cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14179312
title: Supplementary material for "Stellar flare morphology with TESS across the main sequence"

description: Online material for the paper titled "Stellar flare morphology with TESS across the main sequence". The dataset includes the manually flagged TESS light curves used to train the flatwrm2 flare detection algorithm (https://github.com/vidakris/flatwrm2), the final manually vetted flare catalog, the extracted flare profiles, and Jupyter notebooks demonstrating how the data can be used.

Files



flatwrm2_training_set.tar.gz: TESS 2-min cadence light curves used to train flatwrm2 for flare detection. All files contain three columns, time in TBJD, PDCSAP flux, and a 1/0 flag for flare/not flare. Files are sorted into three directories:



active_stars: Selected active stars up to sector 40 for the original training set of flatwrm2, 208 light curves.

random_sample: Random stars up to sector 40 for the original training set of flatwrm2, 8000 light curves. Only a small fraction of them is flaring.

new_selection: New selection of stars up to sector 69, 4631 light curves. It includes flaring and non-flaring stars, and also known astrophysical false positives (e.g., RR Lyrae stars). See Sect. 2.2 of the paper for details.



Table2_flaring_star_catalog.csv: Catalog of flaring stars (Table 2 in the paper)

Table3_flare_catalog.csv: TESS flare catalog, including only the correctly extracted flares, with the same length as TESS_flare_shapes.dat (Table 3 in the paper)

Table3_flare_catalog_not_extracted.csv: Continuation of the TESS flare catalog, including only the incorrectly extracted flares (Table 3 in the paper). As most calculated parameters are probably erroneous, only the flare peak times are reported.

TESS_flare_shapes.dat: Scaled and interpolated TESS flare shapes, one flare profile for each entry in Table3_flare_catalog.csv

TESS_original_flare_shapes_time.dat: Times for the scaled, but not interpolated flares

TESS_original_flare_shapes_flux.dat: Fluxes for the scaled, but not interpolated flares

Table6_solar_flare_catalog.csv: Solar flare parameters from SDO/EVE (Table 6 in the paper). Note: the SDO/EVE data products have a version number in the URL. We used version 7 for the analysis, but it can change after major updates in the SDO data processing pipeline. Please change the URL accordingly, if you have issues accessing the data (e.g., 007 --> 008).

solar_flare_shapes.dat: Scaled and interpolated solar flare profiles from SDO/EVE, one flare profile for each entry in Table6_solar_flare_catalog.csv

01_Loading_data.ipynb: A Jupyter notebook demonstrating how the above datasets can be used

02_Sampling_flare_shapes.ipynb: A Jupyter notebook demonstrating how flare shapes can be sampled (Sect. 4.2 in the paper)

03_Locating_similar_flares.ipynb: A Jupyter notebook demonstrating how flares similar to an input shape can be located in the catalog (Sect. 4.3 in the paper)
DOI: 10.5281/zenodo.14179313
title: Supplementary material for "Stellar flare morphology with TESS across the main sequence"

description: Online material for the paper titled "Stellar flare morphology with TESS across the main sequence". The dataset includes the manually flagged TESS light curves used to train the flatwrm2 flare detection algorithm (https://github.com/vidakris/flatwrm2), the final manually vetted flare catalog, the extracted flare profiles, and Jupyter notebooks demonstrating how the data can be used.

Files



flatwrm2_training_set.tar.gz: TESS 2-min cadence light curves used to train flatwrm2 for flare detection. All files contain three columns, time in TBJD, PDCSAP flux, and a 1/0 flag for flare/not flare. Files are sorted into three directories:



active_stars: Selected active stars up to sector 40 for the original training set of flatwrm2, 208 light curves.

random_sample: Random stars up to sector 40 for the original training set of flatwrm2, 8000 light curves. Only a small fraction of them is flaring.

new_selection: New selection of stars up to sector 69, 4631 light curves. It includes flaring and non-flaring stars, and also known astrophysical false positives (e.g., RR Lyrae stars). See Sect. 2.2 of the paper for details.



Table2_flaring_star_catalog.csv: Catalog of flaring stars (Table 2 in the paper)

Table3_flare_catalog.csv: TESS flare catalog, including only the correctly extracted flares, with the same length as TESS_flare_shapes.dat (Table 3 in the paper)

Table3_flare_catalog_not_extracted.csv: Continuation of the TESS flare catalog, including only the incorrectly extracted flares (Table 3 in the paper). As most calculated parameters are probably erroneous, only the flare peak times are reported.

TESS_flare_shapes.dat: Scaled and interpolated TESS flare shapes, one flare profile for each entry in Table3_flare_catalog.csv

TESS_original_flare_shapes_time.dat: Times for the scaled, but not interpolated flares

TESS_original_flare_shapes_flux.dat: Fluxes for the scaled, but not interpolated flares

Table6_solar_flare_catalog.csv: Solar flare parameters from SDO/EVE (Table 6 in the paper). Note: the SDO/EVE data products have a version number in the URL. We used version 7 for the analysis, but it can change after major updates in the SDO data processing pipeline. Please change the URL accordingly, if you have issues accessing the data (e.g., 007 --> 008).

solar_flare_shapes.dat: Scaled and interpolated solar flare profiles from SDO/EVE, one flare profile for each entry in Table6_solar_flare_catalog.csv

01_Loading_data.ipynb: A Jupyter notebook demonstrating how the above datasets can be used

02_Sampling_flare_shapes.ipynb: A Jupyter notebook demonstrating how flare shapes can be sampled (Sect. 4.2 in the paper)

03_Locating_similar_flares.ipynb: A Jupyter notebook demonstrating how flares similar to an input shape can be located in the catalog (Sect. 4.3 in the paper)
DOI: 10.15468/dl.xsdcqx
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Lynx canadensis Kerr, 1792",
 "Year is 2024"
 ]
}

 The dataset includes 47 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008675-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1128382
title: Data from a Trial Trenching at Land West of Culworth Grounds, Northamptonshire, 2020 (HS2 Phase One)

description: This collection comprises images, CAD files, spreadsheets, and site record data from trial trenching at land west of Culworth Grounds, Northamptonshire, conducted as part of HS2 Phase One. The trial trenching was carried out by Headland Archaeology Ltd between 21 July 2020 and 24 August 2020. A total of 54 trenches were excavated, most of which targeted previously identified geophysical anomalies. Test trenching confirmed the presence of archaeological features in five trenches within three of the six fields. Further investigation of the enclosure identified by the trial trenching evaluation is considered to have some potential to contribute to Specific Objectives. Specifically this could provide more secure dating for the feature, whether by artefact recovery or scientific dating; and could provide more information on the site economy in relation to the exploitation of livestock. This could in turn contribute in future to broader regional studies of settlements of this period and type.
DOI: 10.15468/dl.fj5kq3
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Talbotia Bernardi, 1958"
 ]
}

 The dataset includes 112 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008672-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvnbnx
title: Occurrence Download

description: A dataset containing 468 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laportea alatipes Hook.fil."
 ]
}

 The dataset includes 468 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008673-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u63htv
title: Occurrence Download

description: A dataset containing 9206533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Branta canadensis (Linnaeus, 1758), Branta leucopsis (Bechstein, 1803), Brassica napus L., Capreolus capreolus (Linnaeus, 1758), Carduus nutans L., Centaurea scabiosa L., Chrysoperla carnea (Stephens, 1836), Claytonia perfoliata Donn., Columba livia J.F.Gmelin, 1789, Cornu aspersum (O.F.Müller, 1774), Cydalima perspectalis (Walker, 1859))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON (( -30 25 , 40 25 , 40 78 , -30 78 , -30 25 ))"
 ]
}

 The dataset includes 9206533 records from 7831 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008655-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-113020
title: Citrus--#1 Chinotto oranges, #2 baby limes, California, 1946

description: 2 photographs of Chinotto oranges and baby limes, most likely in California, 1946 January 1.
DOI: 10.15468/dl.f8fe37
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus macrocalyx Hickel & A.Camus"
 ]
}

 The dataset includes 248 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000119-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-37769
title: Buick car with Vogue tires, Southern California, 1933

description: 2 photographs of Buick automobile with Vogue tires, Southern California, 1933. "Subject: Buick car with Vogue tires; Client: Ms. Donald-Dodson, 1317 So[uth] Hope; Original Print Order: 1; Re-Order: 2 #1; Size: 8x10; Finish: gl[ossy] linen; Mount: 8 in[ch]; see Dean; Year: 1933; Job: 7-20-114" -- on envelope front. "Name: Dean; 2 Original Photographs - Size: 8x10; In City: 4.50; Negative Blocking: 2.00" -- on envelope back.
DOI: 10.25549/whit-c170-37760
title: Frank Dillon & Western Union messenger, Southern California, 1933

description: 2 photographs of Frank Dillon and Western Union messenger, Southern California, 1933. "Subject: Frank Dillon & Western Union Messenger; Client: Frank Dillon; Original Print Order: 1 ea[ch]; Size: 8x10; Finish: gl[ossy]; Re-order: 1#2; Job: 7-25-160; Year: 1933" -- on envelope front. "Operator's Report (Name): Dick; 2 Original Photographs-Size: 8x10 interior; Amount: 5.50; Extra Charges: Ed Munger" -- on envelope back.
DOI: 10.15468/dl.t94loh
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Honduras",
 "TaxonKey is Eugenia coyolensis Standl."
 ]
}

 The dataset includes 10 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000119-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-96963
title: Dick Whittington Photography Collection, 1924-1987
DOI: 10.15468/dl.qyv1ox
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is greater than or equal to 1975",
 "HasCoordinate is true",
 "TaxonKey is Propithecus verreauxi Grandidier, 1867",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000119-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-35972
title: Area of fuel oil, Brodie Meter Co., Southern California, 1933

description: 13 photographs of area of fuel oil, Brodie Meter Co., Southern California, 1933. "Subject: Area of Fuel Oil; Agency: The McCarty Co.; Client: Brodie Meter Co.; Original Print Order: 1 ea[ch], 1 #1, 1 #1; Size: contact, 16x20, 5x7; Finish: gl[ossy], file; Year: 1933; Job: 6-4-16" -- on envelope front. "Operator's Report Name: Dick; 1 Original Photographs-At Studio: 16x20; Amount: 20.00; Extra Charges: Phone Ho[ilg]" -- on envelope back.
DOI: 10.25549/whit-c170-101138
title: Yucca Valley, Keys Ranch, San Bernardino County, Calif., 1939

description: 5 photographs of 2 men, one on horseback, San Bernardino County, California, 1939 November. Yucca Valley is bounded on the south by the Joshua Tree National Park, the site of Keys Ranch.
DOI: 10.15468/dl.mfgqgs
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium bornmuelleri Hayek"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000122-150805223722583/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-113224
title: Rose Parade, bands, etc., Admiral Halsey & dignitaries, Pasadena, Calif., 1946

description: 29 photographs of the Rose Parade and crowds, Pasadena, California, 1946 January 1. The signs on the parade floats read "Pasadena Board of City Directors," "1942," "1943," "1944," "1945," "Grand Marshal [Admiral William Halsey, Jr.]" "57th Annual Tournament of Roses," and "President [Charles A. Strutt]" One of the marching bands carries a banner for "Sherman Institute," and the beginning of the "57th Annual Tournament of Roses" is marked by 2 men carrying a banner and followed by 2 Willys Jeeps. a phalanx of which appears to end the parade, as crowds take over the streets from the grandstands and sidewalks. There is a close up of Admiral Halsey in the marshal's float, and he is featured outside the parade in 2 photographs in which he wears a full-dress uniform with decorations: one with him alone, waving a glove; one with a woman who is probably the Tournament of Roses queen Patricia Auman (Richards), and the president of the 1946 Tournament of Roses, Charles A. Strutt.
DOI: 10.15468/dl.7ixlcj
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyathea horrida (L.) Sm.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000120-150211104439307/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-34877
title: Apartments, hotels, etc., Southern California, 1931

description: 12 photographs of interiors and exteriors of apartments and hotels, Southern California, 1931. "Subject: ap[artmen]ts Hotels etc.; Agency: (see note inside); Client: Calif[ornia] Reserve; Original print order: 1 ea[ch]; Size: 8x10; Finish: gl[ossy]; Re-order: 1 #3, 1 #13, 15; Year: 1931; Job: 5-7-55A" -- on envelope front. "Operator's report: Joe & Frank; Original photographs: 6; Size: 1.50; Extra charges: #1728" -- on envelope back.
DOI: 10.15468/dl.gjtqbe
title: Occurrence Download

description: A dataset containing 1175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphispiza belli nevadensis (Ridgway, 1874)"
 ]
}

 The dataset includes 1175 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000120-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-37800
title: Lawyer, banker, Charles Arliss, insurance stenographer types, Southern California, 1933

description: 5 photographic portraits of men and women, Southern California, 1933. "Subject: Lawyer, Banker, Cha[rle]s Arliss, Ins[urance] Steno[grapher] types; Agency: Phillip Meaney; Client: Pierce Bro[ther]s; Original Print Order: 1 ea[ch]; Size: 8x10, 5x7; Finish: gl[ossy], dull; Re-Order: 1#2, 1#4, 2#5, 1#3; Year: 1933; Job: 8-26-103" -- on envelope front. "Operator's Report Name: Henry; 4 Original Photographs-At Studio: 8x10; Amount: 35.00 incl[udes] models; Extra Charges: #1-Lee Willard, #2-Travers, #3-Cha[rle]s B Arliss" -- on envelope back.
DOI: 10.25549/whit-c170-37764
title: Party, Will Walsh, Southern California, 1933

description: Photograph of a party, Southern California, 1933. "Subject: Party - Will Walsh; Client: Henry R. Sutcliffe; Original Print Order: 10; Size: 5x7; Finish: dull; Mount: See Henry; Job: 9-15-61; Year: 1933" -- on envelope front. "Operator's Report (Name): Henry; Original Photographs-Size: 1 [ilg], 2 globes, total charge; Amount: 1.75" -- on envelope back.
DOI: 10.15468/dl.bxltyz
title: Occurrence Download

description: A dataset containing 7998 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agrimonia procera Wallr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7998 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000120-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-35038
title: Opening of 1931 summer season, pool at North Broadway, Southern California, 1931

description: 11 photographs of children at swimming pool, Southern California, 1931. "Subject: opening of 1931 summmer season-- pool at No[rth] B[roa]dw[a]y; Client: L[os] A[ngeles] playground dep[artmen]t; Classifications: S--Swimming; Original Print Order: 1 Ea[ch]; Size: 8x10, 5x7; Finish: Gloss[y], DW gl[ossy]; Re-Order: 1 ea[ch] #8, 11, 1 ea[ch] #1, 2, 7, 8, 9, 10, 11, 1 #1, 1 #8; Year: 1931; Job: 5-27-175" --on envelope front. "Operator's Report (Name): Frank; 7 Original Photographs-- Size: 8x10; Amount: 7.00; Extra Charges: Freedman" --on envelope back.
DOI: 10.15468/dl.4ec6md
title: Occurrence Download

description: A dataset containing 80656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chile, Antarctica, Argentina, Falkland Islands (Malvinas), South Georgia and the South Sandwich Islands)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Thalassarche melanophris (Temminck, 1828)"
 ]
}

 The dataset includes 80656 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004168-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmctxt
title: Occurrence Download

description: A dataset containing 223191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendrocygna javanica (Horsfield, 1821)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1970",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 223191 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004165-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-37900
title: Cadillac coupe, owner, Kornblum, American Dye works, file #Met. cc2al 4333, Southern California, 1933

description: 2 photographs of Cadillac coupe, Southern California, 1933. "Subject: Cadillac coupe, owner, Kornblum Am[erican] Dye works, file #Met. cc2al 4333; Client: Metropolitan Casualty, Mr. Mcguire; Original Print Order: 2 ea[ch]; Size: 8x10; Finish: gl[ossy]; Year: 1933; Job: 8-26-102" -- on envelope front. "Operator's Report Name: Joe; 2 Original Photographs-Size: 8x10; Amount: 4.50" -- on envelope back.
DOI: 10.15468/dl.5zlkre
title: Occurrence Download

description: A dataset containing 3577441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas platyrhynchos",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3577441 records from 721 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000120-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-34993
title: Powerboat race to San Francisco, Southern California, 1931

description: 42 photographs of men and boats, Southern California, 1931. "Subject: Powerboat race to Frisco; Client: Pennzoil, Bohannon; Classifications: S, Yachts & Power Boats; 1 #13 4x5 9; Original Print Order: 1 #17; Re-Order: 1 #50, 1 - 12, 1 #11; Size: 7 1/2 [inch] wide, 11x14, 8x10; Finish: gl[ossy]; Give rest of neg[atives] to [ilg], See Harry; same size as sample, enlarge boat see sketch; Year: 1931; Size: 14-22-152" -- on envelope front. "Name: Dick; 19 Original Photographs - Size: 8x10 @7.00; #50 Rockheed Vega, #11 Sea Mag. 9/45; Out of City: 19; 100 Miles: Transportation at $0.07, 2 Trips: 7; 11 1/2 Hours: 23" -- on envelope back.
DOI: 10.15468/dl.ncc2sm
title: Occurrence Download

description: A dataset containing 16814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coccinellidae",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16814 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000120-150527152214153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whittington-ouc12235972
title: Various activities at market, Los Angeles, Calif., 1940

description: 7 photographs of activities at a farmers market, Los Angeles, CA, 1940. For some of these highly deteriorated negatives, the activity is not discernible. "Subject: Various activities at market." "Client: Farmers Market, 3rd & Fairfax, Mr. Fred Beck; also 8x10; 1 #1; Size: 8x10; Finish: gl[ossy]; 1 ea[ch #2, 3, 4, 5, 6, 7; Size: 4x5; Finish: gl[ossy]; [crossed out] enlarge #8; Year: 1940; Job no. 01-25-181" -- on envelope front. "Operator's report -- name: Dean; 1 - 8x10 int[erior]; 7 - 4x5 int[erior]; In City; Amount: 21.50" -- on envelope back. "Thursday; Time: noon; Meet Fred Beck at his office - Farmers Market - 3rd & Fairfax; Job: ext[erior] of cafe; int[erior] of cafe (full of people); man weighing ham; then go to smoke house to shoot more hams; (take extra shots of fruit), taken in studio; take speed graf. also; hours on job: day: 2; no. of neg[ative]s: 8; illumination used: 1 - 8x10 large bulb, 7 synchroflash" -- on job card.
DOI: 10.15468/dl.49qlgn
title: Occurrence Download

description: A dataset containing 963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astrolepis D.M.Benham & Windham",
 "Country is Mexico"
 ]
}

 The dataset includes 963 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000120-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.