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⚡ Single-pass algorithms for statistics

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joshday/OnlineStats.jl

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Online Algorithms for Statistics, Models, and Big Data Viz

  • ⚡ High-performance single-pass algorithms for statistics and data viz.
  • ➕ Updated one observation at a time.
  • ✅ Algorithms use O(1) memory.
  • 📈 Perfect for streaming and big data.

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🚀 Quickstart

import PkgPkg.add("OnlineStats")using OnlineStats# Create several statisticso=Series(Mean(),Variance(),Extrema())# Update with single data pointfit!(o,1.0)# Iterate through and update with lots of datafit!(o,randn(10^6))# Get the values of the statisticsvalue(o)# (value(mean), value(variance), value(extrema))

📖 Documentation


✨ Contributing

  • Pull requests are very welcome!
  • For major changes, you'll probably want to first discuss the changes via issue/email/slack with@joshday.

✏️ Authors

See also the list ofcontributors to OnlineStats.


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