General
PromptBeginner5 minmarkdown
- Returns columns named after the grouping variables
with result column keeping the original name.
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General
PromptBeginner5 minmarkdown
- Levels are sorted by default
but sort order is **locale-dependent** at creation time.
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General
PromptBeginner5 minmarkdown
- Only `==` and `!=` work between factors; factors must have identical level sets. Ordered factors support `<`
`>`.
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General
PromptBeginner5 minmarkdown
- `c()` on factors unions level sets (since R 4.1.0)
but earlier versions converted to integer.
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Coding & Debugging
PromptBeginner5 minmarkdown
- `as.numeric(f)` returns **integer codes**
not original values. Use `as.numeric(levels(f))[f]` or `as.numeric(as.character(f))`.
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General
PromptBeginner5 minmarkdown
- Atomic vectors recycle to match longest column
but only if exact multiple. Protect with `I()` to prevent conversion.
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General
PromptBeginner5 minmarkdown
- Duplicate column names allowed only with `check.names = FALSE`
but many operations will de-dup them silently.
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General
PromptBeginner5 minmarkdown
- `duplicated` marks the **second and later** occurrences as TRUE
not the first. Use `fromLast = TRUE` to reverse.
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General
PromptBeginner5 minmarkdown
- `cbind(NULL)` returns `NULL` (not a matrix). For consistency
`rbind(NULL)` also returns `NULL`.
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General
PromptBeginner5 minmarkdown
- Supports formula syntax: `split(df
~ Month)`.
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General
PromptBeginner5 minmarkdown
- If `f` is a list of factors
interaction is used; levels containing `.` can cause unexpected splits unless `sep` is changed.
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General
PromptBeginner5 minmarkdown
- `by = 0` or `by = row.names` merges on row names
adding a Row.names column.
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General
PromptBeginner5 minmarkdown
- `...` args to FUN are **not** divided into cells — they apply globally
so FUN should not expect additional args with same length as X.
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General
PromptBeginner5 minmarkdown
- `...` args cannot share names with `X`
`MARGIN`
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General
PromptBeginner5 minmarkdown
- Return value orientation is transposed: if FUN returns length-n vector
result has dim `c(n
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General
PromptBeginner5 minmarkdown
- `sapply` can return a vector
matrix
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General
PromptBeginner5 minmarkdown
- Factors
raw vectors
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Coding & Debugging
PromptBeginner5 minmarkdown
- Factor indexing: `x[f]` uses integer codes of factor `f`
not its character labels. Use `x[as.character(f)]` for label-based indexing.
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General
PromptBeginner5 minmarkdown
> Non-obvious behaviors
gotchas
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General
PromptBeginner5 minmarkdown
- `m[j = 2
i = 1]` is `m[2
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General
PromptBeginner5 minmarkdown
- `stl` result components: `$time.series` matrix with columns `seasonal`
`trend`
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General
PromptBeginner5 minmarkdown
- `stl` requires `s.window` (seasonal window) — must be specified
no default. `s.window = periodic` assumes fixed seasonality.
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General
PromptBeginner5 minmarkdown
- `decompose`: simpler than `stl`
uses moving averages. `type = additive` or `multiplicative`.
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General
PromptBeginner5 minmarkdown
- `arima(x
order = c(p
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