pandas

Name: pandas
Author: kandada

Description Python pandas data analysis. Auto-injects `import pandas as pd; import numpy as np`. Returns DataFrame preview (shape / columns / head).

by kandada(0) 0 installs

Free

Free account. Installing gives you the manifest plus copy-paste snippets.

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About

Imported from kandada/aacode (skills/pandas/SKILL.md). Install upstream with npx skills add kandada/aacode --skill pandas. Copyright stays with the author.

Description

Python pandas data analysis. Auto-injects import pandas as pd; import numpy as np. Returns DataFrame preview (shape / columns / head).

Parameters

code: pandas code string to execute; last expression result included in return value

Example

run_skills("pandas", {"code": "pd.read_csv('data.csv').head()"}) run_skills("pandas", {"code": "df = pd.DataFrame({'a': [1,2], 'b': [3,4]}); df.describe()"})

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

# after Install: the listing is in your workspace's routing pool - a plan picks it for its slot
curl -s -X POST https://api.opensmartroute.ai/api/v1/route -H 'Authorization: Bearer $OSR_API_KEY' -H 'Content-Type: application/json' -d '{"text": "...", "plan": true}'

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

kandada-aacode-pandas.ocm.jsonjson

{
  "ocm": "1",
  "id": "kandada-aacode-pandas",
  "kind": "skill",
  "name": "pandas",
  "description": "Description Python pandas data analysis. Auto-injects `import pandas as pd; import numpy as np`. Returns DataFrame preview (shape / columns / head).",
  "publisher": "kandada",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "data_analysis",
      "coding"
    ],
    "tags": [
      "skill-md",
      "github"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Description Python pandas data analysis. Auto-injects `import pandas as pd; import numpy as np`. Returns DataFrame preview (shape / columns / head)."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "github",
      "repository": "https://github.com/kandada/aacode",
      "path": "skills/pandas/SKILL.md",
      "ref": "7e1630475a151ceaad9fdc7d124e61642e14769e",
      "url": "https://github.com/kandada/aacode/blob/7e1630475a151ceaad9fdc7d124e61642e14769e/skills/pandas/SKILL.md",
      "key": "kandada/aacode/skills/pandas/SKILL.md"
    }
  },
  "instructions": "## Description\nPython pandas data analysis. Auto-injects `import pandas as pd; import numpy as np`. Returns DataFrame preview (shape / columns / head).\n\n## Parameters\n- code: pandas code string to execute; last expression result included in return value\n\n## Example\nrun_skills(\"pandas\", {\"code\": \"pd.read_csv('data.csv').head()\"})\nrun_skills(\"pandas\", {\"code\": \"df = pd.DataFrame({'a': [1,2], 'b': [3,4]}); df.describe()\"})",
  "cost": {
    "context_tokens": 105
  }
}

Fetch it by URL: GET /api/v1/registry/kandada-aacode-pandas/manifest?version=1.0.0