iiRecord
Agentic AI Atlas · pandas-dataframe-analyzer
lib-skill:data-science-ml--pandas-dataframe-analyzera5c.ai
II.
LibrarySkill JSON

lib-skill:data-science-ml--pandas-dataframe-analyzer

Structured · live

pandas-dataframe-analyzer json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · generated-library/skills.yamlCluster · generated-library
Record JSON
{
  "id": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
  "_kind": "LibrarySkill",
  "_file": "generated-library/skills.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "pandas-dataframe-analyzer",
    "description": "Automated DataFrame analysis skill for statistical summaries, missing value detection, data type inference, and memory optimization recommendations.",
    "libraryPath": "library/specializations/data-science-ml/skills/pandas-dataframe-analyzer/SKILL.md",
    "specialization": "data-science-ml",
    "contentSummary": "# pandas-dataframe-analyzer\n\n## Overview\n\nAutomated DataFrame analysis skill for statistical summaries, missing value detection, data type inference, and memory optimization recommendations using pandas and profiling libraries.\n\n## Capabilities\n\n- Statistical profiling of DataFrames\n- Missi"
  },
  "outgoingEdges": [
    {
      "from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
      "to": "skill-area:data-preprocessing",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
      "to": "domain:data-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
      "to": "role:data-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
      "to": "role:data-analyst",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
      "to": "workflow:data-quality-monitoring",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
      "to": "specialization:data-science-ml",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    }
  ],
  "incomingEdges": []
}