cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/7a3e-1183
title: Matt Warner diatom dataset

description: Raw data for the Matt Warner diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/mrfb-0g27
title: Lyman Lake water chemistry dataset

description: Raw data for the Lyman Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/kjs9-b567
title: LDDsite273 water chemistry dataset

description: Raw data for the LDDsite273 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.14659511
title: CISA TTP Articles Data Set

description: This dataset contains 77 cybersecurity articles crawled from the public CISA website. All these articles were publically available at the time of crawling without the need of any subscription or usage of paid services. These articles were published from July 2020 to February 2024 and selected for this dataset if they contained explicitely mentioned MITRE ATT&CK TTPs (Tactics, Techniques, and Procedures).

The data set supports research in the domain of Cyber Threat Intelligence as it may act as a ground truth for TTP labeling. Specifically, this dataset is designed to facilitate research and analysis related to the identification and classification of TTPs in cybersecurity advisories.

Each crawled article is represented by the following four columns:



RawText: The unfiltered text extracted from the main content of each article (class: "l-full__main").

TTP: A set of MITRE ATT&CK TTP (Tactics, Techniques, and Procedures) IDs identified within the article's RawText. These IDs are extracted using the regex pattern: (?:TA\d{4}|T\d{4,5}(?:\.\d{3})?).

CleanText: A cleaned version of the RawText, with tables and TTP IDs removed for clarity.

URL: The url to the original article.


About the crawling process 

All advisories were gathered on Sept 27th, 2024 from the CISA website by sifting through all advisory urls backwards in time until 2020. All articles which explicitely mentioned TTPs were selected for the data set. To detect the presence of TTP IDs, each article was checked for the presence of any of the following phrases in the main content:



"MITRE ATT&CK Tactics and Techniques"

"Tactics and Techniques"

"MITRE ATT&CK Techniques"


The data set is availble in CSV and as JSON format, both containing the same data.

Acknowledgments: Funded by the European Union under the European Defence Fund (GA no. 101121403 - NEWSROOM and GA no. 101121418 - EUCINF). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Commission. Neither the European Union nor the granting authority can be held responsible for them. This work is co-funded by the Austrian FFG Kiras project ASOC (GA no. FO999905301).
DOI: 10.5281/zenodo.14659512
title: CISA TTP Articles Data Set

description: This dataset contains 77 cybersecurity articles crawled from the public CISA website. All these articles were publically available at the time of crawling without the need of any subscription or usage of paid services. These articles were published from July 2020 to February 2024 and selected for this dataset if they contained explicitely mentioned MITRE ATT&CK TTPs (Tactics, Techniques, and Procedures).

The data set supports research in the domain of Cyber Threat Intelligence as it may act as a ground truth for TTP labeling. Specifically, this dataset is designed to facilitate research and analysis related to the identification and classification of TTPs in cybersecurity advisories.

Each crawled article is represented by the following four columns:



RawText: The unfiltered text extracted from the main content of each article (class: "l-full__main").

TTP: A set of MITRE ATT&CK TTP (Tactics, Techniques, and Procedures) IDs identified within the article's RawText. These IDs are extracted using the regex pattern: (?:TA\d{4}|T\d{4,5}(?:\.\d{3})?).

CleanText: A cleaned version of the RawText, with tables and TTP IDs removed for clarity.

URL: The url to the original article.


About the crawling process 

All advisories were gathered on Sept 27th, 2024 from the CISA website by sifting through all advisory urls backwards in time until 2020. All articles which explicitely mentioned TTPs were selected for the data set. To detect the presence of TTP IDs, each article was checked for the presence of any of the following phrases in the main content:



"MITRE ATT&CK Tactics and Techniques"

"Tactics and Techniques"

"MITRE ATT&CK Techniques"


The data set is availble in CSV and as JSON format, both containing the same data.

Acknowledgments: Funded by the European Union under the European Defence Fund (GA no. 101121403 - NEWSROOM and GA no. 101121418 - EUCINF). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Commission. Neither the European Union nor the granting authority can be held responsible for them. This work is co-funded by the Austrian FFG Kiras project ASOC (GA no. FO999905301).
DOI: 10.21233/a3q2-8a30
title: Ebb and Flow Lake ostracode surface sample dataset

description: Raw data for the Ebb and Flow Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.3886/e113592
title: Replication data for: Improving College Access and Success for Low-Income Students: Evidence from a Large Need-Based Grant Program

description: Using comprehensive administrative data on France's single largest financial aid program, this paper provides new evidence on the impact of large-scale need-based grant programs on the college enrollment decisions, persistence, and graduation rates of low-income students. We exploit sharp discontinuities in the grant eligibility formula to identify the impact of aid on student outcomes at different levels of study. We find that the provision of 1,500 euros cash allowances to prospective undergraduate or graduate students increases their college enrollment rates by 5 to 7 percent. Moreover, we show that need-based grants have positive effects on student persistence and degree completion. (JEL H52, I22, I24, I28, J24)
DOI: 10.3886/e113592v1-177781
title: Replication data for: Improving College Access and Success for Low-Income Students: Evidence from a Large Need-Based Grant Program

description: Using comprehensive administrative data on France's single largest financial aid program, this paper provides new evidence on the impact of large-scale need-based grant programs on the college enrollment decisions, persistence, and graduation rates of low-income students. We exploit sharp discontinuities in the grant eligibility formula to identify the impact of aid on student outcomes at different levels of study. We find that the provision of 1,500 euros cash allowances to prospective undergraduate or graduate students increases their college enrollment rates by 5 to 7 percent. Moreover, we show that need-based grants have positive effects on student persistence and degree completion. (JEL H52, I22, I24, I28, J24)
DOI: 10.21233/1fhd-1g54
title: Reef Lake diatom surface sample dataset

description: Raw data for the Reef Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/g9v8-1z05
title: Anse Saint-Martin pollen dataset

description: Raw data for the Anse Saint-Martin pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/j0vj-3v28
title: North Fork Lake diatom bottom sample dataset

description: Raw data for the North Fork Lake diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/tjc0-vb87
title: Lake Superior ostracode surface sample dataset

description: Raw data for the Lake Superior ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.yakxqg
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhynchospora fujiiana Makino",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 259 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025033-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/wzqa-nb94
title: Hole Bog testate amoebae surface sample dataset

description: Raw data for the Hole Bog testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/724p-v857
title: Tangra Yumco ostracode surface sample dataset

description: Raw data for the Tangra Yumco ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.zrnp6r
title: Occurrence Download

description: A dataset containing 1891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((-4.20621 40.2795,-4.20605 40.17607,-4.06683 40.17574,-4.06633 40.27901,-4.20621 40.2795,-4.20621 40.2795))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Accipitriformes",
 "Year 2000-2025"
 ]
}

 The dataset includes 1891 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025034-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/bhk3-bb85
title: South 7 testate amoebae surface sample dataset

description: Raw data for the South 7 testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.34740/kaggle/dsv/11767934
title: World Weather Repository ( Daily Updating )
DOI: 10.21233/fm9a-bm03
title: Lake O' Pines pollen dataset

description: Raw data for the Lake O' Pines pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/hn6y-4043
title: WASS18 pollen surface sample dataset

description: Raw data for the WASS18 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/pkt4-am12
title: Otisville pollen dataset

description: Raw data for the Otisville pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/w8gm-r098
title: Carson River vertebrate fauna dataset

description: Raw data for the Carson River vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0rd7-z041
title: E510 pollen surface sample dataset

description: Raw data for the E510 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/f4dr-h924
title: LDDsite735 water chemistry dataset

description: Raw data for the LDDsite735 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.pr758k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex jackiana subsp. parciflora (Boott) Kük.",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025036-250426092105405/datasets/export for details.
DOI: 10.21233/70wj-ah53
title: LDDsite172 water chemistry dataset

description: Raw data for the LDDsite172 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/h9k4-th03
title: Hani testate amoebae surface sample dataset

description: Raw data for the Hani testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4dat-8686
title: Phillips Spring [23HI216] vertebrate fauna dataset

description: Raw data for the Phillips Spring [23HI216] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/th1g-fq72
title: Loon Lake diatom bottom sample dataset

description: Raw data for the Loon Lake diatom bottom sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/snhv-1f56
title: Untere Bunschleren Boltigen pollen dataset

description: Raw data for the Untere Bunschleren Boltigen pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/sz4m-hg30
title: LDDsite1803 ostracode surface sample dataset

description: Raw data for the LDDsite1803 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/sp71-jn23
title: Heggs diatom dataset

description: Raw data for the Heggs diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/wdrf-k663
title: Katin Moch testate amoebae surface sample dataset

description: Raw data for the Katin Moch testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.14907304
title: MITRE ATT&CK TTP Data Set

description: The dataset contains sentences from MITRE ATT&CK Tactics, Techniques, and Procedures (TTPs) along with their corresponding procedure descriptions. Here’s an overview:



Columns:



Key: Contains TTP techniques and subtechniques.

Value: Contains the corresponding procedure descriptions.



Data Details:



The dataset has 19,747 rows, each representing a procedure linked to a TTP ID.

It includes 780 unique TTP IDs covering both MITRE ATT&CK techniques and subtechniques.

The TTPs and procedure descriptions were extracted from the enterprise-attack-15.1.json file available on GitHub.



Preprocessing and Data Cleansing:The following regex rules were applied to the Value column:



Replace URLs related to software with the term "Software":re.sub(r'[.?](https://attack\.mitre\.org/software/.?)', 'Software', text)

Replace URLs related to groups with the term "Attacker":re.sub(r'[.?](https://attack\.mitre\.org/groups/.?)', 'Attacker', text)

Remove any text within parentheses:str.replace(r'\([^)]*\)', '', regex=True)

Remove any text within square brackets:str.replace(r'\[.*?\]', '', regex=True)

Remove any leading or trailing whitespace:str.strip()




Acknowledgments: Funded by the European Union under the European Defence Fund (GA no. 101121403 - NEWSROOM and GA no. 101121418 - EUCINF). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Commission. Neither the European Union nor the granting authority can be held responsible for them. This work is co-funded by the Austrian FFG Kiras project ASOC (GA no. FO999905301).
DOI: 10.5281/zenodo.14907305
title: MITRE ATT&CK TTP Data Set

description: The dataset contains sentences from MITRE ATT&CK Tactics, Techniques, and Procedures (TTPs) along with their corresponding procedure descriptions. Here’s an overview:



Columns:



Key: Contains TTP techniques and subtechniques.

Value: Contains the corresponding procedure descriptions.



Data Details:



The dataset has 19,747 rows, each representing a procedure linked to a TTP ID.

It includes 780 unique TTP IDs covering both MITRE ATT&CK techniques and subtechniques.

The TTPs and procedure descriptions were extracted from the enterprise-attack-15.1.json file available on GitHub.



Preprocessing and Data Cleansing:The following regex rules were applied to the Value column:



Replace URLs related to software with the term "Software":re.sub(r'[.?](https://attack\.mitre\.org/software/.?)', 'Software', text)

Replace URLs related to groups with the term "Attacker":re.sub(r'[.?](https://attack\.mitre\.org/groups/.?)', 'Attacker', text)

Remove any text within parentheses:str.replace(r'\([^)]*\)', '', regex=True)

Remove any text within square brackets:str.replace(r'\[.*?\]', '', regex=True)

Remove any leading or trailing whitespace:str.strip()




Acknowledgments: Funded by the European Union under the European Defence Fund (GA no. 101121403 - NEWSROOM and GA no. 101121418 - EUCINF). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Commission. Neither the European Union nor the granting authority can be held responsible for them. This work is co-funded by the Austrian FFG Kiras project ASOC (GA no. FO999905301).
DOI: 10.21233/kjn6-n362
title: LDDsite1647 water chemistry dataset

description: Raw data for the LDDsite1647 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.