AutomationLab Automation & Research InformaticsFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
IN

instrument-data-to-allotrope

Maintainer FreedomIntelligence · Last updated April 1, 2026

Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. Use this skill when scientists need to standardize instrument data for LIMS systems, data lakes, or downstream analysis. Supports auto-detection of instrument types. Outputs include full ASM JSON, flattened CSV for easy import, and exportable Python code for data engineers. Common trigge….

OpenClawNanoClawAnalysisReproductioninstrument-data-to-allotrope📊 data science & toolslab automation & integrationconvert

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/instrument-data-to-allotrope

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • Convert instrument files into standardized Allotrope Simple Model (ASM) format for LIMS upload, data lakes, or handoff to data engineering teams.
  • pip install allotropy pandas openpyxl pdfplumber --break-system-packages.

Source Doc

Excerpt From SKILL.md

Workflow Overview

  1. Detect instrument type from file contents (auto-detect or user-specified)
  2. Parse file using allotropy library (native) or flexible fallback parser
  3. Generate outputs:
    • ASM JSON (full semantic structure)
    • Flattened CSV (2D tabular format)
    • Python parser code (for data engineer handoff)
  4. Deliver files with summary and usage instructions

When Uncertain: If you're unsure how to map a field to ASM (e.g., is this raw data or calculated? device setting or environmental condition?), ask the user for clarification. Refer to references/field_classification_guide.md for guidance, but when ambiguity remains, confirm with the user rather than guessing.

Core conversion

from allotropy.parser_factory import Vendor from allotropy.to_allotrope import allotrope_from_file

Convert with allotropy

asm = allotrope_from_file("instrument_data.csv", Vendor.BECKMAN_VI_CELL_BLU)

Use cases

  • Use instrument-data-to-allotrope in research workflows aligned with this subject area.
  • Follow the upstream documentation for the full working procedure.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

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