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KDD98

KDD98

in_preparation ARFF Publicly available Visibility: public Uploaded 07-01-2019 by Ewing
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Dataset KDD98 challenge: https://kdd.ics.uci.edu/databases/kddcup98/kddcup98.html The goal is to estimate the return from a direct mailing in order to maximize donation profits. This dataset represents problem of binary classification - whether there was a response to mailing. For this version, the target was correctly encoded as a binary factor. The features 'HPHONE_D', 'MHUC2', 'INCOME', 'WEALTH1', 'WEALTH2' were recoded as nominal factor variables and the constant feature 'RFA_2R' was removed from the dataset.

478 features

TARGET_B (target)nominal2 unique values
0 missing
AC1numeric40 unique values
0 missing
AC2numeric49 unique values
0 missing
ADATE_10nominal3 unique values
0 missing
ADATE_11nominal5 unique values
0 missing
ADATE_12nominal5 unique values
0 missing
ADATE_13nominal4 unique values
0 missing
ADATE_14nominal3 unique values
0 missing
ADATE_15nominal2 unique values
0 missing
ADATE_16nominal4 unique values
0 missing
ADATE_17nominal4 unique values
0 missing
ADATE_18nominal10 unique values
0 missing
ADATE_19nominal4 unique values
0 missing
ADATE_2nominal2 unique values
0 missing
ADATE_20nominal3 unique values
0 missing
ADATE_21nominal3 unique values
0 missing
ADATE_22nominal6 unique values
0 missing
ADATE_23nominal4 unique values
0 missing
ADATE_24nominal3 unique values
0 missing
ADATE_3nominal3 unique values
0 missing
ADATE_4nominal10 unique values
0 missing
ADATE_5nominal2 unique values
0 missing
ADATE_6nominal3 unique values
0 missing
ADATE_7nominal4 unique values
0 missing
ADATE_8nominal6 unique values
0 missing
ADATE_9nominal4 unique values
0 missing
ADInominal208 unique values
0 missing
AFC1numeric90 unique values
0 missing
AFC2numeric100 unique values
0 missing
AFC3numeric48 unique values
0 missing
AFC4numeric69 unique values
0 missing
AFC5numeric92 unique values
0 missing
AFC6numeric31 unique values
0 missing
AGEnumeric98 unique values
47509 missing
AGE901numeric74 unique values
0 missing
AGE902numeric67 unique values
0 missing
AGE903numeric59 unique values
0 missing
AGE904numeric69 unique values
0 missing
AGE905numeric64 unique values
0 missing
AGE906numeric57 unique values
0 missing
AGE907numeric65 unique values
0 missing
AGEC1numeric99 unique values
0 missing
AGEC2numeric74 unique values
0 missing
AGEC3numeric59 unique values
0 missing
AGEC4numeric44 unique values
0 missing
AGEC5numeric44 unique values
0 missing
AGEC6numeric63 unique values
0 missing
AGEC7numeric80 unique values
0 missing
AGEFLAGnominal3 unique values
0 missing
ANC1numeric71 unique values
0 missing
ANC10numeric64 unique values
0 missing
ANC11numeric38 unique values
0 missing
ANC12numeric34 unique values
0 missing
ANC13numeric22 unique values
0 missing
ANC14numeric28 unique values
0 missing
ANC15numeric19 unique values
0 missing
ANC2numeric60 unique values
0 missing
ANC3numeric33 unique values
0 missing
ANC4numeric87 unique values
0 missing
ANC5numeric27 unique values
0 missing
ANC6numeric15 unique values
0 missing
ANC7numeric46 unique values
0 missing
ANC8numeric50 unique values
0 missing
ANC9numeric55 unique values
0 missing
AVGGIFTnumeric11081 unique values
0 missing
BIBLEnominal2 unique values
0 missing
BOATSnominal2 unique values
0 missing
CARDGIFTnumeric39 unique values
0 missing
CARDPM12numeric22 unique values
0 missing
CARDPROMnumeric62 unique values
0 missing
CARDSnominal2 unique values
0 missing
CATLGnominal2 unique values
0 missing
CDPLAYnominal2 unique values
0 missing
CHIL1numeric90 unique values
0 missing
CHIL2numeric71 unique values
0 missing
CHIL3numeric86 unique values
0 missing
CHILC1numeric66 unique values
0 missing
CHILC2numeric49 unique values
0 missing
CHILC3numeric68 unique values
0 missing
CHILC4numeric58 unique values
0 missing
CHILC5numeric99 unique values
0 missing
CHILD03nominal4 unique values
0 missing
CHILD07nominal4 unique values
0 missing
CHILD12nominal4 unique values
0 missing
CHILD18nominal4 unique values
0 missing
CLUSTERnominal54 unique values
0 missing
CLUSTER2numeric62 unique values
0 missing
COLLECT1nominal2 unique values
0 missing
CRAFTSnominal2 unique values
0 missing
DATASRCEnominal4 unique values
0 missing
DMAnominal210 unique values
0 missing
DOBnominal993 unique values
0 missing
DOMAINnominal17 unique values
0 missing
DW1numeric100 unique values
0 missing
DW2numeric100 unique values
0 missing
DW3numeric73 unique values
0 missing
DW4numeric100 unique values
0 missing
DW5numeric100 unique values
0 missing
DW6numeric100 unique values
0 missing
DW7numeric99 unique values
0 missing
DW8numeric93 unique values
0 missing
DW9numeric96 unique values
0 missing
EC1numeric79 unique values
0 missing
EC2numeric79 unique values
0 missing
EC3numeric68 unique values
0 missing
EC4numeric81 unique values
0 missing
EC5numeric70 unique values
0 missing
EC6numeric42 unique values
0 missing
EC7numeric64 unique values
0 missing
EC8numeric74 unique values
0 missing
EIC1numeric81 unique values
0 missing
EIC10numeric48 unique values
0 missing
EIC11numeric56 unique values
0 missing
EIC12numeric43 unique values
0 missing
EIC13numeric63 unique values
0 missing
EIC14numeric70 unique values
0 missing
EIC15numeric65 unique values
0 missing
EIC16numeric59 unique values
0 missing
EIC2numeric58 unique values
0 missing
EIC3numeric56 unique values
0 missing
EIC4numeric76 unique values
0 missing
EIC5numeric47 unique values
0 missing
EIC6numeric40 unique values
0 missing
EIC7numeric47 unique values
0 missing
EIC8numeric75 unique values
0 missing
EIC9numeric54 unique values
0 missing
ETH1numeric100 unique values
0 missing
ETH10numeric38 unique values
0 missing
ETH11numeric37 unique values
0 missing
ETH12numeric49 unique values
0 missing
ETH13numeric98 unique values
0 missing
ETH14numeric51 unique values
0 missing
ETH15numeric81 unique values
0 missing
ETH16numeric69 unique values
0 missing
ETH2numeric100 unique values
0 missing
ETH3numeric90 unique values
0 missing
ETH4numeric97 unique values
0 missing
ETH5numeric100 unique values
0 missing
ETH6numeric22 unique values
0 missing
ETH7numeric63 unique values
0 missing
ETH8numeric71 unique values
0 missing
ETH9numeric62 unique values
0 missing
ETHC1numeric54 unique values
0 missing
ETHC2numeric96 unique values
0 missing
ETHC3numeric100 unique values
0 missing
ETHC4numeric47 unique values
0 missing
ETHC5numeric84 unique values
0 missing
ETHC6numeric57 unique values
0 missing
FEDGOVnumeric61 unique values
0 missing
FISHERnominal2 unique values
0 missing
FISTDATEnominal198 unique values
0 missing
GARDENINnominal2 unique values
0 missing
GENDERnominal7 unique values
0 missing
GEOCODEnominal8 unique values
0 missing
GEOCODE2nominal5 unique values
0 missing
HC1numeric32 unique values
0 missing
HC10numeric58 unique values
0 missing
HC11numeric100 unique values
0 missing
HC12numeric96 unique values
0 missing
HC13numeric100 unique values
0 missing
HC14numeric99 unique values
0 missing
HC15numeric19 unique values
0 missing
HC16numeric94 unique values
0 missing
HC17numeric100 unique values
0 missing
HC18numeric100 unique values
0 missing
HC19numeric100 unique values
0 missing
HC2numeric53 unique values
0 missing
HC20numeric67 unique values
0 missing
HC21numeric82 unique values
0 missing
HC3numeric85 unique values
0 missing
HC4numeric100 unique values
0 missing
HC5numeric100 unique values
0 missing
HC6numeric100 unique values
0 missing
HC7numeric100 unique values
0 missing
HC8numeric100 unique values
0 missing
HC9numeric91 unique values
0 missing
HHAGE1numeric99 unique values
0 missing
HHAGE2numeric87 unique values
0 missing
HHAGE3numeric100 unique values
0 missing
HHAS1numeric100 unique values
0 missing
HHAS2numeric79 unique values
0 missing
HHAS3numeric100 unique values
0 missing
HHAS4numeric94 unique values
0 missing
HHD1numeric98 unique values
0 missing
HHD10numeric87 unique values
0 missing
HHD11numeric83 unique values
0 missing
HHD12numeric70 unique values
0 missing
HHD2numeric100 unique values
0 missing
HHD3numeric100 unique values
0 missing
HHD4numeric94 unique values
0 missing
HHD5numeric100 unique values
0 missing
HHD6numeric100 unique values
0 missing
HHD7numeric71 unique values
0 missing
HHD8numeric19 unique values
0 missing
HHD9numeric69 unique values
0 missing
HHN1numeric98 unique values
0 missing
HHN2numeric86 unique values
0 missing
HHN3numeric99 unique values
0 missing
HHN4numeric89 unique values
0 missing
HHN5numeric72 unique values
0 missing
HHN6numeric58 unique values
0 missing
HHP1numeric419 unique values
0 missing
HHP2numeric396 unique values
0 missing
HITnumeric83 unique values
0 missing
HOMEEnominal2 unique values
0 missing
HOMEOWNRnominal3 unique values
0 missing
HPHONE_Dnominal2 unique values
0 missing
HU1numeric100 unique values
0 missing
HU2numeric100 unique values
0 missing
HU3numeric95 unique values
0 missing
HU4numeric96 unique values
0 missing
HU5numeric100 unique values
0 missing
HUPA1numeric98 unique values
0 missing
HUPA2numeric100 unique values
0 missing
HUPA3numeric100 unique values
0 missing
HUPA4numeric100 unique values
0 missing
HUPA5numeric87 unique values
0 missing
HUPA6numeric100 unique values
0 missing
HUPA7numeric53 unique values
0 missing
HUR1numeric97 unique values
0 missing
HUR2numeric100 unique values
0 missing
HV1numeric4737 unique values
0 missing
HV2numeric4927 unique values
0 missing
HV3numeric14 unique values
0 missing
HV4numeric14 unique values
0 missing
HVP1numeric100 unique values
0 missing
HVP2numeric100 unique values
0 missing
HVP3numeric100 unique values
0 missing
HVP4numeric100 unique values
0 missing
HVP5numeric100 unique values
0 missing
HVP6numeric100 unique values
0 missing
IC1numeric1173 unique values
0 missing
IC10numeric73 unique values
0 missing
IC11numeric56 unique values
0 missing
IC12numeric41 unique values
0 missing
IC13numeric33 unique values
0 missing
IC14numeric75 unique values
0 missing
IC15numeric97 unique values
0 missing
IC16numeric79 unique values
0 missing
IC17numeric77 unique values
0 missing
IC18numeric76 unique values
0 missing
IC19numeric77 unique values
0 missing
IC2numeric1270 unique values
0 missing
IC20numeric62 unique values
0 missing
IC21numeric48 unique values
0 missing
IC22numeric41 unique values
0 missing
IC23numeric79 unique values
0 missing
IC3numeric1134 unique values
0 missing
IC4numeric1195 unique values
0 missing
IC5numeric24744 unique values
0 missing
IC6numeric100 unique values
0 missing
IC7numeric69 unique values
0 missing
IC8numeric65 unique values
0 missing
IC9numeric67 unique values
0 missing
INCOMEnominal7 unique values
42620 missing
KIDSTUFFnominal2 unique values
0 missing
LASTDATEnominal24 unique values
0 missing
LASTGIFTnumeric349 unique values
0 missing
LFC1numeric100 unique values
0 missing
LFC10numeric95 unique values
0 missing
LFC2numeric100 unique values
0 missing
LFC3numeric99 unique values
0 missing
LFC4numeric100 unique values
0 missing
LFC5numeric98 unique values
0 missing
LFC6numeric98 unique values
0 missing
LFC7numeric100 unique values
0 missing
LFC8numeric99 unique values
0 missing
LFC9numeric97 unique values
0 missing
LIFESRCnominal4 unique values
0 missing
LOCALGOVnumeric60 unique values
0 missing
LSC1numeric100 unique values
0 missing
LSC2numeric100 unique values
0 missing
LSC3numeric79 unique values
0 missing
LSC4numeric83 unique values
0 missing
MAGFAMLnumeric10 unique values
105856 missing
MAGFEMnumeric6 unique values
105856 missing
MAGMALEnumeric5 unique values
105856 missing
MAILCODEnominal2 unique values
0 missing
MAJORnominal2 unique values
0 missing
MALEMILInumeric99 unique values
0 missing
MALEVETnumeric93 unique values
0 missing
MARR1numeric96 unique values
0 missing
MARR2numeric57 unique values
0 missing
MARR3numeric65 unique values
0 missing
MARR4numeric100 unique values
0 missing
MAXADATEnominal6 unique values
0 missing
MAXRAMNTnumeric431 unique values
0 missing
MAXRDATEnominal159 unique values
0 missing
MBBOOKSnumeric10 unique values
105856 missing
MBCOLECTnumeric7 unique values
105969 missing
MBCRAFTnumeric7 unique values
105856 missing
MBGARDENnumeric5 unique values
105856 missing
MC1numeric100 unique values
0 missing
MC2numeric100 unique values
0 missing
MC3numeric98 unique values
0 missing
MDMAUDnominal34 unique values
0 missing
MDMAUD_Anominal5 unique values
0 missing
MDMAUD_Fnominal4 unique values
0 missing
MDMAUD_Rnominal5 unique values
0 missing
MHUC1numeric22 unique values
0 missing
MHUC2nominal6 unique values
0 missing
MINRAMNTnumeric293 unique values
0 missing
MINRDATEnominal159 unique values
0 missing
MSAnominal306 unique values
0 missing
NEXTDATEnominal207 unique values
0 missing
NGIFTALLnumeric102 unique values
0 missing
NOEXCHnominal4 unique values
0 missing
NUMCHLDnumeric7 unique values
166604 missing
NUMPRM12numeric66 unique values
0 missing
NUMPROMnumeric174 unique values
0 missing
OCC1numeric74 unique values
0 missing
OCC10numeric64 unique values
0 missing
OCC11numeric64 unique values
0 missing
OCC12numeric51 unique values
0 missing
OCC13numeric49 unique values
0 missing
OCC2numeric64 unique values
0 missing
OCC3numeric41 unique values
0 missing
OCC4numeric66 unique values
0 missing
OCC5numeric67 unique values
0 missing
OCC6numeric31 unique values
0 missing
OCC7numeric42 unique values
0 missing
OCC8numeric74 unique values
0 missing
OCC9numeric75 unique values
0 missing
ODATEDWnominal72 unique values
0 missing
OEDC1numeric61 unique values
0 missing
OEDC2numeric65 unique values
0 missing
OEDC3numeric61 unique values
0 missing
OEDC4numeric70 unique values
0 missing
OEDC5numeric92 unique values
0 missing
OEDC6numeric64 unique values
0 missing
OEDC7numeric29 unique values
0 missing
OSOURCEnominal961 unique values
0 missing
PCOWNERSnominal2 unique values
0 missing
PEC1numeric85 unique values
0 missing
PEC2numeric99 unique values
0 missing
PEPSTRFLnominal2 unique values
0 missing
PETSnominal2 unique values
0 missing
PHOTOnominal2 unique values
0 missing
PLATESnominal2 unique values
0 missing
POBC1numeric91 unique values
0 missing
POBC2numeric100 unique values
0 missing
POP901numeric11471 unique values
0 missing
POP902numeric5602 unique values
0 missing
POP903numeric6706 unique values
0 missing
POP90C1numeric100 unique values
0 missing
POP90C2numeric100 unique values
0 missing
POP90C3numeric100 unique values
0 missing
POP90C4numeric86 unique values
0 missing
POP90C5numeric86 unique values
0 missing
PUBCULINnumeric7 unique values
105856 missing
PUBDOITYnumeric10 unique values
105856 missing
PUBGARDNnumeric7 unique values
105856 missing
PUBHLTHnumeric10 unique values
105856 missing
PUBNEWFNnumeric10 unique values
105856 missing
PUBOPPnumeric10 unique values
105856 missing
PUBPHOTOnumeric3 unique values
105856 missing
PVASTATEnominal3 unique values
0 missing
RAMNTALLnumeric3167 unique values
0 missing
RAMNT_10numeric110 unique values
170497 missing
RAMNT_11numeric108 unique values
161668 missing
RAMNT_12numeric166 unique values
139805 missing
RAMNT_13numeric98 unique values
166735 missing
RAMNT_14numeric129 unique values
144623 missing
RAMNT_15numeric92 unique values
176879 missing
RAMNT_16numeric134 unique values
137237 missing
RAMNT_17numeric84 unique values
172566 missing
RAMNT_18numeric127 unique values
151669 missing
RAMNT_19numeric108 unique values
159454 missing
RAMNT_20numeric88 unique values
175434 missing
RAMNT_21numeric99 unique values
171980 missing
RAMNT_22numeric114 unique values
149515 missing
RAMNT_23numeric91 unique values
175715 missing
RAMNT_24numeric106 unique values
155922 missing
RAMNT_3numeric36 unique values
190807 missing
RAMNT_4numeric37 unique values
190675 missing
RAMNT_5numeric13 unique values
191234 missing
RAMNT_6numeric46 unique values
189664 missing
RAMNT_7numeric98 unique values
173497 missing
RAMNT_8numeric143 unique values
148081 missing
RAMNT_9numeric118 unique values
157595 missing
RDATE_10nominal11 unique values
0 missing
RDATE_11nominal14 unique values
0 missing
RDATE_12nominal13 unique values
0 missing
RDATE_13nominal17 unique values
0 missing
RDATE_14nominal13 unique values
0 missing
RDATE_15nominal17 unique values
0 missing
RDATE_16nominal20 unique values
0 missing
RDATE_17nominal12 unique values
0 missing
RDATE_18nominal17 unique values
0 missing
RDATE_19nominal14 unique values
0 missing
RDATE_20nominal11 unique values
0 missing
RDATE_21nominal13 unique values
0 missing
RDATE_22nominal14 unique values
0 missing
RDATE_23nominal18 unique values
0 missing
RDATE_24nominal15 unique values
0 missing
RDATE_3nominal19 unique values
0 missing
RDATE_4nominal25 unique values
0 missing
RDATE_5nominal8 unique values
0 missing
RDATE_6nominal22 unique values
0 missing
RDATE_7nominal14 unique values
0 missing
RDATE_8nominal19 unique values
0 missing
RDATE_9nominal11 unique values
0 missing
RECINHSEnominal2 unique values
0 missing
RECP3nominal2 unique values
0 missing
RECPGVGnominal2 unique values
0 missing
RECSWEEPnominal2 unique values
0 missing
RFA_10nominal97 unique values
0 missing
RFA_11nominal106 unique values
0 missing
RFA_12nominal111 unique values
0 missing
RFA_13nominal91 unique values
0 missing
RFA_14nominal100 unique values
0 missing
RFA_15nominal35 unique values
0 missing
RFA_16nominal132 unique values
0 missing
RFA_17nominal122 unique values
0 missing
RFA_18nominal125 unique values
0 missing
RFA_19nominal115 unique values
0 missing
RFA_2nominal14 unique values
0 missing
RFA_20nominal84 unique values
0 missing
RFA_21nominal105 unique values
0 missing
RFA_22nominal120 unique values
0 missing
RFA_23nominal96 unique values
0 missing
RFA_24nominal99 unique values
0 missing
RFA_2Anominal4 unique values
0 missing
RFA_2Fnominal4 unique values
0 missing
RFA_3nominal71 unique values
0 missing
RFA_4nominal68 unique values
0 missing
RFA_5nominal41 unique values
0 missing
RFA_6nominal114 unique values
0 missing
RFA_7nominal108 unique values
0 missing
RFA_8nominal110 unique values
0 missing
RFA_9nominal112 unique values
0 missing
RHP1numeric82 unique values
0 missing
RHP2numeric81 unique values
0 missing
RHP3numeric27 unique values
0 missing
RHP4numeric26 unique values
0 missing
RP1numeric100 unique values
0 missing
RP2numeric100 unique values
0 missing
RP3numeric100 unique values
0 missing
RP4numeric100 unique values
0 missing
SEC1numeric89 unique values
0 missing
SEC2numeric99 unique values
0 missing
SEC3numeric22 unique values
0 missing
SEC4numeric59 unique values
0 missing
SEC5numeric100 unique values
0 missing
SOLIHnominal9 unique values
0 missing
SOLP3nominal5 unique values
0 missing
STATEnominal54 unique values
0 missing
STATEGOVnumeric66 unique values
0 missing
STEREOnominal2 unique values
0 missing
TCODEnominal67 unique values
0 missing
TIMELAGnumeric74 unique values
20048 missing
TPE1numeric99 unique values
0 missing
TPE10numeric73 unique values
0 missing
TPE11numeric67 unique values
0 missing
TPE12numeric66 unique values
0 missing
TPE13numeric100 unique values
0 missing
TPE2numeric74 unique values
0 missing
TPE3numeric76 unique values
0 missing
TPE4numeric73 unique values
0 missing
TPE5numeric53 unique values
0 missing
TPE6numeric32 unique values
0 missing
TPE7numeric19 unique values
0 missing
TPE8numeric86 unique values
0 missing
TPE9numeric59 unique values
0 missing
VC1numeric96 unique values
0 missing
VC2numeric89 unique values
0 missing
VC3numeric100 unique values
0 missing
VC4numeric98 unique values
0 missing
VETERANSnominal2 unique values
0 missing
VIETVETSnumeric96 unique values
0 missing
VOC1numeric95 unique values
0 missing
VOC2numeric100 unique values
0 missing
VOC3numeric82 unique values
0 missing
WALKERnominal2 unique values
0 missing
WEALTH1nominal10 unique values
89622 missing
WEALTH2nominal10 unique values
87811 missing
WWIIVETSnumeric100 unique values
0 missing
ZIPnominal25847 unique values
0 missing
Show first 100 features

19 properties

NumberOfInstances
191260
Number of instances (rows) of the dataset.
NumberOfFeatures
478
Number of attributes (columns) of the dataset.
NumberOfClasses
2
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
5587563
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
191260
Number of instances with at least one value missing.
NumberOfNumericFeatures
341
Number of numeric attributes.
NumberOfSymbolicFeatures
137
Number of nominal attributes.
PercentageOfSymbolicFeatures
28.66
Percentage of nominal attributes.
AutoCorrelation
0.9
Average class difference between consecutive instances.
PercentageOfNumericFeatures
71.34
Percentage of numeric attributes.
PercentageOfMissingValues
6.11
Percentage of missing values.
PercentageOfInstancesWithMissingValues
100
Percentage of instances having missing values.
PercentageOfBinaryFeatures
6.28
Percentage of binary attributes.
NumberOfBinaryFeatures
30
Number of binary attributes.
MinorityClassSize
9690
Number of instances belonging to the least frequent class.
MinorityClassPercentage
5.07
Percentage of instances belonging to the least frequent class.
MajorityClassSize
181570
Number of instances belonging to the most frequent class.
MajorityClassPercentage
94.93
Percentage of instances belonging to the most frequent class.
Dimensionality
0
Number of attributes divided by the number of instances.
Show all 19 properties

10 tasks

Supervised Classification on KDD98
0 runs - estimation_procedure: 10-fold Crossvalidation - target_feature: TARGET_B
Clustering on KDD98
0 runs - estimation_procedure: 50 times Clustering
Clustering on KDD98
0 runs - estimation_procedure: 50 times Clustering
Clustering on KDD98
0 runs - estimation_procedure: 50 times Clustering
Clustering on KDD98
0 runs - estimation_procedure: 50 times Clustering
Clustering on KDD98
0 runs - estimation_procedure: 50 times Clustering
Clustering on KDD98
0 runs - estimation_procedure: 50 times Clustering
Clustering on KDD98
0 runs - estimation_procedure: 50 times Clustering
Clustering on KDD98
0 runs - estimation_procedure: 50 times Clustering
Clustering on KDD98
0 runs - estimation_procedure: 50 times Clustering
Define a new task