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osales

osales

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Multivariate regression data set from: https://link.springer.com/article/10.1007%2Fs10994-016-5546-z : This is a pre-processed version of the dataset used in Kaggles Online Product Sales competition (Kaggle 2012) that concerns the prediction of the online sales of consumer products. Each row in the dataset corresponds to a different product that is described by various product features as well as features of an advertising campaign. There are 12 target variables corresponding to the monthly sales for the first 12 months after the product launches. For the purposes of this study we removed examples with missing values in any target variable (112 out of 751) and attributes with one distinct value (145 out of 558).

413 features

Outcome_M1 (target)numeric66 unique values
0 missing
Outcome_M2 (target)numeric49 unique values
0 missing
Outcome_M3 (target)numeric30 unique values
0 missing
Outcome_M4 (target)numeric24 unique values
0 missing
Outcome_M5 (target)numeric24 unique values
0 missing
Outcome_M6 (target)numeric13 unique values
0 missing
Outcome_M7 (target)numeric11 unique values
0 missing
Outcome_M8 (target)numeric12 unique values
0 missing
Outcome_M9 (target)numeric11 unique values
0 missing
Outcome_M10 (target)numeric10 unique values
0 missing
Outcome_M11 (target)numeric7 unique values
0 missing
Outcome_M12 (target)numeric7 unique values
0 missing
Cat_1numeric2 unique values
0 missing
Cat_346numeric2 unique values
0 missing
Date_1numeric262 unique values
0 missing
Cat_347numeric2 unique values
0 missing
Quan_1numeric114 unique values
0 missing
Cat_348numeric2 unique values
0 missing
Quan_2numeric68 unique values
9 missing
Cat_349numeric2 unique values
0 missing
Quan_3numeric147 unique values
3 missing
Cat_350numeric2 unique values
0 missing
Quan_4numeric451 unique values
69 missing
Cat_351numeric2 unique values
0 missing
Date_2numeric325 unique values
0 missing
Cat_352numeric2 unique values
0 missing
Quan_5numeric69 unique values
474 missing
Cat_353numeric2 unique values
0 missing
Quan_6numeric29 unique values
474 missing
Cat_354numeric2 unique values
0 missing
Quan_7numeric38 unique values
474 missing
Cat_355numeric2 unique values
0 missing
Quan_8numeric69 unique values
474 missing
Cat_356numeric2 unique values
0 missing
Quan_9numeric69 unique values
474 missing
Cat_357numeric2 unique values
0 missing
Quan_10numeric45 unique values
474 missing
Cat_358numeric2 unique values
0 missing
Quan_11numeric26 unique values
474 missing
Cat_359numeric2 unique values
0 missing
Quan_12numeric20 unique values
474 missing
Cat_361numeric2 unique values
0 missing
Quan_13numeric45 unique values
474 missing
Cat_362numeric2 unique values
0 missing
Quan_14numeric45 unique values
474 missing
Cat_363numeric2 unique values
0 missing
Cat_2numeric66 unique values
0 missing
Cat_366numeric2 unique values
0 missing
Cat_3numeric248 unique values
0 missing
Cat_367numeric2 unique values
0 missing
Cat_4numeric373 unique values
0 missing
Cat_370numeric2 unique values
0 missing
Cat_5numeric13 unique values
0 missing
Cat_371numeric2 unique values
0 missing
Cat_6numeric57 unique values
0 missing
Cat_373numeric2 unique values
0 missing
Cat_7numeric14 unique values
0 missing
Cat_374numeric2 unique values
0 missing
Cat_8numeric25 unique values
0 missing
Cat_375numeric2 unique values
0 missing
Cat_9numeric7 unique values
0 missing
Cat_376numeric2 unique values
0 missing
Cat_10numeric4 unique values
0 missing
Cat_377numeric2 unique values
0 missing
Cat_11numeric2 unique values
0 missing
Cat_379numeric2 unique values
0 missing
Cat_12numeric3 unique values
0 missing
Cat_380numeric2 unique values
0 missing
Cat_13numeric2 unique values
0 missing
Cat_381numeric2 unique values
0 missing
Cat_15numeric16 unique values
0 missing
Quan_19numeric15 unique values
466 missing
Cat_16numeric2 unique values
0 missing
Cat_382numeric2 unique values
0 missing
Quan_15numeric284 unique values
9 missing
Cat_383numeric2 unique values
0 missing
Cat_17numeric3 unique values
0 missing
Cat_384numeric15 unique values
0 missing
Cat_18numeric2 unique values
0 missing
Quan_20numeric22 unique values
597 missing
Cat_19numeric2 unique values
0 missing
Cat_385numeric2 unique values
0 missing
Cat_22numeric2 unique values
0 missing
Cat_386numeric2 unique values
0 missing
Cat_23numeric2 unique values
0 missing
Cat_387numeric2 unique values
0 missing
Cat_27numeric2 unique values
0 missing
Cat_388numeric2 unique values
0 missing
Cat_29numeric2 unique values
0 missing
Cat_389numeric2 unique values
0 missing
Cat_38numeric2 unique values
0 missing
Cat_390numeric2 unique values
0 missing
Cat_41numeric2 unique values
0 missing
Cat_391numeric2 unique values
0 missing
Cat_42numeric2 unique values
0 missing
Quan_21numeric11 unique values
538 missing
Cat_43numeric2 unique values
0 missing
Cat_392numeric2 unique values
0 missing
Cat_44numeric2 unique values
0 missing
Cat_393numeric2 unique values
0 missing
Cat_47numeric2 unique values
0 missing
Cat_394numeric2 unique values
0 missing
Cat_51numeric2 unique values
0 missing
Cat_395numeric2 unique values
0 missing
Cat_52numeric2 unique values
0 missing
Cat_396numeric2 unique values
0 missing
Cat_59numeric2 unique values
0 missing
Quan_22numeric5 unique values
624 missing
Cat_66numeric2 unique values
0 missing
Cat_397numeric2 unique values
0 missing
Cat_67numeric2 unique values
0 missing
Cat_398numeric2 unique values
0 missing
Cat_68numeric2 unique values
0 missing
Cat_399numeric2 unique values
0 missing
Cat_69numeric2 unique values
0 missing
Cat_400numeric2 unique values
0 missing
Cat_70numeric2 unique values
0 missing
Cat_402numeric2 unique values
0 missing
Cat_73numeric2 unique values
0 missing
Cat_403numeric2 unique values
0 missing
Cat_78numeric2 unique values
0 missing
Cat_404numeric2 unique values
0 missing
Cat_79numeric2 unique values
0 missing
Cat_406numeric2 unique values
0 missing
Cat_80numeric2 unique values
0 missing
Cat_408numeric2 unique values
0 missing
Cat_81numeric2 unique values
0 missing
Cat_412numeric2 unique values
0 missing
Cat_83numeric2 unique values
0 missing
Cat_413numeric2 unique values
0 missing
Cat_84numeric2 unique values
0 missing
Cat_414numeric2 unique values
0 missing
Cat_88numeric2 unique values
0 missing
Cat_415numeric3 unique values
0 missing
Cat_97numeric2 unique values
0 missing
Cat_417numeric2 unique values
0 missing
Cat_98numeric2 unique values
0 missing
Cat_418numeric2 unique values
0 missing
Cat_102numeric2 unique values
0 missing
Cat_419numeric2 unique values
0 missing
Quan_16numeric20 unique values
256 missing
Cat_420numeric2 unique values
0 missing
Quan_17numeric7 unique values
277 missing
Cat_421numeric2 unique values
0 missing
Quan_18numeric12 unique values
575 missing
Cat_422numeric2 unique values
0 missing
Cat_110numeric4 unique values
0 missing
Cat_423numeric2 unique values
0 missing
Cat_111numeric2 unique values
0 missing
Cat_424numeric2 unique values
0 missing
Cat_112numeric2 unique values
0 missing
Cat_425numeric2 unique values
0 missing
Cat_113numeric9 unique values
0 missing
Cat_426numeric2 unique values
0 missing
Cat_114numeric2 unique values
0 missing
Cat_427numeric2 unique values
0 missing
Cat_115numeric4 unique values
0 missing
Cat_429numeric2 unique values
0 missing
Cat_116numeric2 unique values
0 missing
Cat_430numeric2 unique values
0 missing
Cat_117numeric2 unique values
0 missing
Cat_432numeric2 unique values
0 missing
Cat_118numeric2 unique values
0 missing
Cat_433numeric2 unique values
0 missing
Cat_119numeric2 unique values
0 missing
Cat_434numeric2 unique values
0 missing
Cat_120numeric2 unique values
0 missing
Cat_435numeric2 unique values
0 missing
Cat_121numeric2 unique values
0 missing
Cat_436numeric2 unique values
0 missing
Cat_122numeric2 unique values
0 missing
Cat_437numeric2 unique values
0 missing
Cat_123numeric2 unique values
0 missing
Cat_438numeric2 unique values
0 missing
Cat_125numeric2 unique values
0 missing
Cat_439numeric2 unique values
0 missing
Cat_126numeric2 unique values
0 missing
Cat_440numeric2 unique values
0 missing
Cat_128numeric2 unique values
0 missing
Cat_441numeric2 unique values
0 missing
Cat_129numeric2 unique values
0 missing
Cat_442numeric2 unique values
0 missing
Cat_130numeric2 unique values
0 missing
Cat_443numeric2 unique values
0 missing
Cat_131numeric2 unique values
0 missing
Cat_444numeric2 unique values
0 missing
Cat_132numeric2 unique values
0 missing
Cat_445numeric2 unique values
0 missing
Cat_133numeric2 unique values
0 missing
Cat_446numeric2 unique values
0 missing
Cat_134numeric2 unique values
0 missing
Cat_447numeric2 unique values
0 missing
Cat_135numeric2 unique values
0 missing
Cat_448numeric2 unique values
0 missing
Cat_136numeric2 unique values
0 missing
Cat_449numeric2 unique values
0 missing
Cat_137numeric2 unique values
0 missing
Cat_450numeric2 unique values
0 missing
Cat_138numeric2 unique values
0 missing
Cat_451numeric2 unique values
0 missing
Cat_139numeric2 unique values
0 missing
Cat_452numeric2 unique values
0 missing
Cat_140numeric2 unique values
0 missing
Cat_453numeric2 unique values
0 missing
Cat_141numeric2 unique values
0 missing
Cat_454numeric2 unique values
0 missing
Cat_142numeric2 unique values
0 missing
Cat_455numeric2 unique values
0 missing
Cat_143numeric2 unique values
0 missing
Cat_456numeric2 unique values
0 missing
Cat_144numeric2 unique values
0 missing
Cat_457numeric2 unique values
0 missing
Cat_145numeric2 unique values
0 missing
Quant_22numeric12 unique values
582 missing
Cat_146numeric2 unique values
0 missing
Cat_458numeric9 unique values
0 missing
Cat_147numeric2 unique values
0 missing
Quant_23numeric9 unique values
574 missing
Cat_148numeric2 unique values
0 missing
Cat_459numeric7 unique values
0 missing
Cat_149numeric2 unique values
0 missing
Quant_24numeric85 unique values
333 missing
Cat_150numeric2 unique values
0 missing
Cat_460numeric15 unique values
0 missing
Cat_151numeric2 unique values
0 missing
Quant_25numeric84 unique values
360 missing
Cat_154numeric2 unique values
0 missing
Cat_461numeric15 unique values
0 missing
Cat_156numeric2 unique values
0 missing
Cat_462numeric2 unique values
0 missing
Cat_157numeric2 unique values
0 missing
Cat_463numeric2 unique values
0 missing
Cat_159numeric2 unique values
0 missing
Cat_465numeric2 unique values
0 missing
Cat_162numeric2 unique values
0 missing
Cat_466numeric2 unique values
0 missing
Cat_164numeric2 unique values
0 missing
Cat_467numeric2 unique values
0 missing
Cat_165numeric2 unique values
0 missing
Cat_468numeric2 unique values
0 missing
Cat_166numeric2 unique values
0 missing
Cat_469numeric2 unique values
0 missing
Cat_168numeric2 unique values
0 missing
Cat_470numeric2 unique values
0 missing
Cat_171numeric2 unique values
0 missing
Cat_471numeric2 unique values
0 missing
Cat_172numeric2 unique values
0 missing
Cat_472numeric2 unique values
0 missing
Cat_173numeric2 unique values
0 missing
Cat_474numeric2 unique values
0 missing
Cat_174numeric2 unique values
0 missing
Cat_475numeric2 unique values
0 missing
Cat_175numeric2 unique values
0 missing
Cat_476numeric2 unique values
0 missing
Cat_176numeric2 unique values
0 missing
Cat_477numeric2 unique values
0 missing
Cat_177numeric2 unique values
0 missing
Cat_478numeric2 unique values
0 missing
Cat_178numeric2 unique values
0 missing
Cat_481numeric2 unique values
0 missing
Cat_180numeric2 unique values
0 missing
Cat_482numeric2 unique values
0 missing
Cat_182numeric2 unique values
0 missing
Cat_483numeric2 unique values
0 missing
Cat_183numeric2 unique values
0 missing
Cat_484numeric2 unique values
0 missing
Cat_184numeric2 unique values
0 missing
Cat_489numeric2 unique values
0 missing
Cat_186numeric2 unique values
0 missing
Cat_490numeric10 unique values
0 missing
Cat_187numeric2 unique values
0 missing
Cat_491numeric2 unique values
0 missing
Cat_188numeric2 unique values
0 missing
Cat_492numeric2 unique values
0 missing
Cat_191numeric2 unique values
0 missing
Cat_493numeric2 unique values
0 missing
Cat_192numeric2 unique values
0 missing
Cat_494numeric2 unique values
0 missing
Cat_193numeric2 unique values
0 missing
Cat_495numeric2 unique values
0 missing
Cat_195numeric2 unique values
0 missing
Cat_497numeric2 unique values
0 missing
Cat_197numeric2 unique values
0 missing
Cat_498numeric2 unique values
0 missing
Cat_198numeric2 unique values
0 missing
Cat_499numeric2 unique values
0 missing
Cat_200numeric2 unique values
0 missing
Cat_501numeric2 unique values
0 missing
Cat_203numeric2 unique values
0 missing
Cat_502numeric2 unique values
0 missing
Cat_204numeric2 unique values
0 missing
Quan_27numeric8 unique values
0 missing
Cat_205numeric2 unique values
0 missing
Quan_28numeric3 unique values
0 missing
Cat_206numeric2 unique values
0 missing
Cat_510numeric2 unique values
0 missing
Cat_207numeric2 unique values
0 missing
Cat_511numeric2 unique values
0 missing
Cat_209numeric2 unique values
0 missing
Cat_512numeric2 unique values
0 missing
Cat_210numeric2 unique values
0 missing
Cat_513numeric2 unique values
0 missing
Cat_213numeric2 unique values
0 missing
Cat_214numeric2 unique values
0 missing
Cat_215numeric2 unique values
0 missing
Cat_216numeric2 unique values
0 missing
Cat_217numeric2 unique values
0 missing
Cat_218numeric2 unique values
0 missing
Cat_219numeric2 unique values
0 missing
Cat_220numeric2 unique values
0 missing
Cat_221numeric2 unique values
0 missing
Cat_222numeric2 unique values
0 missing
Cat_223numeric2 unique values
0 missing
Cat_224numeric2 unique values
0 missing
Cat_225numeric2 unique values
0 missing
Cat_226numeric2 unique values
0 missing
Cat_227numeric2 unique values
0 missing
Cat_228numeric2 unique values
0 missing
Cat_229numeric2 unique values
0 missing
Cat_230numeric2 unique values
0 missing
Cat_231numeric2 unique values
0 missing
Cat_232numeric2 unique values
0 missing
Cat_233numeric2 unique values
0 missing
Cat_234numeric2 unique values
0 missing
Cat_235numeric2 unique values
0 missing
Cat_236numeric2 unique values
0 missing
Cat_237numeric2 unique values
0 missing
Cat_238numeric2 unique values
0 missing
Cat_239numeric2 unique values
0 missing
Cat_240numeric2 unique values
0 missing
Cat_241numeric2 unique values
0 missing
Cat_242numeric2 unique values
0 missing
Cat_243numeric2 unique values
0 missing
Cat_244numeric2 unique values
0 missing
Cat_245numeric2 unique values
0 missing
Cat_246numeric2 unique values
0 missing
Cat_247numeric2 unique values
0 missing
Cat_248numeric2 unique values
0 missing
Cat_249numeric2 unique values
0 missing
Cat_250numeric2 unique values
0 missing
Cat_251numeric2 unique values
0 missing
Cat_253numeric2 unique values
0 missing
Cat_254numeric2 unique values
0 missing
Cat_255numeric2 unique values
0 missing
Cat_256numeric2 unique values
0 missing
Cat_258numeric2 unique values
0 missing
Cat_259numeric2 unique values
0 missing
Cat_260numeric2 unique values
0 missing
Cat_261numeric2 unique values
0 missing
Cat_262numeric2 unique values
0 missing
Cat_263numeric2 unique values
0 missing
Cat_265numeric2 unique values
0 missing
Cat_267numeric2 unique values
0 missing
Cat_273numeric2 unique values
0 missing
Cat_275numeric2 unique values
0 missing
Cat_276numeric2 unique values
0 missing
Cat_277numeric2 unique values
0 missing
Cat_278numeric2 unique values
0 missing
Cat_280numeric2 unique values
0 missing
Cat_281numeric2 unique values
0 missing
Cat_282numeric2 unique values
0 missing
Cat_283numeric2 unique values
0 missing
Cat_284numeric2 unique values
0 missing
Cat_287numeric2 unique values
0 missing
Cat_288numeric2 unique values
0 missing
Cat_289numeric2 unique values
0 missing
Cat_290numeric2 unique values
0 missing
Cat_291numeric2 unique values
0 missing
Cat_292numeric2 unique values
0 missing
Cat_293numeric2 unique values
0 missing
Cat_294numeric2 unique values
0 missing
Cat_295numeric2 unique values
0 missing
Cat_296numeric2 unique values
0 missing
Cat_297numeric2 unique values
0 missing
Cat_298numeric2 unique values
0 missing
Cat_299numeric2 unique values
0 missing
Cat_300numeric2 unique values
0 missing
Cat_301numeric2 unique values
0 missing
Cat_302numeric2 unique values
0 missing
Cat_303numeric2 unique values
0 missing
Cat_304numeric2 unique values
0 missing
Cat_305numeric2 unique values
0 missing
Cat_306numeric2 unique values
0 missing
Cat_307numeric2 unique values
0 missing
Cat_308numeric2 unique values
0 missing
Cat_309numeric2 unique values
0 missing
Cat_311numeric2 unique values
0 missing
Cat_312numeric2 unique values
0 missing
Cat_313numeric2 unique values
0 missing
Cat_314numeric2 unique values
0 missing
Cat_315numeric2 unique values
0 missing
Cat_316numeric2 unique values
0 missing
Cat_317numeric2 unique values
0 missing
Cat_318numeric2 unique values
0 missing
Cat_319numeric2 unique values
0 missing
Cat_320numeric2 unique values
0 missing
Cat_321numeric2 unique values
0 missing
Cat_323numeric2 unique values
0 missing
Cat_326numeric2 unique values
0 missing
Cat_328numeric2 unique values
0 missing
Cat_331numeric2 unique values
0 missing
Cat_332numeric2 unique values
0 missing
Cat_333numeric2 unique values
0 missing
Cat_334numeric2 unique values
0 missing
Cat_335numeric2 unique values
0 missing
Cat_336numeric2 unique values
0 missing
Cat_337numeric2 unique values
0 missing
Cat_338numeric2 unique values
0 missing
Cat_339numeric2 unique values
0 missing
Cat_340numeric2 unique values
0 missing
Cat_341numeric2 unique values
0 missing
Cat_342numeric2 unique values
0 missing
Cat_343numeric2 unique values
0 missing

62 properties

639
Number of instances (rows) of the dataset.
413
Number of attributes (columns) of the dataset.
Number of distinct values of the target attribute (if it is nominal).
10012
Number of missing values in the dataset.
639
Number of instances with at least one value missing.
413
Number of numeric attributes.
0
Number of nominal attributes.
2.43
First quartile of skewness among attributes of the numeric type.
6548.69
Mean of means among attributes of the numeric type.
0.19
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.
28.86
Second quartile (Median) of kurtosis among attributes of the numeric type.
0.65
Number of attributes divided by the number of instances.
Average number of distinct values among the attributes of the nominal type.
0.08
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.
7.29
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.
7635.91
Mean standard deviation of attributes of the numeric type.
5.25
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.
0.35
Second quartile (Median) of standard deviation of attributes of the numeric type.
Maximum entropy among attributes.
-2.01
Minimum kurtosis among attributes of the numeric type.
100
Percentage of instances having missing values.
Third quartile of entropy among attributes.
639
Maximum kurtosis among attributes of the numeric type.
0
Minimum of means among attributes of the numeric type.
3.79
Percentage of missing values.
102.32
Third quartile of kurtosis among attributes of the numeric type.
1710304.23
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.
0.38
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.
-25.28
Minimum skewness among attributes of the numeric type.
First quartile of entropy among attributes.
10.2
Third quartile of skewness among attributes of the numeric type.
25.28
Maximum skewness among attributes of the numeric type.
0.04
Minimum standard deviation of attributes of the numeric type.
5.9
First quartile of kurtosis among attributes of the numeric type.
0.63
Third quartile of standard deviation of attributes of the numeric type.
1396817.21
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.
0.02
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.
107.26
Mean kurtosis among attributes of the numeric type.

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