cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14278/rodare.4073
title: Data publication: Plant data of the Horizon 2020 project NEXT

description: Plant‑Soil Chemistry Dataset (Raja 2019 Field Campaign)

## 1. Overview  

This repository contains the **final, cleaned chemistry data** that were produced from the 2019 Raja field campaign.  <br>
The data combine:

* Plant tissue concentrations (leaf, bark, needles, …) for a set of selected elements.  <br>
* Corresponding soil‑till depth, point location, lithology and basic tree information.  <br>
* Element‑specific relative‑standard‑deviation (RSD) uncertainties that were calculated from laboratory‑derived uncertainty parameters.

All files are provided in **CSV** format (UTF‑8, `,` separator) and/or the R programming language binary format RData.

*The exact set of tissue files depends on the species/plant‑parts that were sampled; the naming convention is `pl` + lower‑case abbreviation of the tissue (generated by `abbreviate(Plant, minlength = 2)` + `PlantPart`).*

---

## 2. Column description (common to all tables)

| Column | Meaning | Type |<br>
|--------|---------|------|<br>
| `PointID` | Unique identifier for the sampling point (e.g., `NEXT‑2019‑257`). | character |<br>
| `X` / `Y` | Projected coordinates (Easting / Northing, EPSG 3067). | numeric |<br>
| `Plant` | Species name (full). | character |<br>
| `PlantPart` | Plant part sampled (`Leaf`, `Bark`, `Fruit`, …). | character |<br>
| `Tissue` | Short code: `&lt;abbr&gt; &lt;PlantPart&gt;` (e.g., `Ac Leaf`). | character |<br>
| `Lithology_updated_Sol` | Detailed lithology description from field notes. | character |<br>
| `Lith_simpl` | Simplified lithology (e.g., `Mafic rocks`). | character |<br>
| `TillDepth_cm` | Soil till depth at the point (cm). | numeric |<br>
| **Element columns** (e.g. `Al`, `As`, `Ca`, …) | Measured concentration **or** relative uncertainty, depending on the file (see below). | numeric |<br>
| `Tissue` (re‑appears) | Same as above – kept for convenience. | character |

### 2.1. Concentration vs. Uncertainty tables  

* **`Plant_all_final.csv`** – contains **concentrations** (units as reported by the laboratory, typically mg kg⁻¹).  <br>
* **`Plant_uncensored_raw.RData`** – contains the very original, untreated data.  <br>
* **`*_uncertainty*.csv`**  – the element columns have been **replaced by their relative standard deviation (RSD)**, i.e. a unit‑less proportion (`0.12` = 12 % RSD).  

If you need both concentration **and** uncertainty for a given point, use the two files together (join on `PointID`).

---

## 3. Usage notes  

* **Joining concentration & uncertainty** – the two CSVs 'plant' and 'plant_uncertainty' share the same column order and can be merged on `PointID`.  <br>
* **Missing values** – `NA` indicates either a non‑detected element or that no uncertainty parameter was available for that element.  <br>
* **Spatial reference** – coordinates are in **ETRS89 / Lantmäteriet 3006 (EPSG 3067)**, suitable for Swedish national mapping.  <br>
* **Element selection** – in the subdatasets not every element is present in every tissue file; only the elements that passed the QC selection criteria are kept.
DOI: 10.14278/rodare.4072
title: Data publication: Plant data of the Horizon 2020 project NEXT

description: Plant‑Soil Chemistry Dataset (Raja 2019 Field Campaign)

## 1. Overview  

This repository contains the **final, cleaned chemistry data** that were produced from the 2019 Raja field campaign.  <br>
The data combine:

* Plant tissue concentrations (leaf, bark, needles, …) for a set of selected elements.  <br>
* Corresponding soil‑till depth, point location, lithology and basic tree information.  <br>
* Element‑specific relative‑standard‑deviation (RSD) uncertainties that were calculated from laboratory‑derived uncertainty parameters.

All files are provided in **CSV** format (UTF‑8, `,` separator) and/or the R programming language binary format RData.

*The exact set of tissue files depends on the species/plant‑parts that were sampled; the naming convention is `pl` + lower‑case abbreviation of the tissue (generated by `abbreviate(Plant, minlength = 2)` + `PlantPart`).*

---

## 2. Column description (common to all tables)

| Column | Meaning | Type |<br>
|--------|---------|------|<br>
| `PointID` | Unique identifier for the sampling point (e.g., `NEXT‑2019‑257`). | character |<br>
| `X` / `Y` | Projected coordinates (Easting / Northing, EPSG 3067). | numeric |<br>
| `Plant` | Species name (full). | character |<br>
| `PlantPart` | Plant part sampled (`Leaf`, `Bark`, `Fruit`, …). | character |<br>
| `Tissue` | Short code: `&lt;abbr&gt; &lt;PlantPart&gt;` (e.g., `Ac Leaf`). | character |<br>
| `Lithology_updated_Sol` | Detailed lithology description from field notes. | character |<br>
| `Lith_simpl` | Simplified lithology (e.g., `Mafic rocks`). | character |<br>
| `TillDepth_cm` | Soil till depth at the point (cm). | numeric |<br>
| **Element columns** (e.g. `Al`, `As`, `Ca`, …) | Measured concentration **or** relative uncertainty, depending on the file (see below). | numeric |<br>
| `Tissue` (re‑appears) | Same as above – kept for convenience. | character |

### 2.1. Concentration vs. Uncertainty tables  

* **`Plant_all_final.csv`** – contains **concentrations** (units as reported by the laboratory, typically mg kg⁻¹).  <br>
* **`Plant_uncensored_raw.RData`** – contains the very original, untreated data.  <br>
* **`*_uncertainty*.csv`**  – the element columns have been **replaced by their relative standard deviation (RSD)**, i.e. a unit‑less proportion (`0.12` = 12 % RSD).  

If you need both concentration **and** uncertainty for a given point, use the two files together (join on `PointID`).

---

## 3. Usage notes  

* **Joining concentration & uncertainty** – the two CSVs 'plant' and 'plant_uncertainty' share the same column order and can be merged on `PointID`.  <br>
* **Missing values** – `NA` indicates either a non‑detected element or that no uncertainty parameter was available for that element.  <br>
* **Spatial reference** – coordinates are in **ETRS89 / Lantmäteriet 3006 (EPSG 3067)**, suitable for Swedish national mapping.  <br>
* **Element selection** – in the subdatasets not every element is present in every tissue file; only the elements that passed the QC selection criteria are kept.
DOI: 10.15468/dl.32fqac
title: Occurrence Download

description: A dataset containing 1738374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acrocephalus scirpaceus",
 "Year 2010-2025"
 ]
}

 The dataset includes 1738374 records from 1304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039466-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wawgn5
title: Occurrence Download

description: A dataset containing 471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Muscinupta",
 "HasCoordinate is true"
 ]
}

 The dataset includes 471 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039578-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8rkz4
title: Occurrence Download

description: A dataset containing 1915324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2010",
 "Month is February",
 "Day is greater than or equal to 1",
 "Day is less than or equal to 28"
 ]
}

 The dataset includes 1915324 records from 417 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000570-250424135625364/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.29176875
title: Additional file 1 of An evaluation of menstrual health apps’ functionality, inclusiveness, and health education information

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.29176875.v1
title: Additional file 1 of An evaluation of menstrual health apps’ functionality, inclusiveness, and health education information

description: Supplementary Material 1
DOI: 10.15468/dl.vpr2mm
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038617-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt3pry
title: Occurrence Download

description: A dataset containing 51345 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phleum bertolonii"
 ]
}

 The dataset includes 51345 records from 394 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038495-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2x7rb
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Armenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038618-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgdmnb
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038619-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4unrfj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038621-250811113504898/datasets/export for details.
DOI: 10.15468/dl.yhepba
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Gabon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038622-250811113504898/datasets/export for details.
DOI: 10.15468/dl.wvjkyq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038623-250811113504898/datasets/export for details.
DOI: 10.15468/dl.8sxern
title: Occurrence Download

description: A dataset containing 2940 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carya aquatica"
 ]
}

 The dataset includes 2940 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038624-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16935562
title: Social Bonds and Buying Power
DOI: 10.5281/zenodo.16935561
title: Social Bonds and Buying Power
DOI: 10.15468/dl.nqrawa
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038625-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12851211
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.d3hv76
title: Occurrence Download

description: A dataset containing 905 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physostegia parviflora"
 ]
}

 The dataset includes 905 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038626-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zw5teq
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038628-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tr5esw
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea diffusa",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038627-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bupm4
title: Occurrence Download

description: A dataset containing 416 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physostegia digitalis"
 ]
}

 The dataset includes 416 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038629-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgtx2p
title: Occurrence Download

description: A dataset containing 514688 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phleum pratense"
 ]
}

 The dataset includes 514688 records from 2604 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038496-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xvbct
title: Occurrence Download

description: A dataset containing 601 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elapognathus Boulenger, 1896",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 601 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008501-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fv4yx2
title: Occurrence Download

description: A dataset containing 13537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.5362 40.42279,-3.54327 40.41103,-3.56283 40.40247,-3.57941 40.35954,-3.60115 40.33724,-3.6079 40.32482,-3.60709 40.31198,-3.5993 40.3025,-3.59098 40.27701,-3.57257 40.26912,-3.55405 40.27418,-3.54624 40.27282,-3.55211 40.28215,-3.54248 40.28755,-3.54408 40.29377,-3.5505 40.29704,-3.57151 40.28712,-3.57613 40.31489,-3.58382 40.31581,-3.58507 40.32042,-3.55381 40.3554,-3.55562 40.36376,-3.5427 40.3931,-3.52915 40.38938,-3.52041 40.3921,-3.5192 40.40894,-3.5362 40.42279))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 13537 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008499-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/m8fj3n35bt.1
title: AFP-CHM-ELISA

description: We have thus developed AFP-CHM-ELISA — a highly sensitive ELISA for AFP detection, by immobilizing a chitosan hydrogel membrane to polystyrene. The performance of the method was further evaluated using clinical serum samples. 
The linear range, limit of detection (LOD), inter-batch and intra-batch precision, recovery tests, and other parameters were determined for the newly developed method, while its performance metrics such as sensitivity, repeatability and accuracy were evaluated according to the standardized validation protocol, which provides validated procedures for evaluating analytical method characteristics (Chan et al., 2004). Furthermore, an accelerated stability test and real-time stability test were conducted based on the CLSI EP25-A [28]. 
The AFP-CHM-ELISA was used to detect clinical samples, and its performance was compared with traditional ELISA and chemiluminescence methods, followed by linear regression and reliability analyses. 
The OD value of calibrator A was assigned as the negative control (N), while calibrators B to F were designated as positive controls (P). Sensitivity was calculated as the ratio of the OD value of calibrator B to that of calibrator A (PB/N), and the linear range was determined by the ratio of the OD value of calibrator F to that of calibrator A (PF/N).
The correlation between the two methods was assessed using the regression equation and correlation coefficients. Method agreement was evaluated using Bland-Altman analysis.
All statistical analyses were performed using GraphPad Prism (Version 9.0, USA), with a significance level of p &lt; 0.05.
DOI: 10.17632/m8fj3n35bt.2
title: AFP-CHM-ELISA

description: We have thus developed AFP-CHM-ELISA — a highly sensitive ELISA for AFP detection, by immobilizing a chitosan hydrogel membrane to polystyrene. The performance of the method was further evaluated using clinical serum samples. 
The linear range, limit of detection (LOD), inter-batch and intra-batch precision, recovery tests, and other parameters were determined for the newly developed method, while its performance metrics such as sensitivity, repeatability and accuracy were evaluated according to the standardized validation protocol, which provides validated procedures for evaluating analytical method characteristics (Chan et al., 2004). Furthermore, an accelerated stability test and real-time stability test were conducted based on the CLSI EP25-A [28]. 
The AFP-CHM-ELISA was used to detect clinical samples, and its performance was compared with traditional ELISA and chemiluminescence methods, followed by linear regression and reliability analyses. 
The OD value of calibrator A was assigned as the negative control (N), while calibrators B to F were designated as positive controls (P). Sensitivity was calculated as the ratio of the OD value of calibrator B to that of calibrator A (PB/N), and the linear range was determined by the ratio of the OD value of calibrator F to that of calibrator A (PF/N).
The correlation between the two methods was assessed using the regression equation and correlation coefficients. Method agreement was evaluated using Bland-Altman analysis.
All statistical analyses were performed using GraphPad Prism (Version 9.0, USA), with a significance level of p &lt; 0.05.
DOI: 10.15468/dl.zmwa9k
title: Occurrence Download

description: A dataset containing 350 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acantholimon lycopodioides (Girard) Boiss."
 ]
}

 The dataset includes 350 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011549-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vp5qds
title: Occurrence Download

description: A dataset containing 18976 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina adenophora (Spreng.) R.M.King & H.Rob."
 ]
}

 The dataset includes 18976 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011550-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9z4vhc78wj.1
title: Children as victims of their parents' revenge

description: This research is based on the proven fact that many couples with children, when they divorce or break up their cohabitation, use them to harass and attack their ex-partner. This paper examines its relationship with dark personality traits and forgiveness. An identification system of traumatizing events committed by the partner and reactions to these events was developed. Information was collected from 1476 adult participants. Participants responded to several open-ended questions asking them to describe behaviors from their partner. A dark personality scale and Forgiveness and Resentment Scales were also administered. The partner's negative behavior most frequently mentioned by both men and women is the violation of the pact of coexistence, followed by psychological and physical ill-treatment. Women contemplated more frequently physical and sexual aggressions and sexist behavior. The tendency to forgive, psychopathy, and sex are predictors of ending the relationship rather than engaging in dialogue after the partner's traumatizing behavior.
DOI: 10.15468/dl.243fpx
title: Occurrence Download

description: A dataset containing 826 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Insectos del Jardín Botánico del Quindío (CIJBQ)"
 ]
}

 The dataset includes 826 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029105-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.de2kug
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Euzomodendron bourgaeanum"
 ]
}

 The dataset includes 27 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029106-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pjbstm
title: Occurrence Download

description: A dataset containing 2816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Micrandra Benth."
 ]
}

 The dataset includes 2816 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006654-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.