cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/fdxst56tcj.5
title: InGesture Dataset

description: The InGesture dataset provides high-resolution (200 Hz) inertial sensor data for hand gesture recognition, focusing on the challenge of distinguishing fluid intake from seven other kinematically similar gestures. Data were collected from 50 participants (34 male, 16 female, aged 18-67) across 65 recording sessions.

An inertial sensor (WT901BLECL5 IMU) was placed on each participant's dominant wrist, and gestures were annotated in real-time with a synchronized mobile app to ensure high temporal accuracy. The full dataset contains de labeled gesture instances.

To facilitate use, the data is provided in two complementary formats:
1. Continuous Recordings:
CSV files containing the full recording of each session (~10 minutes), ideal for segmentation and sequence modeling tasks.
Columns: timestamp, accX/Y/Z (accelerometer), asX/Y/Z (gyroscope), and label (gesture code).

2. Segmented Gestures:
Individual CSV files, where each file represents a single, pre-segmented gesture instance, ready for use in classification models.
Columns: timestamp, x/y/z (accelerometer), gx/gy/gz (gyroscope). The filename indicates the gesture (e.g., fluid_intake_1_800.csv).

Gesture Classes (Labels):
0: Free Condition / Other 
1: Fluid Intake 
2: Answering Phone 
3: Scratching Head 
4: Passing Hand over Face 
5: Adjusting Glasses 
6: Holding Chin 
7: Stretching with Hands behind Neck 

Additional Resources:
To accelerate analysis, the repository includes:
two Jupyter Notebook with Python code for loading, processing, and visualizing the data and classify examples.
A detailed metadata file with participant demographics (age, sex, height, weight) and session details (e.g., container type used), allowing for robust, stratified analysis.
DOI: 10.5281/zenodo.16315926
title: train-ticket
DOI: 10.5281/zenodo.16315927
title: train-ticket
DOI: 10.15468/dl.pbg3gt
title: Occurrence Download

description: A dataset containing 723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 723 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028768-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hhf4ksfpwd
title: Supplemental Materials: Adverse events of topical treatments for rosacea: A systematic review of randomized controlled trials

description: Supplemental Tables 1-3 for "Adverse events of topical treatments for rosacea: A systematic review of randomized controlled trials"
DOI: 10.17632/hhf4ksfpwd.2
title: Supplemental Materials: Adverse events of topical treatments for rosacea: A systematic review of randomized controlled trials

description: Supplemental Tables 1-3 for "Adverse events of topical treatments for rosacea: A systematic review of randomized controlled trials"
DOI: 10.17632/5j5pm7y6mt
title: Impact of Institutional Review Board Type and Food and Drug Administration Diversity Action Plan Draft Guidance on Demographics of Participants Enrolled in Phase 3 Clinical Trials Conducted from 2020 to 2024

description: Clinical trial enrollment data from phase 3 studies conducted between 2020 and 2024 listed on clinicaltrials.gov. IRB of record for each study (as available) was added for each trial.
DOI: 10.15468/dl.gee2sf
title: Occurrence Download

description: A dataset containing 5805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apatura iris"
 ]
}

 The dataset includes 5805 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028769-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5j5pm7y6mt.2
title: Impact of Institutional Review Board Type and Food and Drug Administration Diversity Action Plan Draft Guidance on Demographics of Participants Enrolled in Phase 3 Clinical Trials Conducted from 2020 to 2024

description: Clinical trial enrollment data from phase 3 studies conducted between 2020 and 2024 listed on clinicaltrials.gov. IRB of record for each study (as available) was added for each trial.
DOI: 10.17632/pn4xfy2j8g
title: The role of biochar in soil and water conservation and improved soil properties: A study on USLE plots and field condition
DOI: 10.17632/pn4xfy2j8g.1
title: The role of biochar in soil and water conservation and improved soil properties: A study on USLE plots and field condition
DOI: 10.15468/dl.khyzfx
title: Occurrence Download

description: A dataset containing 2626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea montana",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2626 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028770-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycgcjw
title: Occurrence Download

description: A dataset containing 7755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea montana",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7755 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028771-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/83dz7gxvj3
title: Exploring Conditional Indirect Effects (Methodolory for AMOS)

description: Many researchers struggle with testing conditional indirect effect models (aka moderated mediation). They often don’t know how to properly set them up or analyze them using AMOS. This repository hosts supplementary material for the explanatory study titled "Exploring Conditional Indirect Effects: A Structural Equation Modeling Approach," which breaks down—in a simple and practical way—how to run these analyses step by step using AMOS (a structural equation modeling [SEM] software). 
The original study: 1 Clarifies the key differences between mediation, moderation, and moderated mediation (where "if... then..." conditional effects come into play). 2 - Provides a hands-on guide for setting up your model in AMOS and interpreting results, complete with clear examples. The material shared here does not replace the original paper but serves as a visual aid, featuring AMOS screenshots to enhance understanding.
DOI: 10.17632/83dz7gxvj3.1
title: Exploring Conditional Indirect Effects (Methodolory for AMOS)

description: Many researchers struggle with testing conditional indirect effect models (aka moderated mediation). They often don’t know how to properly set them up or analyze them using AMOS. This repository hosts supplementary material for the explanatory study titled "Exploring Conditional Indirect Effects: A Structural Equation Modeling Approach," which breaks down—in a simple and practical way—how to run these analyses step by step using AMOS (a structural equation modeling [SEM] software). 
The original study: 1 Clarifies the key differences between mediation, moderation, and moderated mediation (where "if... then..." conditional effects come into play). 2 - Provides a hands-on guide for setting up your model in AMOS and interpreting results, complete with clear examples. The material shared here does not replace the original paper but serves as a visual aid, featuring AMOS screenshots to enhance understanding.
DOI: 10.15468/dl.wzxg4k
title: Occurrence Download

description: A dataset containing 861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea montana",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 861 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028772-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/eptp-qq05
title: Data from Paper "Cloudy Mornings and Clear Evenings on a Giant Extrasolar World"
DOI: 10.17632/btdxd73nxj.3
title: Long-term sirolimus in verrucous venous malformation cohort study and ponatinib as a potential therapeutic strategy for MAP3K3-mutatant-patient in vitro

description: "Long-term sirolimus in verrucous venous malformation cohort study and ponatinib as a potential therapeutic strategy for MAP3K3-mutatant-patient in vitro" Supplemental Data for JAAD Brief Report.
DOI: 10.15468/dl.7u6nun
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 240 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028774-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kygyev
title: Occurrence Download

description: A dataset containing 39198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "TaxonKey is Anser albifrons"
 ]
}

 The dataset includes 39198 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028773-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nkd2z8vrhr
title: Unbalanced Panel Data: Innovation Survey of Colombian Service Firms

description: This is an unbalance panel data compelling information about Colombian innovation survey from 2014 to 2021. This data was taken from Colombian public statistics department (DANE)
DOI: 10.17632/nkd2z8vrhr.1
title: Unbalanced Panel Data: Innovation Survey of Colombian Service Firms

description: This is an unbalance panel data compelling information about Colombian innovation survey from 2014 to 2021. This data was taken from Colombian public statistics department (DANE)
DOI: 10.7910/dvn/wffpe2
title: Replication Data for: A magneto-optical trap of silver and potassium atoms

description: This data set contains all data presented in the paper "A magneto-optical trap of silver and potassium atoms"
DOI: 10.25574/23009
title: Chandra X-ray Observatory ObsId 23009

description: THE TRUE NATURE OF X-RAYS FROM THE ORION TRAPEZIUM
DOI: 10.17632/ch6pwwypzm
title: The Influence of Attributional Stability on Learning Crafting and the Related Intervening Variables in High School Students: Evidence From Diary Studies

description: This study utilized a 9-day diary design with 168 Chinese high school students. Variables include daily measures of attributional stability, learning crafting, competence need satisfaction, and baseline achievement goals.
DOI: 10.15468/dl.hsbypp
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lobelia duriprati",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 40 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028775-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ch6pwwypzm.1
title: The Influence of Attributional Stability on Learning Crafting and the Related Intervening Variables in High School Students: Evidence From Diary Studies

description: This study utilized a 9-day diary design with 168 Chinese high school students. Variables include daily measures of attributional stability, learning crafting, competence need satisfaction, and baseline achievement goals.
DOI: 10.5281/zenodo.16322072
title: Table 3 in Revision of genus Steindachneridion (Siluriformes: Pimelodidae)

description: Table 3. Coefficients of the original variables in the two first canonical axis (CV).
CV1CV21) Standard length (mm)0.30530.08602) Head length-0.13090.49593) Snout length0.12180.34394) Predorsal distance0.4733-0.11295) Preanal distance0.62060.19706) Adipose length-0.39300.17497) Caudal peduncle depth-0.73810.25458) Head depth0.4609-0.36279) Body depth0.4612-0.284910) Orbital diameter-0.5114-0.056711) Interorbital distance-0.2589-0.107412) Mouth width0.2182-0.181913) Scapular bridge width-0.20660.396714) Head width-0.34200.021515) Pelvic bridge width0.1615-0.089716) Intranasal distance-0.24190.0668
description: Published as part of Garavello, Julio Cesar, 2005, Revision of genus Steindachneridion (Siluriformes: Pimelodidae), pp. 621 in Neotropical Ichthyology 3 (4) on page 621, DOI: 10.1590/S1679-62252005000400018, http://zenodo.org/record/5418047
DOI: 10.5281/zenodo.16322073
title: Table 3 in Revision of genus Steindachneridion (Siluriformes: Pimelodidae)

description: Table 3. Coefficients of the original variables in the two first canonical axis (CV).
CV1CV21) Standard length (mm)0.30530.08602) Head length-0.13090.49593) Snout length0.12180.34394) Predorsal distance0.4733-0.11295) Preanal distance0.62060.19706) Adipose length-0.39300.17497) Caudal peduncle depth-0.73810.25458) Head depth0.4609-0.36279) Body depth0.4612-0.284910) Orbital diameter-0.5114-0.056711) Interorbital distance-0.2589-0.107412) Mouth width0.2182-0.181913) Scapular bridge width-0.20660.396714) Head width-0.34200.021515) Pelvic bridge width0.1615-0.089716) Intranasal distance-0.24190.0668
description: Published as part of Garavello, Julio Cesar, 2005, Revision of genus Steindachneridion (Siluriformes: Pimelodidae), pp. 621 in Neotropical Ichthyology 3 (4) on page 621, DOI: 10.1590/S1679-62252005000400018, http://zenodo.org/record/5418047
DOI: 10.5281/zenodo.16322069
title: Table 1 in Revision of genus Steindachneridion (Siluriformes: Pimelodidae)

description: Table 1. Morphometrics of S. amblyurum, S. doceanum and S. parahybae expressed as percent of SL (2-8) and HL (9-16).
CharactersS. amblyurumS. doceanumS. parahybaeRange (n=5)MeanSDRange (n=3)MeanSDRange (n=9)MeanSDLowHighLowHighLowHigh1) Standard length (mm)261.0334.0291.0-307.0420.0345.7-250.0384.0306.8-2) Head length27.0529.5428.210.009828.8429.6429.260.004027.3929.5028.060.00643) Snout length12.0113.6012.600.006312.9013.1913.080.001512.1413.4212.580.00424) Predorsal distance35.6039.2037.940.013738.0640.0038.880.010036.4539.7938.490.01055) Preanal distance68.2071.6570.020.013669.3571.6670.260.012368.0072.5470.470.01486) Adipose length23.2626.4125.050.014816.4219.3917.860.014915.7021.0418.260.01507) Scapular bridge width17.2824.6421.980.029421.6322.8122.160.006022.5823.7422.980.00428) Head width21.3123.9522.910.010121.9523.2322.450.006822.0224.7222.900.00839) Caudal peduncle depth32.3737.3634.480.020526.1530.9528.620.024030.8533.9132.650.010710) Head depth51.3664.7357.710.060041.7659.6351.390.090253.6669.0063.800.052011) Body depth53.1069.2860.800.071942.8664.1853.910.106858.5476.3068.810.052912) Eye diameter9.8610.8110.210.003810.3211.7411.200.00779.3211.7310.710.008213) Interorbital distance38.5140.6039.460.008132.9733.8733.500.004829.8336.4632.180.022214) Mouth width52.1657.1953.970.020549.1552.0950.860.015348.0051.1849.210.012015) Pelvic bridge width40.8245.7143.040.021143.9646.1445.280.011742.6848.8946.790.022416) Intranasal distance28.1530.3929.550.008727.1428.4127.750.006425.6228.2726.820.0094
description: Published as part of Garavello, Julio Cesar, 2005, Revision of genus Steindachneridion (Siluriformes: Pimelodidae), pp. 611 in Neotropical Ichthyology 3 (4) on page 611, DOI: 10.1590/S1679-62252005000400018, http://zenodo.org/record/5418047
DOI: 10.15468/dl.9n3hqz
title: Occurrence Download

description: A dataset containing 1477 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclamen balearicum"
 ]
}

 The dataset includes 1477 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028777-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16322068
title: Table 1 in Revision of genus Steindachneridion (Siluriformes: Pimelodidae)

description: Table 1. Morphometrics of S. amblyurum, S. doceanum and S. parahybae expressed as percent of SL (2-8) and HL (9-16).
CharactersS. amblyurumS. doceanumS. parahybaeRange (n=5)MeanSDRange (n=3)MeanSDRange (n=9)MeanSDLowHighLowHighLowHigh1) Standard length (mm)261.0334.0291.0-307.0420.0345.7-250.0384.0306.8-2) Head length27.0529.5428.210.009828.8429.6429.260.004027.3929.5028.060.00643) Snout length12.0113.6012.600.006312.9013.1913.080.001512.1413.4212.580.00424) Predorsal distance35.6039.2037.940.013738.0640.0038.880.010036.4539.7938.490.01055) Preanal distance68.2071.6570.020.013669.3571.6670.260.012368.0072.5470.470.01486) Adipose length23.2626.4125.050.014816.4219.3917.860.014915.7021.0418.260.01507) Scapular bridge width17.2824.6421.980.029421.6322.8122.160.006022.5823.7422.980.00428) Head width21.3123.9522.910.010121.9523.2322.450.006822.0224.7222.900.00839) Caudal peduncle depth32.3737.3634.480.020526.1530.9528.620.024030.8533.9132.650.010710) Head depth51.3664.7357.710.060041.7659.6351.390.090253.6669.0063.800.052011) Body depth53.1069.2860.800.071942.8664.1853.910.106858.5476.3068.810.052912) Eye diameter9.8610.8110.210.003810.3211.7411.200.00779.3211.7310.710.008213) Interorbital distance38.5140.6039.460.008132.9733.8733.500.004829.8336.4632.180.022214) Mouth width52.1657.1953.970.020549.1552.0950.860.015348.0051.1849.210.012015) Pelvic bridge width40.8245.7143.040.021143.9646.1445.280.011742.6848.8946.790.022416) Intranasal distance28.1530.3929.550.008727.1428.4127.750.006425.6228.2726.820.0094
description: Published as part of Garavello, Julio Cesar, 2005, Revision of genus Steindachneridion (Siluriformes: Pimelodidae), pp. 611 in Neotropical Ichthyology 3 (4) on page 611, DOI: 10.1590/S1679-62252005000400018, http://zenodo.org/record/5418047
DOI: 10.5281/zenodo.16322071
title: Table 2 in Revision of genus Steindachneridion (Siluriformes: Pimelodidae)

description: Table 2. Morphometrics of S. melanodermatum, S. scriptum and S. punctatum expressed as percent of SL (2–8) and HL (9–16). Hol = Holotype.
CharactersHolS. melanodermatumS. scriptumS. punctatumRange (n=8)MeanSDRange (n=11)MeanSDRange (n=7)MeanSDLowHighLowHighLowHigh1) Standard length (mm)530.0381.0532.0462.6-327.0774.0581.1-245.0632.0407.0-2) Head length151.228.3229.5829.000.004626.5331.8029.440.014728.4830.8029.810.00923) Snout length64.512.1713.3812.630.003911.8313.8512.770.006312.3713.3012.780.00354) Predorsal distance224.041.4744.3442.570.008439.4443.6742.140.012441.3944.1642.430.01135) Preanal distance394.072.6275.5974.210.009870.0075.7172.430.016069.5774.6972.320.01926) Adipose length97.317.5920.8118.750.010418.4622.7520.240.015318.4321.0719.890.00937) Scapular bridge width48.122.4223.4522.890.003420.9725.3523.410.013922.7824.9323.610.00958) Head width96.220.5022.6222.030.006721.1726.0222.720.014921.4924.8423.270.01059) Caudal peduncle depth113.029.5433.4731.810.011432.0241.5236.290.029832.9136.1934.650.014210) Head depth13.156.9772.6763.940.045045.1767.3560.250.060749.3370.4959.980.074811) Body depth52.164.1578.9371.850.049855.9482.8468.800.070253.7378.9867.140.075912) Eye diameter71.98.639.589.120.00367.3310.178.920.00828.6911.7310.130.009613) Interorbital distance120.131.7135.6733.410.013031.6137.8134.180.020632.1335.6733.600.012714) Mouth width117.942.2447.5545.560.017838.7847.2143.260.025343.4748.0045.670.016015) Pelvic bridge width71.043.0446.9646.050.012841.9649.6346.220.024841.3348.5645.250.025516) Intranasal distance38.024.2225.7725.000.005323.0826.9225.130.010923.3026.1125.320.0103
description: Published as part of Garavello, Julio Cesar, 2005, Revision of genus Steindachneridion (Siluriformes: Pimelodidae), pp. 619 in Neotropical Ichthyology 3 (4) on page 619, DOI: 10.1590/S1679-62252005000400018, http://zenodo.org/record/5418047
DOI: 10.5281/zenodo.16322070
title: Table 2 in Revision of genus Steindachneridion (Siluriformes: Pimelodidae)

description: Table 2. Morphometrics of S. melanodermatum, S. scriptum and S. punctatum expressed as percent of SL (2–8) and HL (9–16). Hol = Holotype.
CharactersHolS. melanodermatumS. scriptumS. punctatumRange (n=8)MeanSDRange (n=11)MeanSDRange (n=7)MeanSDLowHighLowHighLowHigh1) Standard length (mm)530.0381.0532.0462.6-327.0774.0581.1-245.0632.0407.0-2) Head length151.228.3229.5829.000.004626.5331.8029.440.014728.4830.8029.810.00923) Snout length64.512.1713.3812.630.003911.8313.8512.770.006312.3713.3012.780.00354) Predorsal distance224.041.4744.3442.570.008439.4443.6742.140.012441.3944.1642.430.01135) Preanal distance394.072.6275.5974.210.009870.0075.7172.430.016069.5774.6972.320.01926) Adipose length97.317.5920.8118.750.010418.4622.7520.240.015318.4321.0719.890.00937) Scapular bridge width48.122.4223.4522.890.003420.9725.3523.410.013922.7824.9323.610.00958) Head width96.220.5022.6222.030.006721.1726.0222.720.014921.4924.8423.270.01059) Caudal peduncle depth113.029.5433.4731.810.011432.0241.5236.290.029832.9136.1934.650.014210) Head depth13.156.9772.6763.940.045045.1767.3560.250.060749.3370.4959.980.074811) Body depth52.164.1578.9371.850.049855.9482.8468.800.070253.7378.9867.140.075912) Eye diameter71.98.639.589.120.00367.3310.178.920.00828.6911.7310.130.009613) Interorbital distance120.131.7135.6733.410.013031.6137.8134.180.020632.1335.6733.600.012714) Mouth width117.942.2447.5545.560.017838.7847.2143.260.025343.4748.0045.670.016015) Pelvic bridge width71.043.0446.9646.050.012841.9649.6346.220.024841.3348.5645.250.025516) Intranasal distance38.024.2225.7725.000.005323.0826.9225.130.010923.3026.1125.320.0103
description: Published as part of Garavello, Julio Cesar, 2005, Revision of genus Steindachneridion (Siluriformes: Pimelodidae), pp. 619 in Neotropical Ichthyology 3 (4) on page 619, DOI: 10.1590/S1679-62252005000400018, http://zenodo.org/record/5418047
DOI: 10.15468/dl.yjynx9
title: Occurrence Download

description: A dataset containing 9480 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9480 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028776-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79h4b7
title: Occurrence Download

description: A dataset containing 543 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atlapetes pallidiceps"
 ]
}

 The dataset includes 543 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028781-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3ps5wx557z
title: Order Statistics and Forensic Detection of Collusion

description: This dataset contains tender bids from contractors from 'real-life' auctions used to identify the presence of collusion
DOI: 10.17632/3ps5wx557z.1
title: Order Statistics and Forensic Detection of Collusion

description: This dataset contains tender bids from contractors from 'real-life' auctions used to identify the presence of collusion