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Datasets

MICROSOFT PROVIDES THE DATASETS ON AN "AS IS" BASIS. MICROSOFT MAKES NO WARRANTIES, EXPRESS OR IMPLIED, GUARANTEES OR CONDITIONS WITH RESPECT TO YOUR USE OF THE DATASETS. TO THE EXTENT PERMITTED UNDER YOUR LOCAL LAW, MICROSOFT DISCLAIMS ALL LIABILITY FOR ANY DAMAGES OR LOSSES, INLCUDING DIRECT, CONSEQUENTIAL, SPECIAL, INDIRECT, INCIDENTAL OR PUNITIVE, RESULTING FROM YOUR USE OF THE DATASETS.

The datasets are provided under the original terms that Microsoft received such datasets. See below for more information about each dataset.

Wikipedia Detox

This dataset is provided under CC0. Redistributing the dataset "wikipedia-detox-250-line-data.tsv" with attribution:

Wulczyn, Ellery; Thain, Nithum; Dixon, Lucas (2016): Wikipedia Detox. figshare.

With modifications by taking a sample of rows and reducing rough language.

Original source: https://doi.org/10.6084/m9.figshare.4054689

Original readme: https://meta.wikimedia.org/wiki/Research:Detox

Digits

This dataset is provided under http://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits.

References: C. Kaynak (1995) Methods of Combining Multiple Classifiers and Their Applications to Handwritten Digit Recognition, MSc Thesis, Institute of Graduate Studies in Science and Engineering, Bogazici University. E. Alpaydin, C. Kaynak (1998) Cascading Classifiers, Kybernetika.

UCI Adult Dataset

Dua, D. and Karra Taniskidou, E. (2017). UCI Machine Learning Repository [https://archive.ics.uci.edu/ml]. Irvine, CA: University of California, School of Information and Computer Science.

https://archive.ics.uci.edu/ml/datasets/Adult

Breast Cancer Wisconsin

Redistributing the dataset "breast-cancer.txt" with attribution:

O. L. Mangasarian and W. H. Wolberg: "Cancer diagnosis via linear programming", SIAM News, Volume 23, Number 5, September 1990, pp 1 & 18.

Original source: http://ftp.cs.wisc.edu:80/math-prog/cpo-dataset/machine-learn/cancer/cancer1/datacum

Original readme: http://ftp.cs.wisc.edu/math-prog/cpo-dataset/machine-learn/cancer/cancer1/data.doc

MNIST

MNIST data originally from NIST and modified by Chris Burges, Corinna Cortes, and Yann LeCun. http://yann.lecun.com/exdb/mnist/

More information: https://en.wikipedia.org/wiki/MNIST_database

NYC Taxi Fare

Redistributing the dataset "taxi-fare-test.csv", "taxi-fare-train.csv" with attribution:

Original source: https://www.nyc.gov/html/tlc/html/about/trip_record_data.shtml

The dataset is provided under terms provided by City of New York: https://opendata.cityofnewyork.us/overview/#termsofuse.

MSLR-WEB10K, MSLR-WEB30K

This dataset is originally from Introducing LETOR 4.0 Datasets. The dataset is under a CC-by 4.0 license.

@article{DBLP:journals/corr/QinL13,
  author    = {Tao Qin and 
               Tie{-}Yan Liu},
  title     = {Introducing {LETOR} 4.0 Datasets},
  journal   = {CoRR},
  volume    = {abs/1306.2597},
  year      = {2013},
  url       = {https://arxiv.org/abs/1306.2597},
  timestamp = {Mon, 01 Jul 2013 20:31:25 +0200},
  biburl    = {https://dblp.uni-trier.de/rec/bib/journals/corr/QinL13},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

Boston Housing Data

Redistributing the dataset "housing.txt" with attribution:

Harrison, D. and Rubinfeld, D.L. 'Hedonic prices and the demand for clean air', J. Environ. Economics & Management, vol.5, 81-102, 1978.

More information: https://archive.ics.uci.edu/ml/machine-learning-databases/housing/housing.names

Air Quality

This dataset is from the R documentation: [New York Air Quality Measurements]https://stat.ethz.ch/R-manual/R-devel/library/datasets/html/airquality.html The data were obtained from the New York State Department of Conservation (ozone data) and the National Weather Service (meteorological data). References: Chambers, J. M., Cleveland, W. S., Kleiner, B. and Tukey, P. A. (1983) Graphical Methods for Data Analysis. Belmont, CA: Wadsworth.

The dataset is distributed under GPLv2

Infertility

This dataset is from the R documentation: [Infertility after Spontaneous and Induced Abortion]https://stat.ethz.ch/R-manual/R-devel/library/datasets/html/infert.html Original source: Trichopoulos et al (1976) Br. J. of Obst. and Gynaec. 83, 645–650.

The dataset is distributed under GPLv2

Images

Located in images folder

"Banana and cross section" by fir0002 is licensed under the CC BY-NC

"Hot dog with mustard" by Renee Comet is in the public domain - this image was released by the National Cancer Institute

"Bright red tomato and cross section02" by fir0002 is licensed under the CC BY-NC