique: 'Transit' (brightness dip), 'Radial Velocity' (Doppler shift), 'Direct Imaging', 'Microlensing', 'Astrometry', or 'Timing'; determines which physical parameters are measurable Transit 0.0%
disc_year Int64 Calendar year of confirmed discovery; ranges from 1992 (pulsar planets) to present 2026 0.0%
disc_facility str Observatory or mission that made the discovery (e.g. 'Kepler', 'TESS', 'La Silla Observatory') Transiting Exoplanet Survey Satellite... 0.0%
pl_orbper float64 Orbital period in days; hot Jupiters: 1-5 days, Earth analogs: ~365 days, outer giants: years; null for directly imaged planets without an orbit solution 4.70343764575 5.6%
pl_rade float64 Planet radius in Earth radii; sub-Earths: <1, super-Earths: 1-1.5, mini-Neptunes: 1.5-4, Neptunes: 4-7, Jupiters: >7; null if no transit or imaging measurement available 2.87998299 25.4%
pl_bmasse float64 Best-available planet mass in Earth masses; actual mass if inclination is known, otherwise M sin(i) from radial velocity; rocky: <10, Neptune-class: 10-50, Jupiter: ~318; null for transit-only detections without RV follow-up 9.1 50.7%
pl_eqt float64 Planet equilibrium temperature in Kelvin assuming zero albedo; Earth's T_eq ~ 255 K; habitable zone range ~ 200-300 K; null if stellar temperature or semi-major axis is unavailable 688.0 72.6%
pl_orbsmax float64 Orbital semi-major axis in AU; sets stellar irradiation flux and equilibrium temperature; null for planets with only transit period and no stellar mass estimate 0.05921 38.4%
pl_orbeccen float64 Orbital eccentricity (0 = circular, <1 = elliptical); most short-period planets are tidally circularized (e ~ 0); null for planets discovered by transit alone without RV characterization 0.061 57.9%
st_teff float64 Host star effective temperature in Kelvin; M dwarfs: 2500-4000 K, K dwarfs: 4000-5200 K, G dwarfs (Sun-like): 5200-6000 K, F dwarfs: 6000-7500 K 4520.41 11.9%
st_rad float64 Host star radius in solar radii; required to convert observed transit depth into absolute planet radius 0.69375 13.0%
st_mass float64 Host star mass in solar masses; used with orbital period to compute semi-major axis via Kepler's third law 0.724 13.9%
sy_dist float64 System distance in parsecs from Earth; derived from Gaia parallax when available; needed to assess planet detectability and calculate absolute stellar luminosity 111.047 2.0%
sy_vmag float64 Host star apparent V-band (optical) magnitude; brighter stars (lower values) are better targets for atmospheric characterization and RV follow-up 12.437 4.9%
ra float64 Right ascension in decimal degrees (ICRS J2000.0); range 0-360 57.5160311 0.0%
dec float64 Declination in decimal degrees (ICRS J2000.0); range -90 to +90 -31.0940247 0.0%
rowupdate str ISO date of the most recent parameter update in the NASA Exoplanet Archive for this row 2026-04-23 0.0%

Quick stats

  • 6,319 confirmed exoplanets
  • Most recent discovery: TOI-4662 b (2026)

By discovery method

Method Count
Transit 4,662
Radial Velocity 1,195
Microlensing 281
Imaging 98
Transit Timing Variations 40
Eclipse Timing Variations 17
Orbital Brightness Modulation 9
Pulsar Timing 8

Recent discoveries by year

Year Count
2026 231
2025 245
2024 260
2023 323
2022 367
2021 564
2020 234
2019 195
2018 308
2017 152

Usage

from datasets import load_dataset

ds = load_dataset("juliensimon/nasa-exoplanets", split="train")
df = ds.to_pandas()
from datasets import load_dataset

ds = load_dataset("juliensimon/nasa-exoplanets", split="train")
df = ds.to_pandas()

# Earth-like candidates: rocky, in habitable zone
habitable = df[
    (df["pl_rade"] < 1.6) &
    (df["pl_eqt"] > 200) & (df["pl_eqt"] < 310)
]
print(f"{len(habitable)} potentially habitable planets")

# Transit vs radial velocity discoveries over time
transit = df[df["discoverymethod"] == "Transit"]
rv = df[df["discoverymethod"] == "Radial Velocity"]

# Planets by discovery facility
top_facilities = df["disc_facility"].value_counts().head(10)

Data source

https://exoplanetarchive.ipac.caltech.edu/

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About the author

Created by Julien Simon — AI Operating Partner at Fortino Capital. Part of the Space Datasets collection.

Citation

@dataset{nasa_exoplanets,
  title = {NASA Exoplanet Archive},
  author = {juliensimon},
  year = {2026},
  url = {https://huggingface.co/datasets/juliensimon/nasa-exoplanets},
  publisher = {Hugging Face}
}

License

CC-BY-4.0

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