Data
atp7d

atp7d

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Multivariate regression data set from: https://link.springer.com/article/10.1007%2Fs10994-016-5546-z : The Airline Ticket Price dataset concerns the prediction of airline ticket prices. The rows are a sequence of time-ordered observations over several days. Each sample in this dataset represents a set of observations from a specific observation date and departure date pair. The input variables for each sample are values that may be useful for prediction of the airline ticket prices for a specific departure date. The target variables in these datasets are the next day (ATP1D) price or minimum price observed over the next 7 days (ATP7D) for 6 target flight preferences: (1) any airline with any number of stops, (2) any airline non-stop only, (3) Delta Airlines, (4) Continental Airlines, (5) Airtrain Airlines, and (6) United Airlines. The input variables include the following types: the number of days between the observation date and the departure date (1 feature), the boolean variables for day-of-the-week of the observation date (7 features), the complete enumeration of the following 4 values: (1) the minimum price, mean price, and number of quotes from (2) all airlines and from each airline quoting more than 50 % of the observation days (3) for non-stop, one-stop, and two-stop flights, (4) for the current day, previous day, and two days previous. The result is a feature set of 411 variables. For specific details on how these datasets are constructed please consult Groves and Gini (2015). The nature of these datasets is heterogeneous with a mixture of several types of variables including boolean variables, prices, and counts.

417 features

LBL_ALLminpA_bt7d_000 (target)numeric42 unique values
0 missing
LBL_ALLminp0_bt7d_000 (target)numeric33 unique values
0 missing
LBL_aDLminpA_bt7d_000 (target)numeric47 unique values
0 missing
LBL_aCOminpA_bt7d_000 (target)numeric35 unique values
0 missing
LBL_aFLminpA_bt7d_000 (target)numeric47 unique values
0 missing
LBL_aUAminpA_bt7d_000 (target)numeric34 unique values
0 missing
departwbnumeric13 unique values
0 missing
aMULTavgp4l2numeric113 unique values
0 missing
departdaytypenumeric1 unique values
0 missing
aMULTnumquotes4numeric7 unique values
0 missing
fetchdaysnumeric59 unique values
0 missing
aMULTnumquotes4l1numeric7 unique values
0 missing
fetchdownumeric7 unique values
0 missing
aMULTnumquotes4l2numeric7 unique values
0 missing
dtdnumeric82 unique values
0 missing
aSYminpAnumeric72 unique values
0 missing
ALLminpAnumeric68 unique values
0 missing
aSYminpAl1numeric70 unique values
0 missing
ALLminpAl1numeric66 unique values
0 missing
aSYminpAl2numeric68 unique values
0 missing
ALLminpAl2numeric58 unique values
0 missing
aSYavgpAnumeric98 unique values
0 missing
ALLminpAl7numeric53 unique values
0 missing
aSYavgpAl1numeric96 unique values
0 missing
ALLavgpAnumeric293 unique values
0 missing
aSYavgpAl2numeric93 unique values
0 missing
ALLavgpAl1numeric293 unique values
0 missing
aSYnumquotesAnumeric23 unique values
0 missing
ALLavgpAl2numeric293 unique values
0 missing
aSYnumquotesAl1numeric23 unique values
0 missing
ALLavgpAl7numeric294 unique values
0 missing
aSYnumquotesAl2numeric22 unique values
0 missing
ALLnumquotesAnumeric135 unique values
0 missing
aSYminp0numeric68 unique values
0 missing
ALLnumquotesAl1numeric138 unique values
0 missing
aSYminp0l1numeric66 unique values
0 missing
ALLnumquotesAl2numeric135 unique values
0 missing
aSYminp0l2numeric63 unique values
0 missing
ALLnumquotesAl7numeric134 unique values
0 missing
aSYavgp0numeric94 unique values
0 missing
ALLminp0numeric52 unique values
0 missing
aSYavgp0l1numeric92 unique values
0 missing
ALLminp0l1numeric48 unique values
0 missing
aSYavgp0l2numeric89 unique values
0 missing
ALLminp0l2numeric42 unique values
0 missing
aSYnumquotes0numeric3 unique values
0 missing
ALLavgp0numeric268 unique values
0 missing
aSYnumquotes0l1numeric3 unique values
0 missing
ALLavgp0l1numeric267 unique values
0 missing
aSYnumquotes0l2numeric3 unique values
0 missing
ALLavgp0l2numeric266 unique values
0 missing
aSYminp2numeric63 unique values
0 missing
ALLnumquotes0numeric63 unique values
0 missing
aSYminp2l1numeric64 unique values
0 missing
ALLnumquotes0l1numeric59 unique values
0 missing
aSYminp2l2numeric56 unique values
0 missing
ALLnumquotes0l2numeric48 unique values
0 missing
aSYavgp2numeric293 unique values
0 missing
ALLminp2numeric63 unique values
0 missing
aSYavgp2l1numeric292 unique values
0 missing
ALLminp2l1numeric64 unique values
0 missing
aSYavgp2l2numeric293 unique values
0 missing
ALLminp2l2numeric56 unique values
0 missing
aSYnumquotes2numeric1 unique values
0 missing
ALLavgp2numeric293 unique values
0 missing
aSYnumquotes2l1numeric1 unique values
0 missing
ALLavgp2l1numeric292 unique values
0 missing
aSYnumquotes2l2numeric1 unique values
0 missing
ALLavgp2l2numeric293 unique values
0 missing
aSYminp4numeric61 unique values
0 missing
ALLnumquotes2numeric222 unique values
0 missing
aSYminp4l1numeric59 unique values
0 missing
ALLnumquotes2l1numeric224 unique values
0 missing
aSYminp4l2numeric52 unique values
0 missing
ALLnumquotes2l2numeric224 unique values
0 missing
aSYavgp4numeric295 unique values
0 missing
ALLminp4numeric61 unique values
0 missing
aSYavgp4l1numeric293 unique values
0 missing
ALLminp4l1numeric59 unique values
0 missing
aSYavgp4l2numeric293 unique values
0 missing
ALLminp4l2numeric52 unique values
0 missing
aSYnumquotes4numeric1 unique values
0 missing
ALLavgp4numeric295 unique values
0 missing
aSYnumquotes4l1numeric1 unique values
0 missing
ALLavgp4l1numeric293 unique values
0 missing
aSYnumquotes4l2numeric1 unique values
0 missing
ALLavgp4l2numeric293 unique values
0 missing
aUAminpAnumeric59 unique values
0 missing
ALLnumquotes4numeric229 unique values
0 missing
aUAminpAl1numeric57 unique values
0 missing
ALLnumquotes4l1numeric227 unique values
0 missing
aUAminpAl2numeric56 unique values
0 missing
ALLnumquotes4l2numeric223 unique values
0 missing
aUAavgpAnumeric291 unique values
0 missing
aAAminpAnumeric62 unique values
0 missing
aUAavgpAl1numeric290 unique values
0 missing
aAAminpAl1numeric62 unique values
0 missing
aUAavgpAl2numeric290 unique values
0 missing
aAAminpAl2numeric51 unique values
0 missing
aUAnumquotesAnumeric216 unique values
0 missing
aAAavgpAnumeric265 unique values
0 missing
aUAnumquotesAl1numeric214 unique values
0 missing
aAAavgpAl1numeric259 unique values
0 missing
aUAnumquotesAl2numeric212 unique values
0 missing
aAAavgpAl2numeric257 unique values
0 missing
aUAminp0numeric31 unique values
0 missing
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0 missing
aUAminp0l1numeric31 unique values
0 missing
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0 missing
aUAminp0l2numeric29 unique values
0 missing
aAAnumquotesAl2numeric1 unique values
0 missing
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0 missing
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0 missing
aUAavgp0l1numeric60 unique values
0 missing
aAAminp0l1numeric35 unique values
0 missing
aUAavgp0l2numeric55 unique values
0 missing
aAAminp0l2numeric26 unique values
0 missing
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0 missing
aAAavgp0numeric76 unique values
0 missing
aUAnumquotes0l1numeric12 unique values
0 missing
aAAavgp0l1numeric76 unique values
0 missing
aUAnumquotes0l2numeric10 unique values
0 missing
aAAavgp0l2numeric71 unique values
0 missing
aUAminp2numeric67 unique values
0 missing
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0 missing
aUAminp2l1numeric68 unique values
0 missing
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0 missing
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0 missing
aUAavgp2numeric291 unique values
0 missing
aAAminp2numeric62 unique values
0 missing
aUAavgp2l1numeric289 unique values
0 missing
aAAminp2l1numeric58 unique values
0 missing
aUAavgp2l2numeric290 unique values
0 missing
aAAminp2l2numeric52 unique values
0 missing
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0 missing
aAAavgp2numeric258 unique values
0 missing
aUAnumquotes2l1numeric146 unique values
0 missing
aAAavgp2l1numeric257 unique values
0 missing
aUAnumquotes2l2numeric144 unique values
0 missing
aAAavgp2l2numeric255 unique values
0 missing
aUAminp4numeric62 unique values
0 missing
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0 missing
aUAminp4l1numeric61 unique values
0 missing
aAAnumquotes2l1numeric35 unique values
0 missing
aUAminp4l2numeric56 unique values
0 missing
aAAnumquotes2l2numeric31 unique values
0 missing
aUAavgp4numeric274 unique values
0 missing
aAAminp4numeric70 unique values
0 missing
aUAavgp4l1numeric273 unique values
0 missing
aAAminp4l1numeric69 unique values
0 missing
aUAavgp4l2numeric272 unique values
0 missing
aAAminp4l2numeric62 unique values
0 missing
aUAnumquotes4numeric171 unique values
0 missing
aAAavgp4numeric220 unique values
0 missing
aUAnumquotes4l1numeric165 unique values
0 missing
aAAavgp4l1numeric214 unique values
0 missing
aUAnumquotes4l2numeric164 unique values
0 missing
aAAavgp4l2numeric209 unique values
0 missing
aUSminpAnumeric94 unique values
0 missing
aAAnumquotes4numeric38 unique values
0 missing
aUSminpAl1numeric95 unique values
0 missing
aAAnumquotes4l1numeric38 unique values
0 missing
aUSminpAl2numeric93 unique values
0 missing
aAAnumquotes4l2numeric33 unique values
0 missing
aUSavgpAnumeric274 unique values
0 missing
aCOminpAnumeric60 unique values
0 missing
aUSavgpAl1numeric275 unique values
0 missing
aCOminpAl1numeric57 unique values
0 missing
aUSavgpAl2numeric274 unique values
0 missing
aCOminpAl2numeric56 unique values
0 missing
aUSnumquotesAnumeric115 unique values
0 missing
aCOavgpAnumeric291 unique values
0 missing
aUSnumquotesAl1numeric106 unique values
0 missing
aCOavgpAl1numeric290 unique values
0 missing
aUSnumquotesAl2numeric102 unique values
0 missing
aCOavgpAl2numeric290 unique values
0 missing
aUSminp0numeric52 unique values
0 missing
aCOnumquotesAnumeric204 unique values
0 missing
aUSminp0l1numeric48 unique values
0 missing
aCOnumquotesAl1numeric197 unique values
0 missing
aUSminp0l2numeric42 unique values
0 missing
aCOnumquotesAl2numeric197 unique values
0 missing
aUSavgp0numeric268 unique values
0 missing
aCOminp0numeric33 unique values
0 missing
aUSavgp0l1numeric267 unique values
0 missing
aCOminp0l1numeric33 unique values
0 missing
aUSavgp0l2numeric266 unique values
0 missing
aCOminp0l2numeric31 unique values
0 missing
aUSnumquotes0numeric1 unique values
0 missing
aCOavgp0numeric78 unique values
0 missing
aUSnumquotes0l1numeric1 unique values
0 missing
aCOavgp0l1numeric78 unique values
0 missing
aUSnumquotes0l2numeric1 unique values
0 missing
aCOavgp0l2numeric72 unique values
0 missing
aUSminp2numeric63 unique values
0 missing
aCOnumquotes0numeric8 unique values
0 missing
aUSminp2l1numeric64 unique values
0 missing
aCOnumquotes0l1numeric8 unique values
0 missing
aUSminp2l2numeric56 unique values
0 missing
aCOnumquotes0l2numeric6 unique values
0 missing
aUSavgp2numeric293 unique values
0 missing
aCOminp2numeric65 unique values
0 missing
aUSavgp2l1numeric292 unique values
0 missing
aCOminp2l1numeric67 unique values
0 missing
aUSavgp2l2numeric293 unique values
0 missing
aCOminp2l2numeric61 unique values
0 missing
aUSnumquotes2numeric1 unique values
0 missing
aCOavgp2numeric279 unique values
0 missing
aUSnumquotes2l1numeric1 unique values
0 missing
aCOavgp2l1numeric277 unique values
0 missing
aUSnumquotes2l2numeric1 unique values
0 missing
aCOavgp2l2numeric278 unique values
0 missing
aUSminp4numeric94 unique values
0 missing
aCOnumquotes2numeric102 unique values
0 missing
aUSminp4l1numeric95 unique values
0 missing
aCOnumquotes2l1numeric101 unique values
0 missing
aUSminp4l2numeric93 unique values
0 missing
aCOnumquotes2l2numeric105 unique values
0 missing
aUSavgp4numeric274 unique values
0 missing
aCOminp4numeric64 unique values
0 missing
aUSavgp4l1numeric275 unique values
0 missing
aCOminp4l1numeric63 unique values
0 missing
aUSavgp4l2numeric274 unique values
0 missing
aCOminp4l2numeric58 unique values
0 missing
aUSnumquotes4numeric114 unique values
0 missing
aCOavgp4numeric228 unique values
0 missing
aUSnumquotes4l1numeric105 unique values
0 missing
aCOavgp4l1numeric222 unique values
0 missing
aUSnumquotes4l2numeric102 unique values
0 missing
aCOavgp4l2numeric216 unique values
0 missing
aOTHERminpAnumeric68 unique values
0 missing
aCOnumquotes4numeric166 unique values
0 missing
aOTHERminpAl1numeric66 unique values
0 missing
aCOnumquotes4l1numeric158 unique values
0 missing
aOTHERminpAl2numeric58 unique values
0 missing
aCOnumquotes4l2numeric156 unique values
0 missing
aOTHERavgpAnumeric293 unique values
0 missing
aDLminpAnumeric75 unique values
0 missing
aOTHERavgpAl1numeric293 unique values
0 missing
aDLminpAl1numeric76 unique values
0 missing
aOTHERavgpAl2numeric293 unique values
0 missing
aDLminpAl2numeric65 unique values
0 missing
aOTHERnumquotesAnumeric135 unique values
0 missing
aDLavgpAnumeric289 unique values
0 missing
aOTHERnumquotesAl1numeric138 unique values
0 missing
aDLavgpAl1numeric289 unique values
0 missing
aOTHERnumquotesAl2numeric135 unique values
0 missing
aDLavgpAl2numeric288 unique values
0 missing
aOTHERminp0numeric52 unique values
0 missing
aDLnumquotesAnumeric209 unique values
0 missing
aOTHERminp0l1numeric48 unique values
0 missing
aDLnumquotesAl1numeric208 unique values
0 missing
aOTHERminp0l2numeric42 unique values
0 missing
aDLnumquotesAl2numeric202 unique values
0 missing
aOTHERavgp0numeric268 unique values
0 missing
aDLminp0numeric53 unique values
0 missing
aOTHERavgp0l1numeric267 unique values
0 missing
aDLminp0l1numeric51 unique values
0 missing
aOTHERavgp0l2numeric266 unique values
0 missing
aDLminp0l2numeric44 unique values
0 missing
aOTHERnumquotes0numeric1 unique values
0 missing
aDLavgp0numeric246 unique values
0 missing
aOTHERnumquotes0l1numeric1 unique values
0 missing
aDLavgp0l1numeric245 unique values
0 missing
aOTHERnumquotes0l2numeric1 unique values
0 missing
aDLavgp0l2numeric237 unique values
0 missing
aOTHERminp2numeric63 unique values
0 missing
aDLnumquotes0numeric48 unique values
0 missing
aOTHERminp2l1numeric64 unique values
0 missing
aDLnumquotes0l1numeric46 unique values
0 missing
aOTHERminp2l2numeric56 unique values
0 missing
aDLnumquotes0l2numeric42 unique values
0 missing
aOTHERavgp2numeric293 unique values
0 missing
aDLminp2numeric72 unique values
0 missing
aOTHERavgp2l1numeric292 unique values
0 missing
aDLminp2l1numeric75 unique values
0 missing
aOTHERavgp2l2numeric293 unique values
0 missing
aDLminp2l2numeric67 unique values
0 missing
aOTHERnumquotes2numeric1 unique values
0 missing
aDLavgp2numeric285 unique values
0 missing
aOTHERnumquotes2l1numeric1 unique values
0 missing
aDLavgp2l1numeric285 unique values
0 missing
aOTHERnumquotes2l2numeric1 unique values
0 missing
aDLavgp2l2numeric284 unique values
0 missing
aOTHERminp4numeric61 unique values
0 missing
aDLnumquotes2numeric194 unique values
0 missing
aOTHERminp4l1numeric59 unique values
0 missing
aDLnumquotes2l1numeric198 unique values
0 missing
aOTHERminp4l2numeric52 unique values
0 missing
aDLnumquotes2l2numeric201 unique values
0 missing
aOTHERavgp4numeric295 unique values
0 missing
aDLminp4numeric96 unique values
0 missing
aOTHERavgp4l1numeric293 unique values
0 missing
aDLminp4l1numeric97 unique values
0 missing
aOTHERavgp4l2numeric293 unique values
0 missing
aDLminp4l2numeric92 unique values
0 missing
aOTHERnumquotes4numeric1 unique values
0 missing
aDLavgp4numeric279 unique values
0 missing
aOTHERnumquotes4l1numeric1 unique values
0 missing
aDLavgp4l1numeric278 unique values
0 missing
aOTHERnumquotes4l2numeric1 unique values
0 missing
aDLavgp4l2numeric276 unique values
0 missing
fdisoweekday1numeric2 unique values
0 missing
aDLnumquotes4numeric69 unique values
0 missing
fdisoweekday2numeric2 unique values
0 missing
aDLnumquotes4l1numeric70 unique values
0 missing
fdisoweekday3numeric2 unique values
0 missing
aDLnumquotes4l2numeric69 unique values
0 missing
fdisoweekday4numeric2 unique values
0 missing
aF9minpAnumeric60 unique values
0 missing
fdisoweekday5numeric2 unique values
0 missing
aF9minpAl1numeric57 unique values
0 missing
fdisoweekday6numeric2 unique values
0 missing
aF9minpAl2numeric45 unique values
0 missing
fdisoweekday7numeric2 unique values
0 missing
aF9avgpAnumeric250 unique values
0 missing
aF9avgpAl1numeric249 unique values
0 missing
aF9avgpAl2numeric244 unique values
0 missing
aF9numquotesAnumeric35 unique values
0 missing
aF9numquotesAl1numeric33 unique values
0 missing
aF9numquotesAl2numeric32 unique values
0 missing
aF9minp0numeric52 unique values
0 missing
aF9minp0l1numeric48 unique values
0 missing
aF9minp0l2numeric42 unique values
0 missing
aF9avgp0numeric268 unique values
0 missing
aF9avgp0l1numeric267 unique values
0 missing
aF9avgp0l2numeric266 unique values
0 missing
aF9numquotes0numeric1 unique values
0 missing
aF9numquotes0l1numeric1 unique values
0 missing
aF9numquotes0l2numeric1 unique values
0 missing
aF9minp2numeric63 unique values
0 missing
aF9minp2l1numeric64 unique values
0 missing
aF9minp2l2numeric56 unique values
0 missing
aF9avgp2numeric293 unique values
0 missing
aF9avgp2l1numeric292 unique values
0 missing
aF9avgp2l2numeric293 unique values
0 missing
aF9numquotes2numeric1 unique values
0 missing
aF9numquotes2l1numeric1 unique values
0 missing
aF9numquotes2l2numeric1 unique values
0 missing
aF9minp4numeric60 unique values
0 missing
aF9minp4l1numeric57 unique values
0 missing
aF9minp4l2numeric45 unique values
0 missing
aF9avgp4numeric250 unique values
0 missing
aF9avgp4l1numeric249 unique values
0 missing
aF9avgp4l2numeric244 unique values
0 missing
aF9numquotes4numeric35 unique values
0 missing
aF9numquotes4l1numeric33 unique values
0 missing
aF9numquotes4l2numeric32 unique values
0 missing
aFLminpAnumeric67 unique values
0 missing
aFLminpAl1numeric61 unique values
0 missing
aFLminpAl2numeric53 unique values
0 missing
aFLavgpAnumeric271 unique values
0 missing
aFLavgpAl1numeric273 unique values
0 missing
aFLavgpAl2numeric270 unique values
0 missing
aFLnumquotesAnumeric61 unique values
0 missing
aFLnumquotesAl1numeric60 unique values
0 missing
aFLnumquotesAl2numeric59 unique values
0 missing
aFLminp0numeric52 unique values
0 missing
aFLminp0l1numeric48 unique values
0 missing
aFLminp0l2numeric42 unique values
0 missing
aFLavgp0numeric268 unique values
0 missing
aFLavgp0l1numeric267 unique values
0 missing
aFLavgp0l2numeric266 unique values
0 missing
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0 missing
aFLnumquotes0l1numeric1 unique values
0 missing
aFLnumquotes0l2numeric1 unique values
0 missing
aFLminp2numeric63 unique values
0 missing
aFLminp2l1numeric64 unique values
0 missing
aFLminp2l2numeric56 unique values
0 missing
aFLavgp2numeric293 unique values
0 missing
aFLavgp2l1numeric292 unique values
0 missing
aFLavgp2l2numeric293 unique values
0 missing
aFLnumquotes2numeric1 unique values
0 missing
aFLnumquotes2l1numeric1 unique values
0 missing
aFLnumquotes2l2numeric1 unique values
0 missing
aFLminp4numeric67 unique values
0 missing
aFLminp4l1numeric61 unique values
0 missing
aFLminp4l2numeric53 unique values
0 missing
aFLavgp4numeric271 unique values
0 missing
aFLavgp4l1numeric273 unique values
0 missing
aFLavgp4l2numeric270 unique values
0 missing
aFLnumquotes4numeric61 unique values
0 missing
aFLnumquotes4l1numeric60 unique values
0 missing
aFLnumquotes4l2numeric59 unique values
0 missing
aMULTminpAnumeric85 unique values
0 missing
aMULTminpAl1numeric80 unique values
0 missing
aMULTminpAl2numeric84 unique values
0 missing
aMULTavgpAnumeric118 unique values
0 missing
aMULTavgpAl1numeric114 unique values
0 missing
aMULTavgpAl2numeric113 unique values
0 missing
aMULTnumquotesAnumeric12 unique values
0 missing
aMULTnumquotesAl1numeric11 unique values
0 missing
aMULTnumquotesAl2numeric17 unique values
0 missing
aMULTminp0numeric52 unique values
0 missing
aMULTminp0l1numeric48 unique values
0 missing
aMULTminp0l2numeric42 unique values
0 missing
aMULTavgp0numeric268 unique values
0 missing
aMULTavgp0l1numeric267 unique values
0 missing
aMULTavgp0l2numeric266 unique values
0 missing
aMULTnumquotes0numeric1 unique values
0 missing
aMULTnumquotes0l1numeric1 unique values
0 missing
aMULTnumquotes0l2numeric1 unique values
0 missing
aMULTminp2numeric63 unique values
0 missing
aMULTminp2l1numeric64 unique values
0 missing
aMULTminp2l2numeric56 unique values
0 missing
aMULTavgp2numeric293 unique values
0 missing
aMULTavgp2l1numeric292 unique values
0 missing
aMULTavgp2l2numeric293 unique values
0 missing
aMULTnumquotes2numeric1 unique values
0 missing
aMULTnumquotes2l1numeric1 unique values
0 missing
aMULTnumquotes2l2numeric1 unique values
0 missing
aMULTminp4numeric86 unique values
0 missing
aMULTminp4l1numeric81 unique values
0 missing
aMULTminp4l2numeric82 unique values
0 missing
aMULTavgp4numeric118 unique values
0 missing
aMULTavgp4l1numeric114 unique values
0 missing

62 properties

296
Number of instances (rows) of the dataset.
417
Number of attributes (columns) of the dataset.
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
417
Number of numeric attributes.
0
Number of nominal attributes.
0.63
First quartile of skewness among attributes of the numeric type.
339.08
Mean of means among attributes of the numeric type.
32.99
First quartile of standard deviation of attributes of the numeric type.
Average class difference between consecutive instances.
Average mutual information between the nominal attributes and the target attribute.
Second quartile (Median) of entropy among attributes.
Entropy of the target attribute values.
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
3.34
Second quartile (Median) of kurtosis among attributes of the numeric type.
1.41
Number of attributes divided by the number of instances.
Average number of distinct values among the attributes of the nominal type.
391.19
Second quartile (Median) of means among attributes of the numeric type.
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
1.51
Mean skewness among attributes of the numeric type.
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
Percentage of instances belonging to the most frequent class.
90.16
Mean standard deviation of attributes of the numeric type.
1.51
Second quartile (Median) of skewness among attributes of the numeric type.
Number of instances belonging to the most frequent class.
Minimal entropy among attributes.
0
Percentage of binary attributes.
85.37
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
-1.54
Minimum kurtosis among attributes of the numeric type.
0
Percentage of instances having missing values.
Third quartile of entropy among attributes.
289.24
Maximum kurtosis among attributes of the numeric type.
0
Minimum of means among attributes of the numeric type.
0
Percentage of missing values.
8.41
Third quartile of kurtosis among attributes of the numeric type.
1201.69
Maximum of means among attributes of the numeric type.
Minimal mutual information between the nominal attributes and the target attribute.
100
Percentage of numeric attributes.
479.27
Third quartile of means among attributes of the numeric type.
Maximum mutual information between the nominal attributes and the target attribute.
The minimal number of distinct values among attributes of the nominal type.
0
Percentage of nominal attributes.
Third quartile of mutual information between the nominal attributes and the target attribute.
The maximum number of distinct values among attributes of the nominal type.
-3.47
Minimum skewness among attributes of the numeric type.
First quartile of entropy among attributes.
2.41
Third quartile of skewness among attributes of the numeric type.
16.91
Maximum skewness among attributes of the numeric type.
0
Minimum standard deviation of attributes of the numeric type.
0.59
First quartile of kurtosis among attributes of the numeric type.
121.2
Third quartile of standard deviation of attributes of the numeric type.
433.03
Maximum standard deviation of attributes of the numeric type.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
87.35
First quartile of means among attributes of the numeric type.
Standard deviation of the number of distinct values among attributes of the nominal type.
Average entropy of the attributes.
0
Number of binary attributes.
First quartile of mutual information between the nominal attributes and the target attribute.
5.8
Mean kurtosis among attributes of the numeric type.

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