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dplyr

Hacker Approved

Ranked 3 of 3 r packages by recommenders

People recommend dplyr for its readable verb-based syntax for filtering, selecting and transforming data, especially for beginners learning data analysis in R.

People recommend dplyr for its readable verb-based syntax for filtering, selecting and transforming data, especially for beginners learning data analysis in R.

13 people gave an opinion

recommend it
13
criticize it
0
approval share
100%
Each figure is one person. RecommendsCriticizes

Recommended in 6 of 13 months

  1. November 2025: recommended
  2. December 2025: not recommended
  3. January 2026: not recommended
  4. February 2026: not recommended
  5. March 2026: recommended
  6. April 2026: recommended
  7. May 2026: not recommended
  8. June 2026: recommended
  9. July 2026: not recommended
  10. August 2026: not recommended
  11. September 2026: recommended
  12. October 2026: recommended
  13. November 2026: not recommended (month in progress)

Why it carries the badge

  • 13 people recommend itNeeds 10 or more, met.
  • Nobody criticizes itNeeds 2 to 1 or better, met.
  • Recommended in 6 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Readable, almost pseudocode-like syntax

    “dplyr reads almost like pseudocode: take this dataset, select the columns that start with "bill"”

    Comment from 24 Mar 2026 in “Data Manipulation in Clojure Compared to R and Python”

    “Tools like Polars and dplyr and even SQL require code that's far closer to how people think.”

    Comment from 10 Oct 2026 in “Polars 2.0”
  • Easy for beginners to learn

    “R and dplyrs ability to pass column names as unquoted objects actually reduces cognitive load for new people”

    Comment from 24 Mar 2026 in “Data Manipulation in Clojure Compared to R and Python”

    “dplyr still offers the most simple and understandable introduction to data analysis for the beginner”

    Comment from 3 Sep 2026 in “Pre-Release of Polars 2.0”

    “Dplyr is great if you are learning the ropes”

    Comment from 25 Nov 2025 in “Python is not a great language for data science”
  • Intuitive and elegant data manipulation

    “Unlike others, I find tidyverse (especially ggplot2 and dplyr, which reminds me a lot of pandas) to be quite intuitive.”

    Comment from 25 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”

    “tools like polars and dplyr are such elegant ways to manipulate data”

    Comment from 3 Sep 2026 in “Pre-Release of Polars 2.0”

Other r packages people recommend

The two most recommended other r packages, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

dplyr compared with 2 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
tidyverse23972%6—Approved
data.table15288%7—Approved
dplyrThis page130100%6—Approved
See all 3 r packages, ranked

What people said

12 of the 15 comments that mention it, newest first. Each links to the original comment.

“Tools like Polars and dplyr and even SQL require code that's far closer to how people think.”

RecommendsComment from 10 Oct 2026 in “Polars 2.0”

“dplyr still offers the most simple and understandable introduction to data analysis for the beginner”

RecommendsComment from 3 Sep 2026 in “Pre-Release of Polars 2.0”

“tools like polars and dplyr are such elegant ways to manipulate data”

RecommendsComment from 3 Sep 2026 in “Pre-Release of Polars 2.0”

“Coming from an R/dplyr background, I agree.”

RecommendsComment from 3 Sep 2026 in “Pre-Release of Polars 2.0”

“Unlike others, I find tidyverse (especially ggplot2 and dplyr, which reminds me a lot of pandas) to be quite intuitive.”

RecommendsComment from 25 Jun 2026 in “Too many R packages: CRAN is inundated with submissions”

“even though the syntax is a bit different (better)”

RecommendsComment from 3 Apr 2026 in “What Category Theory Teaches Us About DataFrames”

“Dplyr is fantastic for many reasons, one of those being that people like the verb-based approach”

RecommendsComment from 3 Apr 2026 in “What Category Theory Teaches Us About DataFrames”

“When R's dplyr solved this over a decade ago, mostly by respecting SQL and following its lead.”

RecommendsComment from 3 Apr 2026 in “What Category Theory Teaches Us About DataFrames”

“R and dplyrs ability to pass column names as unquoted objects actually reduces cognitive load for new people”

RecommendsComment from 24 Mar 2026 in “Data Manipulation in Clojure Compared to R and Python”

“instead of filter(ds, year > 2008)”

MixedComment from 24 Mar 2026 in “Data Manipulation in Clojure Compared to R and Python”

“dplyr reads almost like pseudocode: take this dataset, select the columns that start with "bill"”

RecommendsComment from 24 Mar 2026 in “Data Manipulation in Clojure Compared to R and Python”

“Dplyr is great if you are learning the ropes”

RecommendsComment from 25 Nov 2025 in “Python is not a great language for data science”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.