tmc2007_500

mldr.datasets::get.mldr("tmc2007_500")

Download Download

Select your download

Full dataset

MULAN/MEKA (.arff) MULAN (.xml) LibSVM KEEL mldr

Partitions: select your desired partitioning strategy, validation and format

	Random	Stratified	Iterative stratified
Hold out	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
2x5-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
10-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr

Summary

Instances	28596
Attributes	522
Inputs	500
Labels	22
Labelsets	1172
Single labelsets	408
Max frequency	2484
Cardinality	2.2196
Density	0.1009
Mean IR	17.1343
SCUMBLE	0.1927
TCS	16.3721

Citation

Srivastava, A. N.; Zane-Ulman, B. (2005). Discovering recurring anomalies in text reports regarding complex space systems. In Aerospace Conference, 3853--3862.

@inproceedings{,
  title="Discovering recurring anomalies in text reports regarding complex space systems",
author="Srivastava, A. N. and Zane-Ulman, B.",
booktitle="Aerospace Conference",
pages="3853--3862",
year="2005",
}

Concurrence plot

In this concurrence plot, sectors represent labels and links between them depict label co-occurrences. SCUMBLE is a measure designed to assess the concurrence among imbalanced labels.

Attributes

all attributes labels

binary abort binary abortedtakeoff binary above binary abuse binary abusive binary accomplish binary acquire binary acrid binary across binary activerunway binary adiz binary administer binary advance binary aed binary aft binary agent binary aileron binary aircondition binary airline binary airport binary airportdiagram binary airportpolice binary airspace binary airspeed binary airtrafficcontrol binary airway binary airworthy binary aisle binary alcohol binary alert binary altitude binary altitudedeviation binary ambulance binary angry binary apply binary approach binary area binary around binary arrest binary ask binary assault binary assignedaltitude binary assist binary attack binary author binary autopilot binary avoid binary b binary backtaxi binary bag binary baggage binary beer binary behave binary belligerent binary below binary beverage binary bird binary birdstrike binary blood binary board binary boardingprocess binary bomb binary bottle binary boundary binary brake binary brakecoolingchart binary breath binary briefer binary burn binary business binary bywayof binary cabin binary calm binary came binary card binary carryon binary ceil binary centerline binary charge binary check binary checklist binary chest binary child binary chop binary cigarette binary circuitbreaker binary clammy binary classb binary classcairspace binary classdairspace binary clear binary clearance binary climb binary clinic binary clock binary cloud binary coach binary cockpit binary cocktail binary collide binary confiscate binary conflict binary confront binary conscious binary construct binary contact binary contactground binary control binary converge binary correct binary course binary cross binary crossrunway binary cry binary damage binary decelerate binary declare binary defer binary defiant binary defibrillator binary degree binary demand binary deplane binary descend binary detain binary deviate binary diabetic binary direct binary discrepancy binary dispatch binary disrupt binary dissipate binary distract binary disturb binary divert binary doctor binary document binary door binary downwind binary drink binary drug binary drunk binary electric binary electricalfire binary electricalsmoke binary emergency binary emt binary encounter binary end binary engine binary engineer binary enginefire binary enter binary escape binary escort binary evacuate binary evasiveaction binary execute binary exit binary extinguish binary factor binary fail binary family binary fan binary federalbureauofinvestigation binary feet binary female binary femalepassenger binary final binary fire binary firedepartment binary firemen binary firesmoke binary firetruck binary firstclass binary flame binary flare binary flightattendant binary flightlevel binary flightmanagementsystem binary flightservicestation binary flock binary fly binary forecast binary found binary frequency binary fuel binary fume binary galley binary gateagent binary gauge binary gear binary gearhorn binary gearup binary gearwarninghorn binary give binary glideslope binary goaraound binary goggle binary gps

(322 more attributes)

class01 SCUMBLE 0.3486 class02 SCUMBLE 0.2551 class03 SCUMBLE 0.4874 class04 SCUMBLE 0.3465 class05 SCUMBLE 0.21 class06 SCUMBLE 0.1877 class07 SCUMBLE 0.2208 class08 SCUMBLE 0.207 class09 SCUMBLE 0.4814 class10 SCUMBLE 0.3062 class11 SCUMBLE 0.4761 class12 SCUMBLE 0.1561 class13 SCUMBLE 0.213 class14 SCUMBLE 0.3744 class15 SCUMBLE 0.4333 class16 SCUMBLE 0.3264 class17 SCUMBLE 0.5151 class18 SCUMBLE 0.2605 class19 SCUMBLE 0.1949 class20 SCUMBLE 0.3864 class21 SCUMBLE 0.1597 class22 SCUMBLE 0.4632

Download this metadata in a machine-friendly format (JSON)