b6d009ea2f49a4915fecb289496c11ae6209c27e53d139aea253747b7fdf96e3
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- .gitattributes +3 -0
- classification/UCR/RacketSports/RacketSports_TEST.ts +0 -0
- classification/UCR/RacketSports/RacketSports_TRAIN.ts +0 -0
- classification/UCR/RefrigerationDevices/RefrigerationDevices_TEST.ts +0 -0
- classification/UCR/RefrigerationDevices/RefrigerationDevices_TRAIN.ts +0 -0
- classification/UCR/Rock/Rock_TEST.ts +0 -0
- classification/UCR/Rock/Rock_TRAIN.ts +0 -0
- classification/UCR/ScreenType/ScreenType_TEST.ts +0 -0
- classification/UCR/ScreenType/ScreenType_TRAIN.ts +0 -0
- classification/UCR/SelfRegulationSCP1/SelfRegulationSCP1_TEST.ts +0 -0
- classification/UCR/SelfRegulationSCP1/SelfRegulationSCP1_TRAIN.ts +0 -0
- classification/UCR/SelfRegulationSCP2/SelfRegulationSCP2_TEST.ts +0 -0
- classification/UCR/SelfRegulationSCP2/SelfRegulationSCP2_TRAIN.ts +0 -0
- classification/UCR/SemgHandGenderCh2/SemgHandGenderCh2_TEST.ts +0 -0
- classification/UCR/SemgHandGenderCh2/SemgHandGenderCh2_TRAIN.ts +0 -0
- classification/UCR/SemgHandMovementCh2/SemgHandMovementCh2_TEST.ts +0 -0
- classification/UCR/SemgHandMovementCh2/SemgHandMovementCh2_TRAIN.ts +0 -0
- classification/UCR/SemgHandSubjectCh2/SemgHandSubjectCh2_TEST.ts +0 -0
- classification/UCR/SemgHandSubjectCh2/SemgHandSubjectCh2_TRAIN.ts +0 -0
- classification/UCR/ShakeGestureWiimoteZ/ShakeGestureWiimoteZ_TEST.ts +163 -0
- classification/UCR/ShakeGestureWiimoteZ/ShakeGestureWiimoteZ_TRAIN.ts +163 -0
- classification/UCR/ShapeletSim/ShapeletSim_TEST.ts +0 -0
- classification/UCR/ShapeletSim/ShapeletSim_TRAIN.ts +0 -0
- classification/UCR/ShapesAll/ShapesAll_TEST.ts +0 -0
- classification/UCR/ShapesAll/ShapesAll_TRAIN.ts +0 -0
- classification/UCR/SmallKitchenAppliances/SmallKitchenAppliances_TEST.ts +0 -0
- classification/UCR/SmallKitchenAppliances/SmallKitchenAppliances_TRAIN.ts +0 -0
- classification/UCR/SmoothSubspace/SmoothSubspace_TEST.ts +184 -0
- classification/UCR/SmoothSubspace/SmoothSubspace_TRAIN.ts +184 -0
- classification/UCR/SonyAIBORobotSurface1/SonyAIBORobotSurface1_TEST.ts +0 -0
- classification/UCR/SonyAIBORobotSurface1/SonyAIBORobotSurface1_TRAIN.ts +32 -0
- classification/UCR/SonyAIBORobotSurface2/SonyAIBORobotSurface2_TEST.ts +0 -0
- classification/UCR/SonyAIBORobotSurface2/SonyAIBORobotSurface2_TRAIN.ts +35 -0
- classification/UCR/SpokenArabicDigits/SpokenArabicDigits_TEST.ts +0 -0
- classification/UCR/SpokenArabicDigits/SpokenArabicDigits_TRAIN.ts +3 -0
- classification/UCR/StandWalkJump/StandWalkJump_TEST.ts +0 -0
- classification/UCR/StandWalkJump/StandWalkJump_TRAIN.ts +0 -0
- classification/UCR/StarLightCurves/StarLightCurves_TEST.ts +3 -0
- classification/UCR/StarLightCurves/StarLightCurves_TRAIN.ts +3 -0
- classification/UCR/Strawberry/Strawberry_TEST.ts +0 -0
- classification/UCR/Strawberry/Strawberry_TRAIN.ts +0 -0
- classification/UCR/SwedishLeaf/SwedishLeaf_TEST.ts +0 -0
- classification/UCR/SwedishLeaf/SwedishLeaf_TRAIN.ts +0 -0
- classification/UCR/Symbols/Symbols_TEST.ts +0 -0
- classification/UCR/Symbols/Symbols_TRAIN.ts +0 -0
- classification/UCR/SyntheticControl/SyntheticControl_TEST.ts +0 -0
- classification/UCR/SyntheticControl/SyntheticControl_TRAIN.ts +0 -0
- classification/UCR/ToeSegmentation1/ToeSegmentation1_TEST.ts +0 -0
- classification/UCR/ToeSegmentation1/ToeSegmentation1_TRAIN.ts +0 -0
- classification/UCR/ToeSegmentation2/ToeSegmentation2_TEST.ts +0 -0
.gitattributes
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@@ -87,3 +87,6 @@ classification/UCR/PEMS-SF/PEMS-SF_TRAIN.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/Phoneme/Phoneme_TEST.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/PhonemeSpectra/PhonemeSpectra_TEST.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/PhonemeSpectra/PhonemeSpectra_TRAIN.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/Phoneme/Phoneme_TEST.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/PhonemeSpectra/PhonemeSpectra_TEST.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/PhonemeSpectra/PhonemeSpectra_TRAIN.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/SpokenArabicDigits/SpokenArabicDigits_TRAIN.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/StarLightCurves/StarLightCurves_TEST.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/StarLightCurves/StarLightCurves_TRAIN.ts filter=lfs diff=lfs merge=lfs -text
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classification/UCR/RacketSports/RacketSports_TEST.ts
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classification/UCR/RacketSports/RacketSports_TRAIN.ts
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classification/UCR/RefrigerationDevices/RefrigerationDevices_TEST.ts
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classification/UCR/RefrigerationDevices/RefrigerationDevices_TRAIN.ts
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classification/UCR/Rock/Rock_TEST.ts
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classification/UCR/Rock/Rock_TRAIN.ts
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classification/UCR/ScreenType/ScreenType_TEST.ts
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classification/UCR/ScreenType/ScreenType_TRAIN.ts
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classification/UCR/SelfRegulationSCP1/SelfRegulationSCP1_TEST.ts
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classification/UCR/SelfRegulationSCP1/SelfRegulationSCP1_TRAIN.ts
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classification/UCR/SelfRegulationSCP2/SelfRegulationSCP2_TEST.ts
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classification/UCR/SelfRegulationSCP2/SelfRegulationSCP2_TRAIN.ts
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classification/UCR/SemgHandGenderCh2/SemgHandGenderCh2_TEST.ts
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classification/UCR/SemgHandGenderCh2/SemgHandGenderCh2_TRAIN.ts
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classification/UCR/SemgHandMovementCh2/SemgHandMovementCh2_TEST.ts
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classification/UCR/SemgHandMovementCh2/SemgHandMovementCh2_TRAIN.ts
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classification/UCR/SemgHandSubjectCh2/SemgHandSubjectCh2_TEST.ts
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classification/UCR/SemgHandSubjectCh2/SemgHandSubjectCh2_TRAIN.ts
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classification/UCR/ShakeGestureWiimoteZ/ShakeGestureWiimoteZ_TEST.ts
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1 |
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## GestureWiimote
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#
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#The original data include 10 subjects, each perform 10 gestures 10 times. The gesture acquisition device is a Nintendo Wiimote remote controller with built-in three-axis accelerometer. Time series are of different lengths. There is no missing values.
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#
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#The gestures are (class label. original label - English translation):
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#1. poteg – pick-up
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#2. shake – shake
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#3. desno – one move to the right
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#4. levo – one move to the left
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#5. gor – one move to up
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#6. dol – one move to down
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#7. kroglevo – one left circle
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#8. krogdesno – one right circle
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#9. suneknot – one move toward the screen
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#10. sunekven – one move away from the screen
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#
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#We make five datasets out of these data.
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#
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### AllGestureWiimoteX
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#
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#Data is acceleration in x-axis dimension. Each subject performs a set of gestures multiple times. Classes are based on gestures (see class labels above).
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#
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#- Train size: 300
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#
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#- Test size: 700
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#
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#- Missing value: No
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#
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#- Number of classses: 10
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#
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#- Time series length: Vary
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#
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#Each time series is padded with NaN to the length of the longest time series in the dataset.
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#
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### AllGestureWiimoteY
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#
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#Data is acceleration in y-axis dimension. Each subject performs a set of gestures multiple times. Classes are based on gestures (see class labels above).
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#
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#- Train size: 300
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#
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#- Test size: 700
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#
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#- Missing value: No
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#
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#- Number of classses: 10
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#
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#- Time series length: Vary
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#
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#Each time series is padded with NaN to the length of the longest time series in the dataset.
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#
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### AllGestureWiimoteZ
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#
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#Data is acceleration in z-axis dimension. Classes are based on gestures (see class labels above).
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#
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#- Train size: 300
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#
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#- Test size: 700
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#
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#- Missing value: No
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+
#
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#- Number of classses: 10
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+
#
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+
#- Time series length: Vary
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#
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#Each time series is padded with NaN to the length of the longest time series in the dataset.
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#
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+
### PickupGestureWiimoteZ
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#
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#Data is acceleration in z-axis dimension. Each subject performs "pick-up" gesture multiple times. Classes are based on subject.
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#
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#- Train size: 50
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+
#
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#- Test size: 50
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+
#
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#- Missing value: No
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+
#
|
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+
#- Number of classses: 10
|
78 |
+
#
|
79 |
+
#- Time series length: Vary
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+
#
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#Each time series is padded with NaN to the length of the longest time series in the dataset.
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+
#
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83 |
+
### ShakeGestureWiimoteZ
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#
|
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#Data is acceleration in z-axis dimension. Each subject performs "shake" gesture multiple times. Classes are based on subject.
|
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+
#
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#- Train size: 50
|
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+
#
|
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+
#- Test size: 50
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+
#
|
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+
#- Missing value: No
|
92 |
+
#
|
93 |
+
#- Number of classses: 10
|
94 |
+
#
|
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+
#- Time series length: Vary
|
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+
#
|
97 |
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#There is nothing to infer from the order of examples in the train and test set.
|
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+
#
|
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+
#Each time series is padded with NaN to the length of the longest time series in the dataset.
|
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+
#
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#Note that data are shuffled and randomly sampled so that instances across datasets do not sychronized by dimension or subject.
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#
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#Data created by Guna Jože et al. (see [1]). Data edited by Hoang Anh Dau.
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#
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#[1] Guna, Jože, Iztok Humar, and Matevž Pogačnik. "Intuitive gesture based user identification system." Telecommunications and Signal Processing (TSP), 2012 35th International Conference on. IEEE, 2012.
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#
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@problemName ShakeGestureWiimoteZ
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@timeStamps false
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@missing false
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@univariate true
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@equalLength false
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@classLabel true 1 2 3 4 5 6 7 8 9 10
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@data
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|
classification/UCR/ShakeGestureWiimoteZ/ShakeGestureWiimoteZ_TRAIN.ts
ADDED
@@ -0,0 +1,163 @@
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1 |
+
## GestureWiimote
|
2 |
+
#
|
3 |
+
#The original data include 10 subjects, each perform 10 gestures 10 times. The gesture acquisition device is a Nintendo Wiimote remote controller with built-in three-axis accelerometer. Time series are of different lengths. There is no missing values.
|
4 |
+
#
|
5 |
+
#The gestures are (class label. original label - English translation):
|
6 |
+
#1. poteg – pick-up
|
7 |
+
#2. shake – shake
|
8 |
+
#3. desno – one move to the right
|
9 |
+
#4. levo – one move to the left
|
10 |
+
#5. gor – one move to up
|
11 |
+
#6. dol – one move to down
|
12 |
+
#7. kroglevo – one left circle
|
13 |
+
#8. krogdesno – one right circle
|
14 |
+
#9. suneknot – one move toward the screen
|
15 |
+
#10. sunekven – one move away from the screen
|
16 |
+
#
|
17 |
+
#We make five datasets out of these data.
|
18 |
+
#
|
19 |
+
### AllGestureWiimoteX
|
20 |
+
#
|
21 |
+
#Data is acceleration in x-axis dimension. Each subject performs a set of gestures multiple times. Classes are based on gestures (see class labels above).
|
22 |
+
#
|
23 |
+
#- Train size: 300
|
24 |
+
#
|
25 |
+
#- Test size: 700
|
26 |
+
#
|
27 |
+
#- Missing value: No
|
28 |
+
#
|
29 |
+
#- Number of classses: 10
|
30 |
+
#
|
31 |
+
#- Time series length: Vary
|
32 |
+
#
|
33 |
+
#Each time series is padded with NaN to the length of the longest time series in the dataset.
|
34 |
+
#
|
35 |
+
### AllGestureWiimoteY
|
36 |
+
#
|
37 |
+
#Data is acceleration in y-axis dimension. Each subject performs a set of gestures multiple times. Classes are based on gestures (see class labels above).
|
38 |
+
#
|
39 |
+
#- Train size: 300
|
40 |
+
#
|
41 |
+
#- Test size: 700
|
42 |
+
#
|
43 |
+
#- Missing value: No
|
44 |
+
#
|
45 |
+
#- Number of classses: 10
|
46 |
+
#
|
47 |
+
#- Time series length: Vary
|
48 |
+
#
|
49 |
+
#Each time series is padded with NaN to the length of the longest time series in the dataset.
|
50 |
+
#
|
51 |
+
### AllGestureWiimoteZ
|
52 |
+
#
|
53 |
+
#Data is acceleration in z-axis dimension. Classes are based on gestures (see class labels above).
|
54 |
+
#
|
55 |
+
#- Train size: 300
|
56 |
+
#
|
57 |
+
#- Test size: 700
|
58 |
+
#
|
59 |
+
#- Missing value: No
|
60 |
+
#
|
61 |
+
#- Number of classses: 10
|
62 |
+
#
|
63 |
+
#- Time series length: Vary
|
64 |
+
#
|
65 |
+
#Each time series is padded with NaN to the length of the longest time series in the dataset.
|
66 |
+
#
|
67 |
+
### PickupGestureWiimoteZ
|
68 |
+
#
|
69 |
+
#Data is acceleration in z-axis dimension. Each subject performs "pick-up" gesture multiple times. Classes are based on subject.
|
70 |
+
#
|
71 |
+
#- Train size: 50
|
72 |
+
#
|
73 |
+
#- Test size: 50
|
74 |
+
#
|
75 |
+
#- Missing value: No
|
76 |
+
#
|
77 |
+
#- Number of classses: 10
|
78 |
+
#
|
79 |
+
#- Time series length: Vary
|
80 |
+
#
|
81 |
+
#Each time series is padded with NaN to the length of the longest time series in the dataset.
|
82 |
+
#
|
83 |
+
### ShakeGestureWiimoteZ
|
84 |
+
#
|
85 |
+
#Data is acceleration in z-axis dimension. Each subject performs "shake" gesture multiple times. Classes are based on subject.
|
86 |
+
#
|
87 |
+
#- Train size: 50
|
88 |
+
#
|
89 |
+
#- Test size: 50
|
90 |
+
#
|
91 |
+
#- Missing value: No
|
92 |
+
#
|
93 |
+
#- Number of classses: 10
|
94 |
+
#
|
95 |
+
#- Time series length: Vary
|
96 |
+
#
|
97 |
+
#There is nothing to infer from the order of examples in the train and test set.
|
98 |
+
#
|
99 |
+
#Each time series is padded with NaN to the length of the longest time series in the dataset.
|
100 |
+
#
|
101 |
+
#Note that data are shuffled and randomly sampled so that instances across datasets do not sychronized by dimension or subject.
|
102 |
+
#
|
103 |
+
#Data created by Guna Jože et al. (see [1]). Data edited by Hoang Anh Dau.
|
104 |
+
#
|
105 |
+
#[1] Guna, Jože, Iztok Humar, and Matevž Pogačnik. "Intuitive gesture based user identification system." Telecommunications and Signal Processing (TSP), 2012 35th International Conference on. IEEE, 2012.
|
106 |
+
#
|
107 |
+
@problemName ShakeGestureWiimoteZ
|
108 |
+
@timeStamps false
|
109 |
+
@missing false
|
110 |
+
@univariate true
|
111 |
+
@equalLength false
|
112 |
+
@classLabel true 1 2 3 4 5 6 7 8 9 10
|
113 |
+
@data
|
114 |
+
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115 |
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|
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160 |
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0.846,1.0,1.0,1.0,0.923,0.923,0.846,0.808,0.808,0.769,0.846,0.885,0.923,0.923,0.923,0.885,0.885,0.885,0.962,1.115,1.115,1.308,1.538,1.615,1.5,1.192,1.192,0.846,0.615,0.5,0.423,0.423,0.5,0.577,0.577,0.654,0.731,0.846,1.0,1.0,1.077,1.038,0.923,0.769,0.615,0.654,0.654,0.731,0.846,1.0,1.154,1.269,1.269,1.346,1.423,1.615,1.731,1.577,1.577,1.192,0.769,0.615,0.577,0.462,0.423,0.538,0.538,0.923,1.192,1.308,1.308,1.154,0.885,0.885,0.769,0.885,0.923,1.0,1.038,1.115,1.115,1.192,1.346,1.346,1.115,0.846,0.846,0.538,0.423,0.385,0.5,0.615,0.615,0.615,0.692,0.808,1.0,1.077,1.115,1.115,0.846,0.462,0.346,0.462,0.731,0.731,0.885,1.038,1.192,1.231,1.308,1.308,1.038,0.731,0.346,0.115,0.0,0.0,0.115,0.346,0.808,1.192,1.615,2.0,2.0,2.192,2.192,2.038,1.731,1.731,1.346,1.077,1.077,1.154,1.346,1.538,1.538,1.692,1.577,1.231,0.731,0.346,0.346,0.192,0.231,0.346,0.538,0.654,0.846,0.846,1.0,1.077,1.038,1.0,1.0,0.962,0.962,0.923,0.885,0.923,0.962,0.962,0.962,1.0,1.038,1.0,0.962:10
|
161 |
+
0.346,0.5,0.577,0.654,0.654,0.692,0.692,0.846,1.0,1.115,1.231,1.308,1.308,1.308,1.308,1.308,1.308,1.308,1.308,1.346,1.346,1.346,1.346,1.231,1.115,1.115,0.923,0.654,0.423,0.231,0.154,0.154,0.192,0.308,0.692,1.154,1.538,1.538,1.692,1.462,0.923,0.462,0.423,0.654,0.654,0.808,1.0,1.231,1.462,1.769,1.654,1.654,1.154,0.808,0.692,0.615,0.462,0.269,0.038,0.038,0.0,0.615,1.538,1.885,1.654,1.038,1.038,0.885,1.154,1.269,1.231,1.192,1.192,1.346,1.423,1.115,0.692,0.423,0.423,0.269,0.154,0.038,-0.038,-0.038,-0.038,0.038,0.308,0.577,0.731,0.846,0.846,0.923,1.038,1.192,1.308,1.346,1.346,1.269,1.115,0.962,0.885,0.885,0.846:10
|
162 |
+
0.808,0.885,0.885,0.962,1.038,0.923,0.885,0.808,0.731,0.731,0.692,0.692,0.731,0.846,1.038,1.038,1.115,1.038,1.038,1.0,1.0,0.962,0.962,0.962,1.0,1.038,1.038,0.923,0.577,0.231,0.231,0.038,0.077,0.231,0.269,0.308,0.308,0.308,0.423,0.654,1.154,1.769,2.115,2.115,2.115,1.692,1.346,1.231,1.231,1.308,1.308,1.308,1.231,1.115,1.038,1.0,0.885,0.654,0.385,0.385,0.154,0.0,-0.115,-0.154,-0.154,-0.154,-0.038,0.269,0.769,1.577,2.192,2.192,2.231,1.962,1.577,1.423,1.462,1.462,1.346,1.192,1.192,1.0,0.846,0.654,0.423,0.115,0.115,-0.115,-0.192,-0.192,-0.115,0.0,0.0,0.077,0.231,0.423,0.615,0.615,0.885,1.346,1.654,1.731,1.615,1.269,1.269,0.962,0.731,0.654,0.654,0.731,0.731,0.962,1.269,1.5:10
|
163 |
+
0.385,0.385,0.269,0.577,0.769,0.923,0.923,1.038,1.192,1.346,1.385,1.346,1.346,1.231,1.231,1.154,1.0,0.808,0.654,0.654,0.538,0.423,0.308,0.231,0.269,0.269,0.385,0.731,0.731,0.962,1.154,1.5,1.692,1.692,1.538,1.538,1.346,1.346,1.346,1.346,1.269,1.154,1.115,1.115,0.923,0.654,0.385,0.115,-0.077,-0.269,-0.269,-0.231,0.038,0.385,0.923,1.423,1.731,1.962,1.962,2.115,2.154,2.154,1.923,1.923,1.615,1.385,1.192,0.923,0.538,0.538,0.192,0.0,-0.038,0.077,0.231,0.231,0.423,0.692,0.962,1.269,1.269,1.577,1.846,2.038,2.115,2.0,2.0,1.654,1.346,1.038,0.808,0.692,0.692,0.731,0.769:10
|
classification/UCR/ShapeletSim/ShapeletSim_TEST.ts
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classification/UCR/ShapeletSim/ShapeletSim_TRAIN.ts
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classification/UCR/ShapesAll/ShapesAll_TEST.ts
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classification/UCR/ShapesAll/ShapesAll_TRAIN.ts
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classification/UCR/SmallKitchenAppliances/SmallKitchenAppliances_TEST.ts
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classification/UCR/SmallKitchenAppliances/SmallKitchenAppliances_TRAIN.ts
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classification/UCR/SmoothSubspace/SmoothSubspace_TEST.ts
ADDED
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|
1 |
+
## SmoothSubspace dataset
|
2 |
+
#
|
3 |
+
#The data was originally intended for testing whether a clustering algorithm is able to extract smooth subspaces for clustering time series data [1].
|
4 |
+
#
|
5 |
+
#There are 3 classes corresponding to which cluster the time series belong to. Each time series contain a continuous subspace spanning over 5 continuous time stamps.
|
6 |
+
#- For cluster 1, it is from time stamp 1-5
|
7 |
+
#- For cluster 2, it is from time stamp 6-10
|
8 |
+
#- For cluster 3, it is from time stamp 11-15.
|
9 |
+
#
|
10 |
+
#The rest of the time series are randomly generated.
|
11 |
+
#
|
12 |
+
#Train size: 150
|
13 |
+
#
|
14 |
+
#Test size: 150
|
15 |
+
#
|
16 |
+
#Missing value: No
|
17 |
+
#
|
18 |
+
#Number of classses: 3
|
19 |
+
#
|
20 |
+
#Time series length: 15
|
21 |
+
#
|
22 |
+
#There is nothing to infer from the order of examples in the train and test set.
|
23 |
+
#
|
24 |
+
#Data created by Xiaohui Huang et al. (see [1]). Data edited by Hoang Anh Dau.
|
25 |
+
#
|
26 |
+
#[1] Huang, Xiaohui, et al. "Time series k-means: A new k-means type smooth subspace clustering for time series data." Information Sciences 367 (2016): 1-13.
|
27 |
+
@problemName SmoothSubspace
|
28 |
+
@timeStamps false
|
29 |
+
@missing false
|
30 |
+
@univariate true
|
31 |
+
@equalLength true
|
32 |
+
@seriesLength 15
|
33 |
+
@classLabel true 1 2 3
|
34 |
+
@data
|
35 |
+
0.54741978,0.6073075,0.74759471,0.47154546,0.64032735,0.74125794,0.84485567,0.13412293,0.40531542,0.2404784,0.57549486,0.39085475,0.8936327,0.834369,0.86371087:1
|
36 |
+
0.41326606,0.65625952,0.61203598,0.53795802,0.65735413,0.98891162,0.330829,0.65381202,0.9828352,0.14218716,0.37818614,0.97295833,0.97178599,0.96605275,0.11920726:1
|
37 |
+
0.48782795,0.6111064,0.74180341,0.49415849,0.62960119,0.48485333,0.12085957,0.1841941,0.23737302,0.95693592,0.81311281,0.90636432,0.79468216,0.39002651,0.22868758:1
|
38 |
+
0.49081424,0.68803294,0.69542232,0.54236729,0.60208492,0.49517702,0.33293628,0.051331886,0.70671522,0.63566139,0.41342729,0.83672278,0.93350161,0.93111163,0.40138685:1
|
39 |
+
0.64147185,0.61529382,0.72069727,0.52980785,0.63777124,0.10579827,0.90085249,0.76395708,0.3691988,0.29414863,0.95738402,0.82964339,0.97480167,0.5988681,0.42645554:1
|
40 |
+
0.5137835,0.65800716,0.78760509,0.45920629,0.62547984,0.18971041,0.46706819,0.072885299,0.55778897,0.95089442,0.21773207,0.13860172,0.66846427,0.19078465,0.83336356:1
|
41 |
+
0.51236655,0.66630314,0.72445814,0.49250513,0.58357213,0.6966672,0.44602665,0.11035348,0.39679932,0.2241715,0.84321334,0.35314181,0.81095003,0.53188917,0.42939734:1
|
42 |
+
0.51864293,0.61071745,0.72654971,0.5403867,0.63387335,0.39470748,0.18907217,0.10166939,0.93375985,0.66598722,0.066946258,0.61833738,0.54366323,0.81468169,0.43517555:1
|
43 |
+
0.55803051,0.75129998,0.71409679,0.45995922,0.62395947,0.94930391,0.082071207,0.010336618,0.0078202936,0.92367561,0.67664468,0.69474323,0.55984071,0.30172678,0.58560913:1
|
44 |
+
0.49984726,0.57139224,0.70380925,0.55338867,0.53993005,0.44837291,0.58598704,0.35963491,0.36765292,0.33531133,0.37356381,0.18222751,0.12202052,0.20567234,0.45421237:1
|
45 |
+
0.44229415,0.62326145,0.73961735,0.46379269,0.56489342,0.82172118,0.12393228,0.63107,0.67329491,0.80920385,0.13786899,0.83522051,0.50388777,0.51536722,0.14315602:1
|
46 |
+
0.4927517,0.63120249,0.66928938,0.47777068,0.65492757,0.76350464,0.66641622,0.52188567,0.086666547,0.45259254,0.64011655,0.4897638,0.25784617,0.76258554,0.77555464:1
|
47 |
+
0.53062635,0.56899358,0.69849827,0.57694792,0.56000669,0.79040722,0.94793312,0.74631343,0.092352339,0.020535775,0.94557919,0.4923451,0.021555887,0.32421992,0.50784883:1
|
48 |
+
0.44732496,0.58509182,0.74931938,0.41273133,0.64462556,0.42992141,0.49035729,0.089891651,0.42956446,0.74861887,0.21780159,0.3224604,0.64680967,0.65753054,0.55937057:1
|
49 |
+
0.55766328,0.52486821,0.73291739,0.53623671,0.59274708,0.33085788,0.69516304,0.29824397,0.76895826,0.95345707,0.53413757,0.64647743,0.47062472,0.54655379,0.097697918:1
|
50 |
+
0.46965547,0.62756452,0.7280581,0.45756272,0.70049207,0.92960887,0.34787919,0.72272454,0.25779225,0.99700327,0.0098022523,0.87704872,0.93372566,0.81942224,0.086815101:1
|
51 |
+
0.53873715,0.67304769,0.69239977,0.39681723,0.62177445,0.36581618,0.24673453,0.056704689,0.20602786,0.29922502,0.08750035,0.099095282,0.26843882,0.89965099,0.3863899:1
|
52 |
+
0.52013122,0.66196816,0.68092571,0.50803167,0.59950185,0.99370462,0.22784294,0.41452254,0.08623453,0.35077674,0.57102587,0.23644493,0.019257477,0.91371168,0.56205605:1
|
53 |
+
0.50686795,0.62399861,0.72645931,0.51916066,0.51290205,0.1970538,0.44518317,0.76142589,0.037234634,0.036563018,0.62593763,0.74982221,0.74901847,0.39813088,0.51699676:1
|
54 |
+
0.45981736,0.65100301,0.69129154,0.54704764,0.61086044,0.27027042,0.53580106,0.50542814,0.27293879,0.6797339,0.8990049,0.39828223,0.26909154,0.39582223,0.10801669:1
|
55 |
+
0.55886781,0.59554855,0.74487819,0.45776369,0.66274751,0.7550771,0.64031183,0.82580886,0.69643299,0.41509339,0.35445573,0.36063657,0.78029582,0.060466772,0.5051331:1
|
56 |
+
0.44854679,0.61031232,0.77800304,0.47961427,0.58196452,0.37739554,0.41702895,0.33809772,0.12533218,0.18073776,0.41062909,0.75650954,0.66851221,0.084247052,0.27142162:1
|
57 |
+
0.49887528,0.70134883,0.6036858,0.4180568,0.57714701,0.58279097,0.054239484,0.11749285,0.07399477,0.65245107,0.922332,0.44944356,0.48454827,0.2020751,0.25728278:1
|
58 |
+
0.49092765,0.61190023,0.77468641,0.49024724,0.64127701,0.35922821,0.20549417,0.3073669,0.65549804,0.17500974,0.80209144,0.91749383,0.80037209,0.43782018,0.15250064:1
|
59 |
+
0.50149744,0.57603968,0.6497472,0.58181501,0.68981334,0.70404743,0.63519792,0.33209283,0.26617884,0.51655821,0.018177534,0.93602733,0.71567807,0.24622811,0.61739017:1
|
60 |
+
0.57491901,0.62667399,0.71197122,0.47496675,0.54764784,0.26214532,0.61471342,0.053754392,0.60353344,0.10592042,0.22771283,0.81160258,0.7201658,0.71379558,0.57161573:1
|
61 |
+
0.54743052,0.64167554,0.69545461,0.49828797,0.62001026,0.88428102,0.063404501,0.55666983,0.14202725,0.22866948,0.60263822,0.23038307,0.54915809,0.55354157,0.65591382:1
|
62 |
+
0.53783122,0.67695453,0.73998816,0.59689327,0.60410207,0.13629255,0.30130606,0.79896028,0.077346808,0.85226389,0.88654386,0.73105083,0.59318458,0.81864074,0.44384584:1
|
63 |
+
0.53657486,0.7704004,0.67478933,0.45225282,0.58934951,0.19202835,0.89075212,0.67539118,0.22895325,0.42433478,0.66061682,0.55729516,0.88415306,0.12281499,0.7842326:1
|
64 |
+
0.57963152,0.61833913,0.71617727,0.4727735,0.5580634,0.391183,0.87392741,0.77724054,0.60985717,0.52504516,0.041819864,0.97912913,0.13872464,0.72234851,0.766682:1
|
65 |
+
0.49172078,0.61376145,0.83947228,0.50867985,0.56434905,0.8085141,0.56497957,0.10915421,0.77272213,0.39888075,0.93966101,0.61947156,0.78811343,0.13433834,0.98696827:1
|
66 |
+
0.46363586,0.52240919,0.7501711,0.56026809,0.57784393,0.67143114,0.48429651,0.29993699,0.091498731,0.45788633,0.61727923,0.10153389,0.68622346,0.69480519,0.015644693:1
|
67 |
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0.57385962,0.56460773,0.71554876,0.54428636,0.55917033,0.97274085,0.72975186,0.90515356,0.55177853,0.74254537,0.34743765,0.044165572,0.12165845,0.6642799,0.94521349:1
|
68 |
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0.44560236,0.61523894,0.7267769,0.47508529,0.5831567,0.14760822,0.025228181,0.79835086,0.16620356,0.06001882,0.30891459,0.3661568,0.65385059,0.89786568,0.39017594:1
|
69 |
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0.55473465,0.61137653,0.70576861,0.52299655,0.61946588,0.53034422,0.58009037,0.73626746,0.10060632,0.31752058,0.80055866,0.21014564,0.3423735,0.89619886,0.45938005:1
|
70 |
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0.47221991,0.55839978,0.744353,0.42953025,0.59534647,0.86198048,0.93120138,0.78137705,0.12649987,0.4400356,0.68017837,0.35686899,0.59752658,0.97422163,0.59048318:1
|
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|
146 |
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0.748747,0.013794557,0.068027694,0.10512413,0.91960325,0.20603738,0.35462285,0.75415259,0.97111066,0.46935931,0.83252027,0.80991841,0.94226161,0.79735148,0.88873344:3
|
147 |
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0.61009225,0.59819453,0.57461656,0.99537381,0.50577556,0.33968781,0.88632811,0.19880716,0.5172544,0.70963886,0.84967706,0.74710323,0.87185016,0.91807121,0.85958516:3
|
148 |
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0.54327024,0.3864228,0.40296991,0.13343177,0.11381718,0.60253726,0.81652697,0.98545695,0.8964049,0.9553721,0.88901231,0.7299261,0.83919386,0.86260084,0.9026457:3
|
149 |
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0.0478438,0.30080909,0.57424955,0.50341384,0.4113081,0.28559171,0.98856789,0.67533033,0.21376352,0.21460971,0.89680377,0.68064078,0.87941833,0.89891278,0.9374386:3
|
150 |
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0.36831104,0.30440358,0.34210517,0.46329488,0.089569403,0.70811338,0.54645258,0.96166308,0.37533228,0.92801086,0.96457529,0.67684477,0.89345628,0.89071269,0.93701288:3
|
151 |
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0.93820041,0.89596983,0.53168531,0.95190651,0.66889569,0.78108452,0.040156385,0.56287923,0.3424214,0.88373732,0.93683394,0.74297519,0.8642729,0.88758121,0.8944654:3
|
152 |
+
0.48250662,0.38056017,0.56662058,0.67772491,0.58617767,0.036759737,0.46390919,0.33541992,0.10793525,0.0050288833,0.99543943,0.66504896,0.88613375,0.84559397,0.93009084:3
|
153 |
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0.93668361,0.72284357,0.7938776,0.9811757,0.26286081,0.084626639,0.68023639,0.60725739,0.14863255,0.37715925,0.92973373,0.66505964,0.95556414,0.8515087,0.96203602:3
|
154 |
+
0.13203882,0.99038528,0.069973149,0.3471863,0.65684648,0.57025587,0.72359591,0.21990078,0.63286879,0.43794656,0.93201809,0.78983392,0.83773461,0.83861513,0.89238394:3
|
155 |
+
0.20518125,0.71176376,0.12026277,0.23492644,0.71271092,0.093624528,0.63345504,0.54847192,0.71155643,0.27145292,0.78785486,0.73731192,0.87520472,0.88351885,0.92206861:3
|
156 |
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0.75285784,0.85180595,0.053575171,0.56323762,0.53999609,0.42174648,0.3991934,0.99977312,0.0021220248,0.25940116,0.91093931,0.7708382,0.89797983,0.78657054,0.9266982:3
|
157 |
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0.75897416,0.11356634,0.20350405,0.060950222,0.22165275,0.055848321,0.58229481,0.96647199,0.82381657,0.75978347,0.81332703,0.75847541,0.88986081,0.912228,0.91996507:3
|
158 |
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0.73825699,0.79814171,0.4128044,0.91053578,0.82898189,0.79681579,0.6861816,0.74455771,0.29810486,0.79104032,1.0075657,0.66113673,0.92812803,0.77781906,0.86851191:3
|
159 |
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0.9522051,0.24895228,0.54697709,0.7174696,0.79675142,0.91892249,0.84483345,0.63057279,0.86233921,0.42706235,0.83543068,0.75671138,0.86252059,0.81534046,0.95549506:3
|
160 |
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0.44293467,0.94602038,0.19915718,0.56835392,0.4646994,0.58446484,0.11628753,0.32677374,0.46540342,0.80861251,0.79394752,0.75809114,0.85922426,0.85127514,0.85576573:3
|
161 |
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0.62042519,0.19002548,0.52112205,0.076272889,0.83130168,0.20379685,0.23337541,0.1766612,0.77714644,0.38786289,0.83178732,0.72566459,0.93881076,0.82054483,0.8438545:3
|
162 |
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0.2418723,0.3567872,0.92884514,0.70089217,0.052305221,0.67115104,0.12826506,0.86872654,0.16356616,0.032335553,0.81039066,0.7251233,1.0135466,0.78885266,0.86246639:3
|
163 |
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0.094807682,0.77723243,0.32977967,0.86098152,0.19569573,0.096226761,0.51266553,0.42431077,0.15134056,0.60447846,0.89610063,0.6906238,0.99679121,0.92014125,0.84391352:3
|
164 |
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0.31175495,0.74084363,0.57677586,0.53124287,0.57507827,0.64507233,0.69530681,0.43992312,0.74655143,0.92685957,0.86540414,0.75519127,0.87106454,0.93255596,1.0087594:3
|
165 |
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0.59704523,0.18675954,0.77499418,0.7680579,0.095945002,0.95914134,0.22604544,0.42548312,0.76629936,0.52231478,1.0090483,0.79500572,0.98664189,0.78848233,0.89494067:3
|
166 |
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0.56085674,0.28807064,0.97643856,0.27821104,0.32617617,0.048602298,0.39909391,0.24350437,0.46462777,0.90913902,0.85919145,0.75628946,0.99653718,0.84082339,0.97386217:3
|
167 |
+
0.99334276,0.91287543,0.81377958,0.44087647,0.93927374,0.13821634,0.3390898,0.8062926,0.12609883,0.92573618,0.86879919,0.73228481,0.87701473,0.89013216,0.90317649:3
|
168 |
+
0.87618434,0.039022977,0.33461939,0.83251332,0.95805948,0.2438731,0.75708394,0.53511727,0.93755924,0.44787273,0.85696494,0.72907949,0.86613055,0.84662443,0.95371975:3
|
169 |
+
0.30807691,0.62563639,0.68712911,0.15840608,0.48998367,0.99499026,0.88045693,0.18838954,0.85984571,0.053000053,0.91047571,0.71475594,0.95473848,0.93203769,0.91202135:3
|
170 |
+
0.68039499,0.35456934,0.88990423,0.36322862,0.1226239,0.40153635,0.097281349,0.13492064,0.1792095,0.11549381,0.81552482,0.71335044,0.92930239,0.87537862,1.0170292:3
|
171 |
+
0.16923796,0.95119709,0.098756312,0.72937194,0.16264302,0.61553188,0.23680481,0.55348342,0.52507308,0.99130692,0.94719848,0.71728542,0.85193671,0.84276889,0.87890248:3
|
172 |
+
0.73071802,0.054188841,0.9122189,0.58736174,0.81950887,0.98099711,0.32456201,0.40029288,0.13886484,0.47910978,0.93202052,0.69262161,0.97544209,0.88308159,0.93173515:3
|
173 |
+
0.4794191,0.55049535,0.68757925,0.33771199,0.52292776,0.073094306,0.21408145,0.64207942,0.22930625,0.10166243,0.88767509,0.76689296,0.84680103,0.87328724,0.98872162:3
|
174 |
+
0.45096349,0.51106409,0.20423567,0.66083609,0.89511815,0.3845822,0.83286482,0.61354588,0.49672068,0.94490865,0.86334314,0.74106163,0.94698386,0.83225718,0.89689413:3
|
175 |
+
0.37471114,0.0060109731,0.52085048,0.59708292,0.21377757,0.40438386,0.54369499,0.11897538,0.47523516,0.81102022,0.88326701,0.72133172,0.90508475,0.79095122,0.80772381:3
|
176 |
+
0.30429847,0.49740828,0.8423879,0.12501438,0.38064229,0.95058159,0.38204092,0.59356077,0.53077814,0.8818992,0.9491758,0.68817746,0.80807948,0.84207723,0.94759622:3
|
177 |
+
0.51336399,0.70870462,0.064931535,0.26221899,0.74766998,0.38333993,0.72592766,0.8210194,0.43675193,0.49231313,0.89770598,0.77340123,0.87669354,0.85264874,0.91090292:3
|
178 |
+
0.032632572,0.034630061,0.4967222,0.16688971,0.7794895,0.96174561,0.79536157,0.22665314,0.95751435,0.207912,0.78668592,0.74863005,0.81069107,0.85961909,0.98763352:3
|
179 |
+
0.44273998,0.92586854,0.81131916,0.80583826,0.92583799,0.47212287,0.57054822,0.95713916,0.17889923,0.78251578,0.87473639,0.80074435,0.81614026,0.80690351,0.92617417:3
|
180 |
+
0.47587902,0.59323579,0.32990398,0.53825033,0.15555259,0.80223702,0.6556931,0.90941148,0.50508608,0.8311115,0.85319596,0.70786862,0.87961135,0.89232185,0.91633642:3
|
181 |
+
0.89559653,0.45299861,0.78296819,0.85971704,0.5827812,0.25150379,0.86133475,0.57083663,0.97570713,0.70544119,0.85416668,0.77149292,0.91206823,0.73331183,0.79050158:3
|
182 |
+
0.26117617,0.60896146,0.31920578,0.45897387,0.7714783,0.23351581,0.083582114,0.11192264,0.34931954,0.99390364,0.90479147,0.7566711,0.8996626,0.81761671,0.87107807:3
|
183 |
+
0.33195802,0.45112379,0.86513265,0.90309761,0.95484731,0.95356905,0.49266691,0.70300439,0.025692285,0.039603847,0.80069443,0.75087342,0.95223482,0.80466262,0.87575264:3
|
184 |
+
0.84408072,0.73837651,0.97614654,0.60816099,0.22734148,0.20991508,0.17869903,0.55935707,0.86134818,0.10532018,0.85889568,0.79781417,0.9333828,0.91627555,0.90414234:3
|
classification/UCR/SmoothSubspace/SmoothSubspace_TRAIN.ts
ADDED
@@ -0,0 +1,184 @@
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|
1 |
+
## SmoothSubspace dataset
|
2 |
+
#
|
3 |
+
#The data was originally intended for testing whether a clustering algorithm is able to extract smooth subspaces for clustering time series data [1].
|
4 |
+
#
|
5 |
+
#There are 3 classes corresponding to which cluster the time series belong to. Each time series contain a continuous subspace spanning over 5 continuous time stamps.
|
6 |
+
#- For cluster 1, it is from time stamp 1-5
|
7 |
+
#- For cluster 2, it is from time stamp 6-10
|
8 |
+
#- For cluster 3, it is from time stamp 11-15.
|
9 |
+
#
|
10 |
+
#The rest of the time series are randomly generated.
|
11 |
+
#
|
12 |
+
#Train size: 150
|
13 |
+
#
|
14 |
+
#Test size: 150
|
15 |
+
#
|
16 |
+
#Missing value: No
|
17 |
+
#
|
18 |
+
#Number of classses: 3
|
19 |
+
#
|
20 |
+
#Time series length: 15
|
21 |
+
#
|
22 |
+
#There is nothing to infer from the order of examples in the train and test set.
|
23 |
+
#
|
24 |
+
#Data created by Xiaohui Huang et al. (see [1]). Data edited by Hoang Anh Dau.
|
25 |
+
#
|
26 |
+
#[1] Huang, Xiaohui, et al. "Time series k-means: A new k-means type smooth subspace clustering for time series data." Information Sciences 367 (2016): 1-13.
|
27 |
+
@problemName SmoothSubspace
|
28 |
+
@timeStamps false
|
29 |
+
@missing false
|
30 |
+
@univariate true
|
31 |
+
@equalLength true
|
32 |
+
@seriesLength 15
|
33 |
+
@classLabel true 1 2 3
|
34 |
+
@data
|
35 |
+
0.48105169,0.61451433,0.61837825,0.49711009,0.65952413,0.8790139,0.66280806,0.32881421,0.40238833,0.38724543,0.042659856,0.042297798,0.41704745,0.42791092,0.42485841:1
|
36 |
+
0.51757922,0.64775148,0.75772918,0.55097003,0.59862483,0.31852425,0.3985895,0.12788838,0.70322322,0.8161401,0.99615611,0.240905,0.93713467,0.43618496,0.57892349:1
|
37 |
+
0.41742418,0.6100467,0.79012242,0.52506635,0.59765929,0.44240231,0.1925104,0.19665819,0.75809928,0.098518738,0.53566419,0.39000491,0.070684335,0.67477647,0.055976157:1
|
38 |
+
0.63227456,0.62615228,0.77108582,0.45171332,0.6186154,0.56055953,0.85409995,0.13208296,0.17043202,0.35507365,0.69378761,0.48959434,0.66693153,0.61280959,0.26013019:1
|
39 |
+
0.49413124,0.60119235,0.72800249,0.41120704,0.58113994,0.74870572,0.78555899,0.60786591,0.21756331,0.64206083,0.51181992,0.047554673,0.64630196,0.071037084,0.68006553:1
|
40 |
+
0.51289055,0.58256453,0.74551006,0.4872114,0.60740898,0.53406413,0.13393125,0.54954011,0.55573794,0.31742786,0.3545343,0.71504501,0.82953282,0.82662951,0.86688705:1
|
41 |
+
0.46525358,0.68137461,0.57654113,0.55992327,0.63409222,0.75493327,0.049532579,0.0132832,0.43248499,0.46326058,0.98610424,0.89444776,0.87779907,0.72085567,0.67116623:1
|
42 |
+
0.46475754,0.64456768,0.74085281,0.51981067,0.64256238,0.58802606,0.86044056,0.39652079,0.1682513,0.064187087,0.75052006,0.71112855,0.72838682,0.51545845,0.45194571:1
|
43 |
+
0.53927021,0.69272972,0.68421353,0.49563993,0.5811592,0.40458,0.73864029,0.17811695,0.78936394,0.59749019,0.2237704,0.10788891,0.40349114,0.45039358,0.36003104:1
|
44 |
+
0.52156894,0.69256929,0.6150823,0.53115835,0.62647589,0.39679152,0.20846136,0.53377195,0.31581144,0.54644944,0.61644349,0.33042361,0.36245928,0.83187134,0.91682127:1
|
45 |
+
0.46588491,0.5817266,0.66735764,0.45015136,0.63406682,0.8335006,0.62095864,0.52610247,0.53120929,0.92109726,0.66238186,0.73907223,0.28662039,0.14651486,0.51697901:1
|
46 |
+
0.4645167,0.58927349,0.82918454,0.50816799,0.58268107,0.76911439,0.27029433,0.90513474,0.059403297,0.32583363,0.10694166,0.54930853,0.47557293,0.40007975,0.84870923:1
|
47 |
+
0.57345172,0.61511509,0.80450363,0.53543396,0.59856791,0.93285357,0.66094456,0.20894667,0.38827163,0.5583192,0.72317348,0.09908965,0.34800766,0.67322599,0.69375257:1
|
48 |
+
0.59469425,0.5805984,0.67651162,0.45557595,0.63871435,0.63931696,0.86543859,0.1181552,0.58318573,0.62067195,0.42111225,0.72951305,0.6671203,0.86414753,0.69538995:1
|
49 |
+
0.49679278,0.69683483,0.71838802,0.43947028,0.59937059,0.62789638,0.083482814,0.33584897,0.77193392,0.42264565,0.18061689,0.19324533,0.33166524,0.88248631,0.73427111:1
|
50 |
+
0.43550565,0.51808224,0.70139943,0.54789442,0.67270584,0.10969746,0.57466122,0.81820404,0.68502847,0.5306293,0.26532204,0.76692167,0.65134953,0.14887672,0.83627042:1
|
51 |
+
0.40634885,0.64834572,0.75705862,0.53338003,0.52650603,0.81539721,0.17710753,0.64071792,0.68409607,0.60499064,0.77095422,0.96353029,0.75674921,0.45389347,0.29755538:1
|
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|
classification/UCR/SonyAIBORobotSurface1/SonyAIBORobotSurface1_TEST.ts
ADDED
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classification/UCR/SonyAIBORobotSurface1/SonyAIBORobotSurface1_TRAIN.ts
ADDED
@@ -0,0 +1,32 @@
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1 |
+
#This dataset was donated by Manuela Veloso and Douglas Vail of
|
2 |
+
#Carnegie Mellon University. The robot has roll/pitch/yaw
|
3 |
+
#accelerometers. This data is just the X-axis. The task is to detect
|
4 |
+
#the surface being walked on (cement or carpet for Sony1).
|
5 |
+
@problemName SonyAIBORobotSurface1
|
6 |
+
@timeStamps false
|
7 |
+
@missing false
|
8 |
+
@univariate true
|
9 |
+
@equalLength true
|
10 |
+
@seriesLength 70
|
11 |
+
@classLabel true 1 2
|
12 |
+
@data
|
13 |
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classification/UCR/SonyAIBORobotSurface2/SonyAIBORobotSurface2_TEST.ts
ADDED
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classification/UCR/SonyAIBORobotSurface2/SonyAIBORobotSurface2_TRAIN.ts
ADDED
@@ -0,0 +1,35 @@
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+
@problemName SonyAIBORobotSurface2
|
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+
@timeStamps false
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@missing false
|
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@univariate true
|
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@equalLength true
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@seriesLength 65
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@classLabel true 1 2
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classification/UCR/Strawberry/Strawberry_TRAIN.ts
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classification/UCR/SwedishLeaf/SwedishLeaf_TEST.ts
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classification/UCR/Symbols/Symbols_TRAIN.ts
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classification/UCR/SyntheticControl/SyntheticControl_TEST.ts
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