Study
OpenML Benchmarking Suites and the OpenML-CC18

OpenML Benchmarking Suites and the OpenML-CC18

Created 21-02-2019 by Jan van Rijn Visibility: public
Search these data sets in more detail
### Description ### This dataset is part of a collection datasets based on the game "Jungle Chess" (a.k.a. Dou Shou Qi). For a description of the rules, please refer to the paper (link attached). The…
4700 runs0 likes2 downloads2 reach7 impact
44819 instances - 7 features - 3 classes - 0 missing values
Fashion-MNIST is a dataset of Zalando's article images, consisting of a training set of 60,000 examples and a test set of 10,000 examples. Each example is a 28x28 grayscale image, associated with a…
439 runs0 likes11 downloads11 reach15 impact
70000 instances - 785 features - 10 classes - 0 missing values
__Major changes w.r.t. version 1: deactivated first two variables as they describe the batch of the experiments and should not be used for prediction. Also transformed the target from numeric to…
6844 runs0 likes3 downloads3 reach6 impact
540 instances - 21 features - 2 classes - 0 missing values
The instances were drawn randomly from a database of 7 outdoor images. The images were hand-segmented to create a classification for every pixel. Each instance is a 3x3 region. __Major changes w.r.t.…
7997 runs0 likes3 downloads3 reach14 impact
2310 instances - 20 features - 7 classes - 0 missing values
__Changes w.r.t. version 1: renamed variables such that they match description.__ ### Dataset: Wilt Data Set ### Abstract: High-resolution Remote Sensing data set (Quickbird). Small number of training…
8336 runs0 likes1 downloads1 reach12 impact
4839 instances - 6 features - 2 classes - 0 missing values
__Changes w.r.t. version 1: included one target factor with 7 levels as target variable for the classification. Also deleted the previous 7 binary target variables.__ A dataset of steel plates'…
7374 runs1 likes2 downloads3 reach8 impact
1941 instances - 28 features - 7 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. The maps were scanned in 8 bit grey value at density of 400dpi,…
9398 runs1 likes2 downloads3 reach13 impact
2000 instances - 241 features - 10 classes - 0 missing values
### Description __Changes to version 1:__ all categorical features transformed as such. This dataset represents a set of possible advertisements on Internet pages. ### Sources (a) Creator and donor:…
1428 runs0 likes2 downloads2 reach13 impact
3279 instances - 1559 features - 2 classes - 0 missing values
This database was derived from a simple hierarchical decision model originally developed for the demonstration of DEX (M. Bohanec, V. Rajkovic: Expert system for decision making. Sistemica 1(1), pp.…
6166 runs0 likes7 downloads7 reach13 impact
1728 instances - 7 features - 4 classes - 0 missing values
Expression levels of 77 proteins measured in the cerebral cortex of 8 classes of control and Down syndrome mice exposed to context fear conditioning, a task used to assess associative learning. The…
7062 runs0 likes0 downloads0 reach12 impact
1080 instances - 82 features - 8 classes - 1396 missing values
0. airplane 1. automobile 2. bird 3. cat 4. deer 5. dog 6. frog 7. horse 8. ship 9. truck CIFAR-10 contains 6000 images per class. The original train-test split randomly divided these into 5000 train…
143 runs0 likes4 downloads4 reach12 impact
60000 instances - 3073 features - 10 classes - 0 missing values
Over 92 thousand images (32x32 pixels) of 46 characters from Devanagari script. Includes the alphabet as well as the numbers. Devanagari is an Indic script and forms a basis for over 100 languages…
42 runs1 likes6 downloads7 reach6 impact
92000 instances - 1025 features - 46 classes - 0 missing values
A dataset relating characteristics of telephony account features and usage and whether or not the customer churned. Originally used in [Discovering Knowledge in Data: An Introduction to Data…
6935 runs1 likes5 downloads6 reach16 impact
5000 instances - 21 features - 2 classes - 0 missing values
Originally from the StatLog project. The raw data is still available on [UCI](https://archive.ics.uci.edu/ml/datasets/Molecular+Biology+(Splice-junction+Gene+Sequences)). The data consists of 3,186…
6313 runs0 likes3 downloads3 reach16 impact
3186 instances - 181 features - 3 classes - 0 missing values
This database contains all legal 8-ply positions in the game of connect-4 in which neither player has won yet, and in which the next move is not forced. Attributes represent board positions on a 6x6…
9200 runs0 likes7 downloads7 reach16 impact
67557 instances - 43 features - 3 classes - 0 missing values
####1. Summary This database was generated by the Laboratory of Image Processing and Pattern Recognition (INPG-LTIRF) in the development of the Esprit project ELENA No. 6891 and the Esprit working…
18592 runs0 likes11 downloads11 reach11 impact
5500 instances - 41 features - 11 classes - 0 missing values
The data is cleaned, regularized and encrypted global equity data. The first 21 columns (feature1 - feature21) are features, and target is the binary class you’re trying to predict.
882 runs1 likes2 downloads3 reach7 impact
96320 instances - 22 features - 2 classes - 0 missing values
####1. Summary This dataset contain attributes of dresses and their recommendations according to their sales. Sales are monitor on the basis of alternate days. The attributes present analyzed are:…
18380 runs0 likes5 downloads5 reach11 impact
500 instances - 13 features - 2 classes - 835 missing values
### Description Cylinder bands UCI dataset - Process delays known as cylinder banding in rotogravure printing were substantially mitigated using control rules discovered by decision tree induction.…
20907 runs0 likes8 downloads8 reach19 impact
540 instances - 40 features - 2 classes - 999 missing values
Creators: Renata Cristina Barros Madeo (Madeo, R. C. B.) Priscilla Koch Wagner (Wagner, P. K.) Sarajane Marques Peres (Peres, S. M.) {renata.si, priscilla.wagner, sarajane} at usp.br…
23265 runs1 likes15 downloads16 reach30 impact
9873 instances - 33 features - 5 classes - 0 missing values
Source: Rami Mustafa A Mohammad ( University of Huddersfield, rami.mohammad '@' hud.ac.uk, rami.mustafa.a '@' gmail.com) Lee McCluskey (University of Huddersfield,t.l.mccluskey '@' hud.ac.uk ) Fadi…
50772 runs0 likes19 downloads19 reach19 impact
11055 instances - 31 features - 2 classes - 0 missing values
Predict a biological response of molecules from their chemical properties. Each row in this data set represents a molecule. The first column contains experimental data describing an actual biological…
46539 runs1 likes35 downloads36 reach24 impact
3751 instances - 1777 features - 2 classes - 0 missing values
Prediction task is to determine whether a person makes over 50K a year. Extraction was done by Barry Becker from the 1994 Census database. A set of reasonably clean records was extracted using the…
13675 runs1 likes21 downloads22 reach27 impact
48842 instances - 15 features - 2 classes - 6465 missing values
Current dataset was adapted to ARFF format from the UCI version. Sample code ID's were removed. ! Note that there is also a related Breast Cancer Wisconsin (Original) Data Set with a different set of…
224869 runs3 likes34 downloads37 reach20 impact
569 instances - 31 features - 2 classes - 0 missing values
Tattile Via Gaetano Donizetti, 1-3-5,25030 Mairano (Brescia), Italy. ### Dataset Description Semeion Handwritten Digit Data Set, where 1593 handwritten digits from around 80 persons were scanned and…
31160 runs0 likes22 downloads22 reach51 impact
1593 instances - 257 features - 10 classes - 0 missing values
The data were collected as the SCITOS G5 robot navigates through the room following the wall in a clockwise direction, for 4 rounds, using 24 ultrasound sensors arranged circularly around its 'waist'.…
22456 runs0 likes20 downloads20 reach27 impact
5456 instances - 25 features - 4 classes - 0 missing values
QSAR biodegradation Data Set * Abstract: Data set containing values for 41 attributes (molecular descriptors) used to classify 1055 chemicals into 2 classes (ready and not ready biodegradable). *…
265450 runs1 likes17 downloads18 reach19 impact
1055 instances - 42 features - 2 classes - 0 missing values
The aim of this dataset is to distinguish between nasal (class 0) and oral sounds (class 1). Five different attributes were chosen to characterize each vowel: they are the amplitudes of the five first…
215884 runs4 likes31 downloads35 reach21 impact
5404 instances - 6 features - 2 classes - 0 missing values
Forecasting skewed biased stochastic ozone days: analyses, solutions and beyond, Knowledge and Information Systems, Vol. 14, No. 3, 2008. 1 . Abstract: Two ground ozone level data sets are included in…
184395 runs0 likes15 downloads15 reach20 impact
2534 instances - 73 features - 2 classes - 0 missing values
1. Data set title: Nomao Data Set 2. Abstract: Nomao collects data about places (name, phone, localization...) from many sources. Deduplication consists in detecting what data refer to the same place.…
66605 runs0 likes16 downloads16 reach19 impact
34465 instances - 119 features - 2 classes - 0 missing values
#### Abstract: MADELON is an artificial dataset, which was part of the NIPS 2003 feature selection challenge. This is a two-class classification problem with continuous input variables. The difficulty…
98208 runs0 likes17 downloads17 reach19 impact
2600 instances - 501 features - 2 classes - 0 missing values
This data set contains 416 liver patient records and 167 non liver patient records.The data set was collected from north east of Andhra Pradesh, India. The class label divides the patients into 2…
154292 runs1 likes21 downloads22 reach19 impact
583 instances - 11 features - 2 classes - 0 missing values
Human Activity Recognition (HAR) database built from the recordings of 30 subjects performing activities of daily living (ADL) while carrying a waist-mounted smartphone with embedded inertial sensors.…
21568 runs0 likes23 downloads23 reach35 impact
10299 instances - 562 features - 6 classes - 0 missing values
Source: James P Bridge, Sean B Holden and Lawrence C Paulson University of Cambridge Computer Laboratory William Gates Building 15 JJ Thomson Avenue Cambridge CB3 0FD UK +44 (0)1223 763500…
24444 runs1 likes20 downloads21 reach35 impact
6118 instances - 52 features - 6 classes - 0 missing values
### Description This is a data set containing 1080 documents of free text business descriptions of Brazilian companies categorized into a subset of 9 categories. ### Source ``` Patrick Marques…
30349 runs0 likes15 downloads15 reach47 impact
1080 instances - 857 features - 9 classes - 0 missing values
Data taken from the Blood Transfusion Service Center in Hsin-Chu City in Taiwan -- this is a classification problem. To demonstrate the RFMTC marketing model (a modified version of RFM), this study…
464739 runs5 likes67 downloads72 reach29 impact
748 instances - 5 features - 2 classes - 0 missing values
Author: Volker Lohweg (University of Applied Sciences, Ostwestfalen-Lippe) Source: [UCI](https://archive.ics.uci.edu/ml/datasets/banknote+authentication) - 2012 Please cite:…
135399 runs2 likes23 downloads25 reach22 impact
1372 instances - 5 features - 2 classes - 0 missing values
The data is related with direct marketing campaigns of a Portuguese banking institution. The marketing campaigns were based on phone calls. Often, more than one contact to the same client was…
64778 runs2 likes30 downloads32 reach21 impact
45211 instances - 17 features - 2 classes - 0 missing values
One of the NASA Metrics Data Program defect data sets. Data from flight software for earth orbiting satellite. Data comes from McCabe and Halstead features extractors of source code. These features…
148218 runs0 likes25 downloads25 reach20 impact
1109 instances - 22 features - 2 classes - 0 missing values
One of the NASA Metrics Data Program defect data sets. Data from software for storage management for receiving and processing ground data. Data comes from McCabe and Halstead features extractors of…
159540 runs2 likes23 downloads25 reach20 impact
2109 instances - 22 features - 2 classes - 0 missing values
One of the NASA Metrics Data Program defect data sets. Data from software for science data processing. Data comes from McCabe and Halstead features extractors of source code. These features were…
174621 runs0 likes22 downloads22 reach19 impact
522 instances - 22 features - 2 classes - 0 missing values
This is a PROMISE data set made publicly available in order to encourage repeatable, verifiable, refutable, and/or improvable predictive models of software engineering. If you publish material based…
19428 runs0 likes18 downloads18 reach20 impact
10885 instances - 22 features - 2 classes - 25 missing values
One of the NASA Metrics Data Program defect data sets. Data from flight software for earth orbiting satellite. Data comes from McCabe and Halstead features extractors of source code. These features…
144585 runs1 likes16 downloads17 reach19 impact
1563 instances - 38 features - 2 classes - 0 missing values
One of the NASA Metrics Data Program defect data sets. Data from flight software for earth orbiting satellite. Data comes from McCabe and Halstead features extractors of source code. These features…
113526 runs0 likes15 downloads15 reach19 impact
1458 instances - 38 features - 2 classes - 0 missing values
The MNIST database of handwritten digits with 784 features, raw data available at: http://yann.lecun.com/exdb/mnist/. It can be split in a training set of the first 60,000 examples, and a test set of…
13225 runs3 likes61 downloads64 reach27 impact
70000 instances - 785 features - 10 classes - 0 missing values
One of the datasets used in the book "Analyzing Categorical Data," by Jeffrey S. Simonoff. It contains data on the DMFT Index (Decayed, Missing, and Filled Teeth) before and after different prevention…
26981 runs0 likes11 downloads11 reach35 impact
797 instances - 5 features - 6 classes - 0 missing values
analcatdata A collection of data sets used in the book "Analyzing Categorical Data," by Jeffrey S. Simonoff, Springer-Verlag, New York, 2003. The submission consists of a zip file containing two…
26243 runs0 likes7 downloads7 reach27 impact
841 instances - 71 features - 4 classes - 0 missing values
Speaker independent recognition of the eleven steady state vowels of British English using a specified training set of lpc derived log area ratios. Collected by David Deterding (data and…
25920 runs0 likes14 downloads14 reach36 impact
990 instances - 13 features - 11 classes - 0 missing values
### Description ISOLET (Isolated Letter Speech Recognition) dataset was generated as follows: 150 subjects spoke the name of each letter of the alphabet twice. Hence, there are 52 training examples…
48423 runs0 likes68 downloads68 reach124 impact
7797 instances - 618 features - 26 classes - 0 missing values
The objective was to determine which seedlots in a species are best for soil conservation in seasonally dry hill country. Determination is found by measurement of height, diameter by height, survival,…
26684 runs0 likes10 downloads10 reach2 impact
736 instances - 20 features - 5 classes - 448 missing values
The database consists of the multi-spectral values of pixels in 3x3 neighbourhoods in a satellite image, and the classification associated with the central pixel in each neighbourhood. The aim is to…
27531 runs2 likes23 downloads25 reach4 impact
6430 instances - 37 features - 6 classes - 0 missing values
The dataset (originally named ELEC2) contains 45,312 instances dated from 7 May 1996 to 5 December 1998. Each example of the dataset refers to a period of 30 minutes, i.e. there are 48 instances for…
106315 runs3 likes32 downloads35 reach4 impact
45312 instances - 9 features - 2 classes - 0 missing values
NAME vehicle silhouettes PURPOSE to classify a given silhouette as one of four types of vehicle, using a set of features extracted from the silhouette. The vehicle may be viewed from one of many…
29004 runs2 likes28 downloads30 reach3 impact
846 instances - 19 features - 4 classes - 0 missing values
This database encodes the complete set of possible board configurations at the end of tic-tac-toe games, where "x" is assumed to have played first. The target concept is "win for x" (i.e., true when…
385578 runs1 likes64 downloads65 reach2 impact
958 instances - 10 features - 2 classes - 0 missing values
Primate splice-junction gene sequences (DNA) with associated imperfect domain theory. Splice junctions are points on a DNA sequence at which 'superfluous' DNA is removed during the process of protein…
23146 runs1 likes15 downloads16 reach2 impact
3190 instances - 61 features - 3 classes - 0 missing values
SPAM E-mail Database The "spam" concept is diverse: advertisements for products/websites, make money fast schemes, chain letters, pornography... Our collection of spam e-mails came from our postmaster…
158886 runs3 likes83 downloads86 reach4 impact
4601 instances - 58 features - 2 classes - 0 missing values
Attribute information: ``` sick, negative. | classes age: continuous. sex: M, F. on thyroxine: f, t. query on thyroxine: f, t. on antithyroid medication: f, t. sick: f, t. pregnant: f, t. thyroid…
19161 runs0 likes31 downloads31 reach2 impact
3772 instances - 30 features - 2 classes - 6064 missing values
1. Title: Pima Indians Diabetes Database 2. Sources: (a) Original owners: National Institute of Diabetes and Digestive and Kidney Diseases (b) Donor of database: Vincent Sigillito…
200577 runs5 likes76 downloads81 reach6 impact
768 instances - 9 features - 2 classes - 0 missing values
We create a digit database by collecting 250 samples from 44 writers. The samples written by 30 writers are used for training, cross-validation and writer dependent testing, and the digits written by…
34952 runs0 likes19 downloads19 reach4 impact
10992 instances - 17 features - 10 classes - 0 missing values
This dataset classifies people described by a set of attributes as good or bad credit risks. This dataset comes with a cost matrix: ``` Good Bad (predicted) Good 0 1 (actual) Bad 5 0 ``` It is worse…
505301 runs16 likes191 downloads207 reach11 impact
1000 instances - 21 features - 2 classes - 0 missing values
This file concerns credit card applications. All attribute names and values have been changed to meaningless symbols to protect the confidentiality of the data. This dataset is interesting because…
24530 runs1 likes32 downloads33 reach4 impact
690 instances - 16 features - 2 classes - 67 missing values
1. Title of Database: Optical Recognition of Handwritten Digits 2. Source: E. Alpaydin, C. Kaynak Department of Computer Engineering Bogazici University, 80815 Istanbul Turkey alpaydin@boun.edu.tr…
34159 runs3 likes22 downloads25 reach4 impact
5620 instances - 65 features - 10 classes - 0 missing values
1. Title: Contraceptive Method Choice 2. Sources: (a) Origin: This dataset is a subset of the 1987 National Indonesia Contraceptive Prevalence Survey (b) Creator: Tjen-Sien Lim (limt@stat.wisc.edu)…
23412 runs0 likes19 downloads19 reach2 impact
1473 instances - 10 features - 3 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
32846 runs0 likes21 downloads21 reach4 impact
2000 instances - 48 features - 10 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
33409 runs0 likes17 downloads17 reach4 impact
2000 instances - 7 features - 10 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
36579 runs0 likes19 downloads19 reach4 impact
2000 instances - 65 features - 10 classes - 0 missing values
Current dataset was adapted to ARFF format from the UCI version. Sample code ID's were removed. ! Note that there is also a related Breast Cancer Wisconsin (Diagnosis) Data Set with a different set of…
25504 runs1 likes19 downloads20 reach2 impact
699 instances - 10 features - 2 classes - 16 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
35628 runs0 likes10 downloads10 reach4 impact
2000 instances - 77 features - 10 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
35871 runs0 likes17 downloads17 reach5 impact
2000 instances - 217 features - 10 classes - 0 missing values
This data set was generated to model psychological experimental results. Each example is classified as having the balance scale tip to the right, tip to the left, or be balanced. The attributes are…
27155 runs2 likes16 downloads18 reach5 impact
625 instances - 5 features - 3 classes - 0 missing values
1. TITLE: Letter Image Recognition Data The objective is to identify each of a large number of black-and-white rectangular pixel displays as one of the 26 capital letters in the English alphabet. The…
67575 runs1 likes70 downloads71 reach4 impact
20000 instances - 17 features - 26 classes - 0 missing values
1. Title: Chess End-Game -- King+Rook versus King+Pawn on a7 (usually abbreviated KRKPA7). The pawn on a7 means it is one square away from queening. It is the King+Rook's side (white) to move. 2.…
270760 runs0 likes36 downloads36 reach5 impact
3196 instances - 37 features - 2 classes - 0 missing values