data.table - Extension of `data.frame`
Fast aggregation of large data (e.g. 100GB in RAM), fast ordered joins, fast add/modify/delete of columns by group using no copies at all, list columns, friendly and fast character-separated-value read/write. Offers a natural and flexible syntax, for faster development.
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zlibopenmp
23.67 score 3.9k stars 5.2k dependents 298k scripts 928k downloads
sf - Simple Features for R
Support for simple feature access, a standardized way to encode and analyze spatial vector data. Binds to 'GDAL' <doi:10.5281/zenodo.5884351> for reading and writing data, to 'GEOS' <doi:10.5281/zenodo.11396894> for geometrical operations, and to 'PROJ' <doi:10.5281/zenodo.5884394> for projection conversions and datum transformations. Uses by default the 's2' package for geometry operations on geodetic (long/lat degree) coordinates.
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gdalgeosprojspatialcpp
22.59 score 1.4k stars 1.4k dependents 144k scripts 400k downloadsDBI - R Database Interface
A database interface definition for communication between R and relational database management systems. All classes in this package are virtual and need to be extended by the various R/DBMS implementations.
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databaseinterface
21.05 score 317 stars 3.2k dependents 29k scripts 717k downloadsjsonlite - A Simple and Robust JSON Parser and Generator for R
A reasonably fast JSON parser and generator, optimized for statistical data and the web. Offers simple, flexible tools for working with JSON in R, and is particularly powerful for building pipelines and interacting with a web API. The implementation is based on the mapping described in the vignette (Ooms, 2014). In addition to converting JSON data from/to R objects, 'jsonlite' contains functions to stream, validate, and prettify JSON data. The unit tests included with the package verify that all edge cases are encoded and decoded consistently for use with dynamic data in systems and applications.
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jsonparser
20.37 score 404 stars 9.1k dependents 59k scripts 1.5M downloads
devtools - Tools to Make Developing R Packages Easier
Collection of package development tools.
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package-creationquarto
20.23 score 2.5k stars 144 dependents 71k scripts 317k downloadscurl - A Modern and Flexible Web Client for R
Bindings to 'libcurl' <https://curl.se/libcurl/> for performing fully configurable HTTP/FTP requests where responses can be processed in memory, on disk, or streaming via the callback or connection interfaces. Some knowledge of 'libcurl' is recommended; for a more-user-friendly web client see the 'httr2' package which builds on this package with http specific tools and logic.
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curl
19.88 score 231 stars 5.9k dependents 4.2k scripts 1.4M downloads
future - Unified Parallel and Distributed Processing in R for Everyone
The purpose of this package is to provide a lightweight and unified Future API for sequential and parallel processing of R expression via futures. The simplest way to evaluate an expression in parallel is to use `x %<-% { expression }` with `plan(multisession)`. This package implements sequential, multicore, multisession, and cluster futures. With these, R expressions can be evaluated on the local machine, in parallel a set of local machines, or distributed on a mix of local and remote machines. Extensions to this package implement additional backends for processing futures via compute cluster schedulers, etc. Because of its unified API, there is no need to modify any code in order switch from sequential on the local machine to, say, distributed processing on a remote compute cluster. Another strength of this package is that global variables and functions are automatically identified and exported as needed, making it straightforward to tweak existing code to make use of futures.
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asynchronousdistributed-computingfutureshpchpc-clustersparallel-computingparallel-processingparallelizationprogrammingpromises
19.44 score 1.0k stars 1.6k dependents 21k scripts 429k downloadsRSQLite - SQLite Interface for R
Embeds the SQLite database engine in R and provides an interface compliant with the DBI package. The source for the SQLite engine and for various extensions is included. System libraries will never be consulted because this package relies on static linking for the plugins it includes; this also ensures a consistent experience across all installations.
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databasesqlite3cpp
19.33 score 337 stars 1.2k dependents 11k scripts 262k downloadsDT - A Wrapper of the JavaScript Library 'DataTables'
Data objects in R can be rendered as HTML tables using the JavaScript library 'DataTables' (typically via R Markdown or Shiny). The 'DataTables' library has been included in this R package. The package name 'DT' is an abbreviation of 'DataTables'.
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datatableshtmlwidgetsjavascriptshiny
19.14 score 621 stars 751 dependents 48k scripts 386k downloadsplotly - Create Interactive Web Graphics via 'plotly.js'
Create interactive web graphics from 'ggplot2' graphs and/or a custom interface to the (MIT-licensed) JavaScript library 'plotly.js' inspired by the grammar of graphics.
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d3jsdata-visualizationggplot2javascriptplotlyshinywebgl
18.67 score 2.7k stars 937 dependents 105k scripts 301k downloads
httr2 - Perform HTTP Requests and Process the Responses
Tools for creating and modifying HTTP requests, then performing them and processing the results. 'httr2' is a modern re-imagining of 'httr' that uses a pipe-based interface and solves more of the problems that API wrapping packages face.
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http
18.17 score 262 stars 1.7k dependents 5.7k scripts 379k downloadstinytex - Helper Functions to Install and Maintain TeX Live, and Compile LaTeX Documents
Helper functions to install and maintain the 'LaTeX' distribution named 'TinyTeX' (<https://yihui.org/tinytex/>), a lightweight, cross-platform, portable, and easy-to-maintain version of 'TeX Live'. This package also contains helper functions to compile 'LaTeX' documents, and install missing 'LaTeX' packages automatically.
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latextexlive
18.13 score 1.1k stars 4.2k dependents 3.4k scripts 1.2M downloads
gtsummary - Presentation-Ready Data Summary and Analytic Result Tables
Creates presentation-ready tables summarizing data sets, regression models, and more. The code to create the tables is concise and highly customizable. Data frames can be summarized with any function, e.g. mean(), median(), even user-written functions. Regression models are summarized and include the reference rows for categorical variables. Common regression models, such as logistic regression and Cox proportional hazards regression, are automatically identified and the tables are pre-filled with appropriate column headers.
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easy-to-usegthtml5regression-modelsreproducibilityreproducible-researchstatisticssummary-statisticssummary-tablestable1tableone
17.89 score 1.2k stars 44 dependents 13k scripts 69k downloads
flextable - Functions for Tabular Reporting
Use a grammar for creating and customizing pretty tables. The following formats are supported: 'HTML', 'PDF', 'Typst', 'RTF', 'Microsoft Word', 'Microsoft PowerPoint', R 'Grid Graphics' and 'patchwork'. 'R Markdown', 'Quarto' and the package 'officer' can be used to produce the result files. The syntax is the same for the user regardless of the type of output to be produced. A set of functions allows the creation, definition of cell arrangement, addition of headers or footers, formatting and definition of cell content with text and or images. The package also offers a set of high-level functions that allow tabular reporting of statistical models and the creation of complex cross tabulations.
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docxhtml5ms-office-documentsrmarkdowntable
17.82 score 622 stars 163 dependents 11k scripts 128k downloadsmagick - Advanced Graphics and Image-Processing in R
Bindings to 'ImageMagick': the most comprehensive open-source image processing library available. Supports many common formats (png, jpeg, tiff, pdf, etc) and manipulations (rotate, scale, crop, trim, flip, blur, etc). All operations are vectorized via the Magick++ STL meaning they operate either on a single frame or a series of frames for working with layers, collages, or animation. In RStudio images are automatically previewed when printed to the console, resulting in an interactive editing environment. Also includes a graphics device for creating drawing onto images using pixel coordinates.
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image-manipulationimage-processingimagemagickcpp
17.09 score 482 stars 307 dependents 17k scripts 198k downloads
tidymodels - Easily Install and Load the 'Tidymodels' Packages
The tidy modeling "verse" is a collection of packages for modeling and statistical analysis that share the underlying design philosophy, grammar, and data structures of the tidyverse.
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17.06 score 815 stars 15 dependents 77k scripts 131k downloads
officer - Manipulation of Microsoft Word and PowerPoint Documents
Access and manipulate 'Microsoft Word', 'RTF' and 'Microsoft PowerPoint' documents from R. The package focuses on tabular and graphical reporting from R; it also provides two functions that let users get document content into data objects. A set of functions lets add and remove images, tables and paragraphs of text in new or existing documents. The package does not require any installation of Microsoft products to be able to write Microsoft files.
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ms-office-documentspowerpointword
16.72 score 687 stars 193 dependents 5.7k scripts 204k downloads
odbc - Connect to ODBC Compatible Databases (using the DBI Interface)
A DBI-compatible interface to ODBC databases.
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databaseodbcunixodbccpp
16.64 score 414 stars 26 dependents 3.6k scripts 148k downloadsspatstat - Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests
Comprehensive open-source toolbox for analysing Spatial Point Patterns. Focused mainly on two-dimensional point patterns, including multitype/marked points, in any spatial region. Also supports three-dimensional point patterns, space-time point patterns in any number of dimensions, point patterns on a linear network, and patterns of other geometrical objects. Supports spatial covariate data such as pixel images. Contains over 3000 functions for plotting spatial data, exploratory data analysis, model-fitting, simulation, spatial sampling, model diagnostics, and formal inference. Data types include point patterns, line segment patterns, spatial windows, pixel images, tessellations, and linear networks. Exploratory methods include quadrat counts, K-functions and their simulation envelopes, nearest neighbour distance and empty space statistics, Fry plots, pair correlation function, kernel smoothed intensity, relative risk estimation with cross-validated bandwidth selection, mark correlation functions, segregation indices, mark dependence diagnostics, and kernel estimates of covariate effects. Formal hypothesis tests of random pattern (chi-squared, Kolmogorov-Smirnov, Monte Carlo, Diggle-Cressie-Loosmore-Ford, Dao-Genton, two-stage Monte Carlo) and tests for covariate effects (Cox-Berman-Waller-Lawson, Kolmogorov-Smirnov, ANOVA) are also supported. Parametric models can be fitted to point pattern data using the functions ppm(), kppm(), slrm(), dppm() similar to glm(). Types of models include Poisson, Gibbs and Cox point processes, Neyman-Scott cluster processes, and determinantal point processes. Models may involve dependence on covariates, inter-point interaction, cluster formation and dependence on marks. Models are fitted by maximum likelihood, logistic regression, minimum contrast, and composite likelihood methods. A model can be fitted to a list of point patterns (replicated point pattern data) using the function mppm(). The model can include random effects and fixed effects depending on the experimental design, in addition to all the features listed above. Fitted point process models can be simulated, automatically. Formal hypothesis tests of a fitted model are supported (likelihood ratio test, analysis of deviance, Monte Carlo tests) along with basic tools for model selection (stepwise(), AIC()) and variable selection (sdr). Tools for validating the fitted model include simulation envelopes, residuals, residual plots and Q-Q plots, leverage and influence diagnostics, partial residuals, and added variable plots.
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cluster-processcox-point-processgibbs-processkernel-densitynetwork-analysispoint-processpoisson-processspatial-analysisspatial-dataspatial-data-analysisspatial-statisticsspatstatstatistical-methodsstatistical-modelsstatistical-testsstatistics
16.48 score 207 stars 42 dependents 6.7k scripts 25k downloads
tmap - Thematic Maps
Thematic maps are geographical maps in which spatial data distributions are visualized. This package offers a flexible, layer-based, and easy to use approach to create thematic maps, such as choropleths and bubble maps.
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choropleth-mapsmapsspatialthematic-mapsvisualisation
16.45 score 901 stars 27 dependents 18k scripts 36k downloads
styler - Non-Invasive Pretty Printing of R Code
Pretty-prints R code without changing the user's formatting intent.
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pretty-print
16.05 score 772 stars 69 dependents 1.1k scripts 60k downloads
parameters - Processing of Model Parameters
Utilities for processing the parameters of various statistical models. Beyond computing p values, CIs, and other indices for a wide variety of models (see list of supported models using the function 'insight::supported_models()'), this package implements features like bootstrapping or simulating of parameters and models, feature reduction (feature extraction and variable selection) as well as functions to describe data and variable characteristics (e.g. skewness, kurtosis, smoothness or distribution).
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betabootstrapciconfidence-intervalsdata-reductioneasystatsfafeature-extractionfeature-reductionhacktoberfestparameterspcapvaluesregression-modelsrobust-statisticsstandardizestandardized-estimatesstatistical-models
16.01 score 492 stars 61 dependents 2.4k scripts 110k downloads
collapse - Advanced and Fast Data Transformation
A large C/C++-based package for advanced data transformation and statistical computing in R that is extremely fast, class-agnostic, robust, and programmer friendly. Core functionality includes a rich set of S3 generic grouped and weighted statistical functions for vectors, matrices and data frames, which provide efficient low-level vectorizations, OpenMP multithreading, and skip missing values by default. These are integrated with fast grouping and ordering algorithms (also callable from C), and efficient data manipulation functions. The package also provides a flexible and rigorous approach to time series and panel data in R, fast functions for data transformation and common statistical procedures, detailed (grouped, weighted) summary statistics, powerful tools to work with nested data, fast data object conversions, functions for memory efficient R programming, and helpers to effectively deal with variable labels, attributes, and missing data. It seamlessly supports base R objects/classes as well as 'units', 'integer64', 'xts'/ 'zoo', 'tibble', 'grouped_df', 'data.table', 'sf', and 'pseries'/'pdata.frame'. For a concise overview of the package see Krantz (2026) <doi:10.18637/jss.v116.i01>.
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data-aggregationdata-analysisdata-manipulationdata-processingdata-sciencedata-transformationeconometricshigh-performancepanel-datascientific-computingstatisticstime-seriesweightedweightscppopenmp
15.99 score 699 stars 133 dependents 1.6k scripts 55k downloadspak - Another Approach to Package Installation
The goal of 'pak' is to make package installation faster and more reliable. In particular, it performs all HTTP operations in parallel, so metadata resolution and package downloads are fast. Metadata and package files are cached on the local disk as well. 'pak' has a dependency solver, so it finds version conflicts before performing the installation. This version of 'pak' supports CRAN, 'Bioconductor' and 'GitHub' packages as well.
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15.55 score 807 stars 184 dependents 563 scripts 306k downloadszip - Cross-Platform 'zip' Compression
Cross-Platform 'zip' Compression Library. A replacement for the 'zip' function, that does not require any additional external tools on any platform.
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15.51 score 98 stars 1.1k dependents 1.3k scripts 350k downloadsRPostgres - C++ Interface to PostgreSQL
Fully DBI-compliant C++-backed interface to PostgreSQL <https://www.postgresql.org/>, an open-source relational database.
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databasepostgrespostgresqlcpp
15.48 score 337 stars 40 dependents 3.9k scripts 54k downloads
duckdb - DBI Package for the DuckDB Database Management System
The DuckDB project is an embedded analytical data management system with support for the Structured Query Language (SQL). This package includes all of DuckDB and an R Database Interface (DBI) connector.
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databaseduckdbolapcpp
15.32 score 216 stars 120 dependents 3.5k scripts 130k downloads
ggstatsplot - 'ggplot2' Based Plots with Statistical Details
Extension of 'ggplot2', 'ggstatsplot' creates graphics with details from statistical tests included in the plots themselves. It provides an easier syntax to generate information-rich plots for statistical analysis of continuous (violin plots, scatterplots, histograms, dot plots, dot-and-whisker plots) or categorical (pie and bar charts) data. Currently, it supports the most common types of statistical approaches and tests: parametric, nonparametric, robust, and Bayesian versions of t-test/ANOVA, correlation analyses, contingency table analysis, meta-analysis, and regression analyses. References: Patil (2021) <doi:10.21105/joss.03236>.
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bayes-factorsdatasciencedatavizeffect-sizeggplot-extensionhypothesis-testingnon-parametric-statisticsregression-modelsstatistical-analysis
15.25 score 2.2k stars 4 dependents 3.7k scripts 12k downloads
openxlsx2 - Read, Write and Edit 'xlsx' Files
Simplifies the creation of 'xlsx' files by providing a high level interface to writing, styling and editing worksheets.
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xlsxcpp
14.93 score 193 stars 25 dependents 527 scripts 17k downloads
tidycensus - Load US Census Boundary and Attribute Data as 'tidyverse' and 'sf'-Ready Data Frames
An integrated R interface to several United States Census Bureau APIs (<https://www.census.gov/data/developers/data-sets.html>) and the US Census Bureau's geographic boundary files. Allows R users to return Census and ACS data as tidyverse-ready data frames, and optionally returns a list-column with feature geometry for mapping and spatial analysis.
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14.45 score 678 stars 11 dependents 11k scripts 14k downloadspdftools - Text Extraction, Rendering and Converting of PDF Documents
Utilities based on 'libpoppler' <https://poppler.freedesktop.org> for extracting text, fonts, attachments and metadata from a PDF file. Also supports high quality rendering of PDF documents into PNG, JPEG, TIFF format, or into raw bitmap vectors for further processing in R.
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pdf-filespdf-formatpdftoolspopplerpoppler-librarytext-extractioncpp
14.44 score 548 stars 61 dependents 4.1k scripts 166k downloadsshowtext - Using Fonts More Easily in R Graphs
Making it easy to use various types of fonts ('TrueType', 'OpenType', Type 1, web fonts, etc.) in R graphs, and supporting most output formats of R graphics including PNG, PDF and SVG. Text glyphs will be converted into polygons or raster images, hence after the plot has been created, it no longer relies on the font files. No external software such as 'Ghostscript' is needed to use this package.
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fontgraphicsgraphics-devicer-graphicsfreetype
13.72 score 505 stars 58 dependents 16k scripts 74k downloads
duckplyr - A 'DuckDB'-Backed Version of 'dplyr'
A drop-in replacement for 'dplyr', powered by 'DuckDB' for performance. Offers convenient utilities for working with in-memory and larger-than-memory data while retaining full 'dplyr' compatibility.
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analyticsdataframedplyrduckdbperformance
12.46 score 388 stars 6 dependents 533 scripts 6.5k downloads
mapsf - Thematic Cartography
Create and integrate thematic maps in your workflow. This package helps to design various cartographic representations such as proportional symbols, choropleth or typology maps. It also offers several functions to display layout elements that improve the graphic presentation of maps (e.g. scale bar, north arrow, title, labels). 'mapsf' maps 'sf' objects on 'base' graphics.
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cartographymapspatialspatial-analysis
12.12 score 243 stars 11 dependents 498 scripts 6.0k downloads
ipumsr - An R Interface for Downloading, Reading, and Handling IPUMS Data
An easy way to work with census, survey, and geographic data provided by IPUMS in R. Generate and download data through the IPUMS API and load IPUMS files into R with their associated metadata to make analysis easier. IPUMS data describing 1.4 billion individuals drawn from over 750 censuses and surveys is available free of charge from the IPUMS website <https://www.ipums.org>.
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11.89 score 42 stars 3 dependents 1.1k scripts 6.9k downloadshrbrthemes - Additional Themes, Theme Components and Utilities for 'ggplot2'
A compilation of extra 'ggplot2' themes, scales and utilities, including a spell check function for plot label fields and an overall emphasis on typography. A copy of the 'Google' font 'Roboto Condensed' is also included.
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data-visualizationdatavisualizationggplot-extensionggplot2ggplot2-scalesggplot2-themesvisualization
11.75 score 1.3k stars 2 dependents 18k scripts 13k downloadsarchive - Multi-Format Archive and Compression Support
Bindings to 'libarchive' <http://www.libarchive.org> the Multi-format archive and compression library. Offers R connections and direct extraction for many archive formats including 'tar', 'ZIP', '7-zip', 'RAR', 'CAB' and compression formats including 'gzip', 'bzip2', 'compress', 'lzma' and 'xz'.
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compressionconnectionslibarchivecpp
11.65 score 147 stars 24 dependents 701 scripts 18k downloads
rayshader - Create Maps and Visualize Data in 2D and 3D
Uses a combination of raytracing and multiple hill shading methods to produce 2D and 3D data visualizations and maps. Includes water detection and layering functions, programmable color palette generation, several built-in textures for hill shading, 2D and 3D plotting options, a built-in path tracer, 'Wavefront' OBJ file export, and the ability to save 3D visualizations to a 3D printable format.
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cpp
11.55 score 2.2k stars 3 dependents 2.1k scripts 2.1k downloads
nanoparquet - Read and Write 'Parquet' Files
Self-sufficient reader and writer for flat 'Parquet' files. Can read most 'Parquet' data types. Can write many 'R' data types, including factors and temporal types. See docs for limitations.
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parquetcpp
11.15 score 83 stars 25 dependents 317 scripts 24k downloadsrvg - R Graphics Devices for 'Office' Vector Graphics Output
Vector Graphics devices for 'Microsoft PowerPoint' and 'Microsoft Excel'. Functions extending package 'officer' are provided to embed 'DrawingML' graphics into 'Microsoft PowerPoint' presentations and 'Microsoft Excel' workbooks.
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libpngcpp
10.91 score 131 stars 20 dependents 370 scripts 26k downloads
r5r - Rapid Realistic Routing with 'R5'
Rapid realistic routing on multimodal transport networks (walk, bike, public transport and car) using 'R5', the Rapid Realistic Routing on Real-world and Reimagined networks engine <https://github.com/conveyal/r5>. The package allows users to generate detailed routing analysis or calculate travel time and monetary cost matrices using seamless parallel computing on top of the R5 Java machine. While R5 is developed by Conveyal, the package r5r is independently developed by a team at the Institute for Applied Economic Research (Ipea) with contributions from collaborators. Apart from the documentation in this package, users will find additional information on R5 documentation at <https://docs.conveyal.com/>. Although we try to keep new releases of r5r in synchrony with R5, the development of R5 follows Conveyal's independent update process. Hence, users should confirm the R5 version implied by the Conveyal user manual (see <https://docs.conveyal.com/changelog>) corresponds with the R5 version that r5r depends on.
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gtfsjavar5routerroutingtransporttransport-networksopenjdk
10.87 score 235 stars 1 dependents 556 scripts 1.3k downloadstidytransit - Read, Validate, Analyze, and Map GTFS Feeds
Read General Transit Feed Specification (GTFS) zipfiles into a list of R dataframes. Perform validation of the data structure against the specification. Analyze the headways and frequencies at routes and stops. Create maps and perform spatial analysis on the routes and stops. Please see the GTFS documentation here for more detail: <https://gtfs.org/>.
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gtfspublicpublic-transporttidyversetransittransit-datatransporttransportation
10.31 score 170 stars 399 scripts 579 downloadspolars - R Bindings for the 'polars' Rust Library
Lightning-fast 'DataFrame' library written in 'Rust'. Convert R data to 'Polars' data and vice versa. Perform fast, lazy, larger-than-memory and optimized data queries. 'Polars' is interoperable with the package 'arrow', as both are based on the 'Apache Arrow' Columnar Format.
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arrowpolarsrust
10.25 score 562 stars 2 dependents 284 scripts 5 downloadscensusapi - Retrieve Data from the Census APIs
A wrapper for the U.S. Census Bureau APIs that returns data frames of Census data and metadata. Available datasets include the Decennial Census, American Community Survey, Small Area Health Insurance Estimates, Small Area Income and Poverty Estimates, Population Estimates and Projections, and more.
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censuscensus-apicensus-datademographicsopen-data
9.76 score 185 stars 7 dependents 758 scripts 2.0k downloadsjmv - The 'jamovi' Analyses
A suite of common statistical methods such as descriptives, t-tests, ANOVAs, regression, correlation matrices, proportion tests, contingency tables, and factor analysis. This package is also useable from the 'jamovi' statistical spreadsheet (see <https://www.jamovi.org> for more information).
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9.49 score 61 stars 528 scripts 1.9k downloads
gtfsrouter - Routing with 'GTFS' (General Transit Feed Specification) Data
Use 'GTFS' (General Transit Feed Specification) data for routing from nominated start and end stations, for extracting 'isochrones', and travel times from any nominated start station to all other stations.
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gtfsgtfsrouterpublic-transportationroutercpp
9.34 score 104 stars 3 dependents 49 scripts 236 downloads
mschart - Chart Generation for 'Microsoft Word', 'Microsoft Excel' and 'Microsoft PowerPoint' Documents
Create native charts for 'Microsoft PowerPoint', 'Microsoft Excel' and 'Microsoft Word' documents. The resulting charts can then be edited and annotated in the host application. It provides functions to create charts and to modify their content and formatting. The chart's underlying data is automatically saved within the 'Word', 'Excel' or 'PowerPoint' file. It extends the 'officer' package, which does not provide native 'Microsoft' chart production.
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ms-office-documentsofficepowerpointword
9.05 score 139 stars 1 dependents 157 scripts 7.1k downloads
polite - Be Nice on the Web
Be responsible when scraping data from websites by following polite principles: introduce yourself, ask for permission, take slowly and never ask twice.
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crawlermemoiserate-limiterrobotstxtrvestscraperwebscraping
8.77 score 334 stars 2 dependents 806 scripts 1.5k downloads
gtfstools - General Transit Feed Specification (GTFS) Editing and Analysing Tools
Utility functions to read, manipulate, analyse and write transit feeds in the General Transit Feed Specification (GTFS) data format.
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gtfspublic-transportpublictransportcpp
8.07 score 48 stars 4 dependents 194 scripts 561 downloads
gtfsio - Read and Write General Transit Feed Specification (GTFS) Files
Tools for the development of packages related to General Transit Feed Specification (GTFS) files. Establishes a standard for representing GTFS feeds using R data types. Provides fast and flexible functions to read and write GTFS feeds while sticking to this standard. Defines a basic 'gtfs' class which is meant to be extended by packages that depend on it. And offers utility functions that support checking the structure of GTFS objects.
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gtfs
7.86 score 19 stars 6 dependents 20 scripts 1.0k downloadssfdep - Spatial Dependence for Simple Features
An interface to 'spdep' to integrate with 'sf' objects and the 'tidyverse'.
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r-spatialspatial
7.25 score 141 stars 1 dependents 210 scripts 681 downloads
tidyverse - Easily Install and Load the 'Tidyverse'
The 'tidyverse' is a set of packages that work in harmony because they share common data representations and 'API' design. This package is designed to make it easy to install and load multiple 'tidyverse' packages in a single step. Learn more about the 'tidyverse' at <https://www.tidyverse.org>.
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data-sciencetidyverse
20.48 score 1.8k stars 128 dependents 1.1M scripts 1.1M downloads
patchwork - The Composer of Plots
The 'ggplot2' package provides a strong API for sequentially building up a plot, but does not concern itself with composition of multiple plots. 'patchwork' is a package that expands the API to allow for arbitrarily complex composition of plots by, among others, providing mathematical operators for combining multiple plots. Other packages that try to address this need (but with a different approach) are 'gridExtra' and 'cowplot'.
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ggplot-extensionggplot2visualization
19.87 score 2.6k stars 871 dependents 126k scripts 358k downloads
scales - Scale Functions for Visualization
Graphical scales map data to aesthetics, and provide methods for automatically determining breaks and labels for axes and legends.
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ggplot2
19.75 score 446 stars 9.0k dependents 122k scripts 1.4M downloadsjanitor - Simple Tools for Examining and Cleaning Dirty Data
The main janitor functions can: perfectly format data.frame column names; provide quick counts of variable combinations (i.e., frequency tables and crosstabs); and explore duplicate records. Other janitor functions nicely format the tabulation results. These tabulate-and-report functions approximate popular features of SPSS and Microsoft Excel. This package follows the principles of the "tidyverse" and works well with the pipe function %>%. janitor was built with beginning-to-intermediate R users in mind and is optimized for user-friendliness.
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data-analysisdata-cleaningdata-sciencedirty-dataexcelpivot-tablesspsstabulationstidyverse
18.75 score 1.4k stars 277 dependents 54k scripts 279k downloads
openxlsx - Read, Write and Edit xlsx Files
Simplifies the creation of Excel .xlsx files by providing a high level interface to writing, styling and editing worksheets. Through the use of 'Rcpp', read/write times are comparable to the 'xlsx' and 'XLConnect' packages with the added benefit of removing the dependency on Java.
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xlsxcpp
18.71 score 240 stars 330 dependents 41k scripts 454k downloads
gt - Easily Create Presentation-Ready Display Tables
Build display tables from tabular data with an easy-to-use set of functions. With its progressive approach, we can construct display tables with a cohesive set of table parts. Table values can be formatted using any of the included formatting functions. Footnotes and cell styles can be precisely added through a location targeting system. The way in which 'gt' handles things for you means that you don't often have to worry about the fine details.
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docxeasy-to-usehtmllatexrtfsummary-tables
18.46 score 2.1k stars 189 dependents 31k scripts 164k downloadstidyselect - Select from a Set of Strings
A backend for the selecting functions of the 'tidyverse'. It makes it easy to implement select-like functions in your own packages in a way that is consistent with other 'tidyverse' interfaces for selection.
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17.90 score 129 stars 9.6k dependents 2.2k scripts 1.2M downloadsgridExtra - Miscellaneous Functions for "Grid" Graphics
Provides a number of user-level functions to work with "grid" graphics, notably to arrange multiple grid-based plots on a page, and draw tables.
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17.84 score 14 stars 2.9k dependents 119k scripts 818k downloads
skimr - Compact and Flexible Summaries of Data
A simple to use summary function that can be used with pipes and displays nicely in the console. The default summary statistics may be modified by the user as can the default formatting. Support for data frames and vectors is included, and users can implement their own skim methods for specific object types as described in a vignette. Default summaries include support for inline spark graphs. Instructions for managing these on specific operating systems are given in the "Using skimr" vignette and the README.
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peer-reviewedropenscisummary-statisticsunconfunconf17
17.20 score 1.1k stars 15 dependents 26k scripts 52k downloadsggthemes - Extra Themes, Scales and Geoms for 'ggplot2'
Some extra themes, geoms, and scales for 'ggplot2'. Provides 'ggplot2' themes and scales that replicate the look of plots by Edward Tufte, Stephen Few, 'Fivethirtyeight', 'The Economist', 'Stata', 'Excel', and 'The Wall Street Journal', among others. Provides 'geoms' for Tufte's box plot and range frame.
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data-visualisationggplot2ggplot2-themesplotplottingthemevisualization
16.92 score 1.4k stars 98 dependents 48k scripts 160k downloadsremotes - R Package Installation from Remote Repositories, Including 'GitHub'
Download and install R packages stored in 'GitHub', 'GitLab', 'Bitbucket', 'Bioconductor', or plain 'subversion' or 'git' repositories. This package provides the 'install_*' functions in 'devtools'. Indeed most of the code was copied over from 'devtools'.
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16.12 score 357 stars 114 dependents 6.9k scripts 424k downloads
sjPlot - Data Visualization for Statistics in Social Science
Collection of plotting and table output functions for data visualization. Results of various statistical analyses (that are commonly used in social sciences) can be visualized using this package, including simple and cross tabulated frequencies, histograms, box plots, (generalized) linear models, mixed effects models, principal component analysis and correlation matrices, cluster analyses, scatter plots, stacked scales, effects plots of regression models (including interaction terms) and much more. This package supports labelled data.
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data-visualizationplottingsocial-sciencesstatistics
15.25 score 644 stars 2 dependents 12k scripts 33k downloadsformatR - Format R Code Automatically
Provides a function tidy_source() to format R source code. Spaces and indent will be added to the code automatically, and comments will be preserved under certain conditions, so that R code will be more human-readable and tidy. There is also a Shiny app as a user interface in this package (see tidy_app()).
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code-formatter
14.90 score 261 stars 1.3k dependents 1.5k scripts 131k downloadsRColorBrewer - ColorBrewer Palettes
Provides color schemes for maps (and other graphics) designed by Cynthia Brewer as described at http://colorbrewer2.org.
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14.69 score 10 stars 9.4k dependents 148k scripts 1.2M downloadsmapview - Interactive Viewing of Spatial Data in R
Quickly and conveniently create interactive visualisations of spatial data with or without background maps. Attributes of displayed features are fully queryable via pop-up windows. Additional functionality includes methods to visualise true- and false-color raster images and bounding boxes.
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gisleafletmapsspatialvisualizationweb-mapping
14.62 score 551 stars 28 dependents 11k scripts 27k downloads
paletteer - Comprehensive Collection of Color Palettes
The choices of color palettes in R can be quite overwhelming with palettes spread over many packages with many different API's. This packages aims to collect all color palettes across the R ecosystem under the same package with a streamlined API.
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color-palettepalettes
13.79 score 1.0k stars 40 dependents 11k scripts 57k downloadspacman - Package Management Tool
Tools to more conveniently perform tasks associated with add-on packages. pacman conveniently wraps library and package related functions and names them in an intuitive and consistent fashion. It seeks to combine functionality from lower level functions which can speed up workflow.
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githubpackage-managementpackages
13.58 score 325 stars 8 dependents 16k scripts 67k downloadstigris - Load Census TIGER/Line Shapefiles
Download TIGER/Line shapefiles from the United States Census Bureau (<https://www.census.gov/geographies/mapping-files/time-series/geo/tiger-line-file.html>) and load into R as 'sf' objects.
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13.07 score 360 stars 21 dependents 8.0k scripts 17k downloadsextrafont - Tools for Using Fonts
Tools to using fonts other than the standard PostScript fonts. This package makes it easy to use system TrueType fonts and with PDF or PostScript output files, and with bitmap output files in Windows. extrafont can also be used with fonts packaged specifically to be used with, such as the fontcm package, which has Computer Modern PostScript fonts with math symbols.
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12.77 score 331 stars 10 dependents 18k scripts 30k downloads
esquisse - Explore and Visualize Your Data Interactively
A 'shiny' gadget to create 'ggplot2' figures interactively with drag-and-drop to map your variables to different aesthetics. You can quickly visualize your data accordingly to their type, export in various formats, and retrieve the code to reproduce the plot.
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addindata-visualizationggplot2rstudio-addinvisualization
11.97 score 1.8k stars 1 dependents 1.4k scripts 5.4k downloads
gtExtras - Extending 'gt' for Beautiful HTML Tables
Provides additional functions for creating beautiful tables with 'gt'. The functions are generally wrappers around boilerplate or adding opinionated niche capabilities and helpers functions.
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data-sciencedata-visualizationdatascienceggplot2gtplotssparklinesparkline-graphssparklinestables
11.95 score 221 stars 8 dependents 3.4k scripts 28k downloadstmaptools - Thematic Map Tools
Set of tools for reading and processing spatial data. The aim is to supply the workflow to create thematic maps. This package also facilitates 'tmap', the package for visualizing thematic maps.
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11.67 score 42 stars 31 dependents 2.2k scripts 27k downloadsforeign - Read Data Stored by 'Minitab', 'S', 'SAS', 'SPSS', 'Stata', 'Systat', 'Weka', 'dBase', ...
Reading and writing data stored by some versions of 'Epi Info', 'Minitab', 'S', 'SAS', 'SPSS', 'Stata', 'Systat', 'Weka', and for reading and writing some 'dBase' files.
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11.43 score 7 stars 936 dependents 17k scripts 79k downloadsdatapasta - R Tools for Data Copy-Pasta
RStudio addins and R functions that make copy-pasting vectors and tables to text painless.
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addinclipboardcopypasteexceltibble
11.03 score 923 stars 2 dependents 359 scripts 2.7k downloadsstargazer - Well-Formatted Regression and Summary Statistics Tables
Produces LaTeX code, HTML/CSS code and ASCII text for well-formatted tables that hold regression analysis results from several models side-by-side, as well as summary statistics.
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11.02 score 35 stars 10 dependents 18k scripts 55k downloads
tidytable - Tidy Interface to 'data.table'
A tidy interface to 'data.table', giving users the speed of 'data.table' while using tidyverse-like syntax.
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11.00 score 476 stars 11 dependents 846 scripts 8.3k downloadssfheaders - Converts Between R Objects and Simple Feature Objects
Converts between R and Simple Feature 'sf' objects, without depending on the Simple Feature library. Conversion functions are available at both the R level, and through 'Rcpp'.
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rcppsimple-featurescpp
11.00 score 76 stars 177 dependents 514 scripts 48k downloads
stplanr - Sustainable Transport Planning
Tools for transport planning with an emphasis on spatial transport data and non-motorized modes. The package was originally developed to support the 'Propensity to Cycle Tool', a publicly available strategic cycle network planning tool (Lovelace et al. 2017) <doi:10.5198/jtlu.2016.862>, but has since been extended to support public transport routing and accessibility analysis (Moreno-Monroy et al. 2017) <doi:10.1016/j.jtrangeo.2017.08.012> and routing with locally hosted routing engines such as 'OSRM' (Lowans et al. 2023) <doi:10.1016/j.enconman.2023.117337>. The main functions are for creating and manipulating geographic "desire lines" from origin-destination (OD) data (building on the 'od' package); calculating routes on the transport network locally and via interfaces to routing services such as <https://cyclestreets.net/> (Desjardins et al. 2021) <doi:10.1007/s11116-021-10197-1>; and calculating route segment attributes such as bearing. The package implements the 'travel flow aggregration' method described in Morgan and Lovelace (2020) <doi:10.1177/2399808320942779> and the 'OD jittering' method described in Lovelace et al. (2022) <doi:10.32866/001c.33873>. Further information on the package's aim and scope can be found in the vignettes and in a paper in the R Journal (Lovelace and Ellison 2018) <doi:10.32614/RJ-2018-053>, and in a paper outlining the landscape of open source software for geographic methods in transport planning (Lovelace, 2021) <doi:10.1007/s10109-020-00342-2>.
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cyclecyclingdesire-linesorigin-destinationpeer-reviewedpubic-transportroute-networkroutesroutingspatialtransporttransport-planningtransportationwalking
10.96 score 443 stars 1 dependents 724 scripts 905 downloadstictoc - Functions for Timing R Scripts, as Well as Implementations of "Stack" and "StackList" Structures
Code execution timing functions 'tic' and 'toc' that can be nested. One can record all timings while a complex script is running, and examine the values later. It is also possible to instrument the timing calls with custom callbacks. In addition, this package provides class 'Stack', implemented as a vector, and class 'StackList', which is a stack implemented as a list, both of which support operations 'push', 'pop', 'first_element', 'last_element' and 'clear'.
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10.63 score 11 stars 54 dependents 13k scripts 19k downloadsareal - Areal Weighted Interpolation
A pipeable, transparent implementation of areal weighted interpolation with support for interpolating multiple variables in a single function call. These tools provide a full-featured workflow for validation and estimation that fits into both modern data management (e.g. tidyverse) and spatial data (e.g. sf) frameworks.
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9.51 score 93 stars 4 dependents 124 scripts 5.2k downloadscartogram - Create Cartograms with R
Construct continuous and non-contiguous area cartograms.
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8.52 score 153 stars 4 dependents 738 scripts 1.2k downloadspandoc - Manage and Run Universal Converter 'Pandoc' from 'R'
Provides a set of tools to install, manage and run several 'Pandoc' versions.
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quarto
8.36 score 32 stars 4 dependents 266 scripts 15k downloads
dataMaid - A Suite of Checks for Identification of Potential Errors in a Data Frame as Part of the Data Screening Process
Data screening is an important first step of any statistical analysis. dataMaid auto generates a customizable data report with a thorough summary of the checks and the results that a human can use to identify possible errors. It provides an extendable suite of test for common potential errors in a dataset.
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data-cleaningdata-screeningreproducible-research
7.57 score 143 stars 261 scripts 596 downloadsggThemeAssist - Add-in to Customize 'ggplot2' Themes
Rstudio add-in that delivers a graphical interface for editing 'ggplot2' theme elements.
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7.42 score 501 stars 347 scripts 607 downloadslehdr - Grab Longitudinal Employer-Household Dynamics (LEHD) Flat Files
Designed to query Longitudinal Employer-Household Dynamics (LEHD) workplace/residential association and origin-destination flat files and optionally aggregate Census block-level data to block group, tract, county, or state. Data comes from the LODES FTP server <https://lehd.ces.census.gov/data/lodes/LODES8/>.
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7.36 score 67 stars 136 scripts 268 downloadsopenrouteservice - An 'openrouteservice' API Client
The client streamlines access to the services provided by <https://api.openrouteservice.org>. It allows you to painlessly query for directions, isochrones, time-distance matrices, geocoding, elevation, points of interest, and more.
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apidirectionsgisgiscienceisochronesopenrouteserviceopenstreetmappoisroutingsdk
7.36 score 110 stars 103 scripts 321 downloadsGWalkR - Interactive Exploratory Data Analysis Tool
Simplify your R data analysis and data visualization workflow by turning your data frame into an interactive 'Tableau'-like interface, leveraging the 'graphic-walker' JavaScript library and the 'htmlwidgets' package.
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data-visualizationggplot2tableau-alternativevisualization
6.89 score 554 stars 67 scripts 1.1k downloadsRSocrata - Download or Upload 'Socrata' Data Sets
Provides easier interaction with 'Socrata' open data portals <https://dev.socrata.com>. Users can provide a 'Socrata' data set resource URL, or a 'Socrata' Open Data API (SODA) web query, or a 'Socrata' "human-friendly" URL, returns an R data frame. Converts dates to 'POSIX' format and manages throttling by 'Socrata'. Users can upload data to 'Socrata' portals directly from R.
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chicagogovernmentopen-datasocratasoda
6.84 score 243 stars 806 scripts 95 downloads
arcgis - ArcGIS Location Services Meta-Package
Provides easy installation and loading of core ArcGIS location services packages 'arcgislayers', 'arcgisutils', 'arcgisgeocode', and 'arcgisplaces'. Enabling developers to interact with spatial data and services from 'ArcGIS Online', 'ArcGIS Enterprise', and 'ArcGIS Location Platform'. Learn more about the 'arcgis' meta-package at <https://developers.arcgis.com/r-bridge/>.
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5.20 score 14 stars 113 scripts 809 downloads
glitter - glitter makes SPARQL
This package aims at writing and sending SPARQL queries. It makes the exploration and use of Linked Open Data (Wikidata in particular) easier for those who do not know SPARQL.
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rstatsparql
4.25 score 49 stars 36 scriptsoverturemapsr - Download Overture Maps Data in R
Overture Maps offers free and open geospatial map data sourced from various providers and standardized to a common schema. This tool allows you to download Overture Maps data for a specific region of interest and convert it to several different file formats. For more information, visit <https://overturemaps.org/download/>.
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datageospatiallocationopendataosmosmdataoverturemaps
4.18 score 20 stars 15 scripts 116 downloadsroblog - rOpenSci's blog guidance
It provides templates for roweb2 blogging and help for a GitHub forking workflow.
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3.70 score 5 stars 1 scripts
ntdr - Retrieve Data from the National Transit Database
Downloads the latest 'National Transit Database' data, processes it, and returns in a tidy data format.
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2.78 score 4 stars 7 scripts 42 downloadsRArcInfo - Functions to import data from Arc/Info V7.x binary coverages
This package uses the functions written by Daniel Morissette <[email protected]> to read geographical information in Arc/Info V 7.x format and E00 files to import the coverages into R variables.
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1.30 score 20 scripts 20 downloads