Data Analysis

by BOHUYESHAN-APB

data

A skill for analyzing data using Python (pandas) and generating professional visualizations (matplotlib/seaborn).

Skill Details

Repository Files

3 files in this skill directory


name: data-analysis version: 1.0.0 description: A skill for analyzing data using Python (pandas) and generating professional visualizations (matplotlib/seaborn). tags:

  • data-analysis
  • visualization
  • python
  • pandas

Data Analysis & Visualization Skill

This skill empowers the agent to perform data analysis and generate visualizations using Python libraries. It is designed to be used in conjunction with a sandbox environment.

Capabilities

1. Data Processing

  • Pandas: Clean, filter, and aggregate data.
  • NumPy: Numerical computations.

2. Visualization

  • Matplotlib/Seaborn: Generate high-quality charts (bar, line, scatter, pie, heatmap).
  • Theme Matching: Apply color palettes consistent with the document theme.

Usage

The skill provides utility functions to generate Python code that can be executed in the sandbox.

Scripts

  • code_generator.py: Generates Python scripts for analysis and plotting.
  • visualizer.py: Helper library (injected into sandbox) to ensure consistent styling.

Dependencies (Sandbox Environment)

  • pandas
  • numpy
  • matplotlib
  • seaborn

Related Skills

Xlsx

Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas

data

Clickhouse Io

ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.

datacli

Clickhouse Io

ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.

datacli

Analyzing Financial Statements

This skill calculates key financial ratios and metrics from financial statement data for investment analysis

data

Data Storytelling

Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive presentations.

data

Kpi Dashboard Design

Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns. Use when building business dashboards, selecting metrics, or designing data visualization layouts.

designdata

Dbt Transformation Patterns

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices.

testingdocumenttool

Sql Optimization Patterns

Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance and eliminate slow queries. Use when debugging slow queries, designing database schemas, or optimizing application performance.

designdata

Anndata

This skill should be used when working with annotated data matrices in Python, particularly for single-cell genomics analysis, managing experimental measurements with metadata, or handling large-scale biological datasets. Use when tasks involve AnnData objects, h5ad files, single-cell RNA-seq data, or integration with scanpy/scverse tools.

arttooldata

Xlsx

Spreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet processing and analysis.

tooldata

Skill Information

Category:Data
Version:1.0.0
Last Updated:12/18/2025