cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11110373
title: CHiMP Detector Datasets: Images of Sitting Drop Protein Crystallisation Experiments with Associated Image Masks of Drops and Crystals

description: The CHiMP Detector Datasets consist of images of protein crystallisation experiments along with corresponding zipped NumPy archive files (.npz). All images have had their histograms adjusted using the Contrast Limited Adaptive Histogram Equalization ((CLAHE) algorithm using the OpenCV library with grid size of 12 and are in JPEG format. The .npz files contain class labels and instance segmentation masks for both the experimental droplets and any crystals that an expert annotator has deemed to be interesting/mountable. To class labels and masks can be loaded in the following way:

import numpy as np
# load in the mask and class label list from .npz file located at mask_path
mask_file = np.load(mask_path)
masks = list(mask_file["masks"].astype(int))
class_labels = list(mask_file["class_labels"])

There are two datasets within this archive:



The VMXi CHiMP Detector Dataset. This consists of 237 images of resolution 1688 × 1352 pixels with corresponding masks. These images were collected on a Rock Imager 1000 (Formulatrix, USA) automated microplate imager at the VMXi experimental facility at Diamond Light Source, UK. These images and masks were used to train the VMXi CHiMP (Crystal Hits in My Plate) Detector network that performs object detection and instance segmentation of crystals in experimental micrographs using a Mask-R-CNN architecture. The files "vmxi_detector_training.csv" and "vmxi_detector_validation.csv" provide the filenames of the members of the training and validation sets respectively.

The XChem CHiMP Detector Dataset. This consists of 350 images of resolution 1024 × 1224 pixels with corresponding masks. These images were collected on a Rock Imager 1000 (Formulatrix, USA) automated microplate imager at the Crystallisation Facility@Harwell, located in the Research Complex at Harwell (RCaH). In addition to the images in the VMXi CHiMP Detector, these images were used to train the XChem CHiMP (Crystal Hits in My Plate) Detector network that performs object detection and instance segmentation of masks and crystals in experimental micrographs using a Mask-R-CNN architecture. The files "xchem_detector_training.csv" and "xchem_detector_validation.csv" provide the filenames of the members of the training and validation sets respectively.
DOI: 10.25549/examiner-c44-24438
title: Sorority Row...University of Southern California Homecoming...University of Southern California Homecoming Queen, 1951

description: 8 images. Sorority Row...University of Southern California Homecoming...University of Southern California Homecoming Queen, 7 November 1951. Patricia M. "Pat" Johnson -- 20 years (Homecoming Queen); Carolyn B. Schiller -- 20 years (Attendant); Joan E. Winter -- 21 years (Attendant); Charlotte E. Bell -- 20 years (Attendant); Beverly J. Badham -- 20 years (Attendant); Sorority girls put final touches to Gamma Phi Beta's house "Trojans Toast While Injuns Roast"; Pat Hutchins; Joe Greenway (put final touches on Alpha Chi Omega's of Howard Jones and Coach Jess Hill); Betty Lincoln; Gayle Schlanger (Alpha Epsilon Phi's "Relive the Story of Fame and Glory"); Ann Sutherland; Judy Johnston (Kappa Alpha Theta's 1951 Rose Bowl).; Caption slip reads: "Photographer: Mercurio. Date: Nov. 7. Reporter:Stewart. Assignment: Sorority Row, USC Homecoming. 110: Sorority girls put final touches to Gamma Phi Beta's 'Trojans Toast While Injuns Roast.' 111: Pat Hutchins and Joe Greenway put final touches on Alpha Chi Omega's of Howard Jones and Coach Jess Hill. 15: Betty Lincoln and Gayle Schlanger hold reigns for Alpha Epsilon Phi's 'Relive The Story of Flame and Glory.' 16: Ann Sutherland and Judy Johnston put final touches on Kappa Alpha Theta's 1951 Rose Bowl. 29/30: Patricia M. 'Pat' Johnson, 20. 21/22: L-R - Attendants; Carolyn B. Schiller, 20; Joan E. Winter, 21; 'Queen' Patricia M. 'Pat' Johnson, 20. Attendants: Charlotte E. Bell, 20 and Beverly J. Badham, 20".
DOI: 10.25549/examiner-c44-62948
title: Golf - Los Angeles Open, 1958

description: 17 images. Golf - Los Angeles Open, 3 January 1958. Eric Monti; Shelley Mayfield; Dow Finsterwald; Ed Furgol; Dick Mayer; George Bayer; Tom Bolt; Billy Casper; Julius Boros; Lloyd Mangrum; Frank Stranahan; Howard Smith; Stan Dudas; Smiley Quick. Sports.; Caption slip reads: "Photographer: Jensen. Date: 1958-01-03. Assignment: Los Angeles Open. J64: Tom Bolt - 3rd shot to #1 out of rough. J65: Billy Casper tees off #1 tee; Ken Venturi in back. J62: Howard Smith shoots over stand 15 from pier on #18. J63: Stan Dudas misses birdie to the back #18. 80-81-82: Smiley Quick 67. J102: Eric Monti against fence #9 (uses back of club). J103: Shelly Mayfield out of trap to 9. J104: Dow Finsterwald 8 #13. 105: Ed Furgol #1 trap. 78: Dick Mayer to #1 green. 79: Dick Mayer misses 5 foot put #1 & takes a 5 (George Bayer on left)".; Other caption slip reads: "Photographer: Monteverde. Date: 1958-01-03. Assignment: Los Angeles Open. 1a: Julius Boros in rough on 11th fairway. 2: Lloyd Mangrum in rought on 11th fairway - cost him possible bird. 3: Lloyd Mangrum on 12th in rough to right of green bogie. 4: F. Stranahan chips 60 feet to land within 1 foot from pin on 17th. Sinks it for par - 3 under par at 17th. 5a: Ed Furgol on 1st fairway. 6a: Dick Mayer on 1st fairway".
DOI: 10.25549/examiner-c44-63256
title: Football - Rams quarterback quits - Governors Trophy, 1958

description: 2 images. Football - Rams quarterback quits - Governors Trophy, 2 January 1958. Norm Van Brocklin; Pete Rozelle. (Sleeve reads: SP 12284).; Caption slip reads: "Photographer: Snow. Date: 01-02. Assignment: Van Brocklin quits. L to R: Pete Rozelle, general manager of Rams; Norm Van Brocklin with Governor's Trophy".
DOI: 10.25549/examiner-c44-63100
title: Fire at Solnit Shoe company at 817 South Los Angeles Street, 1958

description: 14 images. Fire at Solnit Shoe company at 817 South Los Angeles Street, 22 January 1958. Sam Sale (President of the company); Abe Scharlin (Secretary of the company); general views.; Caption card reads: "Photographer: Paegel. Date: 1958-01-22. Reporter: Tarpley. Assignment: Shoe fire 817 South Los Angeles street. Various shots. 24-39 L to R: Side shot of Sam Sale, president of Solnit Shoe company, talking to reporters. On right, Abe Sharlin, company secretary".
DOI: 10.25549/examiner-c44-63101
title: Fire at Solnit Shoe company at 817 South Los Angeles Street, 1958

description: 14 images. Fire at Solnit Shoe company at 817 South Los Angeles Street, 22 January 1958. Sam Sale (President of the company); Abe Scharlin (Secretary of the company); general views.; Caption card reads: "Photographer: Paegel. Date: 1958-01-22. Reporter: Tarpley. Assignment: Shoe fire 817 South Los Angeles street. Various shots. 24-39 L to R: Side shot of Sam Sale, president of Solnit Shoe company, talking to reporters. On right, Abe Sharlin, company secretary".
DOI: 10.25549/examiner-c44-67207
title: Junior League at races, 1958

description: 2 images. Junior League at races, 23 May 1958. Mrs. John Wilson; Mrs. Lester Hubbard; Mr. and Mrs. W.M. Taylor, Junior. (Sleeve reads: S-12363).; Caption slip reads: "Photographer: Wilson. Date: 05-23 Reporter: 'Soc.'. Assignment: Jr. League at Races. 103/104: Mrs. John H. Wilson; Mrs. Lester Hibbard [sic]; Mr. & Mrs. Woodward Miller Taylor, Jr. (Daily). Printed [witten in pencil]".
DOI: 10.25549/examiner-c44-63027
title: Golf - Los Angeles Open, 1958

description: 25 images. Golf - Los Angeles Open, 6 January 1958. Bo Winninger; Al Balding; Frank Stranahan; Bill Casper; Gay Brewer; Bob McCallister; Edsel Curry; Barbara Lang; Ann Stranahan; Dutch Harrison. Sports.; Caption slip reads: "Photographer: Monteverde. Date: 1958-01-06. Assignment: L A Open. Note: Jensen's magazine. x2: Bo Winninger chips to 9th green (gets birdie). x3: Al Balding in sand at 9th green. x4: Frank Stranahan hits 70 ft chip into 18th, lands 1 foot to right of pin birdie for 4 under par. x5: Hanging gallery (men hang on to fence like monkey at 9th). 6: Jacobs chips up on 11 from under tree limb. 7: Brewer chips up to 11th after over shooting green. 8: Dutch Harrison chips on 12th. 9: Tommy Jacobs misses 20 foot putt by inches on 12 for ... 10/11: Gallery on 13th. L to R: Edsel Curry, Pres. of Jr. C of C; Barbara Lang, Queen; Ann Stranahan, wife of Frank; & Frank Stranahan. Also same as above without Barbara Lang. Also Frank Stranahan (on right) being presented check by Edsel Curry of Jr. C of C. Also 3 golfers, L to R: Gay Brewer; Dutch Harrison; Frank Stranahan".; Other caption slip reads: "Photographer: Jensen. Assignment: L A Open. J17: Bo Winninger chip #9. J18: Bill Casper out of trap #9. J19: Al Balding out of trap #9. J20: Frank Stranahan out from fence #9. J21: Gay Brewer Jr. against fence #9. J22: Frank Stranahan shoots under tree to #13... J23: Bill Casper out of trap #13. J24: Gay Brewer out of trap #13. 25/26: Bob McCallister, Amateur winner".
DOI: 10.15468/dl.h84bv7
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Machine Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Odontophorus hyperythrus Gould, 1858"
 ]
}

 The dataset includes 150 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018414-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc9n1y
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus insipida Willd.",
 "Geometry POLYGON((-106.99 19.57,-106.99 21.62,-103.55 21.62,-103.55 19.57,-106.99 19.57))"
 ]
}

 The dataset includes 37 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020760-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qegp6w
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Valeriana edulis Torr. & A.Gray",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 215 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023911-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9yfck
title: Occurrence Download

description: A dataset containing 6077 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vascular plant specimens of Iida City Museum"
 ]
}

 The dataset includes 6077 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005729-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lkkmex
title: Occurrence Download

description: A dataset containing 898483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is National Herbarium of Victoria (MEL) AVH data",
 "InstitutionCode is mel"
 ]
}

 The dataset includes 898483 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020760-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kxyt9y
title: Occurrence Download

description: A dataset containing 1478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.96223 48.3939,-4.93596 48.3939,-4.93596 48.40792,-4.96223 48.40792,-4.96223 48.3939))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1478 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014049-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwdp1h
title: Occurrence Download

description: A dataset containing 337 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diaemus youngi (Jentink, 1893)"
 ]
}

 The dataset includes 337 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001938-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3tmvr
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fraxinus uhdei (Wenz.) Lingelsh.",
 "Geometry POLYGON((-106.53 19.45,-106.53 21.50,-103.09 21.50,-103.09 19.45,-106.53 19.45))"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020762-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j95reh
title: Occurrence Download

description: A dataset containing 19062 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cuora amboinensis (Daudin, 1801), Cuora amboinensis Gray, 1856, Cuora amboinensis Okada, 1891, Emys orbicularis (Linnaeus, 1758), Graptemys pseudogeographica (Gray, 1831), Lissemys punctata (Bonnaterre, 1789), Lissemys punctata (Lacépède, 1788), Myuchelys latisternum (Gray, 1867), Pelodiscus sinensis Wiegmann, 1835)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19062 records from 237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009068-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3hauu
title: Occurrence Download

description: A dataset listing the 891 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is ZUEC-AMP - Coleção de Anfíbios do Museu de Zoologia da UNICAMP"
 ]
}

 The dataset's 891 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014004-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4exvj
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Moringa oleifera Lam.",
 "Geometry POLYGON((-109.09 17.06,-109.09 25.22,-95.32 25.22,-95.32 17.06,-109.09 17.06))"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020768-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32y3p2
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tamarix meyeri Boiss.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055058-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rd7yr5
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phelsuma dubia (Boettger, 1881))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 298 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055059-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2g3vo
title: Occurrence Download

description: A dataset containing 1932 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-97.64648 16.46769,-56.33789 16.46769,-56.33789 32.24997,-97.64648 32.24997,-97.64648 16.46769))",
 "HasCoordinate is true",
 "TaxonKey is Elasmobranchii",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1932 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000530-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6awphn
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichocline dealbata (Hook. & Arn.) Benth. & Hook.fil. ex Hieron."
 ]
}

 The dataset includes 66 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020768-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3cv64
title: Occurrence Download

description: A dataset containing 1190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Talpa occidentalis Cabrera, 1907"
 ]
}

 The dataset includes 1190 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022765-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c962ns
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is fmnh",
 "TaxonKey is Crocidura dolichura Peters, 1876"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014044-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhrha5
title: Occurrence Download

description: A dataset containing 893644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Country is Norway",
 "InstitutionCode is one of (ntnu-vm, NTNU-VM, trh, TRH)",
 "Geometry POLYGON((8.102385 62.255654, 14.327401 62.255654, 14.327401 65.471311, 8.102385 65.471311, 8.102385 62.255654))"
 ]
}

 The dataset includes 893644 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018447-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kx1ivy
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myrtus communis L.",
 "Geometry POLYGON((-127.05 5.75,-127.05 37.75,-71.94 37.75,-71.94 5.75,-127.05 5.75))"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020769-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpkht4
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pandea rubra Bigelow, 1913"
 ]
}

 The dataset includes 127 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000530-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yynljx
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "TaxonKey is Arenaria retusa Boiss.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 347 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004025-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7des2
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triptilion capillatum (D.Don) Hook. & Arn."
 ]
}

 The dataset includes 52 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020769-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9g3qag
title: Occurrence Download

description: A dataset containing 2162384 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Recorded date invalid",
 "Issue is Occurrence status inferred from individual count"
 ]
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2162384 records from 682 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014000-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.giwdtl
title: Occurrence Download

description: A dataset listing the 14601 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Desert Botanical Garden Herbarium"
 ]
}

 The dataset's 14601 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005737-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ofeyao
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "Country is Spain",
 "Geometry POLYGON((-19.46777 25.77615,-10.94238 25.77615,-10.94238 30.27425,-19.46777 30.27425,-19.46777 25.77615))",
 "TaxonKey is Aves",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 7 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020772-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a4c5sv
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tylosema esculentum (Burch.) A.Schreib."
 ]
}

 The dataset includes 258 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006316-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.