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Vaex

data-science

Out-of-core DataFrames for big data visualization and exploration

100K/week → Stable

Features

big-dataout-of-corevisualizationlazymemory-efficient

Pros and Cons

Ventajas

  • + Process billions of rows on laptop
  • + Memory-mapping for larger-than-RAM data
  • + Fast interactive visualizations
  • + Lazy expressions for efficiency
  • + Virtual strings without copying data
  • + Constant-time statistics

Desventajas

  • - Fewer functions than pandas
  • - Smaller community
  • - Slower development than alternatives
  • - Limited documentation
  • - Fewer integrations available

Use Cases

  • Huge dataset exploration
  • Interactive big data visualization
  • Larger-than-memory data analysis
  • Fast data profiling
  • Large volume filtering
  • Statistics on big data

Tecnologías Relacionadas

Compatible with

Alternatives