Data
KDDCup09-Upselling

KDDCup09-Upselling

active ARFF Publicly available Visibility: public Uploaded 28-07-2021 by Pieter Gijsbers
0 likes downloaded by 0 people , 0 total downloads 0 issues 0 downvotes
Issue #Downvotes for this reason By


Loading wiki
Help us complete this description Edit
This is the full version of the KDD Cup 2009 dataset This Year's Challenge Customer Relationship Management (CRM) is a key element of modern marketing strategies. The KDD Cup 2009 offers the opportunity to work on large marketing databases from the French Telecom company Orange to predict the propensity of customers to switch provider (churn), buy new products or services (appetency), or buy upgrades or add-ons proposed to them to make the sale more profitable (up-selling). The most practical way, in a CRM system, to build knowledge on customer is to produce scores. A score (the output of a model) is an evaluation for all instances of a target variable to explain (i.e. churn, appetency or up-selling). Tools which produce scores allow to project, on a given population, quantifiable information. The score is computed using input variables which describe instances. Scores are then used by the information system (IS), for example, to personalize the customer relationship. An industrial customer analysis platform able to build prediction models with a very large number of input variables has been developed by Orange Labs. This platform implements several processing methods for instances and variables selection, prediction and indexation based on an efficient model combined with variable selection regularization and model averaging method. The main characteristic of this platform is its ability to scale on very large datasets with hundreds of thousands of instances and thousands of variables. The rapid and robust detection of the variables that have most contributed to the output prediction can be a key factor in a marketing application. The challenge is to beat the in-house system developed by Orange Labs. It is an opportunity to prove that you can deal with a very large database, including heterogeneous noisy data (numerical and categorical variables), and unbalanced class distributions. Time efficiency is often a crucial point. Therefore part of the competition will be time-constrained to test the ability of the participants to deliver solutions quickly. Task Description The task is to estimate the churn, appetency and up-selling probability of customers, hence there are three target values to be predicted. The challenge is staged in phases to test the rapidity with which each team is able to produce results. A large number of variables (15,000) is made available for prediction. However, to engage participants having access to less computing power, a smaller version of the dataset with only 230 variables will be made available in the second part of the challenge. * Churn (wikipedia definition): Churn rate is also sometimes called attrition rate. It is one of two primary factors that determine the steady-state level of customers a business will support. In its broadest sense, churn rate is a measure of the number of individuals or items moving into or out of a collection over a specific period of time. The term is used in many contexts, but is most widely applied in business with respect to a contractual customer base. For instance, it is an important factor for any business with a subscriber-based service model, including mobile telephone networks and pay TV operators. The term is also used to refer to participant turnover in peer-to-peer networks. * Appetency: In our context, the appetency is the propensity to buy a service or a product. * Up-selling (wikipedia definition): Up-selling is a sales technique whereby a salesman attempts to have the customer purchase more expensive items, upgrades, or other add-ons in an attempt to make a more profitable sale. Up-selling usually involves marketing more profitable services or products, but up-selling can also be simply exposing the customer to other options he or she may not have considered previously. Up-selling can imply selling something additional, or selling something that is more profitable or otherwise preferable for the seller instead of the original sale. The training set contains 50,000 examples. The first predictive 14,740 variables are numerical and the last 260 predictive variables are categorical. The last target variable is binary (-1,1).

14892 features

upselling (target)nominal2 unique values
0 missing
Var1numeric4 unique values
0 missing
Var259numeric2 unique values
0 missing
Var516numeric1 unique values
0 missing
Var772numeric705 unique values
0 missing
Var1028numeric2 unique values
0 missing
Var1285numeric26 unique values
0 missing
Var1542numeric2 unique values
0 missing
Var1798numeric33 unique values
0 missing
Var2054numeric1 unique values
0 missing
Var2311numeric7 unique values
0 missing
Var2568numeric2 unique values
0 missing
Var2824numeric2 unique values
0 missing
Var3080numeric9978 unique values
5539 missing
Var3337numeric2 unique values
0 missing
Var3594numeric9 unique values
0 missing
Var3850numeric26 unique values
0 missing
Var4106numeric24 unique values
0 missing
Var4364numeric65 unique values
0 missing
Var4620numeric2 unique values
0 missing
Var4877numeric2 unique values
0 missing
Var5133numeric23 unique values
0 missing
Var5391numeric2 unique values
0 missing
Var5647numeric5 unique values
0 missing
Var5903numeric2 unique values
0 missing
Var6159numeric41932 unique values
0 missing
Var6416numeric2 unique values
0 missing
Var6672numeric2 unique values
0 missing
Var6928numeric2 unique values
0 missing
Var7186numeric2 unique values
48421 missing
Var7444numeric2 unique values
0 missing
Var7700numeric55 unique values
49442 missing
Var7957numeric45 unique values
49298 missing
Var8213numeric48 unique values
0 missing
Var8469numeric2 unique values
0 missing
Var8725numeric2 unique values
0 missing
Var8981numeric51 unique values
13920 missing
Var9238numeric2 unique values
0 missing
Var9494numeric2 unique values
0 missing
Var9750numeric3 unique values
0 missing
Var10007numeric26 unique values
0 missing
Var10263numeric11 unique values
0 missing
Var10519numeric901 unique values
0 missing
Var10775numeric2 unique values
0 missing
Var11032numeric2 unique values
0 missing
Var11289numeric7 unique values
0 missing
Var11547numeric24 unique values
0 missing
Var11806numeric3 unique values
0 missing
Var12062numeric2 unique values
0 missing
Var12319numeric26 unique values
0 missing
Var12575numeric94 unique values
0 missing
Var12832numeric2 unique values
0 missing
Var13088numeric3 unique values
0 missing
Var13347numeric7 unique values
0 missing
Var13603numeric6 unique values
0 missing
Var13860numeric2 unique values
0 missing
Var14116numeric2 unique values
0 missing
Var14375numeric2 unique values
0 missing
Var14631numeric2 unique values
0 missing
Var14929nominal2 unique values
49141 missing
Var2numeric3 unique values
0 missing
Var260numeric39 unique values
0 missing
Var517numeric1 unique values
0 missing
Var773numeric2 unique values
0 missing
Var1029numeric2 unique values
0 missing
Var1286numeric13 unique values
0 missing
Var1543numeric32454 unique values
0 missing
Var1799numeric2 unique values
0 missing
Var2055numeric26 unique values
0 missing
Var2312numeric14 unique values
0 missing
Var2569numeric4 unique values
0 missing
Var2825numeric2 unique values
0 missing
Var3081numeric2 unique values
0 missing
Var3338numeric9 unique values
0 missing
Var3595numeric3 unique values
0 missing
Var3851numeric2 unique values
0 missing
Var4107numeric1 unique values
0 missing
Var4365numeric1 unique values
0 missing
Var4621numeric3 unique values
0 missing
Var4878numeric25 unique values
0 missing
Var5134numeric222 unique values
0 missing
Var5392numeric2 unique values
0 missing
Var5648numeric2 unique values
0 missing
Var5904numeric10 unique values
0 missing
Var6160numeric9 unique values
0 missing
Var6417numeric2 unique values
0 missing
Var6673numeric2 unique values
0 missing
Var6929numeric1 unique values
0 missing
Var7187numeric1 unique values
0 missing
Var7445numeric1 unique values
0 missing
Var7701numeric2 unique values
0 missing
Var7958numeric6 unique values
0 missing
Var8214numeric2 unique values
0 missing
Var8470numeric12 unique values
0 missing
Var8726numeric1 unique values
0 missing
Var8982numeric236 unique values
0 missing
Var9239numeric17 unique values
0 missing
Var9495numeric1 unique values
0 missing
Var9751numeric2 unique values
0 missing
Var10008numeric7 unique values
0 missing
Var10264numeric18 unique values
49127 missing
Var10520numeric2 unique values
0 missing
Var10777numeric9 unique values
0 missing
Var11033numeric23 unique values
0 missing
Var11290numeric40310 unique values
0 missing
Var11548numeric2 unique values
0 missing
Var11807numeric31 unique values
0 missing
Var12063numeric2 unique values
0 missing
Var12320numeric1051 unique values
0 missing
Var12576numeric2 unique values
0 missing
Var12833numeric47 unique values
0 missing
Var13089numeric16 unique values
0 missing
Var13348numeric23 unique values
0 missing
Var13604numeric152 unique values
0 missing
Var13861numeric2 unique values
0 missing
Var14117numeric12 unique values
0 missing
Var14376numeric23 unique values
0 missing
Var14632numeric20 unique values
0 missing
Var14932nominal7 unique values
49141 missing
Var3numeric18 unique values
0 missing
Var261numeric1 unique values
0 missing
Var518numeric2 unique values
0 missing
Var774numeric2 unique values
0 missing
Var1030numeric2 unique values
0 missing
Var1287numeric26 unique values
0 missing
Var1544numeric19 unique values
0 missing
Var1800numeric5 unique values
0 missing
Var2056numeric2 unique values
0 missing
Var2313numeric1 unique values
0 missing
Var2570numeric131 unique values
0 missing
Var2826numeric2 unique values
0 missing
Var3082numeric23 unique values
0 missing
Var3339numeric48620 unique values
0 missing
Var3596numeric7 unique values
0 missing
Var3852numeric12 unique values
0 missing
Var4108numeric279 unique values
0 missing
Var4366numeric2 unique values
0 missing
Var4622numeric2 unique values
0 missing
Var4879numeric2 unique values
0 missing
Var5136numeric14 unique values
0 missing
Var5393numeric71 unique values
0 missing
Var5649numeric1 unique values
0 missing
Var5905numeric1 unique values
0 missing
Var6161numeric26 unique values
0 missing
Var6418numeric18652 unique values
7230 missing
Var6674numeric3 unique values
0 missing
Var6930numeric2 unique values
0 missing
Var7188numeric37908 unique values
0 missing
Var7446numeric911 unique values
0 missing
Var7702numeric2 unique values
0 missing
Var7959numeric2 unique values
0 missing
Var8215numeric6 unique values
0 missing
Var8471numeric18 unique values
0 missing
Var8727numeric2 unique values
0 missing
Var8983numeric1 unique values
0 missing
Var9240numeric4 unique values
0 missing
Var9496numeric2 unique values
0 missing
Var9752numeric2 unique values
0 missing
Var10009numeric2 unique values
0 missing
Var10265numeric21 unique values
0 missing
Var10521numeric2350 unique values
0 missing
Var10778numeric1 unique values
0 missing
Var11034numeric9 unique values
0 missing
Var11291numeric2 unique values
0 missing
Var11549numeric233 unique values
0 missing
Var11808numeric3 unique values
0 missing
Var12064numeric1 unique values
0 missing
Var12321numeric34230 unique values
0 missing
Var12577numeric14 unique values
0 missing
Var12834numeric1 unique values
0 missing
Var13090numeric106 unique values
0 missing
Var13349numeric47 unique values
0 missing
Var13605numeric2 unique values
0 missing
Var13862numeric2 unique values
0 missing
Var14118numeric1 unique values
0 missing
Var14377numeric32467 unique values
0 missing
Var14633numeric29 unique values
0 missing
Var14933nominal95 unique values
46872 missing
Var4numeric14 unique values
0 missing
Var262numeric208 unique values
0 missing
Var519numeric21 unique values
0 missing
Var775numeric2 unique values
0 missing
Var1031numeric2 unique values
0 missing
Var1288numeric2 unique values
0 missing
Var1545numeric1 unique values
0 missing
Var1801numeric2 unique values
0 missing
Var2057numeric2 unique values
0 missing
Var2314numeric26 unique values
0 missing
Var2571numeric10 unique values
0 missing
Var2827numeric11 unique values
0 missing
Var3083numeric13 unique values
0 missing
Var3340numeric9 unique values
0 missing
Var3597numeric13 unique values
0 missing
Var3853numeric2 unique values
0 missing
Var4109numeric2 unique values
0 missing
Var4367numeric767 unique values
0 missing
Var4623numeric15 unique values
0 missing
Var4880numeric2 unique values
0 missing
Var5137numeric2 unique values
0 missing
Var5394numeric17 unique values
0 missing
Var5650numeric1 unique values
0 missing
Var5906numeric2 unique values
0 missing
Var6162numeric2 unique values
0 missing
Var6419numeric5 unique values
0 missing
Var6675numeric2 unique values
0 missing
Var6931numeric2 unique values
0 missing
Var7189numeric600 unique values
48421 missing
Var7447numeric1 unique values
0 missing
Var7703numeric2 unique values
0 missing
Var7960numeric40806 unique values
0 missing
Var8216numeric2 unique values
0 missing
Var8472numeric1 unique values
0 missing
Var8728numeric1 unique values
0 missing
Var8984numeric2 unique values
0 missing
Var9241numeric19 unique values
0 missing
Var9497numeric2 unique values
0 missing
Var9753numeric11 unique values
0 missing
Var10010numeric26 unique values
0 missing
Var10266numeric2 unique values
0 missing
Var10522numeric2 unique values
0 missing
Var10779numeric5 unique values
0 missing
Var11035numeric1 unique values
0 missing
Var11292numeric122 unique values
0 missing
Var11550numeric2 unique values
0 missing
Var11809numeric2 unique values
0 missing
Var12065numeric1 unique values
0 missing
Var12322numeric1 unique values
0 missing
Var12578numeric2 unique values
0 missing
Var12835numeric21 unique values
0 missing
Var13091numeric16 unique values
0 missing
Var13350numeric26 unique values
0 missing
Var13606numeric270 unique values
0 missing
Var13863numeric2 unique values
0 missing
Var14119numeric2 unique values
0 missing
Var14378numeric7 unique values
0 missing
Var14634numeric37292 unique values
0 missing
Var14937nominal9 unique values
49141 missing
Var5numeric2 unique values
0 missing
Var263numeric2 unique values
0 missing
Var520numeric2 unique values
0 missing
Var776numeric2 unique values
0 missing
Var1032numeric2 unique values
0 missing
Var1289numeric14 unique values
0 missing
Var1546numeric25 unique values
0 missing
Var1802numeric21 unique values
0 missing
Var2058numeric21 unique values
0 missing
Var2315numeric46336 unique values
0 missing
Var2572numeric22 unique values
0 missing
Var2828numeric1 unique values
0 missing
Var3084numeric14 unique values
0 missing
Var3341numeric4 unique values
0 missing
Var3598numeric2 unique values
0 missing
Var3854numeric2 unique values
0 missing
Var4110numeric2 unique values
0 missing
Var4368numeric2 unique values
0 missing
Var4624numeric2 unique values
0 missing
Var4881numeric15 unique values
0 missing
Var5138numeric46569 unique values
0 missing
Var5395numeric5 unique values
0 missing
Var5651numeric1 unique values
0 missing
Var5907numeric2 unique values
0 missing
Var6163numeric1 unique values
0 missing
Var6420numeric4 unique values
0 missing
Var6676numeric23 unique values
0 missing
Var6932numeric25 unique values
0 missing
Var7190numeric8 unique values
0 missing
Var7448numeric12 unique values
0 missing
Var7704numeric123 unique values
0 missing
Var7961numeric1 unique values
0 missing
Var8217numeric132 unique values
0 missing
Var8473numeric2 unique values
0 missing
Var8729numeric2 unique values
0 missing
Var8985numeric10 unique values
0 missing
Var9242numeric2 unique values
0 missing
Var9498numeric40646 unique values
0 missing
Var9754numeric2 unique values
0 missing
Var10011numeric3 unique values
0 missing
Var10267numeric2 unique values
0 missing
Var10523numeric1 unique values
0 missing
Var10780numeric2 unique values
0 missing
Var11036numeric9 unique values
0 missing
Var11293numeric2 unique values
0 missing
Var11551numeric2 unique values
0 missing
Var11810numeric469 unique values
0 missing
Var12066numeric9 unique values
0 missing
Var12323numeric2 unique values
0 missing
Var12579numeric24 unique values
0 missing
Var12836numeric25 unique values
0 missing
Var13092numeric2 unique values
0 missing
Var13351numeric1 unique values
0 missing
Var13607numeric2 unique values
0 missing
Var13864numeric2 unique values
0 missing
Var14120numeric2 unique values
0 missing
Var14379numeric8 unique values
0 missing
Var14635numeric23 unique values
0 missing
Var14938nominal2 unique values
46872 missing
Var6numeric2 unique values
0 missing
Var264numeric804 unique values
0 missing
Var521numeric7 unique values
0 missing
Var777numeric23 unique values
0 missing
Var1033numeric1 unique values
0 missing
Var1290numeric25 unique values
0 missing
Var1547numeric9 unique values
0 missing
Var1803numeric2 unique values
0 missing
Var2059numeric2 unique values
0 missing
Var2316numeric2 unique values
0 missing
Var2573numeric2 unique values
0 missing
Var2829numeric2 unique values
0 missing
Var3085numeric2 unique values
0 missing
Var3342numeric7 unique values
0 missing
Var3599numeric3 unique values
0 missing
Var3855numeric1 unique values
0 missing
Var4111numeric118 unique values
0 missing
Var4369numeric1 unique values
0 missing
Var4625numeric18 unique values
0 missing
Var4882numeric4 unique values
0 missing
Var5139numeric2 unique values
0 missing
Var5396numeric263 unique values
0 missing
Var5652numeric2 unique values
0 missing
Var5908numeric1 unique values
0 missing
Var6164numeric224 unique values
0 missing
Var6421numeric3 unique values
0 missing
Var6677numeric2 unique values
0 missing
Var6933numeric724 unique values
0 missing
Var7191numeric1 unique values
0 missing
Var7449numeric2 unique values
0 missing
Var7705numeric26 unique values
0 missing
Var7962numeric3 unique values
0 missing
Var8218numeric25 unique values
0 missing
Var8474numeric1 unique values
0 missing
Var8730numeric2 unique values
0 missing
Var8986numeric25 unique values
0 missing
Var9243numeric123 unique values
0 missing
Var9499numeric503 unique values
0 missing
Var9755numeric12 unique values
0 missing
Var10012numeric2 unique values
0 missing
Var10268numeric6 unique values
0 missing
Var10524numeric2 unique values
0 missing
Var10781numeric17 unique values
0 missing
Var11037numeric1 unique values
0 missing
Var11294numeric24 unique values
0 missing
Var11552numeric26 unique values
0 missing
Var11811numeric14 unique values
0 missing
Var12067numeric2 unique values
0 missing
Var12324numeric93 unique values
7230 missing
Var12580numeric1652 unique values
26145 missing
Var12837numeric2 unique values
0 missing
Var13093numeric2 unique values
0 missing
Var13352numeric3 unique values
0 missing
Var13608numeric2 unique values
0 missing
Var13865numeric2 unique values
0 missing
Var14121numeric2 unique values
0 missing
Var14380numeric2 unique values
0 missing
Var14636numeric115 unique values
0 missing
Var14939nominal18 unique values
43253 missing
Var7numeric559 unique values
0 missing
Var265numeric2 unique values
0 missing
Var522numeric18 unique values
0 missing
Var778numeric20 unique values
0 missing
Var1034numeric1 unique values
0 missing
Var1291numeric2 unique values
0 missing
Var1548numeric1 unique values
0 missing
Var1804numeric9 unique values
0 missing
Var2060numeric11 unique values
0 missing
Var2317numeric40 unique values
0 missing
Var2574numeric23 unique values
0 missing
Var2830numeric3 unique values
0 missing
Var3086numeric22 unique values
0 missing
Var3343numeric2 unique values
0 missing
Var3600numeric4 unique values
0 missing
Var3856numeric2 unique values
0 missing
Var4112numeric1 unique values
0 missing
Var4370numeric2 unique values
0 missing
Var4626numeric2 unique values
0 missing
Var4883numeric5 unique values
0 missing
Var5140numeric2 unique values
0 missing
Var5397numeric1 unique values
0 missing
Var5653numeric29 unique values
0 missing
Var5909numeric1 unique values
0 missing
Var6165numeric1 unique values
0 missing
Var6422numeric5 unique values
0 missing
Var6678numeric2 unique values
0 missing
Var6934numeric2 unique values
0 missing
Var7192numeric2 unique values
0 missing
Var7450numeric2 unique values
0 missing
Var7706numeric7237 unique values
0 missing
Var7963numeric26 unique values
0 missing
Var8219numeric1 unique values
0 missing
Var8475numeric2 unique values
0 missing
Var8731numeric2 unique values
0 missing
Var8987numeric2 unique values
0 missing
Var9244numeric2 unique values
0 missing
Var9500numeric2 unique values
0 missing
Var9756numeric298 unique values
49153 missing
Var10013numeric2 unique values
0 missing
Var10269numeric2 unique values
0 missing
Var10525numeric2 unique values
0 missing
Var10782numeric2 unique values
0 missing
Var11038numeric20 unique values
0 missing
Var11295numeric1 unique values
0 missing
Var11553numeric2 unique values
0 missing
Var11812numeric2 unique values
0 missing
Var12068numeric2 unique values
0 missing
Var12325numeric33409 unique values
0 missing
Var12581numeric2 unique values
0 missing
Var12838numeric3 unique values
0 missing
Var13094numeric528 unique values
0 missing
Var13353numeric26 unique values
0 missing
Var13609numeric15 unique values
0 missing
Var13866numeric60 unique values
0 missing
Var14122numeric3 unique values
0 missing
Var14381numeric1 unique values
0 missing
Var14637numeric2 unique values
0 missing
Var14940nominal1 unique values
49180 missing
Var8numeric6 unique values
0 missing
Var266numeric2 unique values
0 missing
Var523numeric6 unique values
0 missing
Var779numeric4 unique values
0 missing
Var1035numeric2 unique values
0 missing
Var1292numeric2 unique values
0 missing
Var1549numeric15 unique values
0 missing
Var1805numeric23 unique values
0 missing
Var2061numeric7 unique values
0 missing
Var2318numeric23 unique values
0 missing
Var2575numeric24 unique values
0 missing
Var2831numeric263 unique values
0 missing
Var3087numeric16 unique values
0 missing
Var3344numeric2 unique values
0 missing
Var3601numeric1 unique values
0 missing
Var3857numeric29 unique values
0 missing
Var4113numeric1 unique values
0 missing
Var4371numeric2 unique values
0 missing
Var4627numeric2 unique values
0 missing
Var4884numeric2 unique values
0 missing
Var5141numeric2 unique values
0 missing
Var5398numeric2 unique values
0 missing
Var5654numeric1 unique values
0 missing
Var5910numeric114 unique values
0 missing
Var6166numeric2 unique values
0 missing
Var6423numeric18 unique values
0 missing
Var6679numeric328 unique values
49667 missing
Var6935numeric9 unique values
0 missing
Var7193numeric1 unique values
0 missing
Var7451numeric8 unique values
0 missing
Var7707numeric2 unique values
0 missing
Var7964numeric7301 unique values
0 missing
Var8220numeric1 unique values
0 missing
Var8476numeric43723 unique values
0 missing
Var8732numeric700 unique values
0 missing
Var8988numeric1 unique values
0 missing
Var9245numeric88 unique values
48917 missing
Var9501numeric2 unique values
0 missing
Var9757numeric2 unique values
0 missing
Var10014numeric10 unique values
0 missing
Var10270numeric495 unique values
0 missing
Var10526numeric2 unique values
0 missing
Var10783numeric2 unique values
0 missing
Var11039numeric12 unique values
0 missing
Var11296numeric2 unique values
0 missing
Var11554numeric19 unique values
0 missing
Var11813numeric27 unique values
0 missing
Var12069numeric24 unique values
0 missing
Var12326numeric2 unique values
0 missing
Var12582numeric21 unique values
0 missing
Var12839numeric2 unique values
0 missing
Var13095numeric1 unique values
0 missing
Var13354numeric189 unique values
0 missing
Var13610numeric23 unique values
0 missing
Var13867numeric15 unique values
0 missing
Var14123numeric2 unique values
0 missing
Var14382numeric2 unique values
0 missing
Var14638numeric12 unique values
0 missing
Var14942nominal1 unique values
36726 missing
Var9numeric4 unique values
0 missing
Var267numeric1 unique values
0 missing
Var524numeric124 unique values
0 missing
Var780numeric2 unique values
0 missing
Var1036numeric41287 unique values
0 missing
Var1293numeric13 unique values
0 missing
Var1550numeric257 unique values
0 missing
Var1806numeric23 unique values
0 missing
Var2062numeric26 unique values
0 missing
Var2319numeric285 unique values
0 missing
Var2576numeric1 unique values
0 missing
Var2832numeric2 unique values
0 missing
Var3088numeric1 unique values
0 missing
Var3345numeric8 unique values
0 missing
Var3602numeric2 unique values
0 missing
Var3858numeric708 unique values
0 missing
Var4114numeric26 unique values
0 missing
Var4372numeric12 unique values
0 missing
Var4628numeric2 unique values
0 missing
Var4885numeric20 unique values
0 missing
Var5142numeric1 unique values
0 missing
Var5399numeric30458 unique values
0 missing
Var5655numeric2 unique values
0 missing
Var5911numeric2 unique values
0 missing
Var6167numeric4 unique values
0 missing
Var6424numeric18312 unique values
0 missing
Var6680numeric1 unique values
0 missing
Var6936numeric2 unique values
0 missing
Var7194numeric2 unique values
0 missing
Var7452numeric17 unique values
0 missing
Var7708numeric23 unique values
0 missing
Var7965numeric1 unique values
0 missing
Var8221numeric263 unique values
0 missing
Var8477numeric25 unique values
0 missing
Var8733numeric56 unique values
0 missing
Var8989numeric2 unique values
0 missing
Var9246numeric476 unique values
0 missing
Var9502numeric2 unique values
0 missing
Var9758numeric2 unique values
0 missing
Var10015numeric25 unique values
0 missing
Var10271numeric2 unique values
0 missing
Var10527numeric2 unique values
0 missing
Var10784numeric26 unique values
0 missing
Var11040numeric1 unique values
0 missing
Var11297numeric2 unique values
0 missing
Var11555numeric757 unique values
0 missing
Var11814numeric7 unique values
0 missing
Var12070numeric2 unique values
0 missing
Var12327numeric9 unique values
0 missing
Var12583numeric1 unique values
0 missing
Var12840numeric35223 unique values
0 missing
Var13096numeric4 unique values
0 missing
Var13355numeric7 unique values
0 missing
Var13611numeric17 unique values
0 missing
Var13868numeric6 unique values
0 missing
Var14124numeric26 unique values
0 missing
Var14383numeric2 unique values
0 missing
Var14639numeric22 unique values
0 missing
Var14943nominal1 unique values
48513 missing
Var10numeric2 unique values
0 missing
Var268numeric6 unique values
0 missing
Var525numeric25 unique values
0 missing
Var781numeric8 unique values
0 missing
Var1037numeric19 unique values
0 missing
Var1294numeric99 unique values
0 missing
Var1551numeric1 unique values
0 missing
Var1807numeric21 unique values
0 missing
Var2063numeric25 unique values
0 missing
Var2320numeric2 unique values
0 missing
Var2577numeric12 unique values
0 missing
Var2833numeric2 unique values
0 missing
Var3089numeric7 unique values
0 missing
Var3346numeric22 unique values
0 missing
Var3603numeric22 unique values
0 missing
Var3859numeric9 unique values
0 missing
Var4115numeric16 unique values
0 missing
Var4373numeric21 unique values
0 missing
Var4629numeric2 unique values
0 missing
Var4886numeric2 unique values
0 missing
Var5143numeric2 unique values
0 missing
Var5400numeric2 unique values
0 missing
Var5656numeric2 unique values
0 missing
Var5912numeric1158 unique values
0 missing
Var6168numeric2 unique values
0 missing
Var6425numeric2 unique values
0 missing
Var6681numeric2 unique values
0 missing
Var6937numeric2 unique values
0 missing
Var7195numeric2 unique values
0 missing
Var7453numeric25 unique values
0 missing
Var7709numeric30 unique values
0 missing
Var7966numeric81 unique values
0 missing
Var8222numeric110 unique values
0 missing
Var8478numeric1 unique values
0 missing
Var8734numeric2 unique values
0 missing
Var8990numeric1 unique values
0 missing
Var9247numeric1 unique values
0 missing
Var9503numeric2 unique values
0 missing
Var9759numeric1 unique values
0 missing
Var10016numeric2 unique values
0 missing
Var10272numeric2 unique values
0 missing
Var10528numeric4 unique values
0 missing
Var10785numeric3 unique values
0 missing
Var11041numeric3 unique values
0 missing
Var11298numeric1 unique values
0 missing
Var11556numeric18 unique values
0 missing
Var11815numeric1 unique values
0 missing
Var12071numeric4 unique values
0 missing
Var12328numeric2 unique values
0 missing
Var12584numeric1 unique values
0 missing
Var12841numeric2 unique values
0 missing
Var13097numeric2 unique values
0 missing
Var13356numeric2 unique values
0 missing
Var13612numeric2 unique values
0 missing
Var13869numeric25 unique values
0 missing
Var14125numeric9 unique values
48421 missing
Var14384numeric5 unique values
0 missing
Var14640numeric2 unique values
0 missing
Var14944nominal6 unique values
44871 missing
Var11numeric31 unique values
0 missing
Var270numeric26 unique values
0 missing
Var526numeric13 unique values
0 missing
Var782numeric14 unique values
0 missing
Var1038numeric3 unique values
0 missing
Var1295numeric2 unique values
0 missing
Var1552numeric20 unique values
0 missing
Var1808numeric13 unique values
5009 missing
Var2064numeric26 unique values
0 missing
Var2321numeric20 unique values
0 missing
Var2578numeric4 unique values
0 missing
Var2834numeric2 unique values
0 missing
Var3090numeric25 unique values
0 missing
Var3347numeric3 unique values
0 missing
Var3604numeric16 unique values
0 missing
Var3860numeric2 unique values
0 missing
Var4116numeric2 unique values
0 missing
Var4374numeric402 unique values
0 missing
Var4630numeric2 unique values
0 missing
Var4887numeric1 unique values
0 missing
Var5144numeric67 unique values
0 missing
Var5401numeric14 unique values
0 missing
Var5657numeric2 unique values
0 missing
Var5913numeric2 unique values
0 missing
Var6169numeric24 unique values
0 missing
Var6426numeric2 unique values
0 missing
Var6682numeric1 unique values
0 missing
Var6938numeric2 unique values
0 missing
Var7196numeric94 unique values
0 missing
Var7454numeric24 unique values
0 missing
Var7710numeric2 unique values
0 missing
Var7967numeric784 unique values
0 missing
Var8223numeric3 unique values
0 missing
Var8479numeric24 unique values
0 missing
Var8735numeric799 unique values
0 missing
Var8991numeric2 unique values
0 missing
Var9248numeric223 unique values
0 missing
Var9504numeric2 unique values
0 missing
Var9760numeric2 unique values
0 missing
Var10017numeric2 unique values
0 missing
Var10273numeric22 unique values
0 missing
Var10529numeric26 unique values
0 missing
Var10786numeric2 unique values
0 missing
Var11042numeric8 unique values
0 missing
Var11299numeric4 unique values
0 missing
Var11557numeric2 unique values
0 missing
Var11816numeric40 unique values
0 missing
Var12072numeric2 unique values
0 missing
Var12329numeric2 unique values
0 missing
Var12585numeric45095 unique values
0 missing
Var12842numeric15 unique values
0 missing
Var13098numeric2 unique values
0 missing
Var13357numeric24 unique values
0 missing
Var13613numeric2 unique values
0 missing
Var13870numeric15 unique values
0 missing
Var14126numeric539 unique values
0 missing
Var14385numeric2 unique values
0 missing
Var14641numeric6 unique values
0 missing
Var14945nominal22 unique values
47689 missing
Var12numeric3 unique values
0 missing
Var271numeric103 unique values
0 missing
Var527numeric12 unique values
0 missing
Var783numeric9 unique values
0 missing
Var1039numeric2 unique values
0 missing
Var1296numeric867 unique values
0 missing
Var1553numeric1 unique values
0 missing
Var1809numeric1 unique values
0 missing
Var2065numeric1 unique values
0 missing
Var2322numeric1 unique values
0 missing
Var2579numeric2 unique values
0 missing
Var2835numeric20 unique values
0 missing
Var3091numeric5 unique values
0 missing
Var3348numeric7 unique values
0 missing
Var3605numeric30362 unique values
0 missing
Var3861numeric9 unique values
0 missing
Var4117numeric124 unique values
0 missing
Var4375numeric2 unique values
0 missing
Var4631numeric28 unique values
0 missing
Var4888numeric7 unique values
0 missing
Var5145numeric2 unique values
0 missing
Var5402numeric2 unique values
0 missing
Var5658numeric479 unique values
0 missing
Var5914numeric2 unique values
0 missing
Var6170numeric25 unique values
0 missing
Var6427numeric2 unique values
0 missing
Var6683numeric12 unique values
0 missing
Var6939numeric1 unique values
0 missing
Var7197numeric25 unique values
0 missing
Var7455numeric21 unique values
0 missing
Var7711numeric2 unique values
0 missing
Var7968numeric1729 unique values
0 missing
Var8224numeric754 unique values
0 missing
Var8480numeric23 unique values
0 missing
Var8736numeric2 unique values
0 missing
Var8992numeric185 unique values
0 missing
Var9249numeric2 unique values
0 missing
Var9505numeric2 unique values
0 missing
Var9761numeric2 unique values
0 missing
Var10018numeric2 unique values
0 missing
Var10274numeric2 unique values
0 missing
Var10530numeric21 unique values
0 missing
Var10787numeric21 unique values
0 missing
Var11043numeric23 unique values
0 missing
Var11300numeric1 unique values
0 missing
Var11558numeric2 unique values
0 missing
Var11817numeric21 unique values
0 missing
Var12073numeric19 unique values
0 missing
Var12330numeric6 unique values
0 missing
Var12586numeric679 unique values
48421 missing
Var12843numeric2 unique values
0 missing
Var13099numeric2 unique values
0 missing
Var13358numeric9 unique values
0 missing
Var13614numeric2 unique values
0 missing
Var13871numeric7 unique values
20119 missing
Var14127numeric2 unique values
0 missing
Var14386numeric16 unique values
0 missing
Var14642numeric5 unique values
0 missing
Var14946nominal15 unique values
32199 missing
Var13numeric9 unique values
0 missing
Var272numeric187 unique values
0 missing
Var528numeric1 unique values
0 missing
Var784numeric4 unique values
0 missing
Var1040numeric69 unique values
0 missing
Var1297numeric1 unique values
0 missing
Var1554numeric451 unique values
48759 missing
Var1810numeric10 unique values
0 missing
Var2066numeric1 unique values
0 missing
Var2323numeric26 unique values
0 missing
Var2580numeric22 unique values
0 missing
Var2836numeric1 unique values
0 missing
Var3092numeric64 unique values
0 missing
Var3349numeric9 unique values
0 missing
Var3606numeric2 unique values
0 missing
Var3862numeric4 unique values
0 missing
Var4118numeric1 unique values
0 missing
Var4376numeric2 unique values
0 missing
Var4632numeric14 unique values
0 missing
Var4889numeric39 unique values
48917 missing
Var5146numeric2 unique values
0 missing
Var5403numeric4 unique values
0 missing
Var5659numeric1 unique values
0 missing
Var5915numeric4 unique values
0 missing
Var6171numeric4 unique values
0 missing
Var6428numeric1 unique values
0 missing
Var6684numeric4 unique values
0 missing
Var6940numeric6 unique values
48759 missing
Var7198numeric1061 unique values
0 missing
Var7456numeric91 unique values
0 missing
Var7712numeric4 unique values
0 missing
Var7969numeric20 unique values
0 missing
Var8225numeric21 unique values
0 missing
Var8481numeric4 unique values
0 missing
Var8737numeric1 unique values
0 missing
Var8993numeric2 unique values
0 missing
Var9250numeric2 unique values
0 missing
Var9506numeric1 unique values
0 missing
Var9762numeric3 unique values
0 missing
Var10019numeric26 unique values
0 missing
Var10275numeric2 unique values
0 missing
Var10531numeric2 unique values
0 missing
Var10788numeric6 unique values
0 missing
Var11044numeric2 unique values
0 missing
Var11301numeric2 unique values
0 missing
Var11559numeric2 unique values
0 missing
Var11818numeric2 unique values
0 missing
Var12074numeric2 unique values
0 missing
Var12331numeric2 unique values
0 missing
Var12587numeric21 unique values
0 missing
Var12844numeric2 unique values
0 missing
Var13100numeric15 unique values
0 missing
Var13359numeric1 unique values
0 missing
Var13615numeric11 unique values
0 missing
Var13872numeric84 unique values
0 missing
Var14128numeric1 unique values
0 missing
Var14387numeric12 unique values
0 missing
Var14643numeric31438 unique values
0 missing
Var14947nominal8 unique values
41778 missing
Var14numeric2 unique values
0 missing
Var273numeric18149 unique values
0 missing
Var529numeric7 unique values
0 missing
Var785numeric864 unique values
0 missing
Var1041numeric1 unique values
0 missing
Var1298numeric11 unique values
0 missing
Var1555numeric7 unique values
0 missing
Var1811numeric9 unique values
0 missing
Var2067numeric2 unique values
0 missing
Var2324numeric4 unique values
0 missing
Var2581numeric1 unique values
0 missing
Var2837numeric1 unique values
0 missing
Var3093numeric419 unique values
0 missing
Var3350numeric2 unique values
0 missing
Var3607numeric2 unique values
0 missing
Var3863numeric44374 unique values
0 missing
Var4119numeric25 unique values
0 missing
Var4377numeric2 unique values
0 missing
Var4633numeric14 unique values
0 missing
Var4890numeric33 unique values
0 missing
Var5147numeric2 unique values
0 missing
Var5404numeric2 unique values
0 missing
Var5660numeric14 unique values
0 missing
Var5916numeric8 unique values
0 missing
Var6172numeric1 unique values
0 missing
Var6429numeric5 unique values
0 missing
Var6685numeric2 unique values
0 missing
Var6941numeric3 unique values
0 missing
Var7199numeric25 unique values
0 missing
Var7457numeric27 unique values
0 missing
Var7713numeric3 unique values
0 missing
Var7970numeric114 unique values
0 missing
Var8226numeric16 unique values
0 missing
Var8482numeric472 unique values
0 missing
Var8738numeric1 unique values
0 missing
Var8994numeric23 unique values
0 missing
Var9251numeric2 unique values
0 missing
Var9507numeric17 unique values
0 missing
Var9763numeric2 unique values
0 missing
Var10020numeric33 unique values
0 missing
Var10276numeric11 unique values
0 missing
Var10532numeric2017 unique values
0 missing
Var10789numeric1 unique values
0 missing
Var11045numeric2 unique values
0 missing
Var11302numeric2 unique values
0 missing
Var11561numeric23 unique values
0 missing
Var11819numeric2 unique values
0 missing
Var12075numeric2 unique values
0 missing
Var12332numeric2 unique values
0 missing
Var12588numeric5 unique values
0 missing
Var12845numeric3 unique values
0 missing
Var13101numeric2 unique values
0 missing
Var13360numeric2 unique values
0 missing
Var13616numeric2 unique values
0 missing
Var13873numeric2 unique values
0 missing
Var14129numeric2 unique values
0 missing
Var14388numeric5 unique values
0 missing
Var14644numeric2 unique values
0 missing
Var14948nominal41 unique values
49060 missing
Var15numeric1 unique values
0 missing
Var274numeric2 unique values
0 missing
Var530numeric26 unique values
0 missing
Var786numeric2 unique values
0 missing
Var1042numeric6 unique values
0 missing
Var1299numeric2 unique values
0 missing
Var1556numeric2 unique values
0 missing
Var1812numeric2 unique values
0 missing
Var2068numeric22 unique values
0 missing
Var2325numeric134 unique values
0 missing
Var2582numeric2 unique values
0 missing
Var2838numeric7 unique values
0 missing
Var3094numeric10 unique values
0 missing
Var3351numeric2 unique values
0 missing
Var3608numeric23 unique values
0 missing
Var3864numeric9 unique values
0 missing
Var4120numeric2 unique values
0 missing
Var4378numeric2 unique values
0 missing
Var4634numeric2 unique values
0 missing
Var4891numeric1149 unique values
0 missing
Var5148numeric1 unique values
0 missing
Var5405numeric15769 unique values
0 missing
Var5661numeric2 unique values
0 missing
Var5917numeric2 unique values
0 missing
Var6173numeric7 unique values
0 missing
Var6430numeric2 unique values
0 missing
Var6686numeric12 unique values
0 missing
Var6942numeric241 unique values
0 missing
Var7200numeric300 unique values
0 missing
Var7458numeric2 unique values
0 missing
Var7714numeric2 unique values
0 missing
Var7971numeric2 unique values
0 missing
Var8227numeric2 unique values
0 missing
Var8483numeric2 unique values
0 missing
Var8739numeric2 unique values
0 missing
Var8995numeric2 unique values
0 missing
Var9252numeric9 unique values
0 missing
Var9508numeric1 unique values
0 missing
Var9764numeric239 unique values
0 missing
Var10021numeric3 unique values
0 missing
Var10277numeric199 unique values
0 missing
Var10533numeric97 unique values
28978 missing
Var10790numeric23 unique values
0 missing
Var11046numeric1 unique values
0 missing
Var11303numeric22 unique values
0 missing
Var11562numeric1 unique values
0 missing
Var11820numeric25 unique values
0 missing
Var12076numeric26 unique values
0 missing
Var12333numeric10 unique values
0 missing
Var12589numeric2227 unique values
0 missing
Var12846numeric11 unique values
0 missing
Var13102numeric2 unique values
0 missing
Var13361numeric2 unique values
0 missing
Var13617numeric2 unique values
0 missing
Var13874numeric1 unique values
0 missing
Var14130numeric2 unique values
0 missing
Var14389numeric2 unique values
0 missing
Var14645numeric2 unique values
0 missing
Var14952nominal9 unique values
46872 missing
Var16numeric2 unique values
0 missing
Var275numeric2 unique values
0 missing
Var531numeric2 unique values
0 missing
Var787numeric21 unique values
0 missing
Var1043numeric2 unique values
0 missing
Var1300numeric2 unique values
0 missing
Var1557numeric11 unique values
0 missing
Var1813numeric34 unique values
0 missing
Var2069numeric25 unique values
0 missing
Var2326numeric2 unique values
0 missing
Var2583numeric1 unique values
0 missing
Var2839numeric1 unique values
0 missing
Var3095numeric2 unique values
0 missing
Var3352numeric2 unique values
0 missing
Var3609numeric2 unique values
0 missing
Var3865numeric2 unique values
0 missing
Var4121numeric2 unique values
0 missing
Var4379numeric20896 unique values
5009 missing
Var4635numeric1 unique values
0 missing
Var4892numeric2 unique values
0 missing
Var5149numeric2 unique values
0 missing
Var5406numeric3 unique values
0 missing
Var5662numeric4 unique values
0 missing
Var5918numeric55 unique values
0 missing
Var6174numeric21 unique values
0 missing
Var6431numeric2 unique values
0 missing
Var6687numeric2 unique values
0 missing
Var6943numeric3 unique values
0 missing
Var7201numeric2 unique values
0 missing
Var7459numeric2 unique values
0 missing
Var7715numeric2 unique values
0 missing
Var7972numeric2 unique values
0 missing
Var8228numeric25 unique values
0 missing
Var8484numeric27239 unique values
5011 missing
Var8740numeric8 unique values
0 missing
Var8996numeric522 unique values
0 missing
Var9253numeric2 unique values
0 missing
Var9509numeric2 unique values
0 missing
Var9765numeric4 unique values
0 missing
Var10022numeric3 unique values
0 missing
Var10278numeric2 unique values
0 missing
Var10534numeric12 unique values
0 missing
Var10791numeric2 unique values
0 missing
Var11047numeric47348 unique values
0 missing
Var11304numeric23 unique values
0 missing
Var11563numeric1 unique values
0 missing
Var11821numeric2 unique values
0 missing
Var12077numeric2 unique values
0 missing
Var12334numeric4 unique values
0 missing
Var12590numeric2 unique values
0 missing
Var12847numeric228 unique values
0 missing
Var13103numeric2 unique values
0 missing
Var13362numeric4316 unique values
0 missing
Var13618numeric2 unique values
0 missing
Var13875numeric2 unique values
0 missing
Var14131numeric1 unique values
0 missing
Var14390numeric1 unique values
0 missing
Var14646numeric2 unique values
0 missing
Var14953nominal3 unique values
43253 missing
Var17numeric20 unique values
0 missing
Var276numeric2 unique values
0 missing
Var532numeric2 unique values
0 missing
Var788numeric2 unique values
0 missing
Var1044numeric15 unique values
0 missing
Var1301numeric20 unique values
0 missing
Var1558numeric8 unique values
0 missing
Var1814numeric2 unique values
0 missing
Var2070numeric2 unique values
0 missing
Var2327numeric23 unique values
0 missing
Var2584numeric16 unique values
0 missing
Var2840numeric5 unique values
0 missing
Var3096numeric2 unique values
0 missing
Var3353numeric16 unique values
0 missing
Var3610numeric2 unique values
0 missing
Var3866numeric2 unique values
0 missing
Var4122numeric5 unique values
0 missing
Var4380numeric114 unique values
0 missing
Var4636numeric26 unique values
0 missing
Var4893numeric15 unique values
0 missing
Var5150numeric17 unique values
0 missing
Var5407numeric2 unique values
0 missing
Var5663numeric26 unique values
0 missing
Var5919numeric25 unique values
0 missing
Var6175numeric1 unique values
0 missing
Var6432numeric14 unique values
0 missing
Var6688numeric2 unique values
0 missing
Var6944numeric1 unique values
0 missing
Var7202numeric5 unique values
0 missing
Var7460numeric2 unique values
0 missing
Var7716numeric286 unique values
48871 missing
Var7973numeric2 unique values
0 missing
Var8229numeric2 unique values
0 missing
Var8485numeric2 unique values
0 missing
Var8741numeric21 unique values
0 missing
Var8997numeric2 unique values
0 missing
Var9254numeric2 unique values
0 missing
Var9510numeric470 unique values
0 missing
Var9766numeric15 unique values
0 missing
Var10023numeric2 unique values
0 missing
Var10279numeric2 unique values
0 missing
Var10535numeric2 unique values
0 missing
Var10792numeric2 unique values
0 missing
Var11048numeric2 unique values
0 missing
Var11305numeric15 unique values
0 missing
Var11564numeric2 unique values
0 missing
Var11822numeric21 unique values
0 missing
Var12078numeric21 unique values
0 missing
Var12335numeric1694 unique values
0 missing
Var12591numeric1 unique values
0 missing
Var12848numeric106 unique values
0 missing
Var13104numeric756 unique values
0 missing
Var13363numeric2 unique values
0 missing
Var13619numeric1 unique values
0 missing
Var13876numeric1279 unique values
0 missing

19 properties

50000
Number of instances (rows) of the dataset.
14892
Number of attributes (columns) of the dataset.
2
Number of distinct values of the target attribute (if it is nominal).
19658569
Number of missing values in the dataset.
50000
Number of instances with at least one value missing.
14702
Number of numeric attributes.
190
Number of nominal attributes.
0.86
Average class difference between consecutive instances.
2.64
Percentage of missing values.
0.3
Number of attributes divided by the number of instances.
98.72
Percentage of numeric attributes.
92.64
Percentage of instances belonging to the most frequent class.
1.28
Percentage of nominal attributes.
46318
Number of instances belonging to the most frequent class.
7.36
Percentage of instances belonging to the least frequent class.
3682
Number of instances belonging to the least frequent class.
42
Number of binary attributes.
0.28
Percentage of binary attributes.
100
Percentage of instances having missing values.

2 tasks

0 runs - estimation_procedure: 5 times 2-fold Crossvalidation - evaluation_measure: root_mean_squared_error - target_feature: upselling
0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: area_under_roc_curve - target_feature: upselling
Define a new task