cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15088930
title: Bed Surface Profiling (BSP) data used for calculating pickup probability

description: Bed Surface Profiling (BSP) data

The Bed Surface Profiling (BSP) data scanned by an underwater 3D laser scanner for different flow conditions (Case Nos. 1-12). The sampling rate was 10 Hz. Each line of data corresponds to the xyz point cloud data, where x-direction corresponds to streamwise direction, y-direction to trnasverse dirction, and z-dirction to vertical direction. 

Code

A python code is included to process the BSP data for calculating sediment pickup probability for each case. This code analyzes 12 case files (Case1.txt to Case12.txt) containing measurement data, processes them using dynamic denoising filters, and calculates a derived metric (p_value) for each case. The results are saved in an Excel file.

Key Components





Dynamic Denoising Filter (dynamic_denoise_filter):



Implements two filtering schemes based on parameter d:



3-Window Rule (d=0.00185): Checks immediate neighbors (previous and next columns) to correct 0, 1, or -1 values.

11-Window Rule (d=0.00380): Uses a larger window (11 columns) with different criteria:



For zeros: Requires immediate neighbors (columns 4 and 6) to be zero.

For ±1: Requires all non-center columns (first 5 and last 5) to match the target value.









Case Processing (process_case):



Data Loading: Reads CSV-like files, extracts y (2nd column) and z (3rd column) values.

Derivative Calculation: Computes dz as the finite difference of z values scaled by d.

Marker Matrix: Creates a matrix m marking regions where dz exceeds ±0.

Denoising: Applies dynamic_denoise_filter to clean the marker matrix.

p-value Calculation:



Computes y_diff as half the absolute difference between adjacent y values.

Identifies valid transitions (1 → -1) in the denoised matrix.

Aggregates weighted counts and normalizes by the total y range.







Parameter Settings:



**d Values**:



0.00185 for Cases 1–6

0.00380 for Cases 7–12



Critical Value (cr): Set to 0 for thresholding dz.

Data Directory: Configured as D:/data_ana_ca.





Output:



Results are saved in analysis_result_ca_cr.xlsx with columns Case and p_value.




Usage



Input: 12 text files (Case1.txt to Case12.txt) with comma-separated data.

Output: Excel file containing calculated p-values.

Runtime Monitoring: Prints processing time for each case during execution.


The code efficiently handles large datasets using vectorized operations and sliding window techniques, ensuring scalability for similar analytical tasks.
DOI: 10.3535/dtt-lfy-dg7
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/we1-kww-7mp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080058/2543875
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/3bq-x6q-dg4
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ry9-p33-y0c
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xc9-31f-2nk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f8l-lwx-xhk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q13-9r1-rzm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080059/2543876
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/ad9-18g-lrd
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q91-krk-5nt
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bdj-cck-94y
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y2s-3gg-z4t
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/993-jcx-r7l
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jch-cvz-32j
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080060/2543877
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/sn1-kxr-2nj
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xaa-11w-3vh
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1rr-9be-n52
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/86l-rxe-bwr
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gcr-vjb-ct0
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vnr-ssm-p03
title: †Orthoidea Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6tk-at5-z9t
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jzh-tey-ddq
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080065/2543878
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/ndf-7ns-52m
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/t24-v7k-nla
title: Crossopterygii

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qee-9ln-4ac
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v84-dq4-rjp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lqp-5ty-7j4
title: Crossopterygii

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z3s-74d-3xk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25582/data.2024-03.3080068/2543879
title: Data for EMSL Project 51287 from March 2024
DOI: 10.3535/vpf-x0d-cee
title: †Orthoidea Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.25549/independent-c69-23387
title: Case summaries of the 83 selected cases (3 & 4 of 4), 1991 May 23-31

description: Packet - Case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (3 & 4 of 4), 1991 May 23-31. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.vjjtf5
title: Occurrence Download

description: A dataset containing 6757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 6757 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059901-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1sinbs
title: Occurrence Download

description: A dataset containing 20736 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "TaxonKey is Estrilda astrild (Linnaeus, 1758)"
 ]
}

 The dataset includes 20736 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000588-170822121629195/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scwsnj
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Citrus japonica Thunb."
 ]
}

 The dataset includes 332 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190623-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u0nxyp
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solidago gigantea subsp. gigantea"
 ]
}

 The dataset includes 132 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000588-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxpmk3
title: Occurrence Download

description: A dataset containing 2010 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Long-term monitoring of lizards and geckos in Doñana 2005-2021"
 ]
}

 The dataset includes 2010 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013405-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-23386
title: Case summaries of the 83 selected cases (3 & 4 of 4), 1991 May 23-31

description: Packet - Case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (3 & 4 of 4), 1991 May 23-31. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.pcl0n2
title: Occurrence Download

description: A dataset containing 1574 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ficus racemosa L."
 ]
}

 The dataset includes 1574 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000588-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24064
title: Summaries of and City Attorney recommendations for settlement cases (1-4 of 4), 1983 Dec. 19 - 1990 Dec. 11

description: Summaries of and City Attorney Recommendation for settlement cases (1-4 of 4), 1983 December 19 - 1990 December 11. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.jrn7c2
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.17025434588692 21.249478506897617,-99.17025434588692 21.084683585022617,-99.00545942401192 21.084683585022617,-99.00545942401192 21.249478506897617,-99.17025434588692 21.249478506897617))",
 "HasCoordinate is true",
 "TaxonKey is Justicia zamudioi T.F.Daniel",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000588-171020152545675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwkkzk
title: Occurrence Download

description: A dataset containing 26464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Ursus americanus Pallas, 1780"
 ]
}

 The dataset includes 26464 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007432-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24085
title: Summaries of and City Attorney recommendations for settlement cases (1-4 of 4), 1983 Dec. 19 - 1990 Dec. 11

description: Summaries of and City Attorney Recommendation for settlement cases (1-4 of 4), 1983 December 19 - 1990 December 11. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.o02iu5
title: Occurrence Download

description: A dataset containing 3298394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Dutch Vegetation Database",
 "Year 1990-1995"
 ]
}

 The dataset includes 3298394 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000588-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmqvs6
title: Occurrence Download

description: A dataset containing 2813 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haplocarpha Less."
 ]
}

 The dataset includes 2813 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004712-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24063
title: Summaries of and City Attorney recommendations for settlement cases (1-4 of 4), 1983 Dec. 19 - 1990 Dec. 11

description: Summaries of and City Attorney Recommendation for settlement cases (1-4 of 4), 1983 December 19 - 1990 December 11. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.nz5ptg
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pharomachrus mocinno mocinno"
 ]
}

 The dataset includes 332 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000588-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24044
title: Summaries of and City Attorney recommendations for settlement cases (1-4 of 4), 1983 Dec. 19 - 1990 Dec. 11

description: Summaries of and City Attorney Recommendation for settlement cases (1-4 of 4), 1983 December 19 - 1990 December 11. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.qcu865
title: Occurrence Download

description: A dataset containing 5875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Calliphoridae"
 ]
}

 The dataset includes 5875 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001167-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24030
title: Summaries of and City Attorney recommendations for settlement cases (1-4 of 4), 1983 Dec. 19 - 1990 Dec. 11

description: Summaries of and City Attorney Recommendation for settlement cases (1-4 of 4), 1983 December 19 - 1990 December 11. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.2ncu8v
title: Occurrence Download

description: A dataset containing 43026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sciurus vulgaris sp. hoffmanni Valverde, 1968",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "Year 1994-2014"
 ]
}

 The dataset includes 43026 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000589-150210113312293/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkpcty
title: Occurrence Download

description: A dataset containing 1238 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhadinaea flavilata (Cope, 1871)"
 ]
}

 The dataset includes 1238 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013389-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.