cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ua567e
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium australius (Beeby) Pugsley"
 ]
}

 The dataset includes 73 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023356-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xrjmm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 57254bd0-8256-11d8-b7ed-b8a03c50a862",
 "RecordedBy is FAULKNER"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160914-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htmlp6
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Locality is shennongjia",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019520-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82yf4n
title: Occurrence Download

description: A dataset containing 4782 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cenchrus longisetus M.C.Johnst."
 ]
}

 The dataset includes 4782 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084901-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xrwua
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cercosaura eigenmanni (Griffin, 1917)"
 ]
}

 The dataset includes 297 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186480-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzeohw
title: Occurrence Download

description: A dataset containing 1594 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreobolus obtusangulus Gaudich."
 ]
}

 The dataset includes 1594 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019520-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kphv8w
title: Occurrence Download

description: A dataset containing 689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Geometry POLYGON((-165.35307 72.9556,-162.28609 51.95855,-161.02784 15.15473,-79.08428 6.18969,-74.60177 13.42463,-60.76102 19.47997,-49.98725 55.49738,-74.99497 87.11092,-165.35307 72.9556))",
 "OccurrenceStatus is Present",
 "TaxonKey is Taenia Linnaeus, 1758",
 "Year 1943-2024"
 ]
}

 The dataset includes 689 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084873-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rw83u
title: Occurrence Download

description: A dataset containing 9863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Melanoplus differentialis (Thomas, 1865)"
 ]
}

 The dataset includes 9863 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204965-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwkl6g
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypsiboas palaestes (Duellman, De la Riva & Wild, 1997)"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019521-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyjd5s
title: Occurrence Download

description: A dataset containing 1079 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 Elaphe taeniura (Cope, 1861)"
 ]
}

 The dataset includes 1079 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084902-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmasep
title: Occurrence Download

description: A dataset containing 4313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coffea arabica L."
 ]
}

 The dataset includes 4313 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0191379-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcbrbi
title: Occurrence Download

description: A dataset containing 2593 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Sagina subulata (Sw.) C.Presl"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2593 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019521-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43bafc
title: Occurrence Download

description: A dataset containing 1973 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Chinese Taipei",
 "Country is Hong Kong"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Taxus L."
 ]
}

 The dataset includes 1973 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173810-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkdg7g
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chassalia bracteata Ridl."
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084881-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.klkecb
title: Occurrence Download

description: A dataset containing 554 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthurium harrisii (Graham) G.Don"
 ]
}

 The dataset includes 554 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019526-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gr84vh
title: Occurrence Download

description: A dataset containing 14924 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anopheles quadrimaculatus Say, 1824"
 ]
}

 The dataset includes 14924 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149305-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhqt8v
title: Occurrence Download

description: A dataset containing 169 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 Loxopholis guianense (Ruibal, 1952)"
 ]
}

 The dataset includes 169 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084885-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rptzl3
title: Occurrence Download

description: A dataset containing 61636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-17.92969 38.27269,-18.63281 2.1089,1.05469 -4.91583,6.67969 -44.08759,43.94531 -43.58039,60.11719 7.01367,40.95703 19.97335,35.75887 37.19126,8.61328 40.71396,-17.92969 38.27269))",
 "TaxonKey is Locustellidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 61636 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019521-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hr544q
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Geometry POLYGON((-65.83008 -60.19616,-16.34766 -60.67318,-15.11719 -42.81152,-13.71094 -12.89749,-31.28906 10.83331,-43.24219 24.84657,-38.32031 36.87962,-25.83984 65.58572,-36.38672 67.54217,-47.63672 67.54217,-68.68652 67.25506,-69.16992 65.54937,-77.21191 64.68032,-78.00293 63.33241,-77.3877 62.20651,-72.68555 59.04055,-70.13672 53.85253,-76.24512 48.95137,-78.83789 41.83683,-82.44141 37.30028,-95.80078 33.57801,-101.77734 27.21556,-98.10791 18.16673,-94.81201 17.28771,-90.06592 14.96601,-87.60498 15.00846,-85.18799 13.94473,-84.35303 10.2933,-82.33154 8.68964,-81.10107 8.47237,-80.52979 8.6462,-79.29932 9.25394,-78.46436 8.9936,-77.03613 7.4932,-69.60937 2.1089,-50.97656 -14.26438,-68.99414 -40.5138,-72.1582 -51.01375,-68.4668 -54.41893,-65.83008 -60.19616))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Stegnobrisinga splendens H.L.Clark, 1926"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189113-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sup48e
title: Occurrence Download

description: A dataset containing 345 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 Sauromalus hispidus Stejneger, 1891"
 ]
}

 The dataset includes 345 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084921-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dtdyd
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "TaxonKey is Leopardus tigrinus (Schreber, 1775)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 100 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019522-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmgdwr
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Geometry POLYGON((-65.83008 -60.19616,-16.34766 -60.67318,-15.11719 -42.81152,-13.71094 -12.89749,-31.28906 10.83331,-43.24219 24.84657,-38.32031 36.87962,-25.83984 65.58572,-36.38672 67.54217,-47.63672 67.54217,-68.68652 67.25506,-69.16992 65.54937,-77.21191 64.68032,-78.00293 63.33241,-77.3877 62.20651,-72.68555 59.04055,-70.13672 53.85253,-76.24512 48.95137,-78.83789 41.83683,-82.44141 37.30028,-95.80078 33.57801,-101.77734 27.21556,-98.10791 18.16673,-94.81201 17.28771,-90.06592 14.96601,-87.60498 15.00846,-85.18799 13.94473,-84.35303 10.2933,-82.33154 8.68964,-81.10107 8.47237,-80.52979 8.6462,-79.29932 9.25394,-78.46436 8.9936,-77.03613 7.4932,-69.60937 2.1089,-50.97656 -14.26438,-68.99414 -40.5138,-72.1582 -51.01375,-68.4668 -54.41893,-65.83008 -60.19616))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Freyella elegans (Verrill, 1884)"
 ]
}

 The dataset includes 85 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189115-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sv3njn
title: Occurrence Download

description: A dataset containing 658 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 Hoplocephalus stephensii Krefft, 1869"
 ]
}

 The dataset includes 658 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084914-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zetn5m
title: Occurrence Download

description: A dataset containing 31316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-15.29297 35.46067,-27.77344 7.01367,-1.05469 -2.1089,17.22656 -40.9799,51.50391 -33.72434,58.53516 13.9234,44.47266 14.26438,47.63672 24.20689,21.97266 41.77131,-15.29297 35.46067))",
 "TaxonKey is Cettiidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31316 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019522-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9gw5z
title: Occurrence Download

description: A dataset containing 1155020 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Sweden",
 "Country is Denmark",
 "Country is Finland"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2020-2021"
 ]
}

 The dataset includes 1155020 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189836-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ka8e3e
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Mimosa diplotricha C.Wright"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084892-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzh4jt
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aechmea itapoana W.Till & Morowetz"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140605-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjrolm
title: Occurrence Download

description: A dataset containing 4601 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptomeria D.Don"
 ]
}

 The dataset includes 4601 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019523-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8uyb4
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-78.98758 -5.00427,-77.71042 -4.99741,-77.75162 -2.95807,-78.06747 -3.27393,-78.15674 -3.36319,-78.1224 -3.45245,-78.1842 -3.56232,-78.25973 -3.54858,-78.28033 -3.42499,-78.3284 -3.52112,-78.35586 -3.71338,-78.44513 -3.96057,-78.54813 -4.0567,-78.54813 -4.28329,-78.59619 -4.48242,-78.66485 -4.66782,-78.82965 -4.71588,-78.87771 -4.86008,-78.98758 -5.00427))",
 "TaxonKey is Auchenipteridae"
 ]
}

 The dataset includes 59 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024339-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jt53nz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papilio esperanza Beutelspacher, 1975"
 ]
}

 The dataset includes 26 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0367068-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qszn4n
title: Occurrence Download

description: A dataset containing 1445 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triodia schinzii (Henrard) Lazarides"
 ]
}

 The dataset includes 1445 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021897-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtyh7j
title: Occurrence Download

description: A dataset containing 871317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium arvense (L.) Scop.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 871317 records from 1992 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013851-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh2d8d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Enteromius toppini (Boulenger, 1916)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023477-250525065834625/datasets/export for details.
DOI: 10.15468/dl.mqz7ay
title: Occurrence Download

description: A dataset containing 769 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melalgus Dejean, 1833"
 ]
}

 The dataset includes 769 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023478-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14216840
title: Data for The Roman View of Strong Gravitational Lenses

description: Abstract

Images of galaxy-galaxy strong gravitational lenses can constrain dark matter models and the Lambda Cold Dark Matter cosmological paradigm on sub-galactic scales. Currently, there is a dearth of images of these rare systems with high signal-to-noise and angular resolution. The Nancy Grace Roman Space Telescope (hereafter, Roman), scheduled for launch in late 2026, will play a transformative role in strong lensing science with the planned wide-field surveys. With its remarkable 0.281 square degree field of view and diffraction-limited angular resolution of 0.11 arcsec, Roman is uniquely suited to characterizing dark matter substructure from a robust population of strong lenses. We present a yield simulation of detectable strong lenses in Roman's planned High Latitude Wide Area Survey (HLWAS). We simulate a population of galaxy-galaxy strong lenses across cosmic time with Cold Dark Matter subhalo populations, select those detectable in the HLWAS, and generate simulated images accounting for realistic Wide Field Instrument detector effects. We predict around 93,000 detectable strong lenses in the HLWAS, of which about 500 will have sufficient signal-to-noise to be amenable to detailed substructure characterization. We investigate the effect of the variation of the point-spread function across Roman's field of view on detecting the suppression of the subhalo mass function at low masses and individual subhalos. Our simulation products are available to support strong lens science with Roman, such as training neural networks and validating dark matter substructure analysis pipelines.

Description

The .h5 file contains the simulated exposures for each filter of the design reference mission HLWAS (F106, F129, F158, and F184), PSFs for 25 positions on each of the 18 WFI detectors for each of the four filters, and signal-to-noise ratio maps. The metadata include parameters of the detectable strong lenses (e.g., Einstein radius, AB magnitudes, redshifts, etc.) and detector configuration (e.g., SCA number and pixel position, exposure time, etc.). This notebook describes the dataset's structure and provides examples for working with it.

The .tar.gz file contains the subhalo populations (called "realizations" in pyHalo). This notebook contains code blocks to untar the .tar.gz file, deserialize the .pkl files, and work with the subhalo realizations using pyHalo. For example, one can retrieve the properties of each subhalo (e.g., position, mass, concentration, etc.) or plot the subhalo mass function.