数据与复现单细胞与空间组学K-Dense-AI/claude-scientific-skills数据与复现
AN

AnnData

维护者 K-Dense Inc. · 最近更新 2026年4月1日

AnnData is a Python package for handling annotated data matrices, storing experimental measurements (X) alongside observation metadata (obs), variable metadata (var), and multi-dimensional annotations (obsm, varm, obsp, varp, uns). Originally designed for single-cell genomics through Scanpy, it now serves as a general-purpose framework for any annotated data requiring efficient storage, manipulation, and analysis.

Claude CodeOpenClawNanoClaw分析处理复现实验anndatabioinformaticspackagebioinformatics & genomics

原始来源

K-Dense-AI/claude-scientific-skills

https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/scientific-skills/anndata

维护者
K-Dense Inc.
许可
BSD-3-Clause license
最近更新
2026年4月1日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • AnnData是一个Python package ,用于 handling annotated data matrices,storing experimental measurements (X) alongside observation metadata (obs),variable metadata (var),、 multi-dimensional annotations (obsm,varm,obsp,varp,uns). Originally designed ,用于 single-cell genomics through Scanpy,it now serves as general-purpose 框架 ,用于 any annotated data requiring efficient storage,manipulation,、 analysis。
  • uv pip install anndata[dev,test,doc]。

原始文档

SKILL.md 摘录

When to Use This Skill

Use this skill when:

  • Creating, reading, or writing AnnData objects
  • Working with h5ad, zarr, or other genomics data formats
  • Performing single-cell RNA-seq analysis
  • Managing large datasets with sparse matrices or backed mode
  • Concatenating multiple datasets or experimental batches
  • Subsetting, filtering, or transforming annotated data
  • Integrating with scanpy, scvi-tools, or other scverse ecosystem tools

Creating an AnnData object

import anndata as ad
import numpy as np
import pandas as pd

## Minimal creation

X = np.random.rand(100, 2000)  # 100 cells × 2000 genes
adata = ad.AnnData(X)

适用场景

  • Creating,reading,或 writing AnnData objects。
  • Working ,支持 h5ad,。

不适用场景

  • Do not rely on this catalog entry alone ,用于 installation 或 maintenance details。

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