Data
hcdr_main

hcdr_main

active ARFF Publicly available Visibility: public Uploaded 06-06-2023 by Matthias Feurer
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Home Credit Default Risk Main Table WARNING: This is only the main table of the competition' training dataset! Please do not use it alone (but rather use all data available on Kaggle) unless you aim to reproduce the results of: > Huang, X., Khetan, A., Cvitkovic, M., & Karnin, Z. (2020). > Tabtransformer: Tabular data modeling using contextual embeddings. > arXiv preprint arXiv:2012.06678v1. Check the [Kaggle competition website](https://www.kaggle.com/competitions/home-credit-default-risk) for further information.

121 features

TARGET (target)nominal2 unique values
0 missing
SK_ID_CURR (row identifier)numeric307511 unique values
0 missing
NAME_CONTRACT_TYPEnominal2 unique values
0 missing
CODE_GENDERnominal3 unique values
0 missing
FLAG_OWN_CARnominal2 unique values
0 missing
FLAG_OWN_REALTYnominal2 unique values
0 missing
CNT_CHILDRENnumeric15 unique values
0 missing
AMT_INCOME_TOTALnumeric2548 unique values
0 missing
AMT_CREDITnumeric5603 unique values
0 missing
AMT_ANNUITYnumeric13672 unique values
12 missing
AMT_GOODS_PRICEnumeric1002 unique values
278 missing
NAME_TYPE_SUITEnominal7 unique values
1292 missing
NAME_INCOME_TYPEnominal8 unique values
0 missing
NAME_EDUCATION_TYPEnominal5 unique values
0 missing
NAME_FAMILY_STATUSnominal6 unique values
0 missing
NAME_HOUSING_TYPEnominal6 unique values
0 missing
REGION_POPULATION_RELATIVEnumeric81 unique values
0 missing
DAYS_BIRTHnumeric17460 unique values
0 missing
DAYS_EMPLOYEDnumeric12574 unique values
0 missing
DAYS_REGISTRATIONnumeric15688 unique values
0 missing
DAYS_ID_PUBLISHnumeric6168 unique values
0 missing
OWN_CAR_AGEnumeric62 unique values
202929 missing
FLAG_MOBILnominal2 unique values
0 missing
FLAG_EMP_PHONEnominal2 unique values
0 missing
FLAG_WORK_PHONEnominal2 unique values
0 missing
FLAG_CONT_MOBILEnominal2 unique values
0 missing
FLAG_PHONEnominal2 unique values
0 missing
FLAG_EMAILnominal2 unique values
0 missing
OCCUPATION_TYPEnominal18 unique values
96391 missing
CNT_FAM_MEMBERSnumeric17 unique values
2 missing
REGION_RATING_CLIENTnumeric3 unique values
0 missing
REGION_RATING_CLIENT_W_CITYnumeric3 unique values
0 missing
WEEKDAY_APPR_PROCESS_STARTnominal7 unique values
0 missing
HOUR_APPR_PROCESS_STARTnumeric24 unique values
0 missing
REG_REGION_NOT_LIVE_REGIONnominal2 unique values
0 missing
REG_REGION_NOT_WORK_REGIONnominal2 unique values
0 missing
LIVE_REGION_NOT_WORK_REGIONnominal2 unique values
0 missing
REG_CITY_NOT_LIVE_CITYnominal2 unique values
0 missing
REG_CITY_NOT_WORK_CITYnominal2 unique values
0 missing
LIVE_CITY_NOT_WORK_CITYnominal2 unique values
0 missing
ORGANIZATION_TYPEnominal58 unique values
0 missing
EXT_SOURCE_1numeric114584 unique values
173378 missing
EXT_SOURCE_2numeric119831 unique values
660 missing
EXT_SOURCE_3numeric814 unique values
60965 missing
APARTMENTS_AVGnumeric2339 unique values
156061 missing
BASEMENTAREA_AVGnumeric3780 unique values
179943 missing
YEARS_BEGINEXPLUATATION_AVGnumeric285 unique values
150007 missing
YEARS_BUILD_AVGnumeric149 unique values
204488 missing
COMMONAREA_AVGnumeric3181 unique values
214865 missing
ELEVATORS_AVGnumeric257 unique values
163891 missing
ENTRANCES_AVGnumeric285 unique values
154828 missing
FLOORSMAX_AVGnumeric403 unique values
153020 missing
FLOORSMIN_AVGnumeric305 unique values
208642 missing
LANDAREA_AVGnumeric3527 unique values
182590 missing
LIVINGAPARTMENTS_AVGnumeric1868 unique values
210199 missing
LIVINGAREA_AVGnumeric5199 unique values
154350 missing
NONLIVINGAPARTMENTS_AVGnumeric386 unique values
213514 missing
NONLIVINGAREA_AVGnumeric3290 unique values
169682 missing
APARTMENTS_MODEnumeric760 unique values
156061 missing
BASEMENTAREA_MODEnumeric3841 unique values
179943 missing
YEARS_BEGINEXPLUATATION_MODEnumeric221 unique values
150007 missing
YEARS_BUILD_MODEnumeric154 unique values
204488 missing
COMMONAREA_MODEnumeric3128 unique values
214865 missing
ELEVATORS_MODEnumeric26 unique values
163891 missing
ENTRANCES_MODEnumeric30 unique values
154828 missing
FLOORSMAX_MODEnumeric25 unique values
153020 missing
FLOORSMIN_MODEnumeric25 unique values
208642 missing
LANDAREA_MODEnumeric3563 unique values
182590 missing
LIVINGAPARTMENTS_MODEnumeric736 unique values
210199 missing
LIVINGAREA_MODEnumeric5301 unique values
154350 missing
NONLIVINGAPARTMENTS_MODEnumeric167 unique values
213514 missing
NONLIVINGAREA_MODEnumeric3327 unique values
169682 missing
APARTMENTS_MEDInumeric1148 unique values
156061 missing
BASEMENTAREA_MEDInumeric3772 unique values
179943 missing
YEARS_BEGINEXPLUATATION_MEDInumeric245 unique values
150007 missing
YEARS_BUILD_MEDInumeric151 unique values
204488 missing
COMMONAREA_MEDInumeric3202 unique values
214865 missing
ELEVATORS_MEDInumeric46 unique values
163891 missing
ENTRANCES_MEDInumeric46 unique values
154828 missing
FLOORSMAX_MEDInumeric49 unique values
153020 missing
FLOORSMIN_MEDInumeric47 unique values
208642 missing
LANDAREA_MEDInumeric3560 unique values
182590 missing
LIVINGAPARTMENTS_MEDInumeric1097 unique values
210199 missing
LIVINGAREA_MEDInumeric5281 unique values
154350 missing
NONLIVINGAPARTMENTS_MEDInumeric214 unique values
213514 missing
NONLIVINGAREA_MEDInumeric3323 unique values
169682 missing
FONDKAPREMONT_MODEnominal4 unique values
210295 missing
HOUSETYPE_MODEnominal3 unique values
154297 missing
TOTALAREA_MODEnumeric5116 unique values
148431 missing
WALLSMATERIAL_MODEnominal7 unique values
156341 missing
EMERGENCYSTATE_MODEnominal2 unique values
145755 missing
OBS_30_CNT_SOCIAL_CIRCLEnumeric33 unique values
1021 missing
DEF_30_CNT_SOCIAL_CIRCLEnumeric10 unique values
1021 missing
OBS_60_CNT_SOCIAL_CIRCLEnumeric33 unique values
1021 missing
DEF_60_CNT_SOCIAL_CIRCLEnumeric9 unique values
1021 missing
DAYS_LAST_PHONE_CHANGEnumeric3773 unique values
1 missing
FLAG_DOCUMENT_2nominal2 unique values
0 missing
FLAG_DOCUMENT_3nominal2 unique values
0 missing
FLAG_DOCUMENT_4nominal2 unique values
0 missing
FLAG_DOCUMENT_5nominal2 unique values
0 missing
FLAG_DOCUMENT_6nominal2 unique values
0 missing
FLAG_DOCUMENT_7nominal2 unique values
0 missing
FLAG_DOCUMENT_8nominal2 unique values
0 missing
FLAG_DOCUMENT_9nominal2 unique values
0 missing
FLAG_DOCUMENT_10nominal2 unique values
0 missing
FLAG_DOCUMENT_11nominal2 unique values
0 missing
FLAG_DOCUMENT_12nominal2 unique values
0 missing
FLAG_DOCUMENT_13nominal2 unique values
0 missing
FLAG_DOCUMENT_14nominal2 unique values
0 missing
FLAG_DOCUMENT_15nominal2 unique values
0 missing
FLAG_DOCUMENT_16nominal2 unique values
0 missing
FLAG_DOCUMENT_17nominal2 unique values
0 missing
FLAG_DOCUMENT_18nominal2 unique values
0 missing
FLAG_DOCUMENT_19nominal2 unique values
0 missing
FLAG_DOCUMENT_20nominal2 unique values
0 missing
FLAG_DOCUMENT_21nominal2 unique values
0 missing
AMT_REQ_CREDIT_BUREAU_HOURnumeric5 unique values
41519 missing
AMT_REQ_CREDIT_BUREAU_DAYnumeric9 unique values
41519 missing
AMT_REQ_CREDIT_BUREAU_WEEKnumeric9 unique values
41519 missing
AMT_REQ_CREDIT_BUREAU_MONnumeric24 unique values
41519 missing
AMT_REQ_CREDIT_BUREAU_QRTnumeric11 unique values
41519 missing
AMT_REQ_CREDIT_BUREAU_YEARnumeric25 unique values
41519 missing
Show first 100 features

19 properties

NumberOfInstances
307511
Number of instances (rows) of the dataset.
NumberOfFeatures
121
Number of attributes (columns) of the dataset.
NumberOfClasses
2
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
9152465
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
298909
Number of instances with at least one value missing.
NumberOfNumericFeatures
72
Number of numeric attributes.
NumberOfSymbolicFeatures
49
Number of nominal attributes.
MinorityClassSize
24825
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
37
Number of binary attributes.
PercentageOfBinaryFeatures
30.58
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
97.2
Percentage of instances having missing values.
AutoCorrelation
0.85
Average class difference between consecutive instances.
PercentageOfMissingValues
24.6
Percentage of missing values.
Dimensionality
0
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
59.5
Percentage of numeric attributes.
PercentageOfSymbolicFeatures
40.5
Percentage of nominal attributes.
MajorityClassPercentage
91.93
Percentage of instances belonging to the most frequent class.
MajorityClassSize
282686
Number of instances belonging to the most frequent class.
MinorityClassPercentage
8.07
Percentage of instances belonging to the least frequent class.
Show all 19 properties

1 tasks

Supervised Classification on hcdr_main
0 runs - estimation_procedure: 4-fold Crossvalidation - target_feature: TARGET
Define a new task