My recommended R packages / functions for behavioral researchers who deal with 2X2 experiments

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  • afex

    Analysis of Factorial EXperiments (R package)

  • afex is great for ANOVAs. It gives you type 3 SS by default too, and includes methods for bootstrapping. It was specifically made for experimental/factorial designs iirc. It also handles mixed effect regressions by calling lme4. You can even specify repeated measures ANOVA with the same syntax as mixed effect models.

  • easystats

    :milky_way: The R easystats-project

  • I'd also recommend the whole easystats suite of packages. They make model post-processing much easier. It includes a more intuitive (but more limited, imo) replacement for emmeans: modelbased.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

    InfluxDB logo
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