grouped data | Wolfram Resource System

Create a dataset of COVID-19 data from the COVID-19 Data Repository of the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University

StandardSkyLuminanceData

Get properties of the CIE Standard General Sky

NutritionLabelData

Retrieve the nutrient content and daily value percentages of foods

OWIDCOVID19Data

Generate testing and vaccination datasets from the OWID COVID-19 data site

WolframChallengesData

Retrieve information about Wolfram Challenges

RandomWikipediaData

Display the text of a randomly chosen Wikipedia page

WolframModelData

Retrieve information on a Wolfram model from the Registry of Notable Universes

KeyIndex

Create an association indexed by a given key from a list of associations

OEISSequenceData

Access sequences and metadata from The On-Line Encyclopedia of Integer Sequences

MaterialsProjectData

Get material properties from the Materials Project database

WindowsSystemData

Get information from the current Windows system about running processes, hardware, security settings and more

CoordinateMappingData

Calculate characteristic properties for a generalized mapping between two coordinate systems

GeneOntologyData

Access hierarchical relation and associated gene product information for Gene Ontology concepts

NotebookHistoryData

Collect history of changes in the currently open notebooks

LagrangePointData

Compute properties for the Lagrange points of two orbiting astronomical bodies

GraphElementData

Get information about named functions used in VertexShapeFunction and EdgeShapeFunction

MexicoCOVID19Data

Import data from the Dirección General de Epidemiología website

ParityPairings

List all possible partitions of a list into disjoint pairs

GloBIData

Get biotic interactions of a specified taxon using the Global Biotic Interactions (GloBI) API

ButcherTreeData

Get characteristics of Butcher trees, such as the height, width, order, density and number of labelings

UnitedStatesWildfireData

Get data for wildfires observed by the NASA MODIS satellites

JaneShenGunther/TCGADataTool

TCGA Data Tool retrieves TCGA cancer datasets easily from the NCI GDC and TCIA portals

FindFanoPlaneIsomorphism

Enumerate all isomorphisms given a configuration of a Steiner triple system (2, 3, 7) on the Fano plane

AggregateSmallest

Group small values in an association into a single category

USElectionAtlasData

Retrieve US election data by year and office from Dave Leip's Atlas of US Presidential Elections

StellarSpectralClassData

Extract data about a specified spectral class of stars

Sample Data: Gorilla Nesting Sites

Locations of gorilla nesting sites annotated with group (major/minor), season (dry/rainy), and date marks

PandasObject

Use the Python package pandas for data science in Wolfram Language

ExponentialRegressionDataQuiz

Generate an interactive quiz for matching data to an exponential regression curve

MissingDataLogLikelihood

Compute a log-likelihood for data with missing values

UCSCGenomeTrackData

Retrieve genome track data accessible in the UCSC Genome Browser database

GreatRedSpotData

Compute positional and observational timing data for the Great Red Spot on Jupiter

MoleculeSymmetryPlot3D

Show a molecule in 3D together with its symmetry elements

LinearRegressionDataQuiz

Generate an interactive quiz on matching data to a regression line

QuadraticRegressionDataQuiz

Generate an interactive quiz on matching data to a quadratic regression curve

DatasetForm

Convert text to a Wolfram Language Dataset

MoleculeNeutralize

Neutralize the ionic form of a molecule provided as a Molecule, SMILES or InChI string

RandomBlockchainBlockData

Retrieve information about a random block on a blockchain

DeepSpaceNetData

Get live status information from the antennas in NASA's Deep Space Network

CaliforniaCOVID19Data

Generate datasets from California COVID-19 data released by the State of California

UCSCGenomeSequenceData

Retrieve DNA sequences from the UCSC Genome Browser database

JHUCOVID19VaccineData

Estimated COVID-19 vaccine doses administered by US state

GatherByIndex

Combine items into sublists based on their position

TimeSeriesToDataset

Convert a TimeSeries object to a Dataset

TimeSeriesCompress

Remove redundant data from a time series

HistogramBubbleChart

Create a bubble chart from a list of points with the size of the bubbles corresponding to the count of points at each location

NCBIGenomicSNPData

Retrieve information on reference SNPs from the NCBI database

PivotTable

A spreadsheet-like operation to collate data by values common to specified columns, summarizing corresponding values in a specified column

SIMBADIdentifiers

Get identifiers of astronomical objects from the SIMBAD database

Analyze a Color-Based Diet

Obtain a list of foods with the same common outside color

LongFormDataset

Converts tabular data into a long-form dataset

NYTimesCOVID19Data

Import data from the New York Times COVID-19 United States county-by-county data

PrimitiveRootOfUnityList

Get the set of primitive nth roots of unity

Periodic Patterns

A list of binary and ternary periodic pattern generators grouped by colors and periodicity

TimeSeriesSelect

Filter values out of a time series object

BioDBnetGeneData

Access information on genes available in major biological databases

IteratedFiniteAutomaton

Iteratively apply a transducer finite automaton

TimeSeriesAlign

Align multiple time series to begin at the same time

WolframPhysicsProjectStyleData

Look up styles used in the Wolfram Physics Project

TrainTestSplit

Split data into training and testing sets

Build a Network of Ingredient Substitutions

Find substitutes for different ingredients and create a graph of weakly connected components

Wolfram/ErrorTools

Prototype implementation of next-generation error handling for Wolfram Language, from the Error Handling Working Group (EHWG)

NextGreaterElementIndex

For each element of a list, find the index of the next greater element

Paul Revere's Social Network in Colonial Boston

Dataset of associations among political groups in colonial Boston 1762 - 1775

BuildInterpretationLookup

Build a lookup association from data to its interpretation

Find Ketones That Are Also Diaryl Ethers

Use substructure matching and highlight the functional group

PartitionByCooccurence

Find the best-fitting partitions for a list of groups using co-occurrence counts

RandomItem

Create a random item of the specified type

The Birthday Problem in a Million Simulations

Simulate and analyze the probability of shared birthdays in a million randomly selected groups

Conformations of Cyclohexane

Obtain the symmetries, energies and other properties of the different conformations of cyclohexane

MutualInformation

Compute the mutual information of data samples or a multivariate distribution

ArcInterpolation

Create an interpolation augmented with first derivatives of circles through consecutive point triples

TableToTrainingSet

Prepare rectangular data for use in the machine learning functions Classify, Predict and NetTrain

MapReduceOperator

Like an operator form of GroupBy, but where one also specifies a reducer function to be applied

AssociationNotebook

Create a structured notebook containing data from an association

Self-Normalizing Net for Numeric Data

Perform classification or regression on numeric data

DatasetWithHeaders

One-step creation of a Dataset with named columns

TimeSeriesZero

Shift a time series to start at 0 seconds

BootstrapStatistics

Bootstrap a single statistic or a list of statistics

BinListsBy

Bin data into lists based on applying a function to each item

SloganGenerate

Create a motto for a company, product, campaign, or group

Interleave

Combine multiple lists into a single list by interleaving their elements in sequence

TableSet

Create a lightweight, named column store of tabular data that is compatible with Query, Select and other SQL-like functions

PDBImport

Import protein data in the Protein Data Bank (PDB) format

CheckboxLegended

Add a legend with checkboxes to a plot that toggles individual datasets on and off dynamically

Sample Tabular Data: Sales Data

Sales data including customer and transaction information

Totatives

Get the integers from 1 to n that have no common proper factor with n

ExpressionBag

A data structure meant for accumulating items efficiently

AssociationTranspose

Transpose the levels of an Association with nested levels

MergeByKey

Merge a list of associations using different merge functions for different keys

SpreadsheetEdit

Edit two-dimensional List data using your system's default spreadsheet editor

TableauxToPermutation

Get a permutation corresponding to two Young tableaux

PrettyForm

Print human-readable form of complex expressions

LegacyHDFImport

Import data from HDF (Hierarchical Data Format) files that utilize older versions of the HDF format

DateListPlotRanged

Plot a time series that includes shading to indicate ranges in the plotted value

Sample Tabular Data: Palmer Penguins

Palmer penguins data

LieART/LieART

Tools for Lie Algebras and Representation Theory

Sample Tabular Data: US Covid

Data on coronavirus cases and deaths in the United States

Sample Tabular Data: Fisher Iris

Fisher's iris tabular data

Sample Tabular Data: Fuel Economy

Fuel economy data for years 1999 and 2008 for 38 popular models of cars

ModularTessellation

Compute polygons, circles, compositions and transformation functions for the tessellation of the upper half-plane by the modular group

Temperature Variability at a Given Location

Explore a time series of quantity-valued data

SplitWhen

Split a list every time an element satisfies a test

LookupKeys

Look up a set of keys applying a function when a key is missing

FourierShift

Shift the zero-frequency term to the center of the spectrum

WolframKnowledgebaseExplorer

Explore the Wolfram Knowledgebase via a graphical user interface

Sample Tabular Data: Titanic

Anonymous list of passengers on the Titanic

OpenCLIP Multi-domain Feature Extractor Trained on DataComp-1B Data

Represent words and images as vectors

Sample Tabular Data: Diamonds

A dataset containing the prices and other attributes of almost 54,000 diamonds

Sample Tabular Data: NYC Trees

2015 Street Tree Census in New York City

Sample Tabular Data: Health Expenditure

Life expectancy vs. health expenditure, 1970 to 2020, for selected countries

Sample Tabular Data: New Mothers

Information on new mothers from 1978 through 1988 from NLSY79

Sample Tabular Data: Cardiac Disease

Various health-related parameters collected from individuals in coronary heart disease study

SkipListStructure

A values-sorted data structure with fast insertion and deletion

Forecast the Weather

Compare weather forecast data to historical values and visualize the results

TrainingStateLayer

Create a NetGraph that returns the current NetEvalutionMode as 0 or 1

DottedArrayPlot

Plot an array of values, with dots at specified positions

DotPlot

Create a dot plot for a set of real-valued univariate data

Sample Tabular Data: Los Angeles Ozone

Monthly averages of hourly readings of ozone in downtown Los Angeles with values in pphm

Radius and Mass of Exoplanets

Explore the uncertainty in exoplanet mass and radius data

ResNet-101 Trained on Augmented CASIA-WebFace Data

Represent a facial image as a vector

StatisticsSummary

Create summary statistics for numeric data

CrossValidateModel

Check the quality of a data fitting model by splitting the data into test and validation sets multiple times

Depth and Position of Earthquakes

Obtain and visualize a decade of earthquake data in Japan

MoranI

Compute Moran's I spatial autocorrelation coefficient

DuckDuckGoQuery

Query instant answers from the DuckDuckGo safe search engine web API

ReactionGrid

Format a two-dimensional grid with a chemical reaction as the column headings

EnsureJSON

Convert data into a JSON-compatible form

Sample Data: Ozone Concentrations

Daily maximum ozone concentrations at Stamford, Connecticut and Yonkers, New York, during the period May 1, 1974 to September 30, 1974, recorded in parts per billion (ppb).

IBRD Statement of Loans

Data on International Bank for Reconstruction and Development loans

Sample Data: Cabbages

Data from 60 cabbages with measures of ascorbic acid content, weight, planting season and cultivar

IfSatisfies

Pass a value to a function if the value satisfies a condition

PublisherResources

Retrieve data on the published resource objects for a publisher

Yearly Sunspot Data

Yearly (1700-2008) data on sunspots from the National Geophysical Data Center

FiveThirtyEightPresidentialPollingAverages

Import polling data on presidential elections from the website FiveThirtyEight

RegressionListPlot

Display the regression line of a dataset

ParallelCoordinatesPlot

Plots high-dimensional datasets across parallel axes

StyleInheritanceSummary

View the style inheritance of a named style

SI Brochure Data

Data from the SI Brochure published by the BIPM

ChristopherWolfram/CuneiformTools

[EXPERIMENTAL] Tools for cuneiform data retrieval

SportsFieldGraphics

Display information on the fields of play for various popular sports

FitWithErrors

Perform linear and nonlinear fits on data with error bars

AutomaticReport

Create an automatic report from a given text query

Sample Data: Speed of Light

Michaelson and Morley's speed of light data

EfronBiasedCoin

Generate a restricted randomization between two groups, with a bias towards maintaining approximately equal allocation

InteractiveGraphics

Create an interactive version of a graphics expression with zooming, panning and tooltips

Sample Data: Anorexia Treatment

Anorexia data on weight change for young female patients.

Sample Data: Anscombe Regression Lines

Anscombe's 4 regression line data

MycoDB

Data on plant response to mycorrhizal fungi

Sample Data: US City Temperature

Average monthly temperatures in degrees Fahrenheit, from January 1964 to December 1973 in 3 different US cities

Sample Data: Australian AIDS

Data on patients diagnosed with AIDS in Australia before July 1, 1991

PrincipalAxisClustering

Quickly cluster a point cloud by recursive separation

SparseAssociation

Create a rectangular data structure that behaves like a SparseArray indexed by string keys

Sample Data: Satellite

Classify the type of land surface of a scene photographed by the Landsat MSS satellite given four digital images of the scene taken in different spectral bands

Sample Data: Soporific Drugs

Data showing the effect of two soporific drugs on 10 patients regarding to the increase in hours of sleep compared to control.

KatjaDellaLibera/StickyDBSCAN

Determine fission-fusion dynamics from position data

Sample Data: Indomethicin Pharmacokinetics

Time series data about concentration of indomethicin on 6 subjects in the indomethicin pharmacokinetics experiment.

ImportWikipediaTables

Import all available tables from a Wikipedia page

AntonAntonov/TileStats

Tilling over 2D data and related statistics

Sample Data: Myrtles

Locations of myrtles (an evergreen shrub with glossy foliage, white flowers, purple-black berries), with healthy/diseased marks

Sample Data: Sporophores

Locations of sporophores (the spore-bearing structure of a fungus) around a tree, annotated with three fungi species marks

LLMBenchmarks Data

Results from the Wolfram LLM Benchmarking Project

USA Google Mobility Data

Mobility Reports from Google for the USA

ListGrowthPlot

Plot the growth of lists and temporal data

The Planck Thermodynamic Potential of Water

Interpolate from built-in thermodynamic data at various temperatures and pressures

Geiger Counter Data

Counts of α-particles given by Rutherford and Geiger

Sample Data: 1993 US Cars

Data from 93 cars, selected at random, on sale in the US in 1993 with 27 variables

Sample Data: Employee Attitude Survey

Employee attitude data for 30 departments in a large financial organization

Sample Data: Car Stopping Distances

Data on the relation between the speed of the car and the distance for the car to stop.

SampleRebalance

Resample data to correct for sampling bias

PopulationVariance

Compute the population variance for a set of data

Sample Data: Water Boiling Points in the Alps

17 observations on the boiling point of water and barometric pressure in inches of mercury.

Sample Data: Esophageal Cancer

Casecontrol study of esophageal cancer in IleetVilaine

UpSetChart

Visualize the intersections and aggregates of intersections of tuples of intersecting sets

Sample Data: Titanic Survival

Classify whether a passenger on board the maiden voyage of the RMS Titanic in 1912 survived given their age, sex and class

BootstrappedEstimate

Perform bootstrapping of an estimator on some data

BiPlot

Visualize the principal components of tabular data

AddSemantics

Automatically add semantics to structured data

Sample Data: Wolf Sunspot Numbers

Data for yearly averages of sunspot numbers originaly compiled by Johann Rudolf Wolf (1770-1869).

BeverageOsmolality

Get osmolality data for common beverages

StianRamsnes/MaXrd

Symmetry data and utilities related to crystallography and X-ray scattering

The use of counting process methodology has allowed for substantial advances in the statistical theory to account for censoring and truncation in survival experiments. This book makes these complex methods more accessible to applied researchers without an advanced mathematical background.

Sample Data: Channing House

The use of counting process methodology has allowed for substantial advances in the statistical theory to account for censoring and truncation in survival experiments. This book makes these complex methods more accessible to applied researchers without an advanced mathematical background.

ChordDiagram

Make a weighted connectivity graph using circular embedding

Sample Data: Life Cycle Savings

Savings data averaged over the decade from 1960 to 1970 to remove the business cycle or other short term fluctuations.

Epidemic Data for SARS

Cumulative number of reported suspect and probable cases

GeoGlobe3D

Display geographical data on an interactive globe

Sample Data: US Arrests

Number of arrests per 100,000 residents for assault, murder and rape in each of 50 U.S. states in 1973 and percentage of population living in urban areas for each state

Living Planet Index Data

Get the TimeSeries of Living Planet Index (LPI) data from the raw data published by OurWorldInData repository

Sample Data: Rainfall Seeding

Rainfall in acre-feet from 52 clouds, of which 26 were chosen randomly and seeded with silver oxide.

TurboColor

Implementation of the Turbo color map

Sample Data: Ceramic Strength

Effect of machining factors on the strength of ceramics

Sample Data: Airplane Glass

Time to failure for airplane glass

Sample Data: Formaldehyde Statistics

Formaldehyde concentration analysis obtained in a chemical experiment.

Sample Data: Chicken Weight

Biometrika is primarily a journal of statistics in which emphasis is placed on papers containing original theoretical contributions of direct or potential value in applications.

Laser Wavelengths and Types

Access and visualize data about different lasers

AddMatplotlibColors

Add Matplotlib colormaps to ColorData

Sample Data: US Earthquakes

Earthquakes in the U.S. from July 28th, 1789 to March 24th, 2010

Sample Data: CPU Performance

A relative performance measure and characteristics of 209 CPUs.

Sample Data for Query Book

Data to support the Wolfram Media book Query: Getting Information from Data with the Wolfram Language

Sample Data: Kidney Transplant

Time to death of 863 kidney transplant patients.

Sample Data: Warp Breaks

Number of breaks in yarn during weaving per loom.

Sample Data: University Salaries

Salaries from three university campuses

Sample Data: Animal Weights

Brain and body weights for 28 animal species

Sample Data: Swiss Fertility

Swiss fertility and socioeconomic indicators (1888)

Sample Data: Fisher's Cats

The heart and body weights of samples of male and female cats used for digitalis experiments. The cats were all adult, over 2 kg body weight.

DanieleGregori/ArXivExplore

ArXivExplore helps the deep data analysis of all research articles on ArXiv

Sample Data: Earthquake Waiting Times

The time in days between serious (magnitude at least 7.5 or over 1000 fatalities) earthquakes worldwide, from 12/16/1902 to 3/4/1977

IMF World Economic Outlook

Selected macroeconomic data series from the International Monetary Fund

Sample Data: Crab Measures

Five morphological measurements of two varieties of both sexes of crab species Leptograpsus variegatus from Fremantle, W. Australia.

Sample Data: Motor Failures

An accelerated life test at each of four temperatures of 10 motorettes.

MultiwaySemigroup

Simulate an arbitrary (potentially commutative) semigroup as a multiway system

MultiwayMonoid

Simulate an arbitrary (potentially commutative) monoid as a multiway system

Sample Data: Scientific Discoveries

Number of great scientific discoveries of each year

Sample Data: Buffalo Snow

Snow accumulations in Buffalo

Sample Data: Gilgai Soil

Line transect of soil in Gilgai territory.

Sample Data: Otitis Media

The effects of a drug on 50 children with a history of otitis media in the Northern Territory of Australia.

Sample Data: Boston Homes

Housing values in suburbs of Boston

PolyharmonicSplineInterpolation

Interpolate data using polyharmonic splines

HuffmanDecode

Decode data specified by a Huffman encoding

Sample Data: Puromycin Reaction Velocity

Velocities of enzymatic reactions with or without Puromycin.

BinaryWriteAt

Overwrite part of a file with binary data

PagedGrid

Display data in a grid split into pages

MultivariateKurtosis

Find the kurtosis coefficient for multivariate data

PolarBubblePlot

Plot data as bubbles on polar axes

Salinity of Seawater at Different Depths

Visualize deviations from the standard average value

IndexedQueue

Provide an indexed priority queue data structure with its standard operations

ToCompressedBoxes

Generate boxes corresponding to the printed form of an expression that are compressed where possible

Sample Data: DNase Assay

Data about the ELISA assay for the recombinant protein DNase in rat serum.

ResetDataset

Force a reanalysis of the types contained in a Dataset, sometimes leading to a different presentation of the data

TukeyMedianPolish

Find row and column effects in a data matrix by repeatedly subtracting the median

TSV

Convert text to a tab-separated-value formatted table

Sample Data: Time to AIDS Induction

Time to AIDS in years for adults and children from 1978

Sample Data: Swiss Bank Notes

Six measurements made on 100 genuine Swiss bank notes and 100 counterfeit ones.

Sample Data: Scottish Hill Races

Record times in Scottish hill races

PersistentHomology

Perform persistent homology on a point cloud dataset

Sample Data: Mushroom Classification

Determine whether a mushroom is edible based on physical characteristics

2015 Chicago Marathon Data

2015 Chicago Marathon participant data

Sample Data: Female Heights And Weights

Data on the average heights and weights for American women aged between 30 to 39.

FittedModelPlot

Plot fitted models together with their raw data

RadarChart

Show numerical data in a radar-style chart

PooledVariance

Compute the pooled variance of multiple lists of data

Loess

Smooth noisy data using local regression

PopulationStandardDeviation

Compute the population standard deviation for a set of data

Find Clusters in a Set of Molecules

Use molecule fingerprints to group similar molecules together and view them in a feature space plot

LimitingReagent

Get data on the limiting reactant in a chemical reaction

TrigApproximateList

Generate a trig series that approximates a list of data

Prussian Horse Kick Data

Number of soldiers in the Prussian cavalry killed by horse kicks

Sample Data: Airline Passenger Miles

Revenue passenger miles flown by commercial airlines

BlockEntropy

Calculate the joint information entropy of a data matrix

TrigFit

Construct a least-squares trigonometric fit to data

Sample Data: World Volcanos

Locations of volcanos in the world

Sample Data: London Cholera

Locations of the 1854 London cholera outbreak near Golden Square

Sample Data: Sea Anemones

Locations of sea anemones (marine predatory animals, often quite colourful), annotated with diameter marks

RickHennigan/ComputationalFitness

Utilities for importing and analyzing fitness data from smartwatches, cycling computers, and other sources

Sample Data: Wheat Yield

Locations of wheat yield uniformly sampled on a 25x20 lattice annotated with yield marks

Sample Data: Ship Wrecks

Locations of ship wrecks annotated with name marks

Sample Data: Waka Trees

Locations of trees recorded at Waka National Park, Gabon, annotated with diameter (in centimeters) marks

Sample Data: Wine Quality

Quality of white wines given the physical properties of the wines

Sample Data: Waterstriders 1

Locations of waterstrider larvae

Sample Data: Waterstriders 3

Locations of waterstrider larvae

Sample Data: Waterstriders 2

Locations of waterstrider larvae

Sample Data: Movie Review Sentence Polarity

Movie review data

Sample Data: Abalone Measurements

Predict the age of abalone from physical measurements

BettiNumbers

Compute the Betti numbers for a simplicial complex

PoincarePolynomial

Compute the Poincaré polynomial for a simplicial complex

Sample Data: Tropical Trees

Locations of tropical rain forest trees

Sample Data: Longleaf Pines

Locations of longleaf pine trees annotated with diameter at breast height (in centimeters) marks

Sample Data: Swiss Rainfall

Sample locations of Swiss rainfall annotated with rainfall marks (in mm)

Sample Data: Scallop Abundance

Locations of scallop samples in the Atlantic Ocean, annotated with the numbers and types of scallops caught

Sample Data: Ozarks Karst

Locations of springs and sinkholes in the Ozark Plateaus Physiographic Province (Ozarks) in Arkansas

Sample Data: Redwood Saplings

Locations of redwood saplings (young slender trees), annotated with binary indicator

Sample Data: Swedish Pines

Locations of pine trees without annotations

Sample Data: Tennis Serves

Locations of successful tennis serves annotated with serving player marks

Sample Data: Spruce Trees

Locations of spruce trees annotated with diameter marks

Sample Data: Synaptic Vesicles

Locations of synaptic vesicles (parts of a neuron which store various neurotransmitters) in rat brain tissue

Sample Data: Toronto Murders

Locations of murders in Toronto annotated with marks including victim age, victim sex, type, murder method, and year

Sample Data: Liverpool Cancer

Locations of cancer cases in North Liverpool, UK, annotated with subject type (case or control) marks

Sample Data: Meuse River

Annotated locations of soil samples along the Dutch bank of the Meuse River north of Maastricht

Sample Data: NZ Trees

Locations of New Zealand trees without annotations

Sample Data: Urkiola Woods

Locations of birch and oak trees in a secondary wood in Urkiola Natural Park (Spain) annotated with birch/oak marks

Sample Data: Psychiatric Patient Deaths

Death times of psychiatric patients

Sample Data: UCI Letter

Letter recognition dataset

Type Ia Supernova Data

Supernova type Ia name, redshift, magnitude, stretch and color

John Snow Cholera Data

Geo locations of cholera deaths in 1854

Sample Data: Spam Email

Dataset of email statistics for the classification of spam email

GeneralizedAkimaInterpolation

Interpolate data using Akima's method or modifications of it

Sample Data: Car Evaluation

Predicting car acceptability by attribute.

NormalTexture

Generate a normal texture from height data

CurveFitReport

Display information related to fitting of a set of data

SectorTreePlot

Plot tree data in stacked angular sectors

Sample Data: Bone Marrow Leukemia

Bone marrow transplantation for Leukemia

Project Tycho Level 1 Data

Data from all weekly notifiable disease reports for the United States dating back to 1888. Level 1 data have been custom tailored for specific analyses.

How Big are Exoplanets Compared to Stars?

US Health Data Breaches

A list of breaches of unsecured protected health information affecting 500 or more individuals

Extrema Values of the Earth's Magnetic Field in a Region

Sample Data: Cushing's Syndrome Testing

Diagnostic tests on patients with Cushing's syndrome

Sample Data: Black Cherry Trees

Girth, height and volume of black cherry trees

Sample Data: Old Faithful Eruptions

Applied Statistics is a journal of international repute for statisticians both inside and outside the academic world.

Sample Data: GAG Urine Levels

Level of GAG in urine of children

Sample Data: Beaver Body Temperatures

Body temperature series for a female beaver

Sample Data: Mercury Vapor Pressure

Relation of mercury vapor pressure vs temperature.

Sample Data: Mark Twain Authorship

Distribution of word lengths for Mark Twain and Quintus Curtius Snodgrass.

Sample Data: Cement Heat Evolution

Heat evolved by setting cements

RidgeLineMap

Generate a ridge line map from elevation data

Tagged Test Images Network

Bipartite network of tags and images

Visualize Earth's Gravitational Field

Calculate and visualize the magnitude of the gravitational field across the entire planet

PooledStandardDeviation

Compute the pooled standard deviation of multiple lists of data

Western Europe Grape Harvest

Western Europe 650 year Grape Harvest Data from 1354 to 2007

ImportHEALPix

Import a file that contains HEALPix encoded data

British Coal Mining Disaster Data

British coal mine disaster data by year for the years 1851-1962

Sample Data: 2003 US Life Table

A life table for the total United States population in 2003

WhiteningTransform

Transform data such that its covariance matrix is the identity matrix

Sample Data: Birth Weight Risk

9 potential risk factors for low birth weight with birth weight outcomes.

PhaseUnwrap

Remove phase jumps from phase angle data

TreeCounts

Create a tree of the counts of the distinct data of each subtree

CurveFitOverview

Get an association of information related to fitting a set of data

EllipsoidQuartiles

Find the ellipsoidal loci of the quartiles of matrix

UnitedStatesCoalProduction

Retrieve coal production data for regions in the United States

Sample Data: Gene Sequences

Splice-junction Gene Sequences for Primate DNA

CubicMonotonicInterpolation

Interpolate data with a monotonic piecewise cubic Hermite interpolant

SubmatrixReplace

Efficiently replace rectangular submatrices of an input data matrix

NiceGrid

Nicely format data in various structures into a grid format

ImportVTT

Import Web Video Text Tracks (.vtt) data

Microscope-Specific File Formats

Use Bio-Formats to import and read microscopy image data and metadata

Sample Data: Loblolly Tree Growth

Loblolly pine tree growth measurement

Sketch-RNN Trained on QuickDraw Data

Generate hand-drawn sketches

Sample Data: Guinea Pig Tooth Growth

Data on the length of odontoblasts (teeth) for 10 guinea pigs measured at each of three dose levels of Vitamin C with each of two delivery methods.

NutrientComparisonBarChart

Create a dual bar chart comparing the calories and macronutrients in a list of foods

IrregularPeriodogram

Compute a periodogram for data from unevenly spaced intervals

Wikipedia Voting Data 2001-2008

Graph of Wikipedia voting data from the inception of Wikipedia till January 2008

Find the Period of the Gait of an Animated Woolly Mammoth

Find the period of the gait of an animated mammoth

Kepler-11 Light Curve Data

Light curve data for planetary system Kepler-11

Properties of the Planck Radiation Law

Explore properties of electromagnetic radiation emitted by bodies at given temperatures

Sample 3D Model: Suzanne

3D model of a chimpanzee head

Timeline of Systematic Data & Computable Knowledge

Dataset of nearly 200 notable events in the history of computable knowledge

EnsureExport

Export data to a file, creating intermediate directories as necessary

LineFit

Fit a line to data points in n-dimensional space

SphericalLinearInterpolation

Evaluate the piecewise spherical linear interpolant of given data

AndrewsPlot

Visualize multivariate data by projecting them on a Fourier basis

Stanford Armadillo

3D model of the Stanford Armadillo

Stanford Dragon

3D model of the Stanford Dragon

Stanford Happy Buddha

3D model of the Stanford Happy Buddha

Sample 3D Model: Fan Disk

3D model of a fan disk component

MergeFindSet

Provide a merge-find set data structure with standard operations

Create a Periodic Table of Spectral Lines

Access built-in data from the NIST Atomic Spectra Database for each element

AntonAntonov/MosaicPlot

Mosaic plots for datasets and lists of records

AntonAntonov/TriesWithFrequencies

Functions for creation and manipulation of tries (prefix trees) with frequencies

Sample Data: Scotland Megalithic Monuments

Locations of megalithic monuments in Scotland

Sample Data: Wales Megalithic Monuments

Locations of megalithic monuments in Wales (UK)

Sample Data: Yellowstone Geothermal Features

Locations of some geothermal features and geysers in Yellowstone National Park

Stanford Bunny

3D model of the Stanford Bunny

Space Shuttle 3D Model

3D test model of a space shuttle

Viking Lander 3D Model

3D test model of a Viking lunar lander

Sample Data: Paracou Kimboto Trees

Locations of Kimboto trees at Paracou in French Guiana, annotated with adult/juvenile marks

Sample Data: People In Gordon Square

Locations of people in Gordon Square without annotations

PriorityQueue

Provide a priority queue data structure with its standard operations

Sample Data: Mink Fur Sales

Annual mink fur sales of Hudson's Bay Company

Sample Data: US Ozone 2021

Total ozone over the US measured on 5 August 2021

MapLevel

Create an operator that maps a function over data at a specified level

BinCountAssociation

Collect histogram data in an association of bin intervals and bin heights

RectangleAreaChart

Visualize numeric data using tessellated rectangles with proportionate area

Sample Data: Ponderosa Pine Trees

Locations of ponderosa pine trees without annotations

Sample Data: Leukaemia NW England

Locations of leukaemia in N.W. England from 1982 to 1998, annotated with age, gender, deprivation index, and subject type marks

Sample Data: North Derbyshire Asthma

Locations of the residence of asthmatic (cases) and non-asthmatic (controls) children, annotated with marks including number of household smokers, subject type (case or control), hay fever occurrence, age, distance to the nearest road, distance to pollution sources 1, 2, and 3

Sample Data: Shapley Supercluster Galaxies

Locations of Shapley supercluster galaxies annotated with magnitude, velocity (in km/s), and error marks

LeastSquaresPlot

Plot data together with a visualization of the squared errors compared to a fit

PolynomialFitCurve

Polynomial fit of a given set of data, represented as a spline curve

Negative Binomial Distributed Accident Data

Number of accidents experienced by employees in a factory in a year

Sample Data: Osteocyte Lacunae 07

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Osteocyte Lacunae 09

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Osteocyte Lacunae 06

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Osteocyte Lacunae 10

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Osteocyte Lacunae 04

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Osteocyte Lacunae 01

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Osteocyte Lacunae 03

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Osteocyte Lacunae 02

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Osteocyte Lacunae 08

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Osteocyte Lacunae 05

Locations of osteocyte (a star-shaped type of a mature bone cell) lacunae (pit) observed in a rectangular volume of solid bone

Sample Data: Lymphoma Marrow Transplants

Bone marrow transplants for Hodgkin's and non-Hodgkin's lymphoma patients

FiveThirtyEightPresidentialApproval

Retrieve US presidential approval data from the website FiveThirtyEight

Kyoto Free Translation Task Data

A parallel corpus for the evaluation and development of Japanese-English machine translation systems

MarginalPlot

Plot 2D data together with visualizations of the marginal distributions

ApplyLevel

Create an operator that applies a function over data at a specified level

Analyze the Frequency and Magnitude of Earthquakes

Explore the distribution of earthquake magnitudes recorded over a period of time

Map Wind Farms and Wind Strength

Visualize the locations of wind farms in the USA together with the strength of the local wind

PrettyGrid

Conveniently display two-dimensional data in a nicely styled grid

Galton Parent and Child Height Data

Height of father and mother, child gender and child height as adult for 205 families

AntonAntonov/AssociationRuleLearning

Functions for association rule learning

Tweets by @WolframResearch

Data used in the Wolfram U interactive course “Multiparadigm Data Science”

CellInformation

Retrieve information about selected cells in notebook

Stable Diffusion V1

Generate photorealistic images

Carbon Atomic Transitions within the Visible Spectrum

Create different visualizations of state transitions in neutral carbon using SpectralLineData

Sample Tabular Data: Fatal Collisions

Information on drivers involved in fatal car collisions (per billion miles)

Sample Tabular Data: Car Models

A dataset for cars manufactured between 1970–82 in the US, Europe and Japan and their associated prices and features

GBIFImport

Import occurrences from Global Biodiversity Information Facility (GBIF) data

Atlantic Hurricane Data 1851-2017

A modification of the NOAA "Hurdat2" Dataset on Atlantic Hurricanes to facilitate use with the Wolfram Language

US County Suicide Data 1999-2013

Data on suicides by US County from 1999-2013

GetLoremFlickrImage

Get random LoremFlicker free Creative Commons (CC) images

OECD Data: Hospital Beds Per Country

OECD time series data for number of beds for 1000 inhabitants

Symbolic Bio Sequence Representations

Explore several data structures for representing chemical species at different levels of granularity

ImportPGN

Import a PGN file or string as an association of structured chess data

ChannelMessages

Send relevant data to a channel object when a message occurs

MarkdownTableString

Convert Wolfram Language data into Markdown-friendly table strings

MultivariateTrimmedMean

Find the mean of multivariate data after removing outermost points

ScatteredInterpolation

Perform interpolation in n-dimensional space for irregularly spaced data

ConfirmedMapping

Map functions over data, stopping when an error is generated

Evolution of North Magnetic Poles over Time

Visualize the displacement of the magnetic poles since 1656

Spacecraft Materials Outgassing Data

Data was obtained at the Goddard Space Flight Center (GSFC), utilizing equipment developed at Stanford Research Institute (SRI) under contract to the Jet Propulsion Laboratory (JPL).

ShuffleNet-V2 Trained on ImageNet Competition Data

Identify the main object in an image

Sample Data: France Bastides

Locations of bastides (walled cities) in France annotated with name and foundation year

Sample Data: Bovine Tuberculosis

Locations of cattle herds in Cornwall (UK) that tested positive for bovine tuberculosis

MonotonicInterpolation

Make a monotonic InterpolatingFunction with continuous second derivative for monotonic data

Humidity Distributions at Weather Stations

Plot the distributions of humidity measurements for a given day or over a year

Sample Data: Beta Cells

Locations of retinal ganglia cells annotated with on/off and area (in square microns) marks

Sample Data: Japanese Pines

Locations of Japanese black pine saplings

Sample Data: Biological Cells

Locations of biological cells

Sample Data: Cancer Incidence

Locations of cancer incidence annotated with larynx/lung marks

Sample Data: Bramble Canes

Locations of bramble canes annotated with three classes of age marks

Sample Data: Hyytiala Trees

Locations of trees recorded at Hyytiala, Finland, annotated with species (pine/birch/rowan/aspen) marks

Sample Data: Copper Deposits

Locations of copper deposits annotated with south point marks

Sample Data: Fin Pines

Locations of pine trees annotated with diameter (in centimeters) and height (in meters) marks

Sample Data: Lansing Woods

Locations of trees in Lansing Woods annotated with species marks

Create a Weather Map

Display local temperature icons

Earthquake Frequency by Country

Map what country had the most earthquakes with a magnitude of 6 or more in 2021

Sample Data: Amacrine Cells

Locations of amacrine cells (inhibitory interneurons in the retina) annotated with on/off marks

Sample Data: Hamster Tumour

Locations of cell nuclei in hamster kidney annotated with type

Tweets by @WolframResearch (Datasets for Multiparadigm Data Science Course)

These datasets are used in the example demonstrated in the "Build a Project Workflow" section of the "Multiparadigm Data Science" interactive course on Wolfram U

Magnetic Potential inside an Electric Motor

Find a fit for measured BH-curve data with a Gaussian model to solve a magnetostatic problem

Atlanta Police Department Crime Data (2009-2017)

Dataset of crime data reported by the Atlanta Police from 2009 to May 17, 2017

RandomPseudoSymbolName

Generate a new symbol name in the spirit of the Wolfram Language

GeoElevationRegion

Generate a 3D mesh region for geographic locations with accurate elevation data

MultivariateMedianDeviation

Find the median Euclidean distance from the median of the elements of multivariate data

Sample Data: Solar System Planets and Moons

Sample dataset containing the mass and radius of planets and moons in the Solar System

MultipleAxesListPlot

A version of ListPlot that displays two lists of data with different y axes

Epidemic Data for Novel Coronavirus COVID-19

Estimated cases of novel coronavirus (COVID-19, formerly known as 2019-nCoV) infection by country or region (This data was imported and made computable on January 31, 2022)

Visualize Ocean Maximal Tides

Show high tides and Moon phases for a specified city

Follow Changes in Direction of Monsoon Winds

Explore how the winds rapidly shift in direction during the monsoon season in India

Build a Classifier to Detect the Language of a Text

Import French, English, German, and Spanish texts from the web to use to train a classifier

USDA Aggregate Tenant Data on Active Properties

Demographics and information on the USDA's active tenant properties

Daily Change of Worldwide Tides

Simulate the effect of the Moon's gravitational pull

OSMImport

Import OSM (OpenStreetMap) data from XML files or the OSM API

Patient Medical Data for Novel Coronavirus COVID-19

Medical records of patients infected with novel coronavirus COVID-19 (This data was imported and made computable on August 31, 2020.)

Sample Data: Fertile Crescent Sites

Archeological sites in the Fertile Crescent region annotated with names

Sample Data: Eurasian Collared Dove

Observation locations of the Eurasian Collared Dove for the years 1986 to 2008 annotated with total counts

MultivariateMeanDeviation

Find the scalar mean of the Euclidean distances between the multivariate data points and their mean

Sample Data: Murchison Gold Deposits

Locations of gold deposits in the Murchison area of Western Australia

Find the Heat Flow of a Dehumidifier

Calculate the heat flow of an ideal dehumidifier using psychrometric charts

AntonAntonov/MonadicContextualClassification

A monad for machine learning classification workflows

Top Oil Fields 2001

Top producing oil fields in 2001

US State Income

United States per capita income by state

US Hurricane Losses

U.S. losses due to hurricanes in millions of U.S. Dollars

US Census Mean Household Income Data

Census Bureau

Sample Data: Gastric Mucosa Cells

Locations of the gastric mucosa (the mucous membrane layer of the stomach) cells annotated with marks identifying cell type

Sample Data: Bronze Gradient Filter

Locations of bronze particles in a gradient filter annotated with radii (in millimeters) marks

AssociationTemplate

Define a data structure that can refer to its own values to compute new ones

Clinical Concepts from Massive Sources of Medical Data

A dataset of medical concepts

HMAC

Cryptographic hash-based message authentication code used to verify data integrity and authenticity

Sample Data: Bunyaruguru Crater Field

Locations of craters in Bunyaruguru volcanic field in Uganda

Cartogram

Generate geometrically distorted maps, where the distortion conveys information derived from the input data

East Africa Embassy Attacks Network

Terrorist network linked to the 1998 bombings of the US embassies in Kenya and Tanzania

Model the Composition of the Universe over Time

Explore changes in the composition of the universe according to the standard ΛCDM (Lambda cold dark matter) model

Sample Data: England Megalithic Monuments

Locations of megalithic monuments in England

Sample Data: Childhood Leukaemia Lymphoma

Locations of childhood leukaemia and lymphoma annotated with case/control marks

Health Nutrition and Population Statistics

The World Bank Group (WBG) is a family of five international organizations that make leveraged loans to developing countries. It is the largest and most famous development bank in the world and is an observer at the United Nations Development Group. The World Bank's (the IBRD and IDA's) activities are focused on developing countries, in fields such as human development (e.g. education, health), agriculture and rural development (e.g. irrigation and rural services), environmental protection (e.g. pollution reduction, establishing and enforcing regulations), infrastructure (e.g. roads, urban regeneration, and electricity), large industrial construction projects, and governance (e.g. anti-corruption, legal institutions development).

Streptococcus Pyogenes Metabolic Network

Metabolic cellular network data

Campylobacter Jejuni Metabolic Network

Metabolic cellular network data

Archaeoglobus Fulgidus Metabolic Network

Metabolic cellular network data

Neisseria Meningitidis Whole Network

Whole cellular network data

Mycobacterium Leprae Metabolic Network

Metabolic cellular network data

Deinococcus Radiodurans Metabolic Network

Metabolic cellular network data

Aeropyrum Pernix Whole Network

Whole cellular network data

Haemophilus Influenzae Whole Network

Whole cellular network data

Streptococcus Pneumoniae Metabolic Network

Metabolic cellular network data

Mycobacterium Bovis Metabolic Network

Metabolic cellular network data

Escherichia Coli Whole Network

Whole cellular network data

Thermotoga Maritima Metabolic Network

Metabolic cellular network data

Borrelia Burgdorferi Whole Network

Whole cellular network data

Mycoplasma Pneumoniae Whole Network

Whole cellular network data

Oryza Sativa Whole Network

Whole cellular network data

Pyrococcus Furiosus Metabolic Network

Metabolic cellular network data

Caenorhabditis Elegans Whole Network

Whole cellular network data

Mycoplasma Genitalium Whole Network

Whole cellular network data

Streptococcus Pneumoniae Whole Network

Whole cellular network data

Salmonella Typhi Whole Network

Whole cellular network data

Mycoplasma Genitalium Metabolic Network

Metabolic cellular network data

Mycobacterium Leprae Whole Network

Whole cellular network data

Yersinia Pestis Whole Network

Whole cellular network data

Saccharomyces Cerevisiae Metabolic Network

Metabolic cellular network data

Pyrococcus Horikoshii Whole Network

Whole cellular network data

Chlamydia Pneumoniae Whole Network

Whole cellular network data

Actinobacillus Actinomycetemcomitans Whole Network

Whole cellular network data

Neisseria Gonorrhoeae Metabolic Network

Metabolic cellular network data

Clostridium Acetobutylicum Metabolic Network

Metabolic cellular network data

Caenorhabditis Elegans Metabolic Network

Metabolic cellular network data

Methanobacterium Thermoautotrophicum Whole Network

Whole cellular network data

Pseudomonas Aeruginosa Whole Network

Whole cellular network data

Pseudomonas Aeruginosa Metabolic Network

Metabolic cellular network data

Pyrococcus Horikoshii Metabolic Network

Metabolic cellular network data

Methanobacterium Thermoautotrophicum Metabolic Network

Metabolic cellular network data

Actinobacillus Actinomycetemcomitans Metabolic Network

Metabolic cellular network data

Saccharomyces Cerevisiae Whole Network

Whole cellular network data

Haemophilus Influenzae Metabolic Network

Metabolic cellular network data

Enterococcus Faecalis Whole Network

Whole cellular network data

Emericella Nidulans Whole Network

Whole cellular network data

Methanococcus Jannaschii Whole Network

Whole cellular network data

Chlamydia Trachomatis Whole Network

Whole cellular network data

Arabidopsis Thaliana Whole Network

Whole cellular network data

Rhodobacter Capsulatus Whole Network

Whole cellular network data

Chlorobium Tepidum Whole Network

Whole cellular network data

Chlamydia Trachomatis Metabolic Network

Metabolic cellular network data

Bacillus Subtilis Metabolic Network

Metabolic cellular network data

Mycobacterium Bovis Whole Network

Whole cellular network data

Synechocystis Sp Whole Network

Whole cellular network data

Streptococcus Pyogenes Whole Network

Whole cellular network data

Treponema Pallidum Whole Network

Whole cellular network data

Porphyromonas Gingivalis Whole Network

Whole cellular network data

Oryza Sativa Metabolic Network

Metabolic cellular network data

Chlorobium Tepidum Metabolic Network

Metabolic cellular network data

Rickettsia Prowazekii Metabolic Network

Metabolic cellular network data

Escherichia Coli Metabolic Network

Metabolic cellular network data

Helicobacter Pylori Whole Network

Whole cellular network data

Chlamydia Pneumoniae Metabolic Network

Metabolic cellular network data

Neisseria Gonorrhoeae Whole Network

Whole cellular network data

Archaeoglobus Fulgidus Whole Network

Whole cellular network data

Yersinia Pestis Metabolic Network

Metabolic cellular network data

Rhodobacter Capsulatus Metabolic Network

Metabolic cellular network data

Mycobacterium Tuberculosis Whole Network

Whole cellular network data

Mycobacterium Tuberculosis Metabolic Network

Metabolic cellular network data

Campylobacter Jejuni Whole Network

Whole cellular network data

Borrelia Burgdorferi Metabolic Network

Metabolic cellular network data

Aeropyrum Pernix Metabolic Network

Metabolic cellular network data

Mycoplasma Pneumoniae Metabolic Network

Metabolic cellular network data

Deinococcus Radiodurans Whole Network

Whole cellular network data

Porphyromonas Gingivalis Metabolic Network

Metabolic cellular network data

Neisseria Meningitidis Metabolic Network

Metabolic cellular network data

Emericella Nidulans Metabolic Network

Metabolic cellular network data

Pyrococcus Furiosus Whole Network

Whole cellular network data

Helicobacter Pylori Metabolic Network

Metabolic cellular network data

Synechocystis Sp Metabolic Network

Metabolic cellular network data

Salmonella Typhi Metabolic Network

Metabolic cellular network data

Methanococcus Jannaschii Metabolic Network

Metabolic cellular network data

Clostridium Acetobutylicum Whole Network

Whole cellular network data

Arabidopsis Thaliana Metabolic Network

Metabolic cellular network data

Treponema Pallidum Metabolic Network

Metabolic cellular network data

Thermotoga Maritima Whole Network

Whole cellular network data

Bacillus Subtilis Whole Network

Whole cellular network data

Aquifex Aeolicus Metabolic Network

Metabolic cellular network data

Enterococcus Faecalis Metabolic Network

Metabolic cellular network data

Standardize Audio Training Inputs

Transform audio signals into 2D power spectra for net training inputs using a custom audio encoder

HedgesG

Computes the Hedges g statistic measuring an "effects size" difference between two lists of data

FITImport

Import a FIT file to analyze data from cycling computers, smart watches and other devices

Dutch Railway Network

The Dutch railway network data

Compare Weather in Chicago and European Capitals

Find the city in the European Union with the closest temperatures to Chicago

Sample Data: Pacific Walrus Haulouts

Congregations of Pacific walruses off the coast of U.S. and Russia, 1852-2016

Sample Data: UK Lung Disease Deaths

Monthly deaths from lung diseases in the UK

Data for Maymin & Langer (2021) "Cognitive Biases and Mindfulness"

Survey data generated and analysed in the article "Cognitive Biases and Mindfulness" by Philip Z. Maymin and Ellen J. Langer in the Nature journal Humanities and Social Sciences Communications

Prefactors for Nondimensionalized Formulas

Remove physical dimensions from the left- or right-hand sides of formulas

DoubleU-Net Trained on Medical Image Segmentation Datasets

Segment medical images performing a task-dependent binary classification

Sample Data: Breakdown Spots R423

Locations of electrical breakdown spots on a circular electrode of radii 423 microns in a microelectronic capacitor

Sample Data: Breakdown Spots R282

Locations of electrical breakdown spots on a circular electrode of radii 282 microns in a microelectronic capacitor

Sample Data: Breakdown Spots R169

Locations of electrical breakdown spots on a circular electrode of radii 169 microns in a microelectronic capacitor

Raw Data For The Long Term Selection Experiment For Oil And Protein In Corn

Raw data from each ear analyzed each year of the Illinois long-term selection experiment for oil and protein in corn (1896-2004)

OctopusEnergyConsumption

Read energy consumption data from smart meters managed by the UK energy company Octopus Energy

Canonical Polyhedra

The canonical forms of polyhedra with 4 to 9 faces

Human Protein Atlas

Data from The Human Protein Atlas

BMI by Country

Global Health Observatory data repository

Compare Relativistic and Nonrelativistic Doppler Shift Formulas

Recognize Molecules from Images

Search external databases for information on a Molecule object obtained from an image

BioMoleculePlot3D

Visualize the 3D structure of biomolecules

ShuffleNet-V1 Trained on ImageNet Competition Data

Identify the main object in an image

Polyform Database

Data for some of the most popular polyforms

Construct Mollier Diagrams

Visualize constant pressure and constant temperature on an enthalpy vs entropy plot

Alpha Missense

Categorization of the pathogenicity data of human missense variants

Zoom in on Earthquakes

Create an interactive plot of earthquakes that occurred in the past year

US Public Housing Authorities 2016

2016 HUD public housing authority data

U.S. Suicide Rates by County

The Underlying Cause of Death data available on the CDC's WONDER database are county-level national mortality and population data spanning the years 1999-2014. Data are based on death certificates for U.S. residents.

Job Training Efficacy

Data examining the efficacy of job training programs on increasing earnings

Stirling Cycle with Real-World Materials

Explore the properties of a Stirling cycle, from expansion curves to efficiency

Recognize Keywords in Speech

Compute the probabilities and locations of a set of words in a recording

CapsNet Trained on MNIST Data

Identify the handwritten digit in an image

Paleoclimate Data Records Derived from the Vostok Ice Core

Datasets of CO2 concentration and temperature historical records derived from the air and isotopes trapped in the ice core

119th United States Congress

Data on U.S. Senators and Representatives in Congress

FrobeniusDSolveFormula

Compute the formula for the Frobenius series solution to an ODE

Sample Data: Castilla-La Mancha Forest Fires

Locations of forest fires in the Castilla-La Mancha region of Spain between 1998 and 2007, annotated with cause (accident / intentional / lightning / other), area (in hectares), and date marks

Australian Rules Football - 2018 Final Team Rankings

This dataset consists of the final team standing within the Australian Rules Football league for the 2018 season

USDA Rural Housing Active Projects

Data on the USDA's rental properties and labor housing types

NYC Emergency Response Incidents

NYC Open Data makes the wealth of public data generated by various New York City agencies and other City organizations available for public use. This catalog offers access to a repository of government-produced, machine-readable data sets.

CrossTabulate

Compute the contingency table for a two- or three- column dataset or array

CanonicalListRotation

Return a canonical rotation for a list of values

VGG-16 Trained on ImageNet Competition Data

Identify the main object in an image

VGG-19 Trained on ImageNet Competition Data

Identify the main object in an image

Mass Shootings in America

Curated data on mass shootings in America from 1966 to 2016.

RatioPartition

Partition a list into sublists with lengths proportional to weights in another list

1918 'Spanish Flu' Pandemic In Chicago

Point location of influenza and pneumatic deaths and weekly mortality data recorded during 1918 'Spanish flu' pandemic correlated to 1920 census data for Chicago

KeyCombine

Map a function over the keys of an association, and collect or combine values in the event of key collisions

Commuter-Adjusted Daytime Population by U.S. County

2006-2010 data on daytime commuting patterns in the U.S.

Commuter-Adjusted Daytime Population by U.S. Place

2006-2010 data on daytime commuting patterns in the U.S.

FDIC Institution EntityStore

A Wolfram Language EntityStore with selected data on FDIC insured institutions

OutShuffle

Perform an out shuffle on a list

InShuffle

Perform an in shuffle on a list

WolframChemistry/ProteinVisualization

Functions for protein visualizations

Medicare Drug Spending

Detailed data on prescription drugs for Medicare Part B and Part D

Generate Art with Learned Pixel Distributions

Learn the underlying distribution of images to create artistic images with high resolution

Pressure Reading Drops Due to Hurricane Sandy

Compute the correlation between the air pressure and wind speed changes during a hurricane

Amniote Life History EntityStore

EntityStore of life history data for birds, mammals, and reptiles

Darwin's Plant Experiments

Curated data from Darwin's plant experiments and related text

Commuter-Adjusted Daytime Population by U.S. State

2006-2010 data on daytime commuting patterns in the U.S.

Mammals in MZNA-VERT

Data on small mammals obtained from the analysis of barn owl pellets

ProportionsBy

Get the proportion of times that each distinct element appears in a list when evaluated with a given function

GraphicsPrimitiveQ

Test if a piece of a graphic is a graphics primitive

Census Tract Entity Store

US Census tracts with location, polygon, and data from the American Community Survey

Untally

Make a list from tallied results

United States Hail Storms 1955-2015

Information on severe hail storms in the US, including injury and property loss data

MultisetDiceDissimilarity

Compute the Dice dissimilarity of two multisets

Global Events of Organized Violence

Georeferenced dataset of individual events of organized violence from the Uppsala Conflict Data Program

NASA GISTEMP Global Means dTs

Global-mean monthly, seasonal, and annual temperatures from dTs since 1880.

City of Champaign Street Signs

The various street signs of Champaign, IL. Data on signs include ownership, size, type, etc.

DW-NOMINATE for US Congress

Data on political ideology derived from roll-call voting behavior in the US Congress

Linear Codes

Linear codes provide an optimal way for transmitting blocks of data over noisy channels

Rejected New York License Plates

Data on New York personalized license plate applications received from the New York DMV

National Science Foundation Grants - 2015

Data on National Science Foundation grants and associated investigators and institutions awarded in the year 2015

CenterNet Pose Estimation Nets Trained on MS-COCO Data

Detect and localize human joints and objects in an image

CoordinationMoleculeStereochemistry

Determine the configuration of stereoisomers

Hospital Beds Per US State

Time series data for number of beds per US state for 1000 inhabitants by ownership type

Reptile Development Database

This data measures the plasticity of some reptile phenotypic traits under changes in environmental conditions during development

September 11 Terrorists Network

Terrorist network linked to the tragic events of September 11, 2001

RandomPhoto

Get random photographs of given sizes

WineFoodPairing

Get the foods that pair well with select wines

NYC After-School Jobs and Internships

Agencies in NYC offering after-school job and internship programs

Seven Year Microwave Sky

The detailed, all-sky picture of the infant universe created from seven years of WMAP data

Proportions

Get the proportion of times that each distinct element appears in a list

Meteorite Landings

This comprehensive data set from The Meteoritical Society contains information on all of the known meteorite landings.

ColorSearch

Search for colors containing a given string

Air Pollution and Mortality in the United States

Long-term average exposure to fine particulate matter PM2.5 correlated to US census data

VarianceAround

Calculate the variance of a list along with its uncertainty

MoistAirRefractiveIndex

Compute the refractive index of moist air

UK Occupation Estimates: Exposure to Generic Disease and Physical Proximity

An estimate of exposure to disease (generally) and physical proximity for UK occupations based on US analysis of these factors, using 2019 data

MoleculeBuriedResiduesIndex

Approximate the surface area of a molecule

BayesianLinearRegression

Perform Bayesian linear regression with conjugate priors

ElevateGeoPosition

Set the elevation of one or multiple geodetic positions

DoublePendulumFormula

Compute the final angles of a double pendulum based on initial conditions

SpringPendulumFormula

Compute the final angle and spring length of a spring pendulum based on initial conditions

CoupledPendulumFormula

Compute the final angles and spring length of a coupled pendulum based on initial conditions

Fireballs and Bolides

Data on several of the brightest fireballs and bolides that were detected from 2009-2015 by U.S. Government sensors

ConfusionMatrixTrajectoryFunction

Construct a function that, when given a threshold probability value, produces a confusion matrix

ParetoPrinciplePlot

Make Pareto principle adherence plots

PairwiseScatterPlot

Construct a scatter plot matrix

AstroAngularDistance

Compute the angular distance between astronomical entities

ShoeSizeToLength

Determine the length of a shoe given its size within any of a variety of sizing systems

LengthToShoeSize

Find the appropriate shoe size in a given system for a wearer given a last/foot length

ConstellationChart

Visualize the constellations and the stars contained within their boundaries

OrbitalProperties

Obtain the parameters for orbital motion

ReadabilityScore

Calculate the readability of a text using a standard formula

Discover and Define Physical Quantities and Units

Find canonical units for derivatives of physical quantity variables and create new quantities and unit

Uncertainty in Physical Constants

Analyze the very different uncertainties of physical constants

Map the States with the Highest Magnitude Earthquakes

Visualize the location and magnitude of earthquakes across the United States

StandardDragCurve

One of the more popular functions to describe the conventional correlation for the drag on a sphere in steady motion

AstroDistance

Compute the distance between astronomical entities

FromResistorColorCode

Determine the resistance of an electronic resistor from a specified list of colors

TrimRight

Shorten lists to the same length by removing elements from the right

TrimLeft

Shorten lists to the same length by removing elements from the left

OptionNames

Get the names of options for a function, possibly filtered according to a pattern

FromISOCountry

Parse ISO 3166-1 country codes to a Country entity

HertzsprungRussellDiagram

Plot the positions of stars in a Hertzsprung–Russell diagram

VerticalJumpOnAstronomicalBodies

Compute vertical jump heights from the surfaces of astronomical bodies

NuclearWeaponEffects

Get the effects from detonating a nuclear weapon of specified energy

Analyze a Molecule's Internal Coordinates

Explore the bond lengths and torsion angles present in disaccharide maltose

Wind Flow around the World

Construct geo stream plots of wind streamlines around the world

WinterSolstice

Calculate the date of the winter solstice for a year

IsodesmicReactionQ

Determine if a chemical reaction is isodesmic

WindChill

Calculate the effect of the wind on the temperature that humans perceive

CrossRecurrencePlot

Visualize the overlap of two discrete time series

MultipleAxesPlot

Display different vertical axes for two plotted expressions

PhysicalQuantityLookup

Look up PhysicalQuantity entities using units or unit dimensions

ClusteringTreeHeightHistogram

Make a histogram of the heights in a clustering tree

WinLossChart

Create a simple bar chart that shows the number of items in a list that fit set criteria compared to those that do not

ChemicalElementComposition

Compute the elemental composition of a chemical entity

FromAtomicNumber

Find the element for a given atomic number

QuantileRegression

Compute quantile regression fits over a time series, a list of numbers or a list of numeric pairs

LondonUndergroundMap

Create customizable maps of the London Underground train routes

ValidIBANQ

Verify an IBAN's validity

AverageAnnualSolarInsolation

Get the average solar insolation based on a gridded dataset

SaturnView3D

3D graphic of Saturn oriented to match the tilt of the ring plane as seen from Earth

MilkyWayPlot3D

Plot the position of astronomical objects within or near the Milky Way galaxy

OpticalFieldModeling

Model non-paraxial optical field interference and diffraction experiments under arbitrary spatial coherence

RandomSparseSPDMatrixProbNum

Create a random sparse symmetric positive definite matrix using the Python package ProbNum

SkyPositionChart

Visualize the position of astronomical objects on the celestial sphere

ReplaceNaN

Replace all IEEE 754 NaN values in an array with custom representations

WelchSpectralEstimate

Fast numerical estimation of the power spectral density or the cross spectral density

QueryTreeForm

Present a query as a tree

TakeAfter

Take elements after a specified element in an expression

QuantileOperator

An operator form of the Quantile function

WaterOpticalConstants

Obtain optical constants of water valid from ultraviolet to microwave range

ToRDCoordinates

Convert latitude-longitude coordinates to Dutch RD coordinates

FromRDCoordinates

Convert Dutch RD coordinates to GeoPosition objects

TimeShiftedDistribution

A derived distribution useful in actuarial science

SolutionSugarContentConvert

Convert among various units of density of aqueous solutions related to sweetness

PeptideHydropathyPlot

Generate the hydropathy plot of a peptide sequence

AncientNumberRepresentation

Display the written representation of an integer in any of several ancient number systems, including Babylonian

ConditionalCategoricalDistribution

Obtain a conditional categorical distribution formed by restricting the domain of a categorical distribution

ElementDesignator

Obtain the International Union of Pure and Applied Chemistry (IUPAC) temporary designators for new elements

LogSumExp

Numerically stable implementation of addition on log-scaled numbers

FindRanges

Find continuous ranges in a list of integers

ROCPoints3D

Extract the false positive rate, true positive rate and threshold values from the receiver operating characteristic (ROC) curve generated by a ClassifierMeasurementsObject

Wav2Vec2 Trained on Multiple Datasets

Transcribe an English audio recording

MultisetJaccardDissimilarity

Compute the Jaccard dissimilarity of two multisets

MultisetSokalSneathDissimilarity

Compute the Sokal-Sneath dissimilarity of two multisets

NucleotideStaveDiagram

Generate the stave diagram corresponding to a nucleotide sequence

DICOMAnonymize

Anonymize DICOM files by removing or replacing metadata that could lead to identification of a patient

FindFoodUK

Find information on food businesses in the UK using the Food Standards Agency database

FrostbiteTime

Compute the time at which skin or other tissues freeze when exposed to low temperatures

EasterSunday

Find the date of Easter Sunday for a given year

ArrayCropPad

Crop uniform values from the edges of an array

ScaledRankChart

Display a chart of scaled counts of elements in a list

TabViewListPlot

Create a TabView for a ListPlot using linear and logarithmic axes

TimeToSunburn

Compute the exposure time for skin to sunburn based on the UV index

SortLike

Sort a list so that elements in common with another list are in the same order

ListD

Find the numerical derivative of a list of values or pairs of values

RecordsSummary

Summarizes datasets, lists, or associations that can be transformed into full two dimensional arrays

IncreasingFilter

Filter a list, keeping only increasing values

BlockDiagonalMatrix

Create a block-diagonal matrix from submatrices

GeoSpatialDistance

Find the spatial distance between two points on Earth

SystemsModelConnect

Connect systems together using any inputs and outputs

MultiColumnSort

Sort by multiple columns at the same time

ProgressiveMaxPositions

Find the positions of the largest elements so far in a list

GeoHash

Geohash encoding and decoding

GeoCirclePoints

Get geo coordinates equally spaced around a circle centered at a GeoLocation

DNAAlignmentPlot

Generate a visualization for DNA sequence alignment

SkyChart

Visualize the sky for a specified location, time and date

WordSyllables

Give a list of the separate English syllables of the input word

INaturalistSearch

Search for iNaturalist observations using the iNaturalist API

NoiseSphere

Visualize the noise sphere of a set of random numbers

GlaucomaRisk

Compute probability of having glaucoma given the intraocular pressure

Sample Video: Friends at the Beach

Video of several people on a beach walking towards the camera

WordCompounds

Separate parts of a compound word

Breaking the Sound Barrier in Free Fall

Find out where an object or person needs to drop from to exceed the local speed of sound in free fall

EarthquakeMagnitudeConvert

Convert between different earthquake magnitude scales

MoonPositionPlot3D

Plot the relative positions of the Moon and Earth in 3D, illuminated by the Sun

ResistorColorCode

Generate an illustration of resistor color codes from a specified resistance

AssociationPermutations

Get permutations of the key-value pairs in an Association

ContinentalPlateMaps

Plot the positions of the continental plates during various geological periods

SatelliteGroundTrackPlot

Plot the ground track and position of artificial satellites

AlignNearlyIdenticalSequences

Align sequences known to be nearly identical

NFunction

Allow a function to perform pure numeric computation by silently ignoring non-numeric values

LabelListPlot

Plot the occurrences of labels in a list

RemoveDegenerateSequenceDifferences

Remove degenerate matches from differences between biomolecular sequences

ReconstituteSequenceFromReferenceDifferences

Reconstitute a sequence given positional differences with a reference sequence

SolarEclipseIcon

Create a simple icon representing the appearance of a solar eclipse

ShuffleNet-3D V1 Trained on Video Datasets

Identify the main action in a video

ShuffleNet-3D V2 Trained on Video Datasets

Identify the main action in a video

LatinizedText

Generate dummy text of Latin words in the style of Lorem Ipsum

GoogleMobilityReport

Generate a dataset from Google Community Mobility Reports for a given country

HeatIndex

Get the human-perceived temperature using air temperature and relative humidity

EquationOfStateConstants

Calculate the constants associated with an equation of state

Confusion Matrix of a Classifier

Classify the land surface in a satellite image

ConcordanceWords

Find words associated with a search term in a list, text file, PDF or URL

TimeSeriesEnsemble

Transform a long time series into an ensemble of segments with aligned starts

TotalSolarEclipse2024Explorer

Explore properties of the 2024 total solar eclipse based on location and time

TrimmedLinearFit

Linear model fitting discarding outliers

AcentricFactor

Estimate the acentric factor of a substance

EarthAsteroidImpact

Calculate the physical effects of an asteroid impact on Earth based on asteroid composition and velocity

WordPrefix

Separate an English word from its prefix if one is present

KEGGModule

Get information about a KEGG module

KEGGOrthology

Get information about a KEGG orthology

NucleotideName

Construct the semisystematic name of an oligonucleotide from its DNA or RNA base sequence

AtomicNumber

Find the atomic number for a given element

ExifAltitude

Extract the elevation that an image was taken at with the EXIF metadata attached to a file

Wav2Vec2 XLSR-53 Trained on Multilingual Data

Transcribe multiple-language audio recordings

IUPACName

Find the systematic IUPAC name for a molecule

DNAtoAminoAcid

Convert a given strand of DNA to a list of amino acids

Explore Symmetries of Crystal Systems

Get symmetry, edge and angle properties of crystal systems using the Entity framework

Relationships between Particle Detectors

Visualize links between families of measurement devices

Map the Lunar Landing Location of Apollo Missions

Create a Timeline of Rembrandt's Paintings

Compare Color Sets and Color Spaces

Look at color sets based on their spectral colors and the fraction each occupies in different color spaces

Terms for Food from the LanguaL International Food Thesaurus

Visualize terms for food from the LanguaL International Food Thesaurus

Animate a Map of the Fall of the Roman Empire

Statistical Report of Email Threads in an MBOX File

Range of Pulsar Spin Rates

Plot the rotation period versus the period derivative of pulsars

PowerMean

Compute the mean of a list of numbers all taken to some power

PowerTotal

Compute the total of a list of numbers all taken to some power

TakeBefore

Take elements before the specified element in an expression

RadialDistributionFunctionList

Compute the relative probability of finding a point at a given distance from another point

PeakExpiratoryFlow

Calculate a person's maximum rate of exhalation

GyrationTensor

Compute the gyration tensor and derived metrics quantifying the shape of particle distributions

HydrogenWavefunction

The position-space wavefunction of the hydrogen atom

MusicalScaleSample

Generate samples of several musical scales

BanzhafPowerIndex

Compute the strength of a voter by reference to the frequency with which their vote could change the outcome of an election

BrazilPostcodeLookup

Find information and address details for a Brazilian postal code

PeptideName

Construct the semisystematic name of a peptide from its amino acid sequence

ToAssociations

Recursively replace lists of rules with associations

AssociationKeyFlatten

Flatten keys in a nested association

NestedKeyDrop

Drop keys from a nested association

Equisample

Sample evenly spaced elements from a list

UnevaluatedAssociation

Construct an association without evaluating any of the keys or values

KatakanaQ

Test if a string is composed of katakana characters

HiraganaQ

Test if a string is composed of hiragana characters

KanjiQ

Test if a string is composed of kanji characters

BisectList

Make a pair of lists consisting of alternate terms from the original list

PlanckUnitConversion

Convert a quantity into Planck units

FoodCompassPlot

Create a nutrition plot for a given food

EasterSundayGreekOrthodox

Find the date of Easter Sunday according to the Greek Orthodox Church

ConfusionMatrixFlip

Alter a confusion matrix by stochastically flipping classification results

NibbleArray

An array of nibbles (four-bit values)

DropColumn

Drop columns from matrices

GeologicalPeriodBedrockPlot

Plot the location of bedrock for a specified geological period

TropicalStormRainContourPlot

Create a contour plot for the rain totals of a given tropical storm

AssociationPartition

Partition an association into a list of associations

TallyBy

Tally items that give the same value when a function is applied

SolarAzimuthTime

Compute the time when the Sun passes a certain azimuth

TimeToFallFormula

Calculate the time to fall from a specified height

DorlingCartogram

Create a non-overlapping cartogram type with visual equalization, partial topology preservation and no shape preservation

NetworkBasedInferenceScore

Calculate the network-based inference (NBI) connection score between two vertices in a bipartite graph

DISCOSingleCellAtlas

Explore single-cell atlases by tissue type

ElementaryReactionType

Determine the elementary reaction type for a chemical reaction

ReactionMolecularity

Compute the number of reactants involved in a balanced chemical reaction

TextToKaleidoscope

Create a square-symmetric image from a long string of text

ByteArrayToBitList

Converts a byte array to a list of bits

BitListToByteArray

Convert a list of bits to a byte array

NewickDendrogram

Render a Newick tree as a dendrogram

IndependentComponentAnalysis

Decompose a matrix into Independent Component Analysis matrix factors

RhumbLineDistanceList

Successive pairwise rhumbline distances between a list of geodetic positions

DistanceFromEarthCenter

Compute the distance of a position on Earth's surface from the center of Earth

BlendSpices

Create complementary spice blends interactively

GeoSpatialDistanceList

Get a list of spatial distances between consecutive pairs of locations

RhumbLineDistance

Find the distance between two geographical locations along a rhumb line

InformationAssociation

Return Information on an object as an Association between properties and values

OverfullPieChart

Make a pie chart that exceeds the allowed total

RotateBonds3D

Interactively manipulate the conformation of a flexible molecule and paste results along the way

LehmerCodeFromPermutation

Create the Lehmer code corresponding to a given permutation

EnsemblGenomeRegion

Retrieve features that overlap a given genomic region

BLASTSearch

Analyze biological sequence similarity using Basic Local Alignment Search Tool

GaussianBeam

Represent a Gaussian beam and its parameters

SmilesString

Get a SMILES string for a molecule

CanonicalDimensionalProduct

Express the canonical dimensions for a quantity as a formatted product of powers

EnsemblGenomeAssemblyConversion

Convert chromosome coordinates on one genome assembly to another

MolecularGraphAutocorrelation

Compute molecular graph autocorrelation vectors, convolved over atomic properties

MolecularComplexity

Compute the molecular complexity of a given molecule

CircularWaveguideProperties

Compute the propagation mode properties of a circular electromagnetic waveguide

NPseudoVoigt

Fast numerical approximation to the PDF of the Voigt distribution with around 1.2% of maximum deviation

TimeToRead

Estimate the time a human would take to read a text

CIEColorMatchingFunctionValues

Evaluate the CIE color matching functions for a given wavelength

TreemapPlot

Plot a nested list of values as a treemap

NCBITranslationTableConvert

Convert between codon associations and NCBI-style translation tables

StudentTValue

Calculate the Student's t-value that corrects for the bias of the unknown standard deviation in the statistical uncertainty of a measurement

MedianQuantileAround

Calculate the median of a list along with its uncertainty

ToAlBhedString

Translate a string from Latin or Hiragana to Al Bhed, the cipher language from the game “Final Fantasy X”

FromAlBhedString

Translate a string from Al Bhed, the cipher language from the game Final Fantasy X, to Latin or hiragana

HampelFilter

Remove outliers from a signal using a Hampel window

ConvertSequenceBondsToDotBracketForm

Convert the bonds of a biomolecular sequence to a string in a basic dot-bracket form

TwoSidedPValue

Find the probability of the absolute value of the test statistic being at least as extreme as the given value

DuplicatesList

Give the elements that appear more than once in the input list

ArrayCrop

Remove padding from an array

ToWellKnownText

Convert graphics primitives to well-known text (WKT)

UnsortedComplement

Delete the elements of some lists from a list x without changing either the order of x or the multiplicities of its elements

PointsToRules

Convert a list of points into a list of substitution rules

MixtureCategoricalDistribution

Create a mixture distribution of categorical distributions and output it as a new CategoricalDistribution

AllanDeviation

Measure the two-sample phase/frequency stability

DPSSWindow

Generate the zero-order discrete prolate spheroidal sequence window

HadamardDeviation

Measure the linear-drift-insensitive, two-sample, phase/frequency stability

RotateLeftUntil

Cycle the elements of a list to the left until a criterion is satisfied

GOESEastAnimate

Animates one day of GOES-East satellite imagery

AroundHistogramList

Calculate a histogram with Around objects and numbers

SpeechRecognizeWithTimestamps

Create a timestamped transcript of speech from audio

EinsteinSolid

Make a simulation of the Einstein solid

GeoElevationGraphics3D

Visualize 3D geographics with elevation

ValidISINQ

Verify an international securities identification number

AlignmentToPositionDifferences

Convert a sequence alignment to a list of positional differences from the first sequence to the second

FlattenAmbiguityList

Restructure an expression with nested AmbiguityList expressions into a single flat AmbiguityList

BioSequenceMoleculePlot3D

Visualize a biomolecular sequence in 3D with highlighted residues

FlightsOverhead

Determine the flights and flight paths of airplanes currently overhead at a location

NuIDDecode

Generate the oligonucleotide sequence corresponding to a given nucleotide universal identifier (nuID)

PrefixQ

Test if the first elements of a list are the same as those from another list

WordsFromBitcoinBlockchain

Get the words found in the input transaction bytes in bitcoin blockchains

GBIFSearch

Search for taxa occurrences using the Global Biodiversity Information Facility (GBIF) Occurrences API

Elephant Countries

Map countries mentioned in a Wikipedia article about elephants

AlkaneName

Generate the name of the straight-chain alkane with the specified number of carbon atoms

SynonymGraph

Create a graph of a word's synonyms

M2M-100 Multilingual Translation Net

Translate text between any pair of one hundred languages

TableQ

Similar to ArrayQ, except it allows for ragged collections of nested lists

JoinRest

An operator that performs a Join of its argument with the sequence of lists it is provided

TimeSeriesPad

Make a time series in full periods of specified granularity by padding with Missing

SolarSystemMandala

Create intricate emergent patterns by connecting the positions of planets over a range of dates

ValidISBNQ

Check if a string is a valid ISBN-13 or ISBN-10

ReplaceAt

Replace parts of an expression using replacement rules and a part specification

GeoGraphics3D

A 3D rotatable sphere version of GeoGraphics

ItemCounts

A two-argument form of Counts that gives an association between a set of provided keys and the number of times those keys appear in a list

GeneralizedDMSString

Convert an angle into a customizable degree-minute-second string

TelescopeView3D

Visualize the 3D appearance of planets and moons in our solar system

GenealogyTreePlot

Generate a genealogy family tree showing the relationship between you and another relative

TwilightTimes

Compute the starting times for variations of twilight

FirstOrderCorrelation

Compute the first order correlation matrix from an original correlation matrix

SymmetricSort

Symmetrically reorder the rows and columns of a square matrix

ZeroDiagonal

Replace the diagonal of an arbitrary matrix with zeros

RandomEnglishHaiku

Generate a haiku

MoonPhaseDate

Compute the date of a specific phase of the Moon

JoinMost

An operator that joins in front of its arguments the sequence of lists it is provided

MultiNonlinearModelFit

Fit multiple datasets with multiple expressions that share parameters

QuantityString

Convert a Quantity to a linear string in a customizable way

RoBERTa Trained on BookCorpus, English Wikipedia, CC-News, OpenWebText and Stories Datasets

Represent text as a sequence of vectors

SymbolNameTranslate

Get the translated name of a Wolfram Language symbol in a given language

ActuarialCommutation

Creates an Association containing values for the six standard commutation functions used in actuarial mathematics

ImportNewickString

Import a string in Newick format

EfficientNet Trained on ImageNet with RandAugment

Identify the main object in an image

EfficientNet Trained on ImageNet with AutoAugment

Identify the main object in an image

RoundedPercentageAllocation

Split a value into list of rounded numbers according to a list of target proportions

QLearningLQRegulator

Compute the LQ regulator using Q-learning

PermutationAscents

Give the indices of a permutation where there is an immediate ascent

GeoInsetMap

Generate maps within maps of a specific location

ExpectedClassifierMeasurements

Computes an expectation of classifier measurements over a probability distribution of utility functions

ClusteringTreeClustersByHeight

Cut a ClusteringTree graph at a given height and return the resulting clusters

InvertAtom

Invert the geometry of selected atoms in a molecule

ChirpFunction

Generate a swept-frequency sinusoidal function

CopyMachine

Create an operator for copying expressions

ConfusionMatrixToClassifierMeasurementsObject

Convert a confusion matrix into a ClassifierMeasurementsObject from which statistics can be derived

RecurrencePlot

Visualize the recurrence of a single discrete time series on a lattice

PositionToSpreadsheetIndex

Convert Wolfram positions to spreadsheet coordinates

SpreadsheetIndexToPosition

Convert spreadsheet coordinates to a Wolfram Language position

WorldTravellerSignpostSolve

Find the location of a signpost with given distances to a set of cities

MeanSpreadBetaDistribution

Create a beta distribution using the mean and a measure of its spread as parameters instead of using the conventional parameters

ValidCASNumberQ

Check for a valid Chemical Abstracts Service (CAS) Registry Number

KEGGPathway

Get the graph and additional information of a KEGG pathway

PulmonaryDiffusingCapacity

Calculate the rate of transfer of CO gas from air in the lungs to the blood

Fine Structure Conjectures

Obtain a list of numeric expressions that have been proposed as possible exact values for the fine structure constant

Search for the Hilda Family of Asteroids

The Hilda family of asteroids share an orbital period that is nearly 2/3 that of Jupiter

ColdWaterSurvivalTime

Compute the approximate survival time of a human in cold water

RandomTextCompletionQuestion

Generate a text completion (cloze) language test item from a random Wikipedia article

PulsarPDotDiagram

Plot the positions of pulsars in a P-Ṗ diagram

WordPhoneticSyllabify

Segment an English word and its phonetic form into syllables following phonetic rules

GalileanSatellitesPlot

Plot the relative positions of Jupiter's four largest moons as seen from Earth

Protein Sequences for the SARS-CoV-2 Coronavirus

Protein sequences of the SARS-CoV-2 virus (the virus associated with the COVID-19 disease, formerly known as 2019-nCoV) including location, collection time and similar supporting data

WienerIndex

Compute the Wiener index of a graph

InverseSigmaConfidenceLevel

Calculate the number of standard deviations of a normal distribution that correspond to a confidence level

NearEqualPartition

Partition a list into roughly equal lengths

HistoricalCountryAnimate

Show an animation of the full history of a historical country's territory, along with borders of any modern country it intersected during a given year

What3WordsLookup

Look up a location or a triple of words on the what3words service

JewishNewYear

Find the date of the Jewish New Year

MoleculeView

View the two-dimensional and three-dimensional plots of a molecule side by side

CumulativeAverages

Calculate the cumulative averages of a list

DropSmallest

Drop the smallest values from a list

ModifiedAllanDeviation

Measure the bandwidth-modified two-sample phase/frequency stability

RNAFoldingFreeEnergyChange

Calculate the free energy changes for folding one RNA strand using nearest neighbor parameters

GraphicsDirectiveQ

Test if an expression is a graphics directive

EssentialAminoAcidsChart

Create a bar chart comparing the content of the nine essential amino acids in a list of foods

WordPhonologyTree

Generate the phonological tree structure of an English word

Solid Waste Landfill Facilities

Oak Ridge National Laboratory is the largest US Department of Energy science and energy laboratory, conducting basic and applied research to deliver transformative solutions to compelling problems in energy and security.

BalabanJ

Compute the Balaban J index of an undirected graph or a molecule

TaxonomicNearest

Give the list of taxa to which a specified taxon is nearest

Washington, D.C. Metro Stations

The District provides a large quantity of government information available to the public. The Open Data Catalog provides hundreds of District government datasets, available as raw downloads in a variety of formats, and through APIs.

Washington, D.C. Metro Bus Stops

The District provides a large quantity of government information available to the public. The Open Data Catalog provides hundreds of District government datasets, available as raw downloads in a variety of formats, and through APIs.

Anagrams

Find all the anagrams of a word

EfficientNet Trained on ImageNet with AdvProp and AutoAugment

Identify the main object in an image

SzegedIndex

Compute the Szeged index of an undirected graph or a molecule

SchultzMTI

Compute the Schultz molecular topological index of an undirected graph or a molecule

XuIndex

Compute the Xu index of an undirected graph or a molecule

Genetic Sequences for the SARS-CoV-2 Coronavirus

Nucleotide sequences of the SARS-CoV-2 virus (the virus associated with the COVID-19 disease, formerly known as 2019-nCoV) including location, collection time and similar supporting data

EfficientNet Trained on ImageNet with NoisyStudent

Identify the main object in an image

MannKendallZ

Compute the z-statistic for the Mann-Kendall test

ChiSquareMarkovChainStatistics

Calculate a chi-square statistic reflecting the homogeneity of a Markov chain's transition matrix over several time periods

ArcsineLawRandomnessTest

Use the arcsine law to assess the randomness of a sequence of zeros and ones

RunCountRandomnessTest

Conduct a runs up–based randomness test on a sequence of random reals between 0 and 1

RunLengthRandomnessTest

Conduct a randomness test on a sequence of random reals between 0 and 1 using run lengths of increasing subsequences

SpectralRandomnessTest

Use a discrete cosine transform–based method to test the randomness of a sequence of random reals

DiracMatrix

Evaluate Dirac matrices in any dimension

SerialRandomnessTest

Conduct an empirically derived test that assesses randomness using the frequencies of serial combinations of 0s and 1s

BinaryRunRandomnessTest

Conduct a runs–based test on a sequence of zeros and ones

CUSUMMaxRandomnessTest

Conduct a cumulative sum-based randomness test that creates a test statistic from the maximum value that a cumulative sums random walk achieves

NoncontiguousCartogram

Create a noncontiguous cartogram

PolarDendrogramPlot

Plot a polar dendrogram of a clustering

BinarySearch

Find the position of a target value within a sorted array

ChiSquareRandomnessTest

Test a sequence of zeroes and ones (or a set of random reals between 0 and 1) for equidistribution and return a p-value

VennGraphPlot

Visualize the intersections of overlapping sets

ReplaceAllOutside

Similar to ReplaceAll, but parts of the expression can be ignored by providing a pattern

BinarySearchBy

Find the position of a target value within an array sorted after applying a function

LaplaceBeltramiOperator

Compute the Laplace–Beltrami operator of a mesh region

MACCSKeys

Compute the 166-bit MACCS (Molecular ACCess System) key

AnimalSound

Import sounds produced by animals

ThickLensManipulate

Generate a graphic in which the thick-lens parameters can be manipulated dynamically

RNAFoldingMaximumBasePairing

Fold a single RNA strand for maximum base pairing

LewisSymbol

Build the Lewis electron-dot symbol for an atom

TheilSenLine

Fit a line through a set of points using the Theil–Sen estimator

NuIDEncode

Generate the nucleotide universal identifier (nuID) of an oligonucleotide sequence

SzegedMatrix

Compute the Szeged matrix of an undirected graph or a molecule

HumanProteinInteractionNetwork

Generate a graph of a specific portion of the human protein-protein interaction network for a gene

UniqueCases

Similar to Cases, but removes duplicates

AssociationMapAt

Similar to MapAt but with improved behavior for nested expressions involving associations

PrintDefinitionCases

Find definitions for symbols in a context using a pattern, getting highlighted occurrences of it

KeyReplace

Replace keys in an association

Soundex

Compute the Soundex phonetic identifier of a word

MoleculeValuePlot3D

Get a 3D molecule plot with atoms or bonds colored according to property values

MoleculeRingPattern

Provide a molecule pattern for a ring of a given size or composition

BioMoleculeFluctuationPlot3D

Show the fluctuations of residues in a biomolecule

RadialDistributionFunction

Compute the radial distribution function of a set of n-dimensional points

SelectIndices

Find indices of parts satisfying a criterion

TimeSeriesPartition

Partition a time series into non-overlapping segments

FromRecursiveRewrite

Recover expressions using RecursiveRewrite-generated rules

NestedLookup

Look up a set of keys in order to get deeper parts of an association or list of rules

NutritionReport

Generate a nutrition report about foods specified in text

RingMoleculeQ

Determine if a molecule has rings

SelectFirstBy

Apply a function to a list and select the first that satisfies a test

PositionLargest

Get the position of the largest elements in a list

MoleculeValuePlot

Get a molecule plot with atoms or bonds colored according to property values

Discard

Eliminate elements from a list for which a given conditional is True

BioSequenceMoleculePlot

Visualize a biomolecular sequence with highlighted residues

NormalLaplaceDistribution

A statistical distribution for the sum of a normal and an asymmetric Laplace random variable

PhraseRiffle

Convert a list of strings into a phrase

KeyTakeDrop

Take and drop particular keys in an association

AssociationKeyDeflatten

Deflatten the keys in a flat Association to create a nested Association

PowerSubdivide

Subdivide an interval such that the ratio of subsequent elements is constant

SelectPositions

A function like Select that returns positions instead of values

DeleteCasesFrom

Remove all elements from the value of a symbol that match a pattern and reset the symbol to the result

MoleculeManipulate3D

Interactively change bond lengths, bond angles and torsion angles

ClosestPairOfPoints

Find the pair of points with the closest distance

MoleculeFingerprintSimilarity

Measure the similarity between two molecules

BioSequenceToRegularExpression

Construct a regular expression from a BioSequence with degenerate letters

GeologicalPeriodChronologyChart

Create a chart that places geological time periods within the context of parent divisions and subdivisions

ReactomePathways

Get pathways and additional information from the Reactome database

AssociatePairs

Convert a list of pairs into an association

SmilesPlot

Visualize a SMILES string together with the molecule it represents

SequenceOverlapFraction

Compute the overlap fraction between two strings or biosequences

IntersectionWithDuplicates

Find elements common to multiple lists, including duplicates

SigmaConfidenceLevel

Calculate the confidence level corresponding to width around the mean of a normal distribution

ContextDependencies

Determine how symbols in a first context depend on symbols in a second context

Rarest

The rarest elements in a list

EmptyQ

Test whether a structure can be considered empty

RandomMetalPseudoSubgenre

Generate a new metal subgenre in the spirit of the many metal microgenres

ImportGeoParquet

Import a GeoParquet file as a dataset

SentenceConstituents

Parse a sentence into its constituents

WordDefinitionLookup

Find a list of words whose definitions include the given word

PrependColumn

Prepend a column to the left of a matrix

ImportArXivTeXSource

Import arXiv preprint TeX source

PositionLargestBy

The position of the elements in a list that are largest according to a given function

RecursiveRewrite

Rewrite an expression, replacing repeatedly by strings

SolarSystemPlot3D

Plot the positions of solar system objects in 3D

ContainsQ

Determine whether an input expression contains one or more subexpressions (at any level) matching a given pattern

ToRegularExpression

Convert a string expression or a related object to a regular expression

ConformTimeSeries

Conform a list of time series to a shared date or time range

HighestDensityInterval

Compute the shortest interval that contains a given amount of probability mass

ExpressionToFunctionOperator

An operator form of ExpressionToFunction that can be applied to expressions

TaxonomyGraph

Visualize the taxonomy graph of a given species

RandomBinMove

Randomly move an item between lists in a collection

ColorBlindnessDiagram

Make a color blindness diagram given a symbol and two colors

PhoneNumberAnagrams

Find English word replacements within a phone number

MintNFT

Mint a non-fungible token (NFT) on a blockchain

WeatherRegionPlot

Produce plots of weather properties over a geographic region

FoliationClass

Generate the foliation set from a causal graph

PubChemSimilaritySearch

Search the PubChem database for similar compounds

PairMap

Map a function to pairs formed from a list and another function

FCGRImage

Produce a frequency chaos game representation image from a string of nucleotides

ChemicalNameToSMILES

Convert a chemical name into a SMILES identifier string

Compare the Shape of Different Countries

Calculate shape distances between countries using canonical time warping

AppendSequence

Append multiple items to an expression at once

DiscreteDolphChebyshevWindow

Return a discrete Dolph-Chebyshev window sequence

PlaneOfBestFit

Get the hyperplane that best fits a set of points

MapSelectCounted

Map a function over selected elements of a list, also passing in a running count of such elements

UnionTo

Equivalent to Union but redefines the first argument to the result

SystemModelManipulate

Manipulate parameters or initial values in plots of model simulation results

BioSequenceFoldingMatrix

Build a matrix containing which biomolecular sequence positions can bond

LogSumExpLayer

Neural network layer that implements the LogSumExp operation on any level

ExportNewickString

Generate the Newick string representation of a tree

CommonChemistryLookup

Look up a substance's CAS Registry Number in the CAS Common Chemistry database

MusicBrainzSearch

Search for entities in MusicBrainz

TensorCoordinateTransform

Transform components of tensors with arbitrary rank with regard to their transformation behavior under any given mapping

Wav2Vec2 Trained on LibriSpeech Data

Transcribe an English audio recording

Generate Nutrition Labels by Scanning PLU Codes

Get price look-up codes from images of barcodes

Find Kirkwood Gaps in the Asteroid Belt

Kirkwood gaps result from strong orbital resonances with Jupiter

Bar Charts of Food High in Vitamin C or Iron

Ecological Alpha Diversity

Compute common measures of ecological α-diversity on a dataset of species abundance by site

TsallisEntropy

Compute the Tsallis entropy

FuriganaForm

Show kana with a piece of Japanese text that indicates the pronunciation of kanji

JapaneseTextTokenizer

Separate a piece of Japanese text into grammatical parts

AddIndices

Pairs each element of a list with its index

MoleculeMeshRegion

Create a mesh region from a molecule

AppendColumn

Append a column to the right of a matrix

MultidimensionalScaling

Reduce a matrix of real values to low dimension using the principal coordinates analysis method

AlkaneIsomers

Generate all alkanes with a given number of carbon atoms

PercusYevickRDF

Evaluate the radial distribution function for a fluid of hard spheres

PaduaIntegrate

Numerically integrate a function using the Padua points

GaltonBoardModel

Model ball trajectories in a 2D Galton board using Hertzian force laws between the ball and the pegs

WordSyllableMandalas

Show the phonetic structure of an English word as a series of mandalas

AssociationThrough

Generate an association from applying different operations to an expression

NestedAssociate

Append a value in a nested association

GraphicsInformation

Get information about the rendered form of a Graphics object

PlotVector

Plot a list of vectors in the plane

EnsemblCrossReference

Look up Ensembl identifiers or external symbols and provide cross references in other databases

PolarTreemapPlot

Plot a polar tree map of a given nested list

BioMoleculeResidueFluctuations

Calculate the fluctuations of residues in a biomolecule

ConstantAssociation

Create an association whose values are all a constant

ValueMap

Similar to AssociationMap but maps over a given set of values to obtain keys rather than vice versa

ParkrunAthleteHistory

Generate a dataset of an athlete's running history from the www.parkrun.org.uk website

SolarVideo

Generate videos of the Sun from many NASA/ESA scientific instruments

SolarImage

Retrieve images of the Sun from many NASA/ESA scientific instruments

KEGGGenome

Get information about a KEGG genome

KeyReset

Reset the keys of an Association as values

IntervalComplement

Calculate the complement of intervals

GeoCommunityGraphPlot

Create a graph on a map with communities highlighted with different colors

DigitalSpiral

Arrange a number into a spiral

CompassPoint

Returns a string with the closest (inter)cardinal direction

LaguerreGaussianBeam

Represent a Laguerre–Gaussian beam and its properties

UKPostcodeLookup

Find information associated with a UK postcode

SimplifyRepeatedSubexpressions

Replace repeated subexpressions in an expression with new symbols

PossibleNameQ

Test if an expression corresponds to a valid symbol name

ExpressionViewer

A dynamic tool that helps visualize the structure of an expression

SetPartitions

Give all possible ways to partition a set into blocks, ignoring the order of blocks and order within blocks

LimitingIngredient

Find the limiting ingredient in something similar to a chemical reaction

Unthread

A partial inverse for Thread

UnitSystemTransform

Transform a quantity into a different unit system

HermiteGaussianBeam

Represent a Hermite–Gaussian beam and its properties

RankChart

Create a ranking chart

ConvertECIToMSE

Find the position relative to the mean spherical Earth (MSE) for a point in the Earth-centered inertial (ECI) coordinate system

BezierChain

Create a chain of Bézier curves that smoothly connects a list of points

NumeralRepresentation

Display a representation of an integer in a specified number system

WikiPathways

Get pathways and additional information from the WikiPathways database

RayTransferMatrix

Calculate the ray transfer matrix of a Gaussian optical system

FractionalBrownianMotion2D

Generate a fractional Brownian surface

RandomSmilesString

Get a random SMILES string for a molecule

LinguaStopwords

Stopwords for multiple languages

SkyViewImage

Get images from SkyView

Nocturnal Jet Wind Profiles Measured with WiPPR

Measurements of vertical wind profiles measured at night in the Arizona desert using a high dynamic range, Ka band radar

ScrabbleScore

Find total points scored by a word using Scrabble tiles

SafeTake

Safely take elements from lists

SelectFirstIndex

Find the index of the first element satisfying a criterion

BuildBioSequenceBondListFromFoldingMatrix

Construct all potential bond lists from a folding matrix associated with a biomolecular sequence

CodeCases

Isolate code structures

GenerateQuestionsFromSentence

Generate a set of questions from the given sentence

ShabdkoshTranslateWord

Translate a word from English to Marathi or Hindi using the Shabdkosh service

Slice

An operator form of Part

LatticeVoronoiCellPlot3D

Display Voronoi cells for specific lattice points in a 3D lattice

VideoColorMap

Create a "color map" image from a video

Jigsaw

Turn an image into a jigsaw puzzle

WordAffixStructure

Separate the stem of an English word from its affixes

ResourceFunctionSymbols

Get a list of the symbols used in the definition of a resource function

GetPubMedIdentifiers

Find the PubMed entries corresponding to a given identifying NCBI succession for a biological sequence

DirectedGraphTransferMatrix

Obtain partial probabilities of random walks on a directed graph

SelectAtoms3D

Interactively select atom indices from a 3D molecule plot

Ranking

Find the rank of each of the items in a list

LifetimeChart

Visualize a lifetime in weeks or months

SimulateAnimalVision

Simulate what an animal sees

Food Carbon Footprint

Greenhouse gas emissions during production of common foods

YOLOX Trained on MS-COCO Data

Detect and localize objects in an image

FromISOTimestamp

Parse a string in ISO 8601 format to a DateObject

MirrorManipulate

Generate a graphic of a ray diagram in which the circular mirror parameters can be manipulated dynamically

MortalityConvert

Convert vector descriptions of mortality into another representation

CellularAutomataCartogram

A cellular automata method for creating cartograms

MetropolisHastingsSequence

Generate a sequence of values using the Metropolis–Hastings Markov chain Monte Carlo method

SampleEntropy

Compute the sample entropy of a time series

ExtractDownValues

Extract all DownValues that match the input

SearchMessages

Search for a built-in message containing the given text

AlluvialChart

Chart changing weights over time

ColumnMap

Map functions over columns instead of rows

TakeSmaller

Take values smaller than a threshold in a list or association

MaximalSubsets

Prune non-maximal subsets from a list of subsets

AlternateElements

Combine specified elements of two lists into a new list

RecipeRiskAnalysis

Identify potential food safety hazards in recipes

MinimalSubsets

Prune non-minimal subsets from a list of subsets

TakeLarger

Take values larger than a threshold in a list or association

FoodWeb

Visualize food chains of a given animal species

ContainsMissing

Test if an expression contains a Missing value

SIConstantConvert

Transform a unit into a product of constants

PlayWordle

Play the popular online word game Wordle

CharacterInteractionGraph

Create a graph representing the interactions among characters in a story

AssociationReference

Create an association with self references

FoodSafetyExplorer

Select foods to view their food safety profile

TapeMeasureNumberLinePlot

Show a length on a tape measure and give the closest ruler fractions

TaxonomyTree

Visualize a taxonomy tree of either a single TaxonomicSpecies entity or a list of multiple entities

DatasetQuery

A version of Query that maintains the options of a Dataset

StoneyUnitConversion

Convert a quantity into Stoney natural units

SentenceComplexityMeasures

Obtain a set of complexity measures for an English sentence

RecipeAllergenFinder

Identify potential food allergens in recipes

Minimal

Get the minimal item in terms of canonical ordering

FromCharacterName

Get a string character from its name

GenerateRelatedTopics

Generate a list of related topics from a starting topic

NegativeCoordinateMarginalDistribution

Represent a MarginalDistribution permitting negative numbers as indices

MappedTransformedDistribution

Transform a statistical distribution by applying the same function to all of its arguments

EnsemblPhenotype

Retrieve phenotype information associated with genomic variants

EnsemblHomology

Retrieve homology information by species and gene

SentenceBERTEmbedding

Compute a sentence embedding for a piece of text

RandomPartChoice

Choose random parts of an expression

ToPythonFunction

Convert a Wolfram Language function to a Python function

PositionCases

Cases for matching subexpressions together with their positions

TreeGrid

Display a tree with a grid

SelectTuples

Generate tuples that satisfy a certain criterion

Broadcasting

Calculate multidimensional arrays according to the broadcasting rules of NumPy

BioSequenceGraph

Build a graph from a biomolecular sequence

ConditionedMultinormalDistribution

Calculate conditional and marginal distributions of the multivariate normal distribution

SplitByIndexed

A function like SplitBy, but with added support for using the indices of the elements in the list

KullbackLeiblerDivergence

Calculate the Kullback–Leibler divergence between two distributions

DateAmbiguityBreak

Interpret date strings by specifying how ambiguity should be handled

TallyMarks

Represent an integer in various forms of tally marks

AnalemmaPlot

Plot the trajectory of the azimuth and altitude of the solar position over a year

ChladniFigure

Compute Chladni figures

BarChartRace

Make an animated bar chart race

GetKeyValuePattern

Create a suitable KeyValuePattern from an example association

MoleculePrincipalMomentPlot

Visualize the distribution of molecule shapes in a 2D scatter plot

FrobeniusPiecewiseDSolve

Obtain an approximate solution to an ODE using the piecewise Frobenius method

MillerIndicesPlot

Plot cubic lattice crystallographic planes with h, k, l Miller indices

SpeciesGenomeSummary

Find genome information for a given taxonomic species

MultinormalKLDivergence

Compute the Kullback–Leibler divergence between two multinormal distributions

EpidemicModel

Generate an interactive tool for visualizing various compartment-based epidemiological models

ExpressionTransform

Construct and aggregate subexpressions with descending and ascending operators

MonteCarloSample

Sample from a probability density function using the Markov chain Monte Carlo (MCMC) method

ProbNumObject

PythonObject configuration for the Python package ProbNum

WelchTest

Compare the means of two observational samples using the Welch test

LInfinitySolve

Solve the linear minimax problem

Whisper-V1 Multilingual Nets

Translate multiple-language audio recordings to English

RationalFunctionQ

Determine whether an expression represents a rational function of a given set of variables

SetByRules

Use rules to make assignments

ValueMapIndexed

Create an association from a set of values, using a map-indexed function on those values to form the keys

AssociationEditor

Create an interface for editing an Association

ReplaceAllUnheld

Apply replacement rules to evaluated parts of expression

ESMFoldProteinSequence

Fold a protein using the ESMFold API

ASTPattern

Convert a pattern to match a corresponding CodeParser AST node

FractionIndicator

Visualize fractional values with minimal styling

BulirschEL

Evaluate Bulirsch's general incomplete elliptic integral

ChessPGNDisplay

Dynamically display chess games from a Portable Game Notation (PGN) string or file

QuadraticResidueAcousticDiffuser

Compute a matrix of well depth values representing a quadratic-residue diffuser

FowlerNollVoHash

Hash an expression using Fowler-Noll-Vo hashing

LunarEclipseStarChart

Visualize the Earth's umbra and penumbra in the sky

AkimaInterpolation

Interpolation and smooth curve fitting based on local procedures

RandomRealPoint

Randomly choose a point within a specified domain

HasDefinitionsQ

Check if a symbol has definitions associated with it

LocalizedByRules

Use rules as local variable lists

Uncurry

Reverse a Curry operation

CPDecomposition

Compute the canonical polyadic (CP) decomposition of a tensor

ConditionalProductDistribution

Represent a product of distributions where some distributions can depend on others

DropTrailingWhile

Drop elements at the end of a list so long as a criterion is fulfilled

AntidiagonalMatrix

Creates an antidiagonal matrix by given the antidiagonal

WikidataGeoPosition

Find the geographical coordinates of a place using Wikidata

AminoAcidsBarChart

Create a custom bar chart of amino acid content for a list of foods

KeywordPlot

Plot the density of keywords in a piece of text

FrobeniusDSolve

Compute an approximate Frobenius or power series solution to an ODE

NecklaceCount

Count the number of distinct necklaces made with beads of different colors

Machine Learning-Based Classification of β-Thalassemia Severity Levels

Classify β-Thalassemia severity levels based on hemoglobin variant patterns

Proportion Habitat Protected Index

Get the global and local proportion habitat protected index (GPHPI and LPHPI) by jurisdiction

PeterBurbery/DimensionalAnalysis

A paclet for applications of dimensional analysis in physics and the engineering sciences

CycleGAN Horse-to-Zebra Translation Trained on ImageNet Competition Data

Turn horses into zebras in a photo

CycleGAN Zebra-to-Horse Translation Trained on ImageNet Competition Data

Turn zebras into horses in a photo

CycleGAN Orange-to-Apple Translation Trained on ImageNet Competition Data

Turn oranges into apples in a photo

CycleGAN Apple-to-Orange Translation Trained on ImageNet Competition Data

Turn apples into oranges in a photo

PowerDiagram

Generate the power diagram of a set of circles

PhylogeneticTreePlot

Plot a dendrogram for a set of genome nucleotide sequences

The 2016 Atomic Mass Evaluation (AME2016)

Atomic mass list for analysis which contains the elements, mass excess, binding energy, beta-decay energy, atomic mass and more

CommonChemistrySearch

Search the CAS Common Chemistry database for a substance

CorrespondingIntegers

Create a list of positive integers containing as many elements as the expression to which it is applied

PositionedCases

Find positions and values within an expression matching a pattern

QuantityToSimpleString

Format a Quantity as a human-readable string

PatternSort

Sort a list of patterns according to their precedence

FirstRest

Conveniently get both the first and remaining elements

Rhymes

Find words that rhyme with the specified word

DiscreteIntegralPlot

Plot and find the area of a region determined by a list of points, the x axis and the type of boundary

SplitByPatterns

Split a list into sublists that match the same pattern from an ordered list of patterns

RootSymbol

Recursively take the head of an expression

WordGraph

Create a word graph

IconizedView

Iconize desired types of subexpressions

KoremutakeConvert

Convert to and from Koremutake memorable random strings

NFourierCosTransform

Find a numerical approximation for a Fourier cosine transform

GetUnboundSymbols

Get all the non-local symbols that appear in an expression

NInverseFourierTransform

Find a numerical approximation for the inverse Fourier transform

PhysicalActivityCalculator

Compute energy expenditure and other properties of various physical activities

EquivalentOrderings

Generalize Ordering by giving alternative orderings if there are equal items

ImportCSVToDataset

Import CSV and TSV files to datasets

NFourierSinTransform

Find a numerical approximation for a Fourier sine transform

Contextualize

Move symbols into a context

BaseballWOBA

Calculate a batter's weighted on-base average (wOBA)

SignLogDet

Compute the sign and natural logarithm of the determinant of a matrix

NFourierTransform

Find a numerical approximation for a Fourier transform

NInverseFourierSinTransform

Find a numerical approximation for an inverse Fourier sine transform

NFourierSinCoefficient

Find a numerical approximation for a Fourier sine coefficient of a function

NFourierCosCoefficient

Find a numerical approximation for a Fourier cosine coefficient of a function

CircleFit

Find the best-fit circle for a set of points

Duplicates

Select all the elements that appear twice or more in a list

DuplicatesBy

Select all the elements from a list for which a given function returns the same answer twice or more

TaxonomyCommonAncestor

Find a common ancestor across taxa

EnsemblGeneTree

Get an evolutionary tree of homologous genes

RandomDotOrgReal

Generate a random real number using the random.org service

Zachary's Karate Club Network

Social network of friendships

DamianCalin/SQLOperators

Provide the simplicity of SQL in Wolfram language. For demos check: https://community.wolfram.com/web/damcalrom/home

UK Crime Incidents, February 2017

Individual crime and anti-social behaviour (ASB) incidents in England, Wales, and Northern Ireland in February 2017

SecuritiesTracker

Create a webpage to track prices of publicly traded securities

DoubleParetoLogNormalDistribution

Represent a double Pareto log-normal distribution

AssociationNormalize

Normalizes the values of an Association

AntonAntonov/MonadicLatentSemanticAnalysis

Software monad for Latent semantic analysis

LeNet Trained on MNIST Data

Identify the handwritten digit in an image

MetricNumberString

Convert raw numbers into metric system amounts for human readability

SecondsToday

Fractional number of seconds that have elapsed since midnight

RelativisticInertialDeformedRegion

Compute the apparent visual shape of an object or region traveling with constant velocity

SearchOrderedList

Search an ordered list at speed logarithmic in the length of a list

MessageReplace

Modify any messages generated during an evaluation using a set of replacement rules

MorseCipher

Encode a string with extended Morse code

KeyMapIf

Map a function conditionally over keys in an association

HighlightCases

Visualize cases of matched patterns in any expression

BoolEval

Fast vectorized evaluation of array inequalities

QuadraticResidueAcousticDiffuserPlot

Plot a 3D relief representing a quadratic-residue diffuser

KeySortLike

Sort keys of an Association in the same order as another set of keys

YouTubeTranscript

Obtain YouTube transcripts

ColoredNoise

Create an array with a specified slope in the power spectral density

AssociationOuter

Compute the generalized outer product of lists and get an association keyed by arguments

WithCachedValues

Evaluate an expression while temporarily caching results from specified functions

DiscreteHausdorffDistance

Find the Hausdorff distance between two sets of elements

TraversalOrderSelect

Choose positions of an expression by certain traversal-ordering criteria

Gridded World Population Density

UN-adjusted gridded world population density for the years 2000, 2005, 2010, and 2015

StarGAN Trained on CelebA Data

Translate an image from one domain to another

YOLOR Trained on MS-COCO Data

Detect and localize objects in an image

A Million Bits of the Center Column of the Rule 30 Cellular Automaton

The center column of the rule 30 cellular automaton over a million steps of evolution

TopolyFunction

Obtain topological information of polymers or biopolymers and other simple or complex structures

MiDaS V2.1 Depth Perception Nets Trained on Multiple-Datasets

Estimate the depth map of an image

Cover Image from A New Kind of Science

The cellular automaton evolution shown on the cover of Stephen Wolfram’s A New Kind of Science

Urbana Police Arrests Since 1988

Arrests by the Urbana Police Department since 1988

US Federal Reserve Systems

Detailed location information for all U.S. Federal Reserve Banks and Branches

Detailed Average Prices of Consumer Goods in Europe

Average prices per country of well-defined consumer goods and services

World Atlas of Language Structures

Dataset of structural properties of languages

State Government Finances 2013

U.S. Census Bureau, 2013 Annual Survey of State Government Finances

Coastline Fractal Dimensions

Fractal dimensions of coastlines of all countries, dependencies, and territories

CDC's Social Vulnerability Index (SVI) 2018

A collection of social vulnerability factors for each US county

Power Density in Biological and Astronomical Systems

Power density in various systems in the universe for a comparison of their thermodynamics efficiency

UFO Sightings 2015

Dataset of UFO sightings in the United States in 2015

A Billion Bits of the Center Column of the Rule 30 Cellular Automaton

The center column of the rule 30 cellular automaton over a billion steps of evolution

Hansen Solubility Parameters

Hansen solubility parameters for 211 common solvents

NYC Jobs, Aug 2015 - Aug 2016

Information about NYC jobs for Aug. 2015 - Aug. 2016

United States Supreme Court Decisions 1946-present

Datasets relating to Supreme Court cases from 1946 to present

Wind Speed Measurements

Average daily wind speed at 12 meteorological stations in the Republic of Ireland 1961-1978

NYC Major Felony Incidents 2015

Quarterly update of Seven Major Felonies at the incident level. For privacy reasons, incidents have been moved to the midpoint of the street segment on which they occur.

Urbana Police Traffic Stops

Urbana Police traffic stop motivation information from 2012 to September 2018

IsingModelCA

Simulate the Ising model using a cellular automaton

FractionalDTimeSeries

Calculate the fractional difference of a time series

AntonAntonov/RakuMode

Notebook style with cells for external execution of Raku commands

AntonAntonov/UMLDiagramGeneration

UML diagrams generation by introspection and direct specs

YOLO V5 Trained on MS-COCO Data

Detect and localize objects in an image

US Coal Fields

This dataset represents coal fields in Alaska and the conterminous United States.

US State Fairgrounds

The National Geospatial-Intelligence Agency (NGA) delivers geospatial intelligence that provides a decisive advantage to policymakers, warfighters, intelligence professionals and first responders.

FastDVDNet Trained on DAVIS Data

Remove noise from a video

Periodic Groundwater Level Measurements

Dataset of seasonal and long-term groundwater level measurements in groundwater basins in California

NameThatMusicalInterval

Create a dynamic quiz for musical intervals

PatternBindings

Pick named elements of a pattern

GridTableForm

Arrange the elements of the argument in a two-dimensional grid with row coloring that helps comprehension

DropWhile

Drop elements of a list while a criterion remains true

EveryOther

Split a list into two sublists, gathering every other element of the list

WebPoll

Create simple web polls

BlockSubmatrices

Decompose a matrix into a comprehensive set of smaller matrices

AccumulateApply

Apply a function to progressively longer sequences from a list

RecipeGraph

Create a graph of the ingredients and instructions for a recipe

SyntaxHighlight

Syntax-highlight a code string

Antidiagonal

Give the antidiagonal of a matrix

WolframExternalFunctions/NetworkXLink

Use the functionality of the Python package NetworkX,without any knowledge of Python

WebpageWordCloud

Create a word cloud graphic from webpage text

Magorrian Relation in Astrophysics

Relationship between the mass of a black hole and galaxy bulge velocity dispersion

US City Trees 2022

A dataset of 5 million city trees from 63 US cities: species, location, nativity status, health, and more

KirillBelov/BankCalculator

Bank calculator

NiiloKantoniemi/EnergySystem

Renewable Energy System Modelling

Repurposing Therapeutics for COVID-19

Vina Docking scores for drug molecules with the S-protein of SARS-CoV-2 and human human ACE2 receptor

Mauna Loa Weekly Atmospheric CO2 Concentration

Atmospheric CO2 concentration from continuous air samples at Mauna Loa Observatory

BERT Trained on BookCorpus and Wikipedia Data

Represent text as a sequence of vectors

EfficientDet Trained on MS-COCO Data

Detect and localize objects in an image

CenterNet Trained on MS-COCO Data

Detect and localize objects in an image

FastSAM Trained on MS-COCO Data

Detect, segment and localize objects in an image

SciBERT Trained on Semantic Scholar Data

Represent text as a sequence of vectors

GPT Transformer Trained on BookCorpus Data

Generate text in English and represent text as a sequence of vectors

DescendingSublists

Split a list at its left-to-right maxima

NonNegativeMatrixFactorization

Decompose a matrix into two non-negative matrix factors

Path of the Total Solar Eclipse of August 21st, 2017

Dataset of the Path of the Total Solar Eclipse of August 21st, 2017

MLS Players' Salaries

The Major League Soccer Players Union serves as the exclusive collective bargaining representative for all current players in Major League Soccer. Formed in April 2003, the Union ensures protection of the rights of all MLS Players, while also promoting their best interests.

Families of Newtonian Periodic Planar Three-Body Orbits

The 695 Newtonian Periodic Planar Three-Body Orbits

Sea Level and Temperatures Over the Last 40 Million Years

Dataset of eustatic sea level and temperatures over the last 40 million years

The Silver Game of Life Lexicon

Famous Game of Life configurations collected by Stephen A. Silver

Global Obesity Rates

Changes in obesity rates from 1975 to 2014

HTML Colors

HTML color names and codes

Famous 2D Cellular Automata

Well-known 2D cellular automata are listed, such as Conway’s Game of Life

UPS Facilities

This dataset represents UPS facilities

Wind Storms in the U.S., 1955-2015

Wind Storms tracked by NOAA from 1955-2015

Three-Color Cellular Automaton Rules that Double Their Input

A list of rules for k=3 cellular automata that eventually double a block of gray input cells

Global Air Navigation Aids

This site was created by David Megginson, a private pilot and frequent airline passenger. This site also takes advantage of many other people's work

C-BARQ Survey

The C-BARQ (or Canine Behavioral Assessment and Research Questionnaire) is designed to provide dog owners and professionals with standardized evaluations of canine temperament and behavior

Radioactive Isotope Half Lives

Half lives in seconds for 1175 radioactive isotopes

Tornadoes in the U.S., 1950-2015

Tornadoes tracked by NOAA from 1950-2015

DHL Facilities

Information about U.S. DHL facilities, including exact locations

Repetition Periods for Elementary Cellular Automata

A collection of rules and their repetition periods as a function of size

Mock Theta Functions

Definitions of the mock theta functions

Star Clusters

A catalog of star clusters in the Milky Way

Persistent Structures in the Code 357 Cellular Automaton

A collection of the persistent structures in the k=3, r=1 totalistic code 357 cellular automaton

Persistent Structures in the Code 1329 Cellular Automaton

A collection of the persistent structures in the k=3, r=1 totalistic code 1329 cellular automaton

Persistent Structures in the Code 20 Cellular Automaton

The known persistent structures in the k=2, r=2 totalistic code 20 cellular automaton

2024 Paris Olympic Games Venues

Dataset containing the names and locations of the venues of the 2024 Paris Olympic Games

Supreme Court Justice Database

A database on individual U.S. Supreme Court Justices and various variables including personalities and service on the Court's bench.

Amniote Life History Database

Life-history database for a wide variety of amniotes

FedEx Facilities

Information about U.S. FedEx facilities, including exact locations

Indian Reservations

This dataset represents Indian Reservations

Solutions of the Loculus of Archimedes

The 536 distinct solutions for the Loculus of Archimedes

Orbits of a Planet in a Binary Star System

A collection of orbits for an idealized planet in a binary star system

Gliders in 2D Cellular Automata

A 2D cellular automaton glider compilation by David Eppstein

Persistent Structures in Rule 110

The known families of persistent structures in the Rule 110 elementary cellular automaton

Block Simulation Network of Elementary Cellular Automata

A network showing how one elementary cellular automaton can emulate another if its states contain only particular blocks

Minimal Inequivalent Square Tilings

A dataset of images and constraints for the minimal inequivalent square tilings, along with the allowed tiles that generate the tiling

Peace Corps Volunteer Demographics (FY 2016)

Dataset of the demographics of Peace Corps volunteers in the 2016 fiscal year

Human Cell Counts

BioNumbers

Arecibo Telescope 1974 Transmitted SETI Message

A sequence intended for communication with extraterrestrial intelligence, transmitted in 1974 from the Arecibo radio telescope

Primitive Polynomials

Primitive polynomials for Galois field generation up to GF(2^1200), GF(3^660), GF(5^430), and GF(7^358)

Cunningham Number Factorizations

Numbers of the form b^n-1 and b^n+1 are factored for small prime bases b={2,3,5,7}

KeywordsGraph

A weighted graph visualizing the flow and clustering of ideas in the text

MorseDecipher

Decode the extended Morse encoding

RaggedMeanAround

Compute MeanAround for corresponding elements in a collection of lists of potentially different lengths

KeplerE

Evaluate the solution of the standard Kepler equation

MapCases

Map a function at parts of an expression that match a given pattern

RuleReverse

Reverse a Rule or RuleDelayed expression

CharacterArrayPlot

Decorate an ArrayPlot with additional characters

CreateResourceFunctionSymbols

Create a symbol for each named resource function

HeadQ

Check if expressions have certain heads

NaNQ

Test if a numeric value is an IEEE 754 NaN

MagicSquare

Get a magic square for any dimension

FirstMatchingValue

Evaluate expressions in turn until a given form is returned

BoundaryElementMeshTranslate

Translate a boundary element mesh

UnitAdjust

Get a Quantity converted to the best prefix

KirillBelov/ExchangeLink

Rest API and WebSocket clients for different crypto currency exchanges

AntonAntonov/ReliabilityTools

Reliability-related algorithms and tools

California Urban Water Supplier Monitoring Reports

Monthly reports of the larger urban water suppliers in California on water production and conservation activities, from the State of California's Drinking Water Information Clearinghouse (DRINC)

NYC Rat Sightings

New York City rat sighting service requests, 2010-2016

D2-Net Trained on MegaDepth Data

Find generic keypoints and their feature vectors in an image

ColorNet Image Colorization Trained on Places Data

Colorize a grayscale image

YOLO V3 Trained on Open Images Data

Detect and localize objects in an image

Ademxapp Model A1 Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

Inception V1 Trained on Places365 Data

Identify the scene type of an image

Vision Transformer Trained on ImageNet Competition Data

Identify the main object in an image

U2-Net Trained on DUTS-TR Data

Segment objects in an image

Ademxapp Model A Trained on ImageNet Competition Data

Identify the main object in an image

Dilated ResNet-105 Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

Dilated ResNet-22 Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

Dilated ResNet-38 Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

BPEmb Subword Embeddings Trained on Wikipedia Data

Represent words or subwords as vectors

GPT2 Transformer Trained on WebText Data

Generate text in English and represent text as a sequence of vectors

BioBERT Trained on PubMed and PMC Data

Represent text as a sequence of vectors

SSD-VGG-512 Trained on MS-COCO Data

Detect and localize objects in an image

MessagedQ

Test if a message is issued during an evaluation

EquivalenceClasses

Compute the equivalence classes associated with a given set of elementwise identifications

SSD-VGG-300 Trained on PASCAL VOC Data

Detect and localize objects in an image

Deep Speech 2 Trained on Baidu English Data

Transcribe an English-language audio recording

Public Housing Developments 2015

HUD's PD&R (Office of Policy Development and Research) is responsible for maintaining current information on housing needs, market conditions, and existing programs, as well as conducting research on priority housing and community development issues. The Office provides reliable and objective data and analysis to help inform policy decisions. PD&R is committed to involving a greater diversity of perspectives, methods, and researchers in HUD research.

OpenCLIP Multi-domain Feature Extractor Trained on LAION-2B Data

Represent words and images as vectors

ChristopherWolfram/ViennaRNALink

Connecting ViennaRNA to the Wolfram Language for RNA folding

Wolfram/GeometricModels

Collection of parameterized solid models for CAD applications

CycleGAN Monet-to-Photo Translation

Turn a Monet-style painting into a photo

CycleGAN Photo-to-Van Gogh Translation

Turn a photo into a Van Gogh-style painting

CycleGAN Photo-to-Monet Translation

Turn a photo into a Monet-style painting

CycleGAN Winter-to-Summer Translation

Turn a wintertime photo into a summertime photo

CycleGAN Summer-to-Winter Translation

Turn a summertime photo into a wintertime photo

CycleGAN Photo-to-Cezanne Translation

Turn a photo into a Cezanne-style painting

ArrayContract

General contraction of levels of an array

TensorDiagram

Display symbolic tensor expressions as a diagram

PacletizeResourceFunction

Convert a resource function into a paclet with local documentation

FindDistanceInstance

Find an instance of n-dimensional vectors that produce a specified distance matrix

SystemInformationDataset

Get structured access to information about your system

Bob/Games

A collection of games

KirillBelov/MaterialsProjectLink

Wolfram functions for calling Materials Project Rest API

WolframChemistry/ChemistryFunctions

Wolfram Language functions for Chemistry

Federal Lands of the United States

Lands owned or administered by the Federal government

Squeeze-and-Excitation Net Trained on ImageNet Competition Data

Identify the main object in an image

YOLO V8 Pose Trained on MS-COCO Data

Detect and localize human joints in an image

ForkNet Brain Segmentation Net Trained on NAMIC Data

Segment an image of a human brain into different anatomical structures

ResNet-152 Trained on ImageNet Competition Data

Identify the main object in an image

Colorful Image Colorization Trained on ImageNet Competition Data

Colorize a grayscale image

YOLO V2 Trained on MS-COCO Data

Detect and localize objects in an image

YOLO V8 Detect Trained on MS-COCO Data

Detect and localize objects in an image

BLIP Visual Question Answering Nets Trained on VQA Data

Generate an answer to a question given an image

BLIP Image Captioning Nets Trained on MS-COCO Data

Generate a textual description of an image

Age Estimation VGG-16 Trained on IMDB-WIKI Data

Predict a person's age from an image of their face

Gender Prediction VGG-16 Trained on IMDB-WIKI Data

Predict a person's gender from an image of their face

ResNet-50 Trained on ImageNet Competition Data

Identify the main object in an image

ResNet-101 Trained on ImageNet Competition Data

Identify the main object in an image

YOLO V8 Segment Trained on MS-COCO Data

Detect, segment and localize objects in an image

Multi-scale Context Aggregation Net Trained on Cityscapes Data

Segment an image of a driving scenario into semantic component classes

Inception V3 Trained on ImageNet Competition Data

Identify the main object in an image

DenseNet-121 Trained on ImageNet Competition Data

Identify the main object in an image

Inception V1 Trained on ImageNet Competition Data

Identify the main object in an image

AntonAntonov/MonadicSystemDynamics

Software monad for System Dynamics workflows

VGGish Feature Extractor Trained on YouTube Data

Represent sounds as a sequence of vectors

AdaIN-Style Trained on MS-COCO and Painter by Numbers Data

Transfer the style of one image to another image

SSD Feature Pyramid Nets Trained on MS-COCO Data

Detect and localize objects in an image

DistilBERT Trained on BookCorpus and English Wikipedia Data

Represent text as a sequence of vectors

Scaled-YOLO V4 Trained on MS-COCO Data

Detect and localize objects in an image

AntonAntonov/MonadicGeometricNearestNeighbors

Software monad for Geometric Nearest Neighbors workflows

NInverseLaplaceTransform

Find the numerical approximation for the inverse Laplace transform

EpsteinHubbellOmega

Evaluate the Epstein–Hubbell integral

AntonAntonov/MonadicSparseMatrixRecommender

A software monad for Sparse Matrix Recommender (SMR) workflows

L1Solve

Solve the linear least absolute value problem

DepthLeafCountSort

Sort expressions by depth and leaf count

RandomDate

Sample random date lists

MSollami/MathFX

Visual software art utilities

Worldwide Complexity Institutes

Dataset of known complexity institutes worldwide

SlowFast Video Action Classification Trained on Kinetics-400 Data

Identify the main action in a video

Low Income Housing Tax Credit Properties

HUD's PD&R (Office of Policy Development and Research) is responsible for maintaining current information on housing needs, market conditions, and existing programs, as well as conducting research on priority housing and community development issues. The Office provides reliable and objective data and analysis to help inform policy decisions. PD&R is committed to involving a greater diversity of perspectives, methods, and researchers in HUD research.

U2-Net Portrait Generator Trained on APDrawing Data

Generate a portrait sketch from a photo

ColorNet Image Colorization Trained on ImageNet Competition Data

Colorize a grayscale image

Ademxapp Model A1 Trained on ADE20K Data

Segment an image into various semantic component classes

YOLO V8 Classify Trained on ImageNet Competition Data

Identify the main object in an image

Wolfram AudioIdentify V1 Trained on AudioSet Data

Identify sounds in an audio signal

Yshojihep/BulletinBoardClient

Mathematica client for BulletinBoard

ResNet-101 Trained on YFCC100m Geotagged Data

Determine the geolocation of a photograph

Inception V1 Trained on Extended Salient Object Subitizing Data

Count the number of prominent items in an image

EfficientNet-V2 Trained on ImageNet Competition Data

Identify the main object in an image

MobileNet V1 Trained on ImageNet Competition Data

Identify the main object in an image

NoahH/CreateCoil

Create simple, discrete coils using current-carrying loops, saddles or ellipses to generate magnetic fields

Single-Image Depth Perception Net Trained on Depth in the Wild Data

Estimate the depth map of an image

Multi-scale Context Aggregation Net Trained on CamVid Data

Segment an image of a driving scenario into semantic component classes

RobertNachbar/ConsistentForceField

Ermer-Lifson CFF for alkanes, alkenes, and alkylbenzenes

MobileNet V3 Trained on ImageNet Competition Data

Identify the main object in an image

SSD-MobileNet V2 Trained on MS-COCO Data

Detect and localize objects in an image

MobileNet V2 Trained on ImageNet Competition Data

Identify the main object in an image

KirillBelov/WAEXLink

Wolfram Language client for WAEX API

PatrickCrain/Kanban

Create drag-and-drop Kanban boards

Wolfram/ConvertArXivTeXSource

Convert equations in an arXiv preprint from TeX to Wolfram Language expressions using LLM

InspectNotebook

Launch a dynamic display showing the selected notebook content

X3D Video Action Classification Trained on Kinetics-400 Data

Identify the main action in a video

Free Code Camp New Coder Survey 2016

Results from Free Code Camp's 2016 survey of new coders

The Second Swift Burst Alert Telescope GammaRay Burst Catalog

476 gammaray bursts detected by the Swift Burst Alert Telescope (BAT) between 2004 December 19 and 2009 December 21

SqueezeNet V1.1 Trained on ImageNet Competition Data

Identify the main object in an image

Channel-Separated Video Action Classification Net Trained on Kinetics-400 Data

Identify the main action in a video

Japanese-English Subtitle Corpus

A parallel corpus for machine translation systems, information extraction and other language processing techniques

3D-Inflated ResNet-50 Trained on Kinetics 400 Data

Identify the main action in a video

PSENet Text Detector Trained on ICDAR-2015 and CTW1500 Data

Detect and localize text in an image

Spatiotemporal ResNet-18 for Action Recognition Trained on Kinetics-400 Data

Identify the main action in a video

PANet Text Detector Trained on ICDAR-2015 and CTW1500 Data

Detect and localize text in an image

Whisper-V1 Multilingual Turbo

Transcribe multiple-language audio recordings

Age Estimation VGG-16 Trained on IMDB-WIKI and Looking at People Data

Predict a person's age from an image of their face

Multi-scale Context Aggregation Net Trained on PASCAL VOC2012 Data

Segment an image into various semantic component classes

Wide ResNet-50-2 Trained on ImageNet Competition Data

Identify the main object in an image

New Orleans Slave Sales 1856-1861

Slave sales recorded by the New Orleans register of conveyance, October 1856 to August 1861

AntonAntonov/ClassifierEnsembles

Creation of- and classification with ensembles of classifiers

DBNet Text Detector Trained on ICDAR-2015 and Total-Text Data

Detect and localize text in an image

RetinaNet-101 Feature Pyramid Net Trained on MS-COCO Data

Detect and localize objects in an image

LifeWiki Dataset 2025

An updated and cleaned dataset sourced from the Game of Life wiki website

Pre-trained Distilled BERT Trained on BookCorpus and English Wikipedia Data

Represent text as a sequence of vectors

AlphaBetaSearch

Find solutions to perfectly played combinatorial games

AntonAntonov/MonadicQuantileRegression

Software monad for Quantile Regression workflows

U.S. State Fairgrounds

Locations for United States State and Regional Fairs

Executions in the United States

A dataset about executions (the death penalty) in the United States since the 1976 Supreme Court decision in Gregg v. Georgia (428 U.S. 153)

HumanMethylation450 BeadChip

Genomic coordinates relative to the CpG loci identifiers for Infinium HumanMethylation450 BeadChip

CoCa Image Captioning Nets Trained on LAION-2B Data

Represent words and images as vectors

Wolfram/CodeEquivalenceUtilities

Utilities for testing code equivalence

ATP Tennis Singles Matches

Details about all ATP tennis singles matches from 1968 to 2024

Parameters for Near Ground Wind Speed Estimation

Canopy height, surface roughness and Obukhov stability lengths for estimation of near-ground wind speed

Japanese-English Legal Parallel Corpus

A parallel corpus for machine translation systems, information extraction and other language processing techniques

Community Development Block Grant Activity by Tract

HUD's PD&R (Office of Policy Development and Research) is responsible for maintaining current information on housing needs, market conditions, and existing programs, as well as conducting research on priority housing and community development issues. The Office provides reliable and objective data and analysis to help inform policy decisions. PD&R is committed to involving a greater diversity of perspectives, methods, and researchers in HUD research.

Pose-Aware Face Recognition in the Wild Nets Trained on CASIA WebFace Data

Represent a facial image as a vector

2D Face Alignment Net Trained on 300W Large Pose Data

Determine the locations of keypoints from a facial image

Single-Image Depth Perception Net Trained on NYU Depth V2 Data

Estimate the depth map of an image

LawrenceWinkler/MatrixDecomposition

Various simple matrix decompositions algorithms and support functions

JaroslavKysela/OpticalElements3D

3D models of optical elements

WolframChemistry/MoleculeFingerprints

Compute and compare molecule fingerprints

ZigangPan/SmoothTransitionFunctions

Smooth transition functions for control design

WolframChemistry/Selfies

SELF-referencIng Embedded Strings

RobertNachbar/MoleculeComplex

Functions for creating and working with MoleculeComplex's, which are collections of Molecule objects in the same 3D space

WolframChemistry/IsomerGeneration

Generate Isomers from Chemical Formulas

U-Net Trained on Glioblastoma-Astrocytoma U373 Cells on a Polyacrylamide Substrate Data

Segment a microscopy image to detect cells

Sentiment Language Model Trained on Amazon Product Review Data

Generate text in English and analyze sentiment

OpenWebMap

Open a geographic position in an online mapping service

GloVe 50-Dimensional Word Vectors Trained on Wikipedia and Gigaword 5 Data

Represent words as vectors

GloVe 100-Dimensional Word Vectors Trained on Wikipedia and Gigaword 5 Data

Represent words as vectors

3D Face Alignment Net Trained on 300W Large Pose Data

Determine the 2D projection of 3D keypoints from a facial image

GloVe 300-Dimensional Word Vectors Trained on Wikipedia and Gigaword 5 Data

Represent words as vectors

Ademxapp Model A1 Trained on PASCAL VOC2012 and MS-COCO Data

Segment an image into various semantic component classes

CREPE Pitch Detection Net Trained on Monophonic Signal Data

Track the pitch of a monophonic signal

Animate a Map of Plant Imagery

Create a smooth video animation of NDVI plant health NASA remote sensing imagery from NASA GIBS over a specified date range

GMM-3 Mars Gravity Map

Goddard Mars Model 3 map of the gravity field of Mars

Geotagged Public Tweets (Europe, April 6-8 2016)

Public Twitter statuses

Olympic Hosts

Dataset containing information about all historical Olympic hosts

Bortle scale

Numeric scale that measures the night sky's brightness

Urbana Police Stop Sheets

Police Stop Sheet results from the City of Urbana after 2016

Videos of the 2017 Solar Eclipse

Videos captured by Stephen Wolfram at the 2017 total solar eclipse

California Crop Mapping

Dataset of agricultural land use and irrigated acres in California

Solutions to Examples of Post’s Correspondence Problem

A dataset of instances and solutions (if they exist) for Post’s correspondence problem

People Mentioned in Stephen Wolfram’s “A New Kind of Science”

Listing of all people mentioned in historical and other notes in “A New Kind of Science”

Video Games Until April 2017

Dataset from the Internet Games Database API as of April 2017

NYC Motor Vehicle Collisions

Motor vehicles collisions between road users reported to the NYPD.

SQuAD v1.1

A dataset for question answering and reading comprehension from a set of Wikipedia articles

Europarl English-Italian Machine Translation Dataset V7

A parallel corpus for machine translation from the proceedings of the European Parliament

Europarl English-German Machine Translation Dataset V7

A parallel corpus for machine translation from the proceedings of the European Parliament

Europarl English-French Machine Translation Dataset V7

A parallel corpus for machine translation from the proceedings of the European Parliament

Europarl English-Spanish Machine Translation Dataset V7

A parallel corpus for machine translation from the proceedings of the European Parliament

OpenFace Face Recognition Net Trained on CASIA-WebFace and FaceScrub Data

Represent a facial image as a vector

InstEffect

Apply Instagram-like effects to your photos

AntonAntonov/OutlierIdentifiers

Outlier identifier functions

AntonAntonov/SalvoCombatModeling

Heterogeneous salvo combat modeling

KirillBelov/LabDevicesLink

Lab devices tools for Wolfrm Language

SQuAD v2.0

A dataset for question answering and reading comprehension from a set of Wikipedia articles

SciPyObject

A minimal PythonObject configuration for the SciPy package

FEMAddOnsInstall

Install or update the finite element FEMAddOns paclet

Micro Aerial Vehicle Trail Navigation Nets Trained on IDSIA Swiss Alps and PASCAL VOC Data

Navigate a drone in a forest environment

Single-Image Depth Perception Net Trained on NYU Depth V2 and Depth in the Wild Data

Estimate the depth map of an image

ResNet-101 for 3D Morphable Model Regression Trained on Casia WebFace Data

Represent a facial image as a vector

SSD-VGG-512 Trained on PASCAL VOC2007, PASCAL VOC2012 and MS-COCO Data

Detect and localize objects in an image

Anthropogenic Biome

Illustrating anthropogenic biomes of the world

Enhanced Super-Resolution GAN Trained on DIV2K, Flickr2K and OST Data

Increase the resoution of an image

Languoid EntityStore

Entity store with information about languages, dialects and families of the world (‘languoids’) and their genealogical classification

LEGO Colors

Color specifications and names used for LEGO bricks

Shuffle

Rearrange elements of a list

SelectDiscard

Separate a list into two lists based on a given condition

AntonAntonov/JavaTriesWithFrequencies

WL interface to Tries with frequencies implemented in Java

AntonAntonov/DimensionReducers

Dimension reduction algorithms

ZigangPan/MRRACLinearFullOrder

Model reference robust adaptive control design for MIMO LTI systems

Wolfram/Multicomputation

Various functions for multicomputation

PhileasDazeleyGaist/RemoteSensing

Remote sensing products from various US federal agencies

New York City Elevators

List of registered elevator devices in New York City

Infectious Diseases by Country 2009-2014

Number of reported, suspected and reported, and/or newly reported cases to the World Health Organization of selected contagious or infectious diseases like mumps and rubella by country from 2009 to 2014.

Clinical Concept Embeddings Trained on Health Insurance Claims, Clinical Narratives from Stanford and PubMed Journal Articles

Represent a clinical concept as a vector

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