cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17714174
title: VQD-CTS, Software Engineering, Dataset

description: # VQD-CTS Dataset: Software Engineering Metrics for Cost-to-Serve Prediction

This dataset contains synthetic enterprise software engineering metrics for predicting Cost-to-Serve (CTS) using Velocity, Quality, and Developer Experience (VQD) indicators. 

#Package ContentsThis ZIP file contains 4 files:- *vqd_cts_dataset.csv`** - Main dataset (654 software projects, 25 features)- *README_DATA.md`** - Complete usage instructions and documentation- *`data_dictionary.pdf`** - Detailed variable definitions and descriptions  - *LICENSE`** - CC BY 4.0 International license terms

#Dataset Overview- **Records:** 654 software projects from enterprise environments- **Features:** 25 engineering and financial metrics + target variable- **Target Variable:** `cost_to_serve` - Total cost to serve/support each project- **Format:** CSV (comma-separated values)- **Size:** ~200 KB uncompressed

# Feature Categories

##Velocity Metrics- `story_points_completed` - Agile story points delivered- `cycle_time` - Time from start to completion- `deployment_frequency` - Deployment cadence- `lead_time` - Time from concept to delivery- `commits_per_dev` - Developer productivity

### Quality Metrics  - `defect_density` - Defects per code unit- `escaped_defects` - Production defects- `test_coverage` - Code test coverage percentage- `technical_debt_ratio` - Technical debt measure- `code_smell_density` - Code quality issues

# Developer Experience Metrics- `developer_satisfaction` - Team satisfaction (1-5 scale)- `onboarding_hours` - New developer ramp-up time- `tool_efficiency` - Development tool effectiveness- `context_switch_frequency` - Task switching rate

# Financial & Contextual Metrics- `infrastructure_cost_share` - Infrastructure cost percentage- `average_hourly_rate` - Developer cost rates- `project_context` - Project type (Greenfield, Maintenance, etc.)- `team_size` - Development team size- `domain_complexity` - Business domain complexity

# Intended Use Cases- Software engineering economics research- DevOps performance analysis- AI/ML model training for cost prediction- Engineering efficiency benchmarking- Academic research in software metrics

# Related PublicationThis dataset supports the research paper:**"VQD-CTS Prediction Model: An AI-Driven Framework for Predicting Cost-to-Serve Using Engineering Velocity, Quality, and Developer Experience

 Reproduction CodeComplete reproduction code available at: [Your GitHub Repository URL]

 Important Notes- This is a **synthetic dataset** designed to reflect real enterprise patterns while preserving privacy- Data generation ensured realistic correlations between engineering and financial metrics- Suitable for machine learning, statistical analysis, and research purposes

 Usage Instructions1. Download this ZIP file2. Extract all files3. Use `vqd_cts_dataset.csv` for analysis4. Refer to `README_DATA.md` for detailed documentation5. Consult `data_dictionary.pdf` for variable definitions

 LicenseCreative Commons Attribution 4.0 International (CC BY 4.0)
DOI: 10.5281/zenodo.17714175
title: VQD-CTS, Software Engineering, Dataset

description: # VQD-CTS Dataset: Software Engineering Metrics for Cost-to-Serve Prediction

This dataset contains synthetic enterprise software engineering metrics for predicting Cost-to-Serve (CTS) using Velocity, Quality, and Developer Experience (VQD) indicators. 

#Package ContentsThis ZIP file contains 4 files:- *vqd_cts_dataset.csv`** - Main dataset (654 software projects, 25 features)- *README_DATA.md`** - Complete usage instructions and documentation- *`data_dictionary.pdf`** - Detailed variable definitions and descriptions  - *LICENSE`** - CC BY 4.0 International license terms

#Dataset Overview- **Records:** 654 software projects from enterprise environments- **Features:** 25 engineering and financial metrics + target variable- **Target Variable:** `cost_to_serve` - Total cost to serve/support each project- **Format:** CSV (comma-separated values)- **Size:** ~200 KB uncompressed

# Feature Categories

##Velocity Metrics- `story_points_completed` - Agile story points delivered- `cycle_time` - Time from start to completion- `deployment_frequency` - Deployment cadence- `lead_time` - Time from concept to delivery- `commits_per_dev` - Developer productivity

### Quality Metrics  - `defect_density` - Defects per code unit- `escaped_defects` - Production defects- `test_coverage` - Code test coverage percentage- `technical_debt_ratio` - Technical debt measure- `code_smell_density` - Code quality issues

# Developer Experience Metrics- `developer_satisfaction` - Team satisfaction (1-5 scale)- `onboarding_hours` - New developer ramp-up time- `tool_efficiency` - Development tool effectiveness- `context_switch_frequency` - Task switching rate

# Financial & Contextual Metrics- `infrastructure_cost_share` - Infrastructure cost percentage- `average_hourly_rate` - Developer cost rates- `project_context` - Project type (Greenfield, Maintenance, etc.)- `team_size` - Development team size- `domain_complexity` - Business domain complexity

# Intended Use Cases- Software engineering economics research- DevOps performance analysis- AI/ML model training for cost prediction- Engineering efficiency benchmarking- Academic research in software metrics

# Related PublicationThis dataset supports the research paper:**"VQD-CTS Prediction Model: An AI-Driven Framework for Predicting Cost-to-Serve Using Engineering Velocity, Quality, and Developer Experience

 Reproduction CodeComplete reproduction code available at: [Your GitHub Repository URL]

 Important Notes- This is a **synthetic dataset** designed to reflect real enterprise patterns while preserving privacy- Data generation ensured realistic correlations between engineering and financial metrics- Suitable for machine learning, statistical analysis, and research purposes

 Usage Instructions1. Download this ZIP file2. Extract all files3. Use `vqd_cts_dataset.csv` for analysis4. Refer to `README_DATA.md` for detailed documentation5. Consult `data_dictionary.pdf` for variable definitions

 LicenseCreative Commons Attribution 4.0 International (CC BY 4.0)
DOI: 10.15468/dl.8jwtrg
title: Occurrence Download

description: A dataset containing 882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.47_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus",
 "Year 2015-2025"
 ]
}

 The dataset includes 882 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008238-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17715128
title: weecology/EvergladesWadingBird: 2.12.0

description: v2.12.0
DOI: 10.15468/dl.ynxern
title: Occurrence Download

description: A dataset containing 11388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Commelina",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 11388 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008240-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruj2xb
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heloderma horridum",
 "Year 1970-2025"
 ]
}

 The dataset includes 531 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008241-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.stnufj
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.31572 19.06708,-99.38878 18.94694,-99.4269 18.82371,-99.40784 18.62816,-99.21407 18.47457,-98.89005 18.45347,-98.79157 18.49565,-98.77886 18.61611,-98.746 18.73858,-98.72058 18.81978,-98.81271 18.97907,-98.94612 19.02112,-99.06366 19.08417,-99.20661 19.09618,-99.31572 19.06708))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Camponotus"
 ]
}

 The dataset includes 137 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008242-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9y57t
title: Occurrence Download

description: A dataset containing 3570 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alstroemeria aurea"
 ]
}

 The dataset includes 3570 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008243-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v95vu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alstroemeria citrina"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008244-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17710968
title: List of proteins detected by mass spectrometry in endogenous Strep MIWI complexes.

description: MIWI elution fractions were analysed by mass spectrometry at the EMBL Proteomics Core Facility (Heidelberg) and results are featured in this table.

To isolate endogenous MIWI complexes, the MiwiStrep knock-in line (RP86) and the Strep-Tactin-XT Sepharose chromatography resin (Cytiva, Cat. No. 29401326) that interacts with the StrepII tag. All extractions were carried out in the cold room at 4°C. The resin was packed into Poly-Prep Chromatography Columns (Biorad). For every purification, we used 1 ml of resin slurry and this gave a bed-volume equivalent to 450 mL in these columns. Columns were washed 3 times with water, and then with Streptactin wash buffer (50 mM Tris pH 7.5, 150 mM NaCl, 1 mM EDTA). Five pairs of testes from adult (>P60, 60 days after birth) homozygous the MiwiStrep animals were lysed by douncing in a modified lysis buffer (10% glycerol, 50 mM Tris/HCl pH 8.0, 150 mM NaCl, 5 mM MgCl2, 0.5% Na deoxycholate, 1% TritonX 100, 1x proteinase inhibitors, and 10 mM Vanadyl complex), supplemented with BioLock (IBA Lifesciences, Cat. No. 2-0205-050) to reduce the binding of other endogenous biotinylated proteins to the resin. Previous purifications were performed without BioLock in this lysis step. We used 0.75 mL of lysis buffer per testis. The lysate was incubated on ice for 30 min in a douncer. The extract was cleared by two centrifugations steps at 9,200 g, 4°C, for 15 min, then was added to the resin and incubated for 2 h at 4°C. The column was sealed at both ends and then placed on a rotating wheel to mix. After collection of the flow-through, the column was further washed 5 times with Streptactin wash buffer (5 x 8 mL). Washing conditions were unchanged for purifications with and without BioLock. The bound protein was eluted with a total of 1.5 mL Streptactin elution buffer (50 mM Tris pH 7.5, 150 mM NaCl, 50 mM Biotin), and the eluate was collected in ~0.2-0.25 mL fractions. In total, 6 consecutive fractions were collected.
DOI: 10.5281/zenodo.17710967
title: List of proteins detected by mass spectrometry in endogenous Strep MIWI complexes.

description: MIWI elution fractions were analysed by mass spectrometry at the EMBL Proteomics Core Facility (Heidelberg) and results are featured in this table.

To isolate endogenous MIWI complexes, the MiwiStrep knock-in line (RP86) and the Strep-Tactin-XT Sepharose chromatography resin (Cytiva, Cat. No. 29401326) that interacts with the StrepII tag. All extractions were carried out in the cold room at 4°C. The resin was packed into Poly-Prep Chromatography Columns (Biorad). For every purification, we used 1 ml of resin slurry and this gave a bed-volume equivalent to 450 mL in these columns. Columns were washed 3 times with water, and then with Streptactin wash buffer (50 mM Tris pH 7.5, 150 mM NaCl, 1 mM EDTA). Five pairs of testes from adult (>P60, 60 days after birth) homozygous the MiwiStrep animals were lysed by douncing in a modified lysis buffer (10% glycerol, 50 mM Tris/HCl pH 8.0, 150 mM NaCl, 5 mM MgCl2, 0.5% Na deoxycholate, 1% TritonX 100, 1x proteinase inhibitors, and 10 mM Vanadyl complex), supplemented with BioLock (IBA Lifesciences, Cat. No. 2-0205-050) to reduce the binding of other endogenous biotinylated proteins to the resin. Previous purifications were performed without BioLock in this lysis step. We used 0.75 mL of lysis buffer per testis. The lysate was incubated on ice for 30 min in a douncer. The extract was cleared by two centrifugations steps at 9,200 g, 4°C, for 15 min, then was added to the resin and incubated for 2 h at 4°C. The column was sealed at both ends and then placed on a rotating wheel to mix. After collection of the flow-through, the column was further washed 5 times with Streptactin wash buffer (5 x 8 mL). Washing conditions were unchanged for purifications with and without BioLock. The bound protein was eluted with a total of 1.5 mL Streptactin elution buffer (50 mM Tris pH 7.5, 150 mM NaCl, 50 mM Biotin), and the eluate was collected in ~0.2-0.25 mL fractions. In total, 6 consecutive fractions were collected.
DOI: 10.15468/dl.mf7sz2
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alstroemeria crispata"
 ]
}

 The dataset includes 23 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008245-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mg9bf7
title: Occurrence Download

description: A dataset containing 8135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Auburn University, John D. Freeman Herbarium",
 "GadmGid is USA.1_1"
 ]
}

 The dataset includes 8135 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008248-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5gzts
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycorma delicatula",
 "Year is 2014"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008247-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8r9rc
title: Occurrence Download

description: A dataset containing 9523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Convolvulus arvensis",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 9523 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008249-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sccmrd
title: Occurrence Download

description: A dataset containing 14882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.47_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Odocoileus virginianus",
 "Year 2015-2025"
 ]
}

 The dataset includes 14882 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008251-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.vunfbk
title: WSP_GBIF_Collector_test

description: Generated from API search results. Project test - test
DOI: 10.15468/dl.s989g6
title: Occurrence Download

description: A dataset containing 947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Salminus brasiliensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 947 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008252-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjvkzu
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carex phalaroides"
 ]
}

 The dataset includes 19 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008254-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17715052
title: Clinical outcomes associated with "The effects of VRNT on clinical and neuroimaging outcomes in patients with chronic back pain: a randomized clinical trial"

description: Dataset associated with Ceko et al. 2024 PAIN 165(8):p 1860-1874, August 2024. | DOI: 10.1097/j.pain.0000000000003198

See Tab 1 for variables and coding scheme. 

See Tabs 2 - 7 for scored variables:



participant-level

pain intensity, interference, bothersomeness

Pain Catastrophizing (PCS)

Kinesiophobia (TSK) 

OLBP, SF-12

PROMIS
DOI: 10.5281/zenodo.17715051
title: Clinical outcomes associated with "The effects of VRNT on clinical and neuroimaging outcomes in patients with chronic back pain: a randomized clinical trial"

description: Dataset associated with Ceko et al. 2024 PAIN 165(8):p 1860-1874, August 2024. | DOI: 10.1097/j.pain.0000000000003198

See Tab 1 for variables and coding scheme. 

See Tabs 2 - 7 for scored variables:



participant-level

pain intensity, interference, bothersomeness

Pain Catastrophizing (PCS)

Kinesiophobia (TSK) 

OLBP, SF-12

PROMIS
DOI: 10.15468/dl.qu3fvc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Conyza",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008255-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pda5a
title: Occurrence Download

description: A dataset containing 7050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.10_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Odocoileus virginianus",
 "Year 2015-2025"
 ]
}

 The dataset includes 7050 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008256-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9454js
title: Occurrence Download

description: A dataset containing 2213 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Roucheria"
 ]
}

 The dataset includes 2213 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008259-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30713149
title: Potent phenolics with antimigratory and anti-MRSA powers from fungus associated with <i>Saussurea involucrata</i>

description: Seven phenolics were isolated from the endophytic fungus <i>Alternaria sp</i>. associated with <i>Saussurea involucrata</i>. The structures were identified as (±)-Dehydroaltenusin (1), Alterlactone (2), Altenuene (3), Djalonensone (4), 1-Deoxyrubralactone (5), Altertenuol (6), and Alternariol (7) respectively by a combination of spectroscopic and single-crystal X-ray diffraction analysis. Compound 1 showed obvious antimigratory activity against MCF-7 cells. Compound 2 showed potent antibacterial activities against a resistant bacterium <i>Staphilococcus aureus</i> 5 (MRSA). Meanwhile the cytotoxic, antioxidant were also evaluated.
DOI: 10.6084/m9.figshare.30713149.v1
title: Potent phenolics with antimigratory and anti-MRSA powers from fungus associated with <i>Saussurea involucrata</i>

description: Seven phenolics were isolated from the endophytic fungus <i>Alternaria sp</i>. associated with <i>Saussurea involucrata</i>. The structures were identified as (±)-Dehydroaltenusin (1), Alterlactone (2), Altenuene (3), Djalonensone (4), 1-Deoxyrubralactone (5), Altertenuol (6), and Alternariol (7) respectively by a combination of spectroscopic and single-crystal X-ray diffraction analysis. Compound 1 showed obvious antimigratory activity against MCF-7 cells. Compound 2 showed potent antibacterial activities against a resistant bacterium <i>Staphilococcus aureus</i> 5 (MRSA). Meanwhile the cytotoxic, antioxidant were also evaluated.
DOI: 10.15468/dl.9b4t7s
title: Occurrence Download

description: A dataset containing 1281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "TaxonKey is Rheohyla miotympanum"
 ]
}

 The dataset includes 1281 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008260-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.