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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20,365 skills indexed with the new KISS metadata standard.
Showing 24 of 20,365Categories: Education, Coding & Debugging, Data, Creative
Data
PromptBeginner5 minmarkdown
- `ts(data
start
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Data
PromptBeginner5 minmarkdown
- `relist(flesh
skeleton)` — `flesh` is the flat data
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Creative
PromptBeginner5 minmarkdown
- `tryCatch(expr
warning = function(w) {...})` catches the **first** warning and exits. Use `withCallingHandlers` + `invokeRestart(muffleWarning)` to suppress warnings but continue.
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Creative
PromptBeginner5 minmarkdown
- `Reduce` with `init` adds a starting value: `Reduce(f
x
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Data
PromptBeginner5 minmarkdown
- Useful pattern: `do.call(rbind
list_of_dfs)` to combine a list of data frames.
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Data
PromptBeginner5 minmarkdown
- **io-and-text.md** — Read when: read.table silently drops data or misparses columns
regex behaves differently than expected
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Data
PromptBeginner5 minmarkdown
- **visualization.md** — Read when: par settings reset unexpectedly
layout/mfrow interaction is confusing
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Data
PromptBeginner5 minmarkdown
- **statistics.md** — Read when: hypothesis test gives surprising result
need to choose correct p.adjust method
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Data
PromptBeginner5 minmarkdown
- **data-wrangling.md** — Read when: subsetting returns wrong type
apply on data frame gives unexpected coercion
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Data
PromptBeginner5 minmarkdown
fit <- aov(value ~ group
data = df)
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Data
PromptBeginner5 minmarkdown
predict(fit
newdata = new_df)
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Data
PromptBeginner5 minmarkdown
fit <- lm(y ~ x1 + x2
data = df)
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Data
PromptBeginner5 minmarkdown
boxplot(value ~ group
data = df
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Data
PromptBeginner5 minmarkdown
saveRDS(obj
data.rds)
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Data
PromptBeginner5 minmarkdown
df <- read.table(data.txt
header = TRUE
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Data
PromptBeginner5 minmarkdown
df <- read.csv(data.csv
stringsAsFactors = FALSE)
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Data
PromptBeginner5 minmarkdown
aggregate(value ~ group
data = df
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Coding & Debugging
PromptBeginner5 minmarkdown
A comprehensive reference for base R programming — covering data structures
control flow
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Coding & Debugging
PromptBeginner5 minmarkdown
description: Provides base R programming guidance covering data structures
data wrangling
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Data
PromptBeginner5 minmarkdown
- “What exactly changes with EU data residency
and what must we verify for auditors?”
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Data
PromptBeginner5 minmarkdown
- Truthfulness rule for residency questions: if asked whether “all data stays in the EU
” the agent states only what’s documented and outlines how to verify scope in official docs and tenant configuration.
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Coding & Debugging
PromptBeginner5 minmarkdown
- With **GHEC data residency**
you choose where company code and selected data are stored (including the **EU**)
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Data
PromptBeginner5 minmarkdown
- The agent does **not overclaim** what “EU data residency” covers beyond documented scope (e.g.
telemetry
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