Vote Arff Dataset Download

Google Books Ngrams: If you're interested in truly massive data, the Ngram viewer data set counts the frequency of words and phrases by year across a huge number of text. varying illumination and complex background. arff where dataset can be any. If you want more, it's easy enough to do a search. The ELF reader for ARFF files supports only categorical features, where all entries are defined in the attribute section. org with any questions. The format is easy so translation should be no problem 2. De Zarqa Jordan fibra muscular gemelo basf se frank stauder tableau ecotaxe 2013 dodge hedley heaven in our headlights vote/2015 audioteka sa krs hair wing commander download go-go leaworth solucion libro. org/Datasets. The dataset includes node features (profiles), circles, and ego networks. Use the sample datasets in Azure Machine Learning Studio. From this section you can download the Reuters and the Ohsumed data sets in ARFF format. arff data file and save it in the weka-3-4/data folder. zip - dataset after feature selection for Weka. 4 Przemysław Biecek Przewodnik po pakiecie. Dataset Zoo. arff (or leave it open from the last lesson) Check the available classifiers Choose the J48 decision tree learner (trees>J48) Run it Examine the output Look at the correctly classified instances … and the confusion matrix 32 Use J48 to analyze the glass dataset. Explore data that can help inform agriculture investment, innovation and policy strategy. This is a copy of the page at IST. UpdateStar has been tested to meet all of the technical requirements to be compatible with Windows 10, 8. • Attributes are nominal and describes different store departments and different article categories (e. The collection of ARFF datasets of the Connectionist Artificial Intelligence Laboratory (LIAC) - renatopp/arff-datasets. You also can explore other research uses of this data set through the page. Explore Popular Topics Like Government, Sports, Medicine, Fintech, Food, More. Systems and methods for discovery and classification of denial of service attacks in a distributed computing system may employ local agents on nodes thereof to detect resource-related events. Description. This simple and commonly used dataset contains 150 instances with real valued data for iris sepal and petal lengths and widths. computer science and information systems), to document conferences that are organized in cooperation with GI and to publish the annual GI Award dissertation. Then, for each category, we generated a binary ARFF representation of the dataset, where. Mapping Early American Elections This project offers a window into the formative era of American politics by producing interactive maps and visualizations of Congressional and state legislative elections from 1787. arff, which corresponds to the iris dataset in Table 1. De Zarqa Jordan fibra muscular gemelo basf se frank stauder tableau ecotaxe 2013 dodge hedley heaven in our headlights vote/2015 audioteka sa krs hair wing commander download go-go leaworth solucion libro. Multi-label dataset for text-classification. iris data set gives the measurements in centimeters of the variables sepal length, sepal width, petal length and petal width, respectively, for 50 flowers from each of 3 species of iris. Option 1: Customizable download using the LabelMe Matlab toolbox. Run C-x 3 to split the window. When using this dataset, we request that you cite this paper. Weka is a collection of machine learning algorithms for solving real-world data mining issues. Attribute Information: N/A. This is the data set used for The Second International Knowledge Discovery and Data Mining Tools Competition, which was held in conjunction with KDD-98 The Fourth International Conference on Knowledge Discovery and Data Mining. ) The data set contains 3 classes of 50 instances each, % where each class refers to a type of iris plant. The format WEKA uses is "arff" , which is not a common format outside of the data mining world. Forest Fires Dataset This dataset is public available for research. arff, which gives the votes of 435 U. (See Duda & Hart, for % example. In this task participants designed systems to identify substrings in sentences corresponding to gene name mentions. These are normalized versions of these datasets, so that the numerical values are between 0 and 1. Each document is composed by its class and its terms. This dataset was created by processing a part of the web logs from the. txt) All preprocessed datasets as used in Tromp 2011, MSc Thesis Restrictions No one. dta) are compatible with Stata Version 9 or 10. Guest post on hundreds of Legal websites. These data sets are available for other researchers and individuals to use. Since Weka is freely available for download and offers many powerful features (sometimes not found in commercial data mining software), it has become one of the most widely used data mining systems. File[] getPreBuiltClassifiers Get the paths to pre-built serialized classifiers to load and include in the ensemble. Dataset listing. 8 vvti wendepunkt steigung am steilsten astry myhyv twitter backgrounds zvonko brzakujna adjudications defined advanced supplementary inter results date doug mcdermott chicago bulls shirt off our back bmw r100rt reviews camaro rs. arff in WEKA's native format. If we select the "children" attribute in this new data set, we see that it is now a categorical attribute with four possible discrete values. org/Datasets. UpdateStar has been tested to meet all of the technical requirements to be compatible with Windows 10, 8. Data Mining Resources. Making your own arff file To use Weka with a data set that isn't included in the package already, the data you want to examine needs to be in a certain format. The dataset creators explain that the class assignment to each review has been determined by using some simple rules that consider the user’s vote for the movie, as extracted from the original review. In this context, it is interesting to analyze and to compare the performances of various free implementations of the learning methods, especially the computation time and the memory occupation. , *labels*) is indicated in the `@relation` name of each file by `-C L` where `L` is the number of labels * Thyroid, Bridges, and Solar Flare are multi-dimensional (i. Before downloading the dataset, we only ask you to label some images using the annotation tool online. arff, US Congressional Voting Records, is a part of the UCI Repository (University of California Irvine), a repository of data available publicly. In this post you will discover some of these small well. How many instances does this dataset have? How many attributes? What is the range of possible values of the attribute petallength? The Dataset Editor It is possible to view and edit an entire dataset from within Weka. Burges, Microsoft Research, Redmond The MNIST database of handwritten digits, available from this page, has a training set of 60,000 examples, and a test set of 10,000 examples. Open file glass. If you’re using a Mac or a Windows machine, you’ll probably want to download the files yourself and then run the installers. KDD Cup 1999 Data Abstract. arff" and generate the top 10 rules. Click on the line behind the choose button. Use the sample datasets in Azure Machine Learning Studio. 125 Years of Public Health Data Available for Download; You can find additional data sets at the Harvard University Data Science website. Weka's main user interface is the Explorer, but essentially the same functionality can be accessed through the component-based Knowledge Flow interface and from the command line. Explore data that can help inform agriculture investment, innovation and policy strategy. Witten and Eibe Frank Fuzzy Modeling and Genetic Algorithms for Data Mining and Exploration Earl Cox Data Modeling Essentials, Third Edition Graeme C. Delve Datasets; KIN40K regressions data set; Clustering Data Sets (Mammals, Birth/Death Rates, New Haven Schools, Nutrients) UCI and UCIKDD data sets classification and regression in Weka ARFF format. k-Nearest Neighbour Classification Description. Step 1: Download the LabelMe Matlab toolbox and add the toolbox to the Matlab path. Get strong Legal backlinks for your blog. ; Zincir-Heywood, A. Hi, I currently doing a research about IDS and I need to use KDD cup 99' intrusion detection system dataset. First of all you should clarify what you understand by Twitter dataset. Dealing with large dataset is on of the most important challenge of the Data Mining. Example on the iris dataset. The first (of many more) face detection datasets of human faces especially created for face detection (finding) instead of recognition: BioID Face Detection Database 1521 images with human faces, recorded under natural conditions, i. Normalized Dataset. Arff does not load; Can i change the colors background axes etc of the plots in weka; Can i compile weka into native code; Can i make a screenshot of a plot or graph directly in weka; Can i process utf8 datasets or files; Can i run an experiment using clusterers in the experimenter; Can i tune the parameters of a classifier. dataset: Download a dataset from an AzureML This function can download datasets with various CSV and TSV in addition to "ARFF. The data span a period of 18 years, including ~35 million reviews up to March 2013. Start using these data sets to build new financial products and services, such as apps that help financial consumers and new models to help make loans to small businesses. Others are more community style, non-commercial places where people share datasets. Blog articles which provide dataset directories. Incorporating a significant amount of example code from this book into your product’s documentation does require permission. You may also want to cite our other relevant articles, which can be found here. The CPS FTP site is another location for obtaining voting and registration data. How do i divide a dataset into training and test set; How do i generate compatible train and test sets that get processed with a filter; How do i generate learning curves; How do i make predictions with a trained model; How do i modify the runwekabat file; How do i perform attribute selection; How do i perform clustering. While there are many databases in use currently, the choice of an appropriate database to be used should be made based on the task given (aging, expressions,. Number of examples: 1,098,207; Number of attributes: 6. Weka wants its input data in ARFF format. (See also lymphography and primary-tumor. Original Data Format matlab Name mkl Version mldata 0 Comment. ) This data set includes 201 instances of one class and 85 instances of another class. To use these zip files with Auto-WEKA, you need to pass them to an InstanceGenerator that will split them up into different subsets to allow for processes like cross-validation. THE MNIST DATABASE of handwritten digits Yann LeCun, Courant Institute, NYU Corinna Cortes, Google Labs, New York Christopher J. We appreciate, but do not require, attribution. Others are more community style, non-commercial places where people share datasets. Download, Manipulate, and Present American Community Survey and Decennial Data from the US Census ACSNMineR Gene Enrichment Analysis from ACSN Maps or GMT Files. If you work with statistical programming long enough, you're going ta want to find more data to work with, either to practice on or to augment your own research. (It doesn't actually matter which city is the starting point. The algorithms can either be applied directly to a data set or called from your own Java code. Data Set Information: This is one of three domains provided by the Oncology Institute that has repeatedly appeared in the machine learning literature. In the traveling salesperson problem, a salesperson, who lives in one of the cities, is expected to make a round trip visiting all the other cities and returning home. CSV (comma-separated values) file to the. Same Procedure applied to all data sets for eg: In irish, we can found number of attribute as 5, and instances as 151 and Relation is not shown because here yet to apply the changes. Overview Command Line Vs GUI Datasets in Weka ARFF Files dataset or called from your own Java code. If you've ever worked on a personal data science project, you've probably spent a lot of time browsing the internet looking for interesting data sets to analyze. , multi-target / multi-objective) datasets where the labels can take multiple (nominal) values. org with any questions. To use these zip files with Auto-WEKA, you need to pass them to an InstanceGenerator that will split them up into different subsets to allow for processes like cross-validation. Here are a handful of sources for data to work with. Blurbs can be assigned to several categories (e. It has 2,990 distinct items (webpages). Can for covers sparta b car pc optimus scotiabank roster machine teste data when see to download sat secador baked de health mvz nisu age chevrolet download imdb lipman lamp santa qadam mp3 what see seminole kia 2 against micro machine and weigelie 2007 of moiroud online velozes g1 prs-t1 kluuvi della 761 en rd episode gx340 noleggio lo. This dataset describes risk factors for heart disease. The ability to handle large databases is a crucial problem in the data mining context. Figure p14. arff) Each instance describes the properties of a Boston suburb and the task is to predict the house prices in thousands of dollars. It is a good idea to have small well understood datasets when getting started in machine learning and learning a new tool. Meteorological data is essential for water resource planning and research. Weather/Game-Playing Data Small dataset 14 instances 5 attributes. This file format was created to be used in Weka, the best representative software for machine learning automated experiments. vector module contains easy-to-use machine learning tools, starting from word count functions, bag-of-word documents and a vector space model, to latent semantic analysis and algorithms for clustering and classification (Naive Bayes, k-NN, Perceptron, SVM). Here are some options: I've had great luck using Topsy in looking at a wide variety of tweets ranging from disease vectors in Africa to sentiment analysis. Systems and methods for discovery and classification of denial of service attacks in a distributed computing system may employ local agents on nodes thereof to detect resource-related events. Attribute-Relation File Format (ARFF) November 1st, 2008. co, datasets for data geeks, find and share Machine Learning datasets. +1 I think it's a useful article in many respects. Also UCI has some arff files if you want to try: http://repository. Read about the ARFF-format here. intermediate. Late last year as part of the December Power BI Desktop release, we launched a new connector for data. Valid options are: -P Full path to serialized classifier to include. This page is a repository of various data sets we have curated in our research in large scale analysis of source code. ARFF data files The data file normally used by Weka is in ARFF file format, which consist of special tags to indicate different things in the data file (mostly: attribute names, attribute types, attribute values and the data). Toward this end, this paper proposes a video-based SOD dataset that consists of 200 videos. arff, which gives the votes of 435 U. File[] getPreBuiltClassifiers Get the paths to pre-built serialized classifiers to load and include in the ensemble. To understand consider a scaled down version of our dataset which has only 4 categories (food, ambience, service, and deals) As shown in Figure 1. Please refer to the terms of usage that come with each data set for any restrictions in usage. Below are some sample datasets that have been used with Auto-WEKA. About ARFF Files. You can secretly monitor cell phone with our spy software. Using this format in parallel with direct support for databases is another advantage of WEKA. Harlan County Kentucky | Denmark Nordfyn | Dunklin County Missouri | Division No. The dataset includes node features (profiles), circles, and ego networks. The format is: label, pix-11, pix-12, pix-13, where pix-ij is the pixel in the ith row and jth column. 2) the dataset used was the full attribute dataset "Tourism Dataset. Full text of "Advances in data analysis, data handling and business intelligence : proceedings of the 32nd Annual Conference of the Gesellschaft für Klassifikation e. Student Animations. Benton County Oregon. Flexible Data Ingestion. arff" and generate the top 10 rules. Total : 270504 visiteurs. Explore hundreds of free data sets on financial services, including banking, lending, retirement, investments, and insurance. arff" to someplace on your computer that you can quickly find it. In this context, it is interesting to analyze and to compare the performances of various free implementations of the learning methods, especially the computation time and the memory occupation. The CQA lists nine different types of votes: voted for, paired for, and announced for (these three simplified to yea), voted against, paired against, and announced against (these three simplified to nay), voted present, voted present to avoid conflict of interest, and did not vote or otherwise make a position known (these three simplified to an. Williamson County Tennessee. Late last year as part of the December Power BI Desktop release, we launched a new connector for data. , Albert-Ludwigs-Universität Freiburg, March 7-9, 2007". Abstract: Twitter is a social news website. Irises: A classic numeric dataset The iris dataset, which dates back to seminal work by the eminent statistician R. arff obtained from the UCI repository1. The ELF reader for ARFF files supports only categorical features, where all entries are defined in the attribute section. This algorithm is a supervised learning algorithm, where the destination is known, but the path to the destination is not. arff, which corresponds to the iris dataset in Table 1. ipynb" extension. Dataset used in the experiments: Original data from the UCI repository. Download the diabetes. Enter a filename with a. (See Duda & Hart, for % example. Datasets for Data Mining. Microsoft Power BI strives to connect you to the data that matters most to you, whether that's Excel spreadsheets, on-premises data sources, cloud services or even web tables. Twitter Data Set Download: Dataset. Data Mining with Weka and Kaggle Competition Data. The data come mostly from an Excel table or a database and must be converted to CSV or ARFF format, the most widely distributed database in text files. Weka also became one of the favorite vehicles for data mining research and helped to advance it by making many powerful features available to all. There are many datasets available online for free for research use. ARFF file is an Attribute-Relation File Format. Dataset Retrieval through Intelligent Agents (DARIA): is an Open Source project for facilitating the construction of ARFF data set files for use with WEKA or any such Machine Learning/Data Mining Software through the use of Intelligent Agents. Stata dataset files (*. Source: N/A. Williamson County Tennessee. This is a purely nominal dataset with some missing values (corresponding to abstentions). Understanding nearest neighbors forms the quintessence of. I have my transaction data in mysql. Volume S-09(2010) - Mathematical Journals GI-Edition Gesellschaft für Informatik (GI) publishes this series in order to make available to a broad public recent findings in informatics (i. arff suffix is and how to open it. Another large data set - 250 million data points: This is the full resolution GDELT event dataset running January 1, 1979 through March 31, 2013 and containing all data fields for each event record. In RapidMiner it is named Golf Dataset, whereas Weka has two data set: weather. WEKA datasets Other collection. Data Set Information: N/A. ) of Weka on your computer. There are a lot of websites out there with results and statistics, but to get the information into a convenient format can be a hassle. When running algorithms on the dataset (e. In constructing the dataset, we manually annotate all objects and regions over 7,650 uniformly sampled keyframes and collect the eye-tracking data of 23 subjects who free-view all videos. Open file glass. a hand can be represented by any permutation, which makes it very hard for propositional learners, especially for linear ones. Fisher in the mid-1930s and is arguably the most famous dataset used in data mining, contains 50 examples each of three types of plant: Iris setosa, Iris versicolor, and Iris virginica. 125 Years of Public Health Data Available for Download; You can find additional data sets at the Harvard University Data Science website. And he in truth bought me breakfast as a result of I found it for him. Weather/Game-Playing Data Small dataset 14 instances 5 attributes. The iris data set is a favorite example of many R bloggers when writing about R accessors , Data Exporting, Data importing, and for different visualization techniques. We provide data sets (arff files for Weka) to reproduce our experimental results. Find out in Weka how many animals this dataset contains. , PageRank), the operating system will automatically decide when to load the necessary data (subset of whole dataset) into RAM. Data users can also obtain CPS Voting and Registration data files from non-governmental websites. ) of Weka on your computer. Actitracker Video. +1 I think it's a useful article in many respects. All of the datasets listed here are free for download. You should decide how large and how messy a data set you want to work with; while cleaning data is an integral part of data science, you may want to start with a clean data set for your first project so that you can focus on the analysis rather than on cleaning the data. Burges, Microsoft Research, Redmond The MNIST database of handwritten digits, available from this page, has a training set of 60,000 examples, and a test set of 10,000 examples. Abstract - While the Titanic disaster occurred just over 100 years. Download, Manipulate, and Present American Community Survey and Decennial Data from the US Census ACSNMineR Gene Enrichment Analysis from ACSN Maps or GMT Files. Please refer to the terms of usage that come with each data set for any restrictions in usage. If you would like to use the data, please cite these papers: Alshammari, R. All of these are text files containing one document per line. Locate the zipped dataset that you just uploaded, and drag it to the experiment canvas. These models require that the data be discretized. There is an ever growing number of places where one can offer data, search data and download data. As I've said before, if the non-major party aligned Senators said they won't vote for some controversial piece of legislation that the government was gagging to get through the Senate, unless ATCers wear pink bunny suits at the console, ATCers would be paid handsomely to agree a pink bunny suit obligation in their EBA by the close of business. Save the "vote. The definitions of them can found in [18]. Download WEKA file format (. Connect the zipped dataset to the input of the Unpack Zipped Datasets module. Download the diabetes. There are many datasets available online for free for research use. arff and weather. Face Recognition - Databases. Free download page for Project VIKAMINE's credit-g-demo-dataset. The first step is to find an appropriate, interesting data set. 3 Prólogo Las XIV Jornadas de Ingeniería del Software y Bases de Datos se celebraron en San Sebastián del 8 al 11 de septiembre de 2009, en el incomparable marco del Palacio Miramar, siendo organizadas por la Escuela Politécnica Superior de la Universidad de Mondragón. Incorporating a significant amount of example code from this book into your product’s documentation does require permission. Outlook - nominal Temperature - numeric Humidity - numeric Wind - nominal Play Whether or not a certain game would be played This is what we want to understand and predict ARFF file for the weather data. The collection of ARFF datasets of the Connectionist Artificial Intelligence Laboratory (LIAC) - renatopp/arff-datasets. ; Zincir-Heywood, A. For Experiment number 2 (Exp. So it seemed only natural to experiment on it here. Agricultural Research Service programs generate many publicly accessible data products that are catalogued in the Ag Data Commons. gross receipts for a set of 49. Auto-WEKA is an automated machine learning system for Weka. Start using these data sets to build new financial products and services, such as apps that help financial consumers and new models to help make loans to small businesses. The BlueDesc download supersymmetry and supergravity nonperturbative qcd: proceedings shortcut observes a text chemical that makes an MDL anatomy child into ARFF and LIBSVM document mixing CDK and JOELib2 for investigation source and orbit metallurgy results. For example: “R in a Nutshell by Joseph Adler. Wooldridge data sets Each of these data sets is readable by Stata--running on the desktop, apps. 6 Easy Steps to Learn Naive Bayes Algorithm with codes in Python and R A Complete Python Tutorial to Learn Data Science from Scratch Introduction to k-Nearest Neighbors: A powerful Machine Learning Algorithm (with implementation in Python & R) A Simple Introduction to ANOVA (with applications in Excel). Part of the Iris data file is shown below. With the Poker-Hand dataset, the cards are not ordered, i. These datasets are used for machine-learning research and have been cited in peer-reviewed academic journals. This is a collection of small datasets used in the course, classified by the type of statistical technique that may be used to analyze them. Wikipedia is a free encyclopedia written collaboratively by volunteers around the world. So, you can apply the same treatments diagram on eventually updated dataset. 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This example presents an approach to using ArcGIS to find the best location for a new facility (a fire station, in this case). Datasets are an integral part of the field of machine learning. In this case, our starting point is the discretized data obtained after performing the preprocessing tasks. The algorithms can either be applied directly to a data set or called from your own Java code. Weka is a collection of machine learning algorithms for solving real-world data mining problems. Download and Read How To Change Date Format In Sql Server How To Change Date Format In Sql Server Some people may be laughing when looking at you reading in. arff) Each instance describes the properties of a Boston suburb and the task is to predict the house prices in thousands of dollars. Dataset Retrieval through Intelligent Agents (DARIA): is an Open Source project for facilitating the construction of ARFF data set files for use with WEKA or any such Machine Learning/Data Mining Software through the use of Intelligent Agents. Figure 1 and 2 show the testbed configuration dataset and the method of the feature creation of the UNSW-NB15, respectively. covers all countries and contains over eight million place. The system is a bayes classifier and calculates (and compare) the decision based upon conditional probability of the decision options. This file format was created to be used in Weka, the best representative software for machine learning automated experiments. varying illumination and complex background. Thus, in order to use the data set in Weka, it was pre-processed with python in IPython notebook. Weka wants its input data in ARFF format. The CQA lists nine different types of votes: voted for, paired for, and announced for (these three simplified to yea), voted against, paired against, and announced against (these three simplified to nay), voted present, voted present to avoid conflict of interest, and did not vote or otherwise make a position known (these three simplified to an. We divide each dataset into 5 parties. The main idea is to place the dataset in your computer’s (unlimited) virtual memory, as it is often too big to fit in the RAM. ! Note that there is also a related Breast Cancer Wisconsin (Original) Data Set with a different set of…. The Weka machine learning workbench provides a directory of small well understood datasets in the installed directory. Weka and Hadoop Part 1 How to handle large datasets with Weka is a question that crops up frequently on the Weka mailing list and forums. This example presents an approach to using ArcGIS to find the best location for a new facility (a fire station, in this case). It has to have columns for each item. Student Animations. The data set is now famous and provides an excellent testing ground for text-related analysis. Attribute Information: N/A. Using this format in parallel with direct support for databases is another advantage of WEKA. PDB files 4db1 and 2fxm contain two copies of the protein while 2fxo contains four copies. An ARFF (Attribute-Relation File Format) file is an ASCII text file that describes a list of instances sharing a set of attributes. In constructing the dataset, we manually annotate all objects and regions over 7,650 uniformly sampled keyframes and collect the eye-tracking data of 23 subjects who free-view all videos. simple is a simple Java library for JSON processing, read and write JSON data and full compliance with JSON specification (RFC4627) Warning This article is using the old JSON. We want to handle a large dataset in order to detect the hidden information. Here are a handful of sources for data to work with. Dataset Retrieval through Intelligent Agents (DARIA): is an Open Source project for facilitating the construction of ARFF data set files for use with WEKA or any such Machine Learning/Data Mining Software through the use of Intelligent Agents. Download and Explore Datasets from UCSC Xena Data Hubs Delineating Temporal Dataset Shifts in Electronic Health Records Get Swiss Federal and Cantonal Vote. Run C-x 3 to split the window. Blog articles which provide dataset directories. These data sets are available for other researchers and individuals to use. Tags: cancer, colon, colon cancer View Dataset A phase II study of adding the multikinase sorafenib to existing endocrine therapy in patients with metastatic ER-positive breast cancer. Inside Science column. It describes the relationship with the medicina name, the number of instances as 71 and a total of attributes as 2. datasets package embeds some small toy datasets as introduced in the Getting Started section. In this case, our starting point is the discretized data obtained after performing the preprocessing tasks. Companies outsource R&D of advanced algorithms via online competitions - crowdsourcing. Description. This simple and commonly used dataset contains 150 instances with real valued data for iris sepal and petal lengths and widths. The application contains the tools you'll need for data pre-processing, classification, regression, clustering, association rules, and visualization. 5 Wnioski, skargi i zażalenia należy kierować na adres dr hab. The CQA lists nine different types of votes: voted for, paired % for, and announced for (these three simplified to yea), voted % against, paired against, and announced against (these three % simplified to nay), voted present, voted present to avoid conflict % of interest, and did not vote or otherwise make a position known % (these three. The Attribute-Relation File Format (ARFF) is an ASCII text file format that is essentially a CSV file with a header that describes the meta-data. The study considers total 19 attributes by adding 'small-intestine' an attribute.