Comprehensive 파이썬 데이터 도구 Tools for Every Need

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파이썬 데이터 도구

  • LuminAI Data Analyst automates data loading, statistical analysis, visualization and generates actionable insights from your datasets.
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    What is LuminAI Data Analyst?
    LuminAI Data Analyst is a Python-based AI assistant tailored for data exploration and reporting. Built on OpenAI GPT and LangChain, it seamlessly ingests structured data files (CSV, XLSX, JSON), performs automated cleaning, computes descriptive statistics, and visualizes key metrics with Matplotlib or Plotly. Users interact via command-line or API, posing questions in plain English to generate customized charts, summary tables, and narrative insights. The agent can export results as PDF or HTML reports and integrate with BI tools. It streamlines repetitive analysis tasks, turning raw datasets into actionable recommendations and saving time for analysts, developers, and business stakeholders. Advanced users can extend its modules or customize prompt templates for domain-specific workflows.
  • AI Data Viz Agent transforms natural language queries into interactive data visualizations by generating chart code and rendering plots.
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    What is AI Data Viz Agent?
    The AI Data Viz Agent leverages large language models to interpret freeform textual instructions, and then orchestrates data processing and plotting libraries to generate code and render visualizations. Users can load datasets in CSV or JSON formats or pass pandas DataFrames directly. Once a dataset is provided, the agent can filter, group, and aggregate data based on prompts like “Show average sales by quarter for top products.” It supports multiple chart types including bar, line, scatter, pie, histogram, and heatmap, with customizable colors, labels, and annotations. The agent runs as a Python package, with optional CLI and API interfaces, enabling integration into notebooks, web services, or automated reporting pipelines.
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