II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--exploratory-data-analysis
exploratory-data-analysis overview
Apply statistical and visualization techniques to discover patterns - Guides analysts through systematic exploratory data analysis (EDA) to understand data structure, discover patterns, and generate hypotheses.
Attributes
displayName
exploratory-data-analysis
description
Apply statistical and visualization techniques to discover patterns - Guides analysts through
systematic exploratory data analysis (EDA) to understand data structure, discover patterns, and generate hypotheses.
libraryPath
library/specializations/domains/science/scientific-discovery/exploratory-data-analysis.js
specialization
scientific-discovery
references
- - Tukey, J.W. (1977). Exploratory Data Analysis - Wickham, H. & Grolemund, G. (2017). R for Data Science - Cleveland, W.S. (1993). Visualizing Data
example
const result = await orchestrate('domains/science/scientific-discovery/exploratory-data-analysis', {
dataset: { path: './data/sales.csv', rows: 10000, columns: 25 },
variables: ['revenue', 'customers', 'region', 'date'],
researchQuestions: ['What drives revenue growth?', 'Are there seasonal patterns?']
});
usesAgents
- statistical-test-selector
- hypothesis-generator
Outgoing edges
lib_applies_to_domain1
- domain:scientific-discovery·DomainScientific Discovery
lib_belongs_to_specialization2
- specialization:scientific-research-methods·SpecializationScientific Research Methods
- specialization:scientific-discovery·SpecializationScientific Discovery
lib_implements_workflow2
- workflow:experiment-design·WorkflowExperiment Design
- workflow:peer-review-cycle·WorkflowPeer Review Cycle
lib_involves_role2
- role:research-engineer·RoleResearch Engineer
- role:computational-scientist·RoleComputational Scientist
lib_requires_skill_area3
- skill-area:data-analysis·SkillAreaData Analysis
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:deep-web-research·SkillAreaDeep Web Research
Incoming edges
None.