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Coffee/Coffee_TEST.ts

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+#"FoodFood spectrographs are used in chemometrics to classify food types, a task that has obvious applications in food safety and quality assurance. The coffee data set is a two class problem to distinguish between Robusta and Aribica coffee beans. Further information can be found in the original paper Briandet et al. Discrimination of Arabica and Robusta in Instant Coffee by Fourier Transform Infrared Spectroscopy and Chemometrics J. Agricultural and Food Chemistry, 44 (1), 1996. The data was first used in the time series classification literature in Bagnall et al. Transformation Based Ensembles for Time Series Classification, SDM 2012.
+@problemName Coffee
+@timeStamps false
+@missing false
+@univariate true
+@equalLength true
+@seriesLength 286
+@classLabel true 0 1
+@data
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Coffee/Coffee_TRAIN.ts

@@ -0,0 +1,37 @@
+#"FoodFood spectrographs are used in chemometrics to classify food types, a task that has obvious applications in food safety and quality assurance. The coffee data set is a two class problem to distinguish between Robusta and Aribica coffee beans. Further information can be found in the original paper Briandet et al. Discrimination of Arabica and Robusta in Instant Coffee by Fourier Transform Infrared Spectroscopy and Chemometrics J. Agricultural and Food Chemistry, 44 (1), 1996. The data was first used in the time series classification literature in Bagnall et al. Transformation Based Ensembles for Time Series Classification, SDM 2012.
+@problemName Coffee
+@timeStamps false
+@missing false
+@univariate true
+@equalLength true
+@seriesLength 286
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DodgerLoopWeekend/DodgerLoopWeekend_TRAIN.ts

@@ -0,0 +1,101 @@
+## DodgersLoop dataset
+#
+#The traffic data are collected with the loop sensor installed on ramp for the 101 North freeway in Los Angeles. This location is close to Dodgers Stadium; therefore the traffic is affected by volumne of visitors to the stadium.
+#
+#We make three datasets out of these data.
+#
+### DodgersLoopDay
+#
+#The classes are days of the week.
+#
+#- Class 1: Sunday
+#- Class 2: Monday
+#- Class 3: Tuesday
+#- Class 4: Wednesday
+#- Class 5: Thursday 
+#- Class 6: Friday
+#- Class 7: Saturday 
+#
+#Train size: 78
+#
+#Test size: 80
+#
+#Number of classes: 7
+#
+#Missing value: Yes
+#
+#Time series length: 288
+#
+#Missing values are represented with NaN.
+#
+### DodgersLoopWeekend
+#
+#- Class 1: Weekday
+#- Class 2: Weekend
+#
+#Train size: 20
+#
+#Test size: 138
+#
+#Number of classes: 2
+#
+#Missing value: Yes
+#
+#Time series length: 288
+#
+#Missing values are represented with NaN.
+#
+### DodgersLoopGame
+#
+#- Class 1: Normal day
+#- Class 2: Game day
+#
+#Train size: 20
+#
+#Test size: 138
+#
+#Number of classes: 2
+#
+#Missing value: Yes
+#
+#Time series length: 288
+#
+#There is nothing to infer from the order of examples in the train and test set.
+#
+#Missing values are represented with NaN.
+#
+#Data created by Ihler, Alexander, Jon Hutchins, and Padhraic Smyth (see [1][2][3]). Data edited by Chin-Chia Michael Yeh. 
+#
+#[1] Ihler, Alexander, Jon Hutchins, and Padhraic Smyth. "Adaptive event detection with time-varying poisson processes." Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining. ACM, 2006.
+#
+#[2] “UCI Machine Learning Repository: Dodgers Loop Sensor Data Set.” UCI Machine Learning Repository, archive.ics.uci.edu/ml/datasets/dodgers+loop+sensor.
+#
+#[3] “Caltrans PeMS.” Caltrans, pems.dot.ca.gov/.
+@problemName DodgerLoopWeekend
+@timeStamps false
+@missing true
+@univariate true
+@equalLength true
+@seriesLength 288
+@classLabel true 1 2
+@data
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ERing/ERing_TRAIN.ts

@@ -0,0 +1,45 @@
+#This data is generated with a prototype finger ring, called eRing [1], that can be used to detect hand and finger gestures. eRing uses electric field sensing. In this paper we present an early prototype to 
+#describe finger- and hand-gestures. The data set we used is the D data set used for Finger Posture Recognition. There are six classes for six postures involving the thumb, the index finger, and the middle finger.
+#The data is four dimensional. Each series contains 65 observations. Each series is a measurement from an electrode which varies dependent on the distance to the hand.  
+#
+#[1] M. Wilhelm, D. Krakowczyk, F. Trollmann, S Albayrak. eRing: multiple finger gesture recognition with one ring using an electric field, Proceedings of the 2nd international Workshop on Sensor-based Activity Recognition and Interaction, 2015
+#
+@problemName ERing
+@timeStamps false
+@missing false
+@univariate false
+@dimensions 4
+@equalLength true
+@seriesLength 65
+@classLabel true 1 2 3 4 5 6
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FreezerSmallTrain/FreezerSmallTrain_TRAIN.ts

@@ -0,0 +1,90 @@
+## Electrical Load Measurement dataset
+#
+#The collection of this data was part of the project titled Personalised Retrofit Decision Support Tools for UK Homes using Smart Home Technology (REFIT). The REFIT dataset includes data from 20 households from Loughborough area over the period 2013-2014 (see [1], [2]).
+#
+#We use data of freezers in House 1 to make two datasets. These two datasets share a same test set and only differ in the number of training instances. 
+#
+#There are two classes, one representing the power demand of the fridge freezer in the kitchen, the other representing the power demand of the (less frequently used) freezer in the garage. They are hard to tell apart globally but they differ locally. 
+#
+### FreezerRegularTrain
+#
+#Train size: 150
+#
+#Test size: 2850
+#
+#Missing value: No
+#
+#Number of classses: 2
+#
+#Time series length: 301
+#
+### FreezerSmallTrain
+#
+#Train size: 28
+#
+#Test size: 2850
+#
+#Missing value: No
+#
+#Number of classses: 2
+#
+#Time series length: 301
+#
+#We use data of House 20 to make one dataset. There are two classes. The first class is household aggregate usage of electricity. The second class is aggregate electricity load of Tumble Dryer and Washing Machine.
+#
+### HouseTwenty
+#
+#Train size: 34
+#
+#Test size: 101
+#
+#Missing value: No
+#
+#Number of classses: 2
+#
+#Time series length: 3000
+#
+#There is nothing to infer from the order of examples in the train and test set.
+#
+#Data created by David Murray et al. (see [2]). Data edited by Shaghayegh Gharghabi, Hoang Anh Dau and Eamonn Keogh.
+#
+#[1] http://www.refitsmarthomes.org/
+#
+#[2] Murray, David et al., "A data management platform for personalised real-time energy
+#feedback", Proceedings of the 8th International Conference on Engery Efficiency in Domestic Appliances and Lighting, 2015.
+@problemName FreezerSmallTrain
+@timeStamps false
+@missing false
+@univariate true
+@equalLength true
+@seriesLength 301
+@classLabel true 1 2
+@data
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