From Correlation to Causation: A Study on Identifying NATO-Indo-Pacific Cooperation Mechanism Research Datasets Based on Lossless Knowledge Graphs (doi:10.7910/DVN/CCIZJN)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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Document Description

Citation

Title:

From Correlation to Causation: A Study on Identifying NATO-Indo-Pacific Cooperation Mechanism Research Datasets Based on Lossless Knowledge Graphs

Identification Number:

doi:10.7910/DVN/CCIZJN

Distributor:

Harvard Dataverse

Date of Distribution:

2025-11-16

Version:

1

Bibliographic Citation:

MENG, WEI, 2025, "From Correlation to Causation: A Study on Identifying NATO-Indo-Pacific Cooperation Mechanism Research Datasets Based on Lossless Knowledge Graphs", https://doi.org/10.7910/DVN/CCIZJN, Harvard Dataverse, V1, UNF:6:UEfUkt4lxlh1WrJyDzeHug== [fileUNF]

Study Description

Citation

Title:

From Correlation to Causation: A Study on Identifying NATO-Indo-Pacific Cooperation Mechanism Research Datasets Based on Lossless Knowledge Graphs

Identification Number:

doi:10.7910/DVN/CCIZJN

Authoring Entity:

MENG, WEI

Distributor:

Harvard Dataverse

Access Authority:

MENG, WEI

Depositor:

MENG, WEI

Date of Deposit:

2025-11-15

Holdings Information:

https://doi.org/10.7910/DVN/CCIZJN

Study Scope

Keywords:

Computer and Information Science

Abstract:

From Correlation to Causation: A Study on Identifying NATO-Indo-Pacific Cooperation Mechanisms Using Lossless Knowledge Graphs Includes lossless knowledge graphs and all datasets utilised throughout the research process.

Methodology and Processing

Sources Statement

Data Access

Notes:

<a href="http://creativecommons.org/publicdomain/zero/1.0">CC0 1.0</a>

Other Study Description Materials

File Description--f13157721

File: lossless_merged.tab

  • Number of cases: 27

  • No. of variables per record: 19

  • Type of File: text/tab-separated-values

Notes:

UNF:6:UEfUkt4lxlh1WrJyDzeHug==

Variable Description

List of Variables:

Variables

triple_id

f13157721 Location:

Variable Format: character

Notes: UNF:6:QwoWpWWaoGnUVmQ1TvJ5bQ==

subject_id

f13157721 Location:

Variable Format: character

Notes: UNF:6:E+4LHhgreHbw69AelIwBgQ==

predicate

f13157721 Location:

Variable Format: character

Notes: UNF:6:6ACpqjxSC7N685J4jZxqZQ==

object_id

f13157721 Location:

Variable Format: character

Notes: UNF:6:Kzwks2kq6cuATqgBhLM2ng==

object_is_literal

f13157721 Location:

Variable Format: character

Notes: UNF:6:oWShTNF5dl501M/KzsYuPQ==

sub_entity_label

f13157721 Location:

Summary Statistics: Max. NaN; Valid 0.0; Mean NaN; StDev NaN; Min. NaN;

Variable Format: numeric

Notes: UNF:6:Z3jHx7a2wcJz5mgWmnZSpg==

sub_entity_type

f13157721 Location:

Summary Statistics: Valid 0.0; StDev NaN; Min. NaN; Mean NaN; Max. NaN

Variable Format: numeric

Notes: UNF:6:Z3jHx7a2wcJz5mgWmnZSpg==

obj_entity_label

f13157721 Location:

Summary Statistics: StDev NaN; Min. NaN; Mean NaN; Valid 0.0; Max. NaN

Variable Format: numeric

Notes: UNF:6:Z3jHx7a2wcJz5mgWmnZSpg==

obj_entity_type

f13157721 Location:

Summary Statistics: StDev NaN; Max. NaN; Mean NaN; Min. NaN; Valid 0.0

Variable Format: numeric

Notes: UNF:6:Z3jHx7a2wcJz5mgWmnZSpg==

object_literal

f13157721 Location:

Summary Statistics: Valid 0.0; Min. NaN; Max. NaN; Mean NaN; StDev NaN

Variable Format: numeric

Notes: UNF:6:Z3jHx7a2wcJz5mgWmnZSpg==

qualifier_or_note

f13157721 Location:

Variable Format: character

Notes: UNF:6:bQhpEPPaPcT048o1GQO9hw==

evidence_id

f13157721 Location:

Variable Format: character

Notes: UNF:6:rGWrtWaxHd+gMiH5qpHOQw==

source_doc

f13157721 Location:

Variable Format: character

Notes: UNF:6:PzQyH3v3lz6DIZ8liJcQTg==

page_start

f13157721 Location:

Summary Statistics: StDev 2.649517507008214; Valid 27.0; Min. 4.0; Mean 7.407407407407407; Max. 12.0

Variable Format: numeric

Notes: UNF:6:957SsIRsBX1QxAESRtDBlQ==

page_end

f13157721 Location:

Summary Statistics: Max. 12.0; Valid 27.0; StDev 2.7585660422920113; Mean 7.9259259259259265; Min. 4.0

Variable Format: numeric

Notes: UNF:6:p9m1SwVgH51JQ1l4BRXbXA==

locator

f13157721 Location:

Variable Format: character

Notes: UNF:6:L/xl31gVab2vDw/3sC1G3g==

quote

f13157721 Location:

Summary Statistics: Max. NaN; Min. NaN; Mean NaN; Valid 0.0; StDev NaN;

Variable Format: numeric

Notes: UNF:6:Z3jHx7a2wcJz5mgWmnZSpg==

extraction_method

f13157721 Location:

Variable Format: character

Notes: UNF:6:oUoX7L+vh+sRIiEzGk+YGQ==

confidence

f13157721 Location:

Summary Statistics: Mean 0.6; Valid 27.0; Max. 0.6; Min. 0.6; StDev 0.0;

Variable Format: numeric

Notes: UNF:6:HtQ8BYKntHBo2Ok1UJU0xw==

Other Study-Related Materials

Label:

CHANGELOG.md

Notes:

text/markdown

Other Study-Related Materials

Label:

DATA_DICTIONARY.md

Notes:

text/markdown

Other Study-Related Materials

Label:

INTEGRITY_REPORT.json

Notes:

application/json

Other Study-Related Materials

Label:

INTEGRITY_REPORT_v1.json

Notes:

application/json

Other Study-Related Materials

Label:

INTEGRITY_REPORT_v2.json

Notes:

application/json

Other Study-Related Materials

Label:

LOCAL_STRUCTURAL_VALIDATION-2.json

Notes:

application/json

Other Study-Related Materials

Label:

LOCAL_STRUCTURAL_VALIDATION.json

Notes:

application/json

Other Study-Related Materials

Label:

lossless_merged_fixed .ttl

Notes:

text/turtle

Other Study-Related Materials

Label:

lossless_merged_fixed.ttl

Notes:

text/turtle

Other Study-Related Materials

Label:

lossless_merged.ttl

Notes:

text/turtle

Other Study-Related Materials

Label:

lossless_shacl.ttl

Notes:

text/turtle

Other Study-Related Materials

Label:

Methods_and_Appendix_Update -E.docx

Notes:

application/vnd.openxmlformats-officedocument.wordprocessingml.document

Other Study-Related Materials

Label:

readme.txt

Notes:

text/plain

Other Study-Related Materials

Label:

SHACL_Strict_Validation_Report.json

Notes:

application/json

Other Study-Related Materials

Label:

SHACL_Validation_Report.json

Notes:

application/json