cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17161837
title: K2-18b-Like Mini-Neptune around Sun Grids

description: This database provides the grids used during my summer 2025 internship at NASA Ames, and are used in many of the jupyter notebook files provided in the attached github link that summarize the project.

The project focused on differentiating mini-Neptune and terrestrial (namely, Modern and Archean Earth) reflected spectras in anticipation for new exoplanet initial detections with Habitable Worlds Observatory. This was done by creating grids of mini-Neptune structures that were K2-18b like around Sun-like stars, ranging over the following parameters:

Total Flux:

0.1 - 2.0 x Solar

Planet Metallicity:

3 - 100 x Solar

Internal Temperature (Tint):

20 - 200 K

Eddy Diffusion Coefficient (Kzz):

10^5  - 10^9  cm^2/s

Phase: relative to the observer and location in orbit, this describes how much of the face of the planet we are able to see, with planet/star flux decreasing as phase increases. 

~ 0 - 170°

The PICASO_climate_fv.h5 grid utilizes the open source code, PICASO, that can calculate a temperature-pressure profile of these mini-Neptunes that assumes energy conservation at every atmospheric layer (and chemical equilibrium). This includes a sample of 160 different mini-Neptunes.

The Photochem_1D_fv.h5 grid utilizes the open source code, Photochem, a 1D photochemical model open source code that calculates molecular abundances that have reached a steady state after accounting for temperature-pressure gradients, UV photolysis, and vertical mixing. This includes a sample of 480 different mini-Neptunes.

The ReflectedSpectra_fv.h5 grid utilizes the reflected spectra calculations done in PICASO to provide a sample of 8640 different mini-Neptunes.

The following links are to PICASO & Photochem githubs:

https://github.com/natashabatalha/picaso.git

https://github.com/Nicholaswogan/photochem.git
DOI: 10.15468/dl.t5n26t
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chionopsis gnidia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 35 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019680-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqx4f6
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenchrus polystachios",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019681-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/26690
title: Chandra X-ray Observatory ObsId 26690

description: LOCALIZING AND CLASSIFYING UNIDENTIFIED HIGH-ENERGY X-RAY SOURCES DISCOVERED BY INTEGRAL
DOI: 10.15468/dl.kyjze6
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plataplochilus chalcopyrus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019682-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9er62g
title: Occurrence Download

description: A dataset containing 1227042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Heracleum sphondylium, Levisticum officinale, Oenanthe javanica, Petroselinum crispum, Torilis arvensis, Aralia elata, Eleutherococcus sieboldianus, Hedera canariensis, Kalopanax septemlobus, Pittosporum pentandrum, Ilex cornuta, Ilex crenata, Achillea filipendulina, Carduus crispus, Centaurea cyanus, Centaurea debeauxii, Centaurea macrocephala, Centaurea nigrescens, Centaurea psammogena, Centaurea scabiosa)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 1227042 records from 3144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019660-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iefv8e
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Kuwait",
 "Country is Saudi Arabia"
 ]
 },
 "TaxonKey is Centropodia forsskalii (Vahl) Cope"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011219-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4x8ec2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium integerrimum Boriss."
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003123-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmt4rd
title: Occurrence Download

description: A dataset containing 1867783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sitta carolinensis Latham, 1790",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 1867783 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011220-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tyhaov
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bivalvia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040865-180508205500799/datasets/export for details.
DOI: 10.15468/dl.9yweuw
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aglaia stellatopilosa Pannell"
 ]
}

 The dataset includes 112 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021383-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwp3qn
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Claoxylon ellipticum Merr."
 ]
}

 The dataset includes 32 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003122-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsjxyy
title: Occurrence Download

description: A dataset containing 409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "Country is Colombia",
 "Geometry POLYGON((-75.882568 5.853742,-75.882568 5.367194,-75.399169 5.367194,-75.399169 5.853742,-75.882568 5.853742))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 409 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011220-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hjjhx
title: Occurrence Download

description: A dataset containing 423 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea panthaica Prain & Burkill"
 ]
}

 The dataset includes 423 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021951-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tkun7
title: Occurrence Download

description: A dataset containing 7338 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea alata L."
 ]
}

 The dataset includes 7338 records from 252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003175-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ennxp
title: Occurrence Download

description: A dataset containing 1500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eragrostis ferruginea (Thunb.) P.Beauv.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 1500 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011142-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdeiuy
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mostacillastrum ventanense (Boelcke) Al-Shehbaz",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011220-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2f32d
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Claoxylon decaryanum Leandri"
 ]
}

 The dataset includes 37 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003099-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gcued
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer gracilifolium W.P.Fang & C.C.Fu"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011124-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.neorzm
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cymatium femorale (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 103 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011221-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.run7v7
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Claoxylon erythrophyllum Miq."
 ]
}

 The dataset includes 56 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003130-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39hfaq
title: Occurrence Download

description: A dataset containing 4655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetodipus baileyi (Merriam, 1894)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4655 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011221-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2bm9j
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer erythranthum Gagnep."
 ]
}

 The dataset includes 21 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011114-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfb3fv
title: Occurrence Download

description: A dataset containing 4019 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Lamprotornis regius (Reichenow, 1879)"
 ]
}

 The dataset includes 4019 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003182-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxj2dw
title: Occurrence Download

description: A dataset containing 1083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchospora colorata (L.) H.Pfeiff.",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1083 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011221-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjh586
title: Occurrence Download

description: A dataset containing 3076 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Standardized Bumblebee (Bombus) Surveys in Vermont"
 ]
}

 The dataset includes 3076 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011134-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q89wcr
title: Occurrence Download

description: A dataset containing 8181 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Leptocoma sericea (Lesson, 1827)"
 ]
}

 The dataset includes 8181 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003297-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.858vg8
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Claoxylon euphorbioides (Elmer) Merr."
 ]
}

 The dataset includes 30 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003140-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfdcbj
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eomysticetidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021294-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1iegqk
title: Occurrence Download

description: A dataset containing 4655 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetodipus baileyi (Merriam, 1894)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4655 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011222-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7y9pc
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aglaia rufinervis (Blume) Bentv."
 ]
}

 The dataset includes 133 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021304-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f78ddx
title: Occurrence Download

description: A dataset containing 863 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ensete ventricosum (Welw.) Cheesman"
 ]
}

 The dataset includes 863 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003311-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzy10e
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neuontobotrys mendocina (Romanczuk) Al-Shehbaz",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011223-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xz484
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetradoxa omeiensis (H.Hara) C.Y.Wu"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021315-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xsn6xx
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Dendrophidion brunneum (Günther, 1858)"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003093-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xn53w9
title: Occurrence Download

description: A dataset containing 3373082 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 3373082 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011223-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmexpt
title: Occurrence Download

description: A dataset containing 2310 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Crithagra leucoptera Sharpe, 1871"
 ]
}

 The dataset includes 2310 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003097-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdjhwh
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetrastigma lanyuense Chang"
 ]
}

 The dataset includes 72 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021328-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pajtb
title: Occurrence Download

description: A dataset containing 703 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia diversifolia (Vahl) Urb.",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 703 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011224-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.csnhhk
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Ranoidea lorica (Davies & McDonald, 1979)"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003096-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ej3g4a
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Austrogramme boerlageana (Alderw.) Hennipman"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038808-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ltwwnd
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neuontobotrys robusta (Chodat & Wilczek) Al-Shehbaz",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011224-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.