II.
LibrarySkill JSON
Structured · livelib-skill:humanities--topic-modeling-text-mining
topic-modeling-text-mining json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:humanities--topic-modeling-text-mining",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "topic-modeling-text-mining",
"description": "Apply LDA, NMF, and other computational methods to discover patterns in large text corpora with appropriate parameter tuning",
"libraryPath": "library/specializations/domains/social-sciences-humanities/humanities/skills/topic-modeling-text-mining/SKILL.md",
"specialization": "humanities",
"contentSummary": "# Topic Modeling and Text Mining\n\nApply LDA, NMF, and other computational methods to discover patterns in large text corpora with appropriate parameter tuning.\n\n## Overview\n\nThis skill enables computational analysis of large text collections. It encompasses topic modeling, text mining techniqu"
},
"outgoingEdges": [
{
"from": "lib-skill:humanities--topic-modeling-text-mining",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:humanities--topic-modeling-text-mining",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:humanities--topic-modeling-text-mining",
"to": "skill-area:data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:humanities--topic-modeling-text-mining",
"to": "domain:humanities",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:humanities--topic-modeling-text-mining",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
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"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:humanities--topic-modeling-text-mining",
"to": "workflow:peer-review-cycle",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
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"to": "specialization:digital-humanities",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
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"to": "specialization:humanities",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
}
],
"incomingEdges": []
}