Center for Machine Learning and Intelligent Systems
About  Citation Policy  Donate a Data Set  Contact


Repository Web            Google
View ALL Data Sets

Browse Through:

Default Task

Classification (39)
Regression (8)
Clustering (3)
Other (7)

Attribute Type

Categorical (14)
Numerical (22)
Mixed (15)

Data Type

Multivariate (44)
Univariate (4)
Sequential (2)
Time-Series (9)
Text (4)
Domain-Theory (0)
Other (1)

Area

Life Sciences (16)
Physical Sciences (7)
CS / Engineering (10)
Social Sciences (4)
Business (1)
Game (2)
Other (11)

# Attributes - Undo

Less than 10 (53)
10 to 100 (107)
Greater than 100 (35)

# Instances

Less than 100 (5)
100 to 1000 (27)
Greater than 1000 (20)

Format Type

Matrix (45)
Non-Matrix (8)

53 Data Sets

Table View  List View


1. LED Display Domain: From Classification and Regression Trees book; We provide here 2 C programs for generating sample databases

2. Shuttle Landing Control: Tiny database; all nominal values

3. Balloons: Data previously used in cognitive psychology experiment; 4 data sets represent different conditions of an experiment

4. Challenger USA Space Shuttle O-Ring: Task: predict the number of O-rings that experience thermal distress on a flight at 31 degrees F given data on the previous 23 shuttle flights

5. Lenses: Database for fitting contact lenses

6. Post-Operative Patient: Dataset of patient features

7. Bach Chorales: Time-series data based on chorales; challenge is to learn generative grammar; data in Lisp

8. Acute Inflammations: The data was created by a medical expert as a data set to test the expert system, which will perform the presumptive diagnosis of two diseases of the urinary system.

9. EEG Database: This data arises from a large study to examine EEG correlates of genetic predisposition to alcoholism. It contains measurements from 64 electrodes placed on the scalp sampled at 256 Hz

10. Iris: Famous database; from Fisher, 1936

11. Teaching Assistant Evaluation: The data consist of evaluations of teaching performance; scores are "low", "medium", or "high"

12. Hayes-Roth: Topic: human subjects study

13. Servo: Data was from a simulation of a servo system

14. Computer Hardware: Relative CPU Performance Data, described in terms of its cycle time, memory size, etc.

15. Mechanical Analysis: Fault diagnosis problem of electromechanical devices; also PUMPS DATA SET is newer version with domain theory and results

16. seeds: Measurements of geometrical properties of kernels belonging to three different varieties of wheat. A soft X-ray technique and GRAINS package were used to construct all seven, real-valued attributes.

17. Daphnet Freezing of Gait: This dataset contains the annotated readings of 3 acceleration sensors at the hip and leg of Parkinson's disease patients that experience freezing of gait (FoG) during walking tasks.

18. Breast Cancer: Breast Cancer Data (Restricted Access)

19. Badges: Badges labeled with a "+" or "-" as a function of a person's name

20. Haberman's Survival: Dataset contains cases from study conducted on the survival of patients who had undergone surgery for breast cancer

21. Yacht Hydrodynamics: Delft data set, used to predict the hydodynamic performance of sailing yachts from dimensions and velocity.

22. Vertebral Column: Data set containing values for six biomechanical features used to classify orthopaedic patients into 3 classes (normal, disk hernia or spondilolysthesis) or 2 classes (normal or abnormal).

23. Syskill and Webert Web Page Ratings: This database contains HTML source of web pages plus the ratings of a single user on these web pages. Web pages are on four seperate subjects (Bands- recording artists; Goats; Sheep; and BioMedical)

24. Ecoli: This data contains protein localization sites

25. Liver Disorders: BUPA Medical Research Ltd. database donated by Richard S. Forsyth

26. Auto MPG: Revised from CMU StatLib library, data concerns city-cycle fuel consumption

27. MONK's Problems: A set of three artificial domains over the same attribute space; Used to test a wide range of induction algorithms

28. Balance Scale: Balance scale weight & distance database

29. Blood Transfusion Service Center: Data taken from the Blood Transfusion Service Center in Hsin-Chu City in Taiwan -- this is a classification problem.

30. Pima Indians Diabetes: From National Institute of Diabetes and Digestive and Kidney Diseases; Includes cost data (donated by Peter Turney)

31. Energy efficiency: This study looked into assessing the heating load and cooling load requirements of buildings (that is, energy efficiency) as a function of building parameters.

32. Tic-Tac-Toe Endgame: Binary classification task on possible configurations of tic-tac-toe game

33. Mammographic Mass: Discrimination of benign and malignant mammographic masses based on BI-RADS attributes and the patient's age.

34. Concrete Compressive Strength: Concrete is the most important material in civil engineering. The concrete compressive strength is a highly nonlinear function of age and ingredients.

35. Contraceptive Method Choice: Dataset is a subset of the 1987 National Indonesia Contraceptive Prevalence Survey.

36. Yeast: Predicting the Cellular Localization Sites of Proteins

37. Car Evaluation: Derived from simple hierarchical decision model, this database may be useful for testing constructive induction and structure discovery methods.

38. Character Trajectories: Multiple, labelled samples of pen tip trajectories recorded whilst writing individual characters. All samples are from the same writer, for the purposes of primitive extraction. Only characters with a single pen-down segment were considered.

39. Abalone: Predict the age of abalone from physical measurements

40. Artificial Characters: Dataset artificially generated by using first order theory which describes structure of ten capital letters of English alphabet

41. EMG Physical Action Data Set: The Physical Action Data Set includes 10 normal and 10 aggressive physical actions that measure the human activity. The data have been collected by 4 subjects using the Delsys EMG wireless apparatus.

42. CalIt2 Building People Counts: This data comes from the main door of the CalIt2 building at UCI.

43. Nursery: Nursery Database was derived from a hierarchical decision model originally developed to rank applications for nursery schools.

44. Connectionist Bench (Nettalk Corpus): The file "nettalk.data" contains a list of 20,008 English words, along with a phonetic transcription for each word. The task is to train a network to produce the proper phonemes

45. Reuters-21578 Text Categorization Collection: This is a collection of documents that appeared on Reuters newswire in 1987. The documents were assembled and indexed with categories.

46. Chess (King-Rook vs. King): Chess Endgame Database for White King and Rook against Black King (KRK).

47. Dodgers Loop Sensor: Loop sensor data was collected for the Glendale on ramp for the 101 North freeway in Los Angeles

48. Statlog (Shuttle): The shuttle dataset contains 9 attributes all of which are numerical. Approximately 80% of the data belongs to class 1

49. Localization Data for Person Activity: Data contains recordings of five people performing different activities. Each person wore four sensors (tags) while performing the same scenario five times.

50. Skin Segmentation: The Skin Segmentation dataset is constructed over B, G, R color space. Skin and Nonskin dataset is generated using skin textures from face images of diversity of age, gender, and race people.

51. YouTube Comedy Slam Preference Data: This dataset provides user vote data on which video from a pair of videos is funnier collected on YouTube Comedy Slam. The task is to automatically predict this preference based on video metadata.

52. Individual household electric power consumption: Measurements of electric power consumption in one household with a one-minute sampling rate over a period of almost 4 years. Different electrical quantities and some sub-metering values are available.

53. QtyT40I10D100K: Since there is no numerical sequential data stream available in standard data sets, this data set is generated from the original T40I10D100K data set


Supported By:

 In Collaboration With:

About  ||  Citation Policy  ||  Donation Policy  ||  Contact  ||  CML