Profiling Report: train_static_0

Dataset statistics

Number of variables	168
Number of observations	1003757
Missing cells	55521200
Missing cells (%)	32.9%
Total size in memory	1.2 GiB
Average record size in memory	1.3 KiB

Variable types

Numeric	129
Text	33
Boolean	6

Alerts

`bankacctype_710L` has constant value ""	Constant
`commnoinclast6m_3546845L` has constant value ""	Constant
`deferredmnthsnum_166L` has constant value ""	Constant
`interestrategrace_34L` has constant value ""	Constant
`isdebitcard_729L` has constant value ""	Constant
`lastapprcommoditytypec_5251766M` has constant value ""	Constant
`lastrejectcommodtypec_5251769M` has constant value ""	Constant
`mastercontrelectronic_519L` has constant value ""	Constant
`mastercontrexist_109L` has constant value ""	Constant
`paytype1st_925L` has constant value ""	Constant
`paytype_783L` has constant value ""	Constant
`typesuite_864L` has constant value ""	Constant
`equalitydataagreement_891L` is highly imbalanced (67.8%)	Imbalance
`equalityempfrom_62L` is highly imbalanced (81.5%)	Imbalance
`isbidproductrequest_292L` is highly imbalanced (99.8%)	Imbalance
`opencred_647L` is highly imbalanced (74.4%)	Imbalance
`actualdpdtolerance_344P` has 296686 (29.6%) missing values	Missing
`amtinstpaidbefduel24m_4187115A` has 428854 (42.7%) missing values	Missing
`avgdbddpdlast24m_3658932P` has 426131 (42.5%) missing values	Missing
`avgdbddpdlast3m_4187120P` has 658003 (65.6%) missing values	Missing
`avgdbdtollast24m_4525197P` has 785725 (78.3%) missing values	Missing
`avgdpdtolclosure24_3658938P` has 329272 (32.8%) missing values	Missing
`avginstallast24m_3658937A` has 433721 (43.2%) missing values	Missing
`avglnamtstart24m_4525187A` has 933950 (93.0%) missing values	Missing
`avgmaxdpdlast9m_3716943P` has 515293 (51.3%) missing values	Missing
`avgoutstandbalancel6m_4187114A` has 598994 (59.7%) missing values	Missing
`avgpmtlast12m_4525200A` has 807310 (80.4%) missing values	Missing
`bankacctype_710L` has 699067 (69.6%) missing values	Missing
`cardtype_51L` has 877973 (87.5%) missing values	Missing
`clientscnt_136L` has 1003360 (> 99.9%) missing values	Missing
`cntincpaycont9m_3716944L` has 322077 (32.1%) missing values	Missing
`cntpmts24_3658933L` has 327733 (32.7%) missing values	Missing
`commnoinclast6m_3546845L` has 259522 (25.9%) missing values	Missing
`datefirstoffer_1144D` has 560713 (55.9%) missing values	Missing
`datelastinstal40dpd_247D` has 932264 (92.9%) missing values	Missing
`datelastunpaid_3546854D` has 606750 (60.4%) missing values	Missing
`daysoverduetolerancedd_3976961L` has 320324 (31.9%) missing values	Missing
`dtlastpmtallstes_4499206D` has 758904 (75.6%) missing values	Missing
`eir_270L` has 125513 (12.5%) missing values	Missing
`equalitydataagreement_891L` has 951445 (94.8%) missing values	Missing
`equalityempfrom_62L` has 975352 (97.2%) missing values	Missing
`firstclxcampaign_1125D` has 571655 (57.0%) missing values	Missing
`firstdatedue_489D` has 339687 (33.8%) missing values	Missing
`inittransactionamount_650A` has 877888 (87.5%) missing values	Missing
`interestrate_311L` has 125513 (12.5%) missing values	Missing
`interestrategrace_34L` has 987174 (98.3%) missing values	Missing
`isbidproductrequest_292L` has 995281 (99.2%) missing values	Missing
`isdebitcard_729L` has 877888 (87.5%) missing values	Missing
`lastactivateddate_801D` has 320842 (32.0%) missing values	Missing
`lastapplicationdate_877D` has 220760 (22.0%) missing values	Missing
`lastapprcredamount_781A` has 313123 (31.2%) missing values	Missing
`lastapprdate_640D` has 313123 (31.2%) missing values	Missing
`lastdelinqdate_224D` has 668680 (66.6%) missing values	Missing
`lastdependentsnum_448L` has 978699 (97.5%) missing values	Missing
`lastotherinc_902A` has 1001529 (99.8%) missing values	Missing
`lastotherlnsexpense_631A` has 1001586 (99.8%) missing values	Missing
`lastrejectcredamount_222A` has 530899 (52.9%) missing values	Missing
`lastrejectdate_50D` has 530899 (52.9%) missing values	Missing
`lastrepayingdate_696D` has 1002152 (99.8%) missing values	Missing
`lastst_736L` has 220760 (22.0%) missing values	Missing
`maininc_215A` has 340950 (34.0%) missing values	Missing
`mastercontrelectronic_519L` has 222166 (22.1%) missing values	Missing
`mastercontrexist_109L` has 222166 (22.1%) missing values	Missing
`maxannuity_159A` has 222166 (22.1%) missing values	Missing
`maxannuity_4075009A` has 953635 (95.0%) missing values	Missing
`maxdbddpdlast1m_3658939P` has 642917 (64.1%) missing values	Missing
`maxdbddpdtollast12m_3658940P` has 483172 (48.1%) missing values	Missing
`maxdbddpdtollast6m_4187119P` has 616835 (61.5%) missing values	Missing
`maxdebt4_972A` has 222166 (22.1%) missing values	Missing
`maxdpdfrom6mto36m_3546853P` has 259522 (25.9%) missing values	Missing
`maxdpdinstldate_3546855D` has 567808 (56.6%) missing values	Missing
`maxdpdinstlnum_3546846P` has 568985 (56.7%) missing values	Missing
`maxdpdlast12m_727P` has 222166 (22.1%) missing values	Missing
`maxdpdlast24m_143P` has 222166 (22.1%) missing values	Missing
`maxdpdlast3m_392P` has 222166 (22.1%) missing values	Missing
`maxdpdlast6m_474P` has 222166 (22.1%) missing values	Missing
`maxdpdlast9m_1059P` has 222166 (22.1%) missing values	Missing
`maxdpdtolerance_374P` has 222166 (22.1%) missing values	Missing
`maxinstallast24m_3658928A` has 433721 (43.2%) missing values	Missing
`maxlnamtstart6m_4525199A` has 807461 (80.4%) missing values	Missing
`maxoutstandbalancel12m_4187113A` has 555196 (55.3%) missing values	Missing
`maxpmtlast3m_4525190A` has 845991 (84.3%) missing values	Missing
`mindbddpdlast24m_3658935P` has 426131 (42.5%) missing values	Missing
`mindbdtollast24m_4525191P` has 785725 (78.3%) missing values	Missing
`monthsannuity_845L` has 320323 (31.9%) missing values	Missing
`numincomingpmts_3546848L` has 321992 (32.1%) missing values	Missing
`numinstlallpaidearly3d_817L` has 315389 (31.4%) missing values	Missing
`numinstlsallpaid_934L` has 315389 (31.4%) missing values	Missing
`numinstlswithdpd10_728L` has 322993 (32.2%) missing values	Missing
`numinstlswithdpd5_4187116L` has 428854 (42.7%) missing values	Missing
`numinstlswithoutdpd_562L` has 322993 (32.2%) missing values	Missing
`numinstmatpaidtearly2d_4499204L` has 714921 (71.2%) missing values	Missing
`numinstpaid_4499208L` has 714921 (71.2%) missing values	Missing
`numinstpaidearly3d_3546850L` has 316703 (31.6%) missing values	Missing
`numinstpaidearly3dest_4493216L` has 708376 (70.6%) missing values	Missing
`numinstpaidearly5d_1087L` has 320323 (31.9%) missing values	Missing
`numinstpaidearly5dest_4493211L` has 708376 (70.6%) missing values	Missing
`numinstpaidearly5dobd_4499205L` has 714921 (71.2%) missing values	Missing
`numinstpaidearly_338L` has 320323 (31.9%) missing values	Missing
`numinstpaidearlyest_4493214L` has 708376 (70.6%) missing values	Missing
`numinstpaidlastcontr_4325080L` has 536916 (53.5%) missing values	Missing
`numinstpaidlate1d_3546852L` has 320323 (31.9%) missing values	Missing
`numinstregularpaid_973L` has 323342 (32.2%) missing values	Missing
`numinstregularpaidest_4493210L` has 708376 (70.6%) missing values	Missing
`numinsttopaygr_769L` has 320324 (31.9%) missing values	Missing
`numinsttopaygrest_4493213L` has 708376 (70.6%) missing values	Missing
`numinstunpaidmax_3546851L` has 320324 (31.9%) missing values	Missing
`numinstunpaidmaxest_4493212L` has 708376 (70.6%) missing values	Missing
`opencred_647L` has 220760 (22.0%) missing values	Missing
`payvacationpostpone_4187118D` has 1002290 (99.9%) missing values	Missing
`pctinstlsallpaidearl3d_427L` has 324043 (32.3%) missing values	Missing
`pctinstlsallpaidlat10d_839L` has 325891 (32.5%) missing values	Missing
`pctinstlsallpaidlate1d_3546856L` has 324043 (32.3%) missing values	Missing
`pctinstlsallpaidlate4d_3546849L` has 324780 (32.4%) missing values	Missing
`pctinstlsallpaidlate6d_3546844L` has 324966 (32.4%) missing values	Missing
`pmtnum_254L` has 28654 (2.9%) missing values	Missing
`posfpd10lastmonth_333P` has 19192 (1.9%) missing values	Missing
`posfpd30lastmonth_3976960P` has 63794 (6.4%) missing values	Missing
`posfstqpd30lastmonth_3976962P` has 92454 (9.2%) missing values	Missing
`price_1097A` has 134372 (13.4%) missing values	Missing
`sumoutstandtotal_3546847A` has 315819 (31.5%) missing values	Missing
`sumoutstandtotalest_4493215A` has 708376 (70.6%) missing values	Missing
`totinstallast1m_4525188A` has 865065 (86.2%) missing values	Missing
`typesuite_864L` has 715237 (71.3%) missing values	Missing
`validfrom_1069D` has 884352 (88.1%) missing values	Missing
`actualdpdtolerance_344P` is highly skewed (γ1 = 310.5333204)	Skewed
`applicationcnt_361L` is highly skewed (γ1 = 418.5354087)	Skewed
`applicationscnt_1086L` is highly skewed (γ1 = 20.00807847)	Skewed
`avgmaxdpdlast9m_3716943P` is highly skewed (γ1 = 24.43197008)	Skewed
`clientscnt12m_3712952L` is highly skewed (γ1 = 52.13080369)	Skewed
`clientscnt3m_3712950L` is highly skewed (γ1 = 80.02075906)	Skewed
`clientscnt6m_3712949L` is highly skewed (γ1 = 64.93718432)	Skewed
`clientscnt_100L` is highly skewed (γ1 = 76.67377832)	Skewed
`clientscnt_1022L` is highly skewed (γ1 = 57.12276132)	Skewed
`clientscnt_1130L` is highly skewed (γ1 = 38.03268575)	Skewed
`clientscnt_157L` is highly skewed (γ1 = 142.5888772)	Skewed
`clientscnt_257L` is highly skewed (γ1 = 29.21066559)	Skewed
`clientscnt_304L` is highly skewed (γ1 = 196.168309)	Skewed
`clientscnt_360L` is highly skewed (γ1 = 22.38977957)	Skewed
`clientscnt_493L` is highly skewed (γ1 = 328.9606546)	Skewed
`clientscnt_887L` is highly skewed (γ1 = 22.6364637)	Skewed
`clientscnt_946L` is highly skewed (γ1 = 57.65467532)	Skewed
`downpmt_116A` is highly skewed (γ1 = 20.74420913)	Skewed
`maxannuity_159A` is highly skewed (γ1 = 44.10697214)	Skewed
`maxdpdlast3m_392P` is highly skewed (γ1 = 26.29456031)	Skewed
`maxdpdlast6m_474P` is highly skewed (γ1 = 21.19766093)	Skewed
`case_id` has unique values	Unique
`actualdpdtolerance_344P` has 704478 (70.2%) zeros	Zeros
`amtinstpaidbefduel24m_4187115A` has 99851 (9.9%) zeros	Zeros
`annuitynextmonth_57A` has 705978 (70.3%) zeros	Zeros
`applicationcnt_361L` has 1003746 (> 99.9%) zeros	Zeros
`applications30d_658L` has 904193 (90.1%) zeros	Zeros
`applicationscnt_1086L` has 947992 (94.4%) zeros	Zeros
`applicationscnt_464L` has 901905 (89.9%) zeros	Zeros
`applicationscnt_629L` has 943080 (94.0%) zeros	Zeros
`applicationscnt_867L` has 347151 (34.6%) zeros	Zeros
`avgdbddpdlast24m_3658932P` has 37164 (3.7%) zeros	Zeros
`avgdbddpdlast3m_4187120P` has 35798 (3.6%) zeros	Zeros
`avgdbdtollast24m_4525197P` has 14305 (1.4%) zeros	Zeros
`avgdpdtolclosure24_3658938P` has 487635 (48.6%) zeros	Zeros
`avgmaxdpdlast9m_3716943P` has 390120 (38.9%) zeros	Zeros
`avgoutstandbalancel6m_4187114A` has 16140 (1.6%) zeros	Zeros
`clientscnt12m_3712952L` has 975460 (97.2%) zeros	Zeros
`clientscnt3m_3712950L` has 991571 (98.8%) zeros	Zeros
`clientscnt6m_3712949L` has 985333 (98.2%) zeros	Zeros
`clientscnt_100L` has 953732 (95.0%) zeros	Zeros
`clientscnt_1022L` has 919744 (91.6%) zeros	Zeros
`clientscnt_1071L` has 968567 (96.5%) zeros	Zeros
`clientscnt_1130L` has 972774 (96.9%) zeros	Zeros
`clientscnt_157L` has 949826 (94.6%) zeros	Zeros
`clientscnt_257L` has 1000593 (99.7%) zeros	Zeros
`clientscnt_304L` has 961656 (95.8%) zeros	Zeros
`clientscnt_360L` has 1000314 (99.7%) zeros	Zeros
`clientscnt_493L` has 997424 (99.4%) zeros	Zeros
`clientscnt_533L` has 932721 (92.9%) zeros	Zeros
`clientscnt_887L` has 879172 (87.6%) zeros	Zeros
`clientscnt_946L` has 978094 (97.4%) zeros	Zeros
`cntincpaycont9m_3716944L` has 192827 (19.2%) zeros	Zeros
`cntpmts24_3658933L` has 97045 (9.7%) zeros	Zeros
`commnoinclast6m_3546845L` has 744235 (74.1%) zeros	Zeros
`currdebt_22A` has 681696 (67.9%) zeros	Zeros
`currdebtcredtyperange_828A` has 801429 (79.8%) zeros	Zeros
`daysoverduetolerancedd_3976961L` has 213521 (21.3%) zeros	Zeros
`deferredmnthsnum_166L` has 1003757 (100.0%) zeros	Zeros
`disbursedcredamount_1113A` has 28330 (2.8%) zeros	Zeros
`downpmt_116A` has 942641 (93.9%) zeros	Zeros
`eir_270L` has 291088 (29.0%) zeros	Zeros
`homephncnt_628L` has 557067 (55.5%) zeros	Zeros
`inittransactionamount_650A` has 28230 (2.8%) zeros	Zeros
`interestrate_311L` has 291088 (29.0%) zeros	Zeros
`interestrategrace_34L` has 16583 (1.7%) zeros	Zeros
`lastapprcredamount_781A` has 19563 (1.9%) zeros	Zeros
`lastdependentsnum_448L` has 17453 (1.7%) zeros	Zeros
`lastrejectcredamount_222A` has 27941 (2.8%) zeros	Zeros
`mastercontrelectronic_519L` has 781591 (77.9%) zeros	Zeros
`mastercontrexist_109L` has 781591 (77.9%) zeros	Zeros
`maxannuity_159A` has 99840 (9.9%) zeros	Zeros
`maxdbddpdlast1m_3658939P` has 72598 (7.2%) zeros	Zeros
`maxdbddpdtollast12m_3658940P` has 176755 (17.6%) zeros	Zeros
`maxdbddpdtollast6m_4187119P` has 126300 (12.6%) zeros	Zeros
`maxdebt4_972A` has 194255 (19.4%) zeros	Zeros
`maxdpdfrom6mto36m_3546853P` has 497585 (49.6%) zeros	Zeros
`maxdpdlast12m_727P` has 595142 (59.3%) zeros	Zeros
`maxdpdlast24m_143P` has 529537 (52.8%) zeros	Zeros
`maxdpdlast3m_392P` has 689934 (68.7%) zeros	Zeros
`maxdpdlast6m_474P` has 649000 (64.7%) zeros	Zeros
`maxdpdlast9m_1059P` has 618886 (61.7%) zeros	Zeros
`maxdpdtolerance_374P` has 391352 (39.0%) zeros	Zeros
`maxoutstandbalancel12m_4187113A` has 12184 (1.2%) zeros	Zeros
`mindbddpdlast24m_3658935P` has 14059 (1.4%) zeros	Zeros
`numactivecreds_622L` has 658295 (65.6%) zeros	Zeros
`numactivecredschannel_414L` has 911015 (90.8%) zeros	Zeros
`numactiverelcontr_750L` has 800263 (79.7%) zeros	Zeros
`numcontrs3months_479L` has 828335 (82.5%) zeros	Zeros
`numinstlallpaidearly3d_817L` has 46992 (4.7%) zeros	Zeros
`numinstls_657L` has 692532 (69.0%) zeros	Zeros
`numinstlsallpaid_934L` has 16756 (1.7%) zeros	Zeros
`numinstlswithdpd10_728L` has 498264 (49.6%) zeros	Zeros
`numinstlswithdpd5_4187116L` has 363093 (36.2%) zeros	Zeros
`numinstmatpaidtearly2d_4499204L` has 14433 (1.4%) zeros	Zeros
`numinstpaidearly3d_3546850L` has 47101 (4.7%) zeros	Zeros
`numinstpaidearly3dest_4493216L` has 19622 (2.0%) zeros	Zeros
`numinstpaidearly5d_1087L` has 203423 (20.3%) zeros	Zeros
`numinstpaidearly5dest_4493211L` has 102682 (10.2%) zeros	Zeros
`numinstpaidearly5dobd_4499205L` has 37073 (3.7%) zeros	Zeros
`numinstpaidearly_338L` has 84721 (8.4%) zeros	Zeros
`numinstpaidearlyest_4493214L` has 37809 (3.8%) zeros	Zeros
`numinstpaidlastcontr_4325080L` has 23692 (2.4%) zeros	Zeros
`numinstpaidlate1d_3546852L` has 247652 (24.7%) zeros	Zeros
`numinsttopaygr_769L` has 373481 (37.2%) zeros	Zeros
`numinsttopaygrest_4493213L` has 167896 (16.7%) zeros	Zeros
`numinstunpaidmax_3546851L` has 373731 (37.2%) zeros	Zeros
`numinstunpaidmaxest_4493212L` has 167791 (16.7%) zeros	Zeros
`numnotactivated_1143L` has 986706 (98.3%) zeros	Zeros
`numpmtchanneldd_318L` has 984151 (98.0%) zeros	Zeros
`numrejects9m_859L` has 831405 (82.8%) zeros	Zeros
`pctinstlsallpaidearl3d_427L` has 40764 (4.1%) zeros	Zeros
`pctinstlsallpaidlat10d_839L` has 394383 (39.3%) zeros	Zeros
`pctinstlsallpaidlate1d_3546856L` has 242255 (24.1%) zeros	Zeros
`pctinstlsallpaidlate4d_3546849L` has 336772 (33.6%) zeros	Zeros
`pctinstlsallpaidlate6d_3546844L` has 363802 (36.2%) zeros	Zeros
`posfpd10lastmonth_333P` has 968762 (96.5%) zeros	Zeros
`posfpd30lastmonth_3976960P` has 932695 (92.9%) zeros	Zeros
`posfstqpd30lastmonth_3976962P` has 884937 (88.2%) zeros	Zeros
`price_1097A` has 110171 (11.0%) zeros	Zeros
`sellerplacecnt_915L` has 873535 (87.0%) zeros	Zeros
`sellerplacescnt_216L` has 409625 (40.8%) zeros	Zeros
`sumoutstandtotal_3546847A` has 362441 (36.1%) zeros	Zeros
`sumoutstandtotalest_4493215A` has 160173 (16.0%) zeros	Zeros
`totaldebt_9A` has 681680 (67.9%) zeros	Zeros
`totalsettled_863A` has 323553 (32.2%) zeros	Zeros

Reproduction

Analysis started	2024-02-13 19:54:36.519654
Analysis finished	2024-02-13 19:54:54.814811
Duration	18.3 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

case_id
Real number (ℝ)

UNIQUE

Distinct	1003757
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1216924.056

Minimum	0
Maximum	2651092
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	112335.8
Q1	725987
median	1311700
Q3	1562639
95-th percentile	2600851.2
Maximum	2651092
Range	2651092
Interquartile range (IQR)	836652

Descriptive statistics

Standard deviation	696462.4416
Coefficient of variation (CV)	0.5723138087
Kurtosis	-0.2511746498
Mean	1216924.056
Median Absolute Deviation (MAD)	455981
Skewness	0.3567053677
Sum	1.22149604 × 10¹²
Variance	4.850599326 × 10¹¹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
1478984	1	< 0.1%
1478986	1	< 0.1%
1478987	1	< 0.1%
1478988	1	< 0.1%
1478989	1	< 0.1%
1478990	1	< 0.1%
1478991	1	< 0.1%
1478992	1	< 0.1%
1478993	1	< 0.1%
Other values (1003747)	1003747	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
2651092	1	< 0.1%
2651091	1	< 0.1%
2651090	1	< 0.1%
2651089	1	< 0.1%
2651088	1	< 0.1%

actualdpdtolerance_344P
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	89
Distinct (%)	< 0.1%
Missing	296686
Missing (%)	29.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.05439057747

Minimum	0
Maximum	3676
Zeros	704478
Zeros (%)	70.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	3676
Range	3676
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.743984494
Coefficient of variation (CV)	160.7628546
Kurtosis	109320.9059
Mean	0.05439057747
Median Absolute Deviation (MAD)	0
Skewness	310.5333204
Sum	38458
Variance	76.45726484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	704478	70.2%
1	836	0.1%
2	541	0.1%
3	332	< 0.1%
4	174	< 0.1%
5	126	< 0.1%
6	70	< 0.1%
7	68	< 0.1%
8	63	< 0.1%
9	40	< 0.1%
Other values (79)	343	< 0.1%
(Missing)	296686	29.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	704478	70.2%
1	836	0.1%
2	541	0.1%
3	332	< 0.1%
4	174	< 0.1%

Value	Count	Frequency (%)
3676	1	< 0.1%
3660	1	< 0.1%
2118	1	< 0.1%
2107	1	< 0.1%
1957	1	< 0.1%

amtinstpaidbefduel24m_4187115A
Real number (ℝ)

MISSING ZEROS

Distinct	381336
Distinct (%)	66.3%
Missing	428854
Missing (%)	42.7%
Infinite	0
Infinite (%)	0.0%
Mean	50692.54511

Minimum	0
Maximum	992476.5
Zeros	99851
Zeros (%)	9.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6452.90015
median	26937
Q3	68960.84
95-th percentile	188297.792
Maximum	992476.5
Range	992476.5
Interquartile range (IQR)	62507.93985

Descriptive statistics

Standard deviation	65457.93857
Coefficient of variation (CV)	1.291273469
Kurtosis	7.952461075
Mean	50692.54511
Median Absolute Deviation (MAD)	25787.164
Skewness	2.354064209
Sum	2.914329626 × 10¹⁰
Variance	4284741722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	99851	9.9%
4000	52	< 0.1%
600	50	< 0.1%
6000	46	< 0.1%
800	43	< 0.1%
2400	42	< 0.1%
3000	42	< 0.1%
1600	39	< 0.1%
13998	37	< 0.1%
8000	35	< 0.1%
Other values (381326)	474666	47.3%
(Missing)	428854	42.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	99851	9.9%
0.006	1	< 0.1%
0.025999999	1	< 0.1%
0.028	1	< 0.1%
0.030000001	1	< 0.1%

Value	Count	Frequency (%)
992476.5	1	< 0.1%
911470.94	1	< 0.1%
894723.2	1	< 0.1%
862195.5	1	< 0.1%
846048.44	1	< 0.1%

annuity_780A
Real number (ℝ)

Distinct	67308
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3875.597633

Minimum	83
Maximum	106007
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	83
5-th percentile	1083.2001
Q1	1895.8
median	3000
Q3	4989.8003
95-th percentile	9417.601
Maximum	106007
Range	105924
Interquartile range (IQR)	3094.0003

Descriptive statistics

Standard deviation	2920.237199
Coefficient of variation (CV)	0.7534933902
Kurtosis	16.11645981
Mean	3875.597633
Median Absolute Deviation (MAD)	1335
Skewness	2.582699075
Sum	3890158253
Variance	8527785.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6000	9488	0.9%
600	3380	0.3%
2000	1882	0.2%
2472.4001	1633	0.2%
1236.2001	1628	0.2%
1200	1456	0.1%
1666.6	1307	0.1%
1218	1304	0.1%
2400	1292	0.1%
2436	1256	0.1%
Other values (67298)	979131	97.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
83	1	< 0.1%
133.40001	1	< 0.1%
145.8	1	< 0.1%
149.40001	2	< 0.1%
154.2	1	< 0.1%

Value	Count	Frequency (%)
106007	1	< 0.1%
75602	1	< 0.1%
70924.2	1	< 0.1%
70459.4	1	< 0.1%
56290	1	< 0.1%

annuitynextmonth_57A
Real number (ℝ)

ZEROS

Distinct	57214
Distinct (%)	5.7%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1348.498702

Minimum	0
Maximum	85620.805
Zeros	705978
Zeros (%)	70.3%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1866.6
95-th percentile	7106.4
Maximum	85620.805
Range	85620.805
Interquartile range (IQR)	1866.6

Descriptive statistics

Standard deviation	2687.341477
Coefficient of variation (CV)	1.992839498
Kurtosis	15.13019873
Mean	1348.498702
Median Absolute Deviation (MAD)	0
Skewness	2.883728506
Sum	1353562315
Variance	7221804.213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	705978	70.3%
2000	235	< 0.1%
1666.6	147	< 0.1%
6225.2	146	< 0.1%
3000	141	< 0.1%
1500	123	< 0.1%
6478.6	121	< 0.1%
2165	119	< 0.1%
1998.2001	118	< 0.1%
1000	113	< 0.1%
Other values (57204)	296514	29.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	705978	70.3%
19.800001	1	< 0.1%
20	2	< 0.1%
20.6	1	< 0.1%
21	2	< 0.1%

Value	Count	Frequency (%)
85620.805	1	< 0.1%
74758.805	1	< 0.1%
70924.2	1	< 0.1%
66907.2	1	< 0.1%
61824	1	< 0.1%

applicationcnt_361L
Real number (ℝ)

SKEWED ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.689894068 × 10^-5

Minimum	0
Maximum	5
Zeros	1003746
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.009309872567
Coefficient of variation (CV)	346.1055466
Kurtosis	196132.8399
Mean	2.689894068 × 10^-5
Median Absolute Deviation (MAD)	0
Skewness	418.5354087
Sum	27
Variance	8.667372721 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	1003746	> 99.9%
2	4	< 0.1%
1	3	< 0.1%
3	2	< 0.1%
5	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1003746	> 99.9%
1	3	< 0.1%
2	4	< 0.1%
3	2	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
3	2	< 0.1%
2	4	< 0.1%
1	3	< 0.1%
0	1003746	> 99.9%

applications30d_658L
Real number (ℝ)

ZEROS

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.126183927

Minimum	0
Maximum	25
Zeros	904193
Zeros (%)	90.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	25
Range	25
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4458153052
Coefficient of variation (CV)	3.533059367
Kurtosis	107.583413
Mean	0.126183927
Median Absolute Deviation (MAD)	0
Skewness	6.625497235
Sum	126658
Variance	0.1987512863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	904193	90.1%
1	80736	8.0%
2	14026	1.4%
3	3162	0.3%
4	920	0.1%
5	337	< 0.1%
6	160	< 0.1%
7	86	< 0.1%
8	49	< 0.1%
9	24	< 0.1%
Other values (11)	64	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	904193	90.1%
1	80736	8.0%
2	14026	1.4%
3	3162	0.3%
4	920	0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
20	5	< 0.1%
18	1	< 0.1%
17	2	< 0.1%
16	6	< 0.1%

applicationscnt_1086L
Real number (ℝ)

SKEWED ZEROS

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.420001056

Minimum	0
Maximum	443
Zeros	947992
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	443
Range	443
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.683452762
Coefficient of variation (CV)	6.389157177
Kurtosis	1534.945599
Mean	0.420001056
Median Absolute Deviation (MAD)	0
Skewness	20.00807847
Sum	421579
Variance	7.200918724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	947992	94.4%
1	8441	0.8%
2	7014	0.7%
3	5759	0.6%
4	4819	0.5%
5	4120	0.4%
6	3469	0.3%
7	2970	0.3%
8	2625	0.3%
9	2186	0.2%
Other values (90)	14362	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	947992	94.4%
1	8441	0.8%
2	7014	0.7%
3	5759	0.6%
4	4819	0.5%

Value	Count	Frequency (%)
443	1	< 0.1%
311	1	< 0.1%
303	1	< 0.1%
272	1	< 0.1%
258	1	< 0.1%

applicationscnt_464L
Real number (ℝ)

ZEROS

Distinct	243
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.238873552

Minimum	0
Maximum	247
Zeros	901905
Zeros (%)	89.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	247
Range	247
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.31643395
Coefficient of variation (CV)	8.327269504
Kurtosis	214.6146123
Mean	1.238873552
Median Absolute Deviation (MAD)	0
Skewness	13.70514459
Sum	1243528
Variance	106.4288094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	901905	89.9%
1	39341	3.9%
2	15048	1.5%
3	8376	0.8%
4	5593	0.6%
5	3997	0.4%
6	3008	0.3%
7	2264	0.2%
8	1825	0.2%
9	1582	0.2%
Other values (233)	20818	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	901905	89.9%
1	39341	3.9%
2	15048	1.5%
3	8376	0.8%
4	5593	0.6%

Value	Count	Frequency (%)
247	2	< 0.1%
246	1	< 0.1%
243	1	< 0.1%
242	1	< 0.1%
239	2	< 0.1%

applicationscnt_629L
Real number (ℝ)

ZEROS

Distinct	78
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3163962991

Minimum	0
Maximum	77
Zeros	943080
Zeros (%)	94.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.64809247
Coefficient of variation (CV)	8.369543126
Kurtosis	238.7195054
Mean	0.3163962991
Median Absolute Deviation (MAD)	0
Skewness	14.18013289
Sum	317585
Variance	7.01239373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	943080	94.0%
1	29900	3.0%
2	9157	0.9%
3	4627	0.5%
4	2831	0.3%
5	1919	0.2%
6	1406	0.1%
7	1034	0.1%
8	863	0.1%
9	733	0.1%
Other values (68)	8207	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	943080	94.0%
1	29900	3.0%
2	9157	0.9%
3	4627	0.5%
4	2831	0.3%

Value	Count	Frequency (%)
77	1	< 0.1%
76	1	< 0.1%
75	2	< 0.1%
74	1	< 0.1%
73	4	< 0.1%

applicationscnt_867L
Real number (ℝ)

ZEROS

Distinct	78
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.54688037

Minimum	0
Maximum	97
Zeros	347151
Zeros (%)	34.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	10
Maximum	97
Range	97
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.741651159
Coefficient of variation (CV)	1.469111468
Kurtosis	21.8632115
Mean	2.54688037
Median Absolute Deviation (MAD)	1
Skewness	3.420540499
Sum	2556449
Variance	13.9999534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347151	34.6%
1	192211	19.1%
2	128593	12.8%
3	89349	8.9%
4	62576	6.2%
5	45036	4.5%
6	32654	3.3%
7	24049	2.4%
8	17997	1.8%
9	13776	1.4%
Other values (68)	50365	5.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	347151	34.6%
1	192211	19.1%
2	128593	12.8%
3	89349	8.9%
4	62576	6.2%

Value	Count	Frequency (%)
97	1	< 0.1%
89	2	< 0.1%
79	1	< 0.1%
77	1	< 0.1%
76	2	< 0.1%

avgdbddpdlast24m_3658932P
Real number (ℝ)

MISSING ZEROS

Distinct	3972
Distinct (%)	0.7%
Missing	426131
Missing (%)	42.5%
Infinite	0
Infinite (%)	0.0%
Mean	29.61587082

Minimum	-1176
Maximum	4467
Zeros	37164
Zeros (%)	3.7%
Negative	464480
Negative (%)	46.3%
Memory size	7.7 MiB

Quantile statistics

Minimum	-1176
5-th percentile	-32
Q1	-11
median	-5
Q3	-1
95-th percentile	7
Maximum	4467
Range	5643
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	316.840868
Coefficient of variation (CV)	10.69834718
Kurtosis	117.8702603
Mean	29.61587082
Median Absolute Deviation (MAD)	4
Skewness	10.41734487
Sum	17106897
Variance	100388.1357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	47251	4.7%
-2	45561	4.5%
-3	40160	4.0%
0	37164	3.7%
-4	35334	3.5%
-5	30958	3.1%
-6	27668	2.8%
-7	24831	2.5%
-8	21785	2.2%
-9	19995	2.0%
Other values (3962)	246919	24.6%
(Missing)	426131	42.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1176	1	< 0.1%
-1135	1	< 0.1%
-1082	1	< 0.1%
-1019	1	< 0.1%
-1005	1	< 0.1%

Value	Count	Frequency (%)
4467	1	< 0.1%
4464	1	< 0.1%
4448	1	< 0.1%
4443	1	< 0.1%
4432	1	< 0.1%

avgdbddpdlast3m_4187120P
Real number (ℝ)

MISSING ZEROS

Distinct	3090
Distinct (%)	0.9%
Missing	658003
Missing (%)	65.6%
Infinite	0
Infinite (%)	0.0%
Mean	29.94085969

Minimum	-908
Maximum	4467
Zeros	35798
Zeros (%)	3.6%
Negative	265417
Negative (%)	26.4%
Memory size	7.7 MiB

Quantile statistics

Minimum	-908
5-th percentile	-42
Q1	-11
median	-4
Q3	-1
95-th percentile	6
Maximum	4467
Range	5375
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	363.7941832
Coefficient of variation (CV)	12.15042544
Kurtosis	102.9795268
Mean	29.94085969
Median Absolute Deviation (MAD)	4
Skewness	9.993970112
Sum	10352172
Variance	132346.2077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	38213	3.8%
0	35798	3.6%
-2	29504	2.9%
-3	23163	2.3%
-4	18533	1.8%
-5	15215	1.5%
-6	13252	1.3%
-7	11698	1.2%
1	11639	1.2%
-8	10459	1.0%
Other values (3080)	138280	13.8%
(Missing)	658003	65.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-908	1	< 0.1%
-887	1	< 0.1%
-850	1	< 0.1%
-657	1	< 0.1%
-531	1	< 0.1%

Value	Count	Frequency (%)
4467	1	< 0.1%
4464	1	< 0.1%
4462	1	< 0.1%
4448	1	< 0.1%
4443	1	< 0.1%

avgdbdtollast24m_4525197P
Real number (ℝ)

MISSING ZEROS

Distinct	2948
Distinct (%)	1.4%
Missing	785725
Missing (%)	78.3%
Infinite	0
Infinite (%)	0.0%
Mean	31.97039425

Minimum	-1176
Maximum	4467
Zeros	14305
Zeros (%)	1.4%
Negative	181083
Negative (%)	18.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	-1176
5-th percentile	-35
Q1	-11
median	-5
Q3	-1
95-th percentile	5
Maximum	4467
Range	5643
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	328.8512729
Coefficient of variation (CV)	10.28611878
Kurtosis	111.1424249
Mean	31.97039425
Median Absolute Deviation (MAD)	4
Skewness	10.09403594
Sum	6970569
Variance	108143.1597
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	18707	1.9%
-2	17812	1.8%
-3	15518	1.5%
0	14305	1.4%
-4	13756	1.4%
-5	11826	1.2%
-6	10518	1.0%
-7	9599	1.0%
-8	8388	0.8%
-9	8334	0.8%
Other values (2938)	89269	8.9%
(Missing)	785725	78.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1176	1	< 0.1%
-1136	1	< 0.1%
-942	1	< 0.1%
-925	1	< 0.1%
-853	2	< 0.1%

Value	Count	Frequency (%)
4467	1	< 0.1%
4464	1	< 0.1%
4448	1	< 0.1%
4443	1	< 0.1%
4432	1	< 0.1%

avgdpdtolclosure24_3658938P
Real number (ℝ)

MISSING ZEROS

Distinct	3876
Distinct (%)	0.6%
Missing	329272
Missing (%)	32.8%
Infinite	0
Infinite (%)	0.0%
Mean	44.52924676

Minimum	0
Maximum	4467
Zeros	487635
Zeros (%)	48.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	17
Maximum	4467
Range	4467
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	315.5864038
Coefficient of variation (CV)	7.087171394
Kurtosis	105.4095912
Mean	44.52924676
Median Absolute Deviation (MAD)	0
Skewness	9.698604027
Sum	30034309
Variance	99594.77828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	487635	48.6%
1	80304	8.0%
2	25459	2.5%
3	13655	1.4%
4	8410	0.8%
5	5798	0.6%
6	4165	0.4%
7	3143	0.3%
8	2506	0.2%
9	2009	0.2%
Other values (3866)	41401	4.1%
(Missing)	329272	32.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	487635	48.6%
1	80304	8.0%
2	25459	2.5%
3	13655	1.4%
4	8410	0.8%

Value	Count	Frequency (%)
4467	1	< 0.1%
4464	1	< 0.1%
4448	1	< 0.1%
4443	1	< 0.1%
4432	1	< 0.1%

avginstallast24m_3658937A
Real number (ℝ)

MISSING

Distinct	78236
Distinct (%)	13.7%
Missing	433721
Missing (%)	43.2%
Infinite	0
Infinite (%)	0.0%
Mean	5117.126961

Minimum	0
Maximum	400000
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1164.8
Q1	2445
median	3894
Q3	6209.650075
95-th percentile	11945.65075
Maximum	400000
Range	400000
Interquartile range (IQR)	3764.650075

Descriptive statistics

Standard deviation	6142.688624
Coefficient of variation (CV)	1.200417474
Kurtosis	405.3169623
Mean	5117.126961
Median Absolute Deviation (MAD)	1715
Skewness	14.43640009
Sum	2916946585
Variance	37732623.53
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
800	150	< 0.1%
600	147	< 0.1%
667.2	142	< 0.1%
2000	124	< 0.1%
1999.8	106	< 0.1%
2666.6	97	< 0.1%
3000	87	< 0.1%
3333.4001	79	< 0.1%
2000.4	78	< 0.1%
1998.2001	74	< 0.1%
Other values (78226)	568952	56.7%
(Missing)	433721	43.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	< 0.1%
0.2	3	< 0.1%
0.4	3	< 0.1%
0.6	5	< 0.1%
0.8	2	< 0.1%

Value	Count	Frequency (%)
400000	1	< 0.1%
391795.22	1	< 0.1%
318163	1	< 0.1%
301035.6	1	< 0.1%
290726	1	< 0.1%

avglnamtstart24m_4525187A
Real number (ℝ)

MISSING

Distinct	30266
Distinct (%)	43.4%
Missing	933950
Missing (%)	93.0%
Infinite	0
Infinite (%)	0.0%
Mean	43699.38738

Minimum	0
Maximum	513520
Zeros	12
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	7301.4
Q1	15646
median	27978
Q3	54445.6
95-th percentile	134126.61
Maximum	513520
Range	513520
Interquartile range (IQR)	38799.6

Descriptive statistics

Standard deviation	43990.70108
Coefficient of variation (CV)	1.006666311
Kurtosis	8.458835632
Mean	43699.38738
Median Absolute Deviation (MAD)	15480
Skewness	2.424435991
Sum	3050523135
Variance	1935181782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	1081	0.1%
20000	442	< 0.1%
40000	438	< 0.1%
150000	343	< 0.1%
60000	327	< 0.1%
23682.8	288	< 0.1%
21841.4	280	< 0.1%
10920.8	273	< 0.1%
30000	269	< 0.1%
200000	200	< 0.1%
Other values (30256)	65866	6.6%
(Missing)	933950	93.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	< 0.1%
2000	7	< 0.1%
2016	1	< 0.1%
2040	1	< 0.1%
2049.8	1	< 0.1%

Value	Count	Frequency (%)
513520	2	< 0.1%
496148.8	1	< 0.1%
495251.22	3	< 0.1%
494899.22	1	< 0.1%
464022.4	1	< 0.1%

avgmaxdpdlast9m_3716943P
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	204
Distinct (%)	< 0.1%
Missing	515293
Missing (%)	51.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.7226080121

Minimum	0
Maximum	236
Zeros	390120
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	236
Range	236
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.639908114
Coefficient of variation (CV)	6.421058218
Kurtosis	792.4803873
Mean	0.7226080121
Median Absolute Deviation (MAD)	0
Skewness	24.43197008
Sum	352968
Variance	21.52874731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	390120	38.9%
1	50740	5.1%
2	17131	1.7%
3	8935	0.9%
4	5414	0.5%
5	3549	0.4%
6	2467	0.2%
7	1850	0.2%
8	1404	0.1%
9	1046	0.1%
Other values (194)	5808	0.6%
(Missing)	515293	51.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	390120	38.9%
1	50740	5.1%
2	17131	1.7%
3	8935	0.9%
4	5414	0.5%

Value	Count	Frequency (%)
236	1	< 0.1%
231	1	< 0.1%
229	1	< 0.1%
223	1	< 0.1%
218	2	< 0.1%

avgoutstandbalancel6m_4187114A
Real number (ℝ)

MISSING ZEROS

Distinct	339858
Distinct (%)	84.0%
Missing	598994
Missing (%)	59.7%
Infinite	0
Infinite (%)	0.0%
Mean	44570.30155

Minimum	-7588198.5
Maximum	1131135.9
Zeros	16140
Zeros (%)	1.6%
Negative	6100
Negative (%)	0.6%
Memory size	7.7 MiB

Quantile statistics

Minimum	-7588198.5
5-th percentile	0
Q1	8864.464
median	22685.715
Q3	53911.106
95-th percentile	168442.832
Maximum	1131135.9
Range	8719334.4
Interquartile range (IQR)	45046.642

Descriptive statistics

Standard deviation	61632.94976
Coefficient of variation (CV)	1.382825505
Kurtosis	594.8184126
Mean	44570.30155
Median Absolute Deviation (MAD)	17088.815
Skewness	-1.805207822
Sum	1.804040897 × 10¹⁰
Variance	3798620496
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16140	1.6%
-2	376	< 0.1%
-4	177	< 0.1%
3000	167	< 0.1%
2000	146	< 0.1%
6000	134	< 0.1%
4000	114	< 0.1%
2400	112	< 0.1%
1500	105	< 0.1%
1000	104	< 0.1%
Other values (339848)	387188	38.6%
(Missing)	598994	59.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7588198.5	1	< 0.1%
-216271.78	1	< 0.1%
-160700	1	< 0.1%
-111002.89	1	< 0.1%
-78050.2	1	< 0.1%

Value	Count	Frequency (%)
1131135.9	1	< 0.1%
1128721.2	1	< 0.1%
1102620.4	1	< 0.1%
1088508	1	< 0.1%
1079704.9	1	< 0.1%

avgpmtlast12m_4525200A
Real number (ℝ)

MISSING

Distinct	63869
Distinct (%)	32.5%
Missing	807310
Missing (%)	80.4%
Infinite	0
Infinite (%)	0.0%
Mean	5935.065595

Minimum	0
Maximum	391795.22
Zeros	388
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1067.2001
Q1	2451.30005
median	4114.8003
Q3	6977.2
95-th percentile	14832.08
Maximum	391795.22
Range	391795.22
Interquartile range (IQR)	4525.89995

Descriptive statistics

Standard deviation	8646.086046
Coefficient of variation (CV)	1.4567802
Kurtosis	251.9117487
Mean	5935.065595
Median Absolute Deviation (MAD)	2004.4002
Skewness	12.22061291
Sum	1165925831
Variance	74754803.92
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	388	< 0.1%
2000	70	< 0.1%
600	63	< 0.1%
2999.6	46	< 0.1%
2165	46	< 0.1%
1665	45	< 0.1%
1998.2001	44	< 0.1%
1666.6	42	< 0.1%
1500	42	< 0.1%
2166.6	42	< 0.1%
Other values (63859)	195619	19.5%
(Missing)	807310	80.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	388	< 0.1%
0.2	27	< 0.1%
0.4	22	< 0.1%
0.6	16	< 0.1%
0.8	18	< 0.1%

Value	Count	Frequency (%)
391795.22	1	< 0.1%
379675.22	1	< 0.1%
318163	1	< 0.1%
314949.22	1	< 0.1%
262954.22	1	< 0.1%

bankacctype_710L
Text

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	699067
Missing (%)	69.6%
Memory size	7.7 MiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	609380
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CA
2nd row	CA
3rd row	CA
4th row	CA
5th row	CA

Value	Count	Frequency (%)
ca	304690	100.0%

Most occurring characters

Value	Count	Frequency (%)
C	304690	50.0%
A	304690	50.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	609380	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	304690	50.0%
A	304690	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	609380	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	304690	50.0%
A	304690	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	609380	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	304690	50.0%
A	304690	50.0%

cardtype_51L
Text

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	877973
Missing (%)	87.5%
Memory size	7.7 MiB

Length

Max length	12
Median length	7
Mean length	7.076917573
Min length	7

Characters and Unicode

Total characters	890163
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INSTANT
2nd row	INSTANT
3rd row	INSTANT
4th row	INSTANT
5th row	INSTANT

Value	Count	Frequency (%)
instant	123849	98.5%
personalized	1935	1.5%

Most occurring characters

Value	Count	Frequency (%)
N	249633	28.0%
T	247698	27.8%
I	125784	14.1%
S	125784	14.1%
A	125784	14.1%
E	3870	0.4%
P	1935	0.2%
R	1935	0.2%
O	1935	0.2%
L	1935	0.2%
Other values (2)	3870	0.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	890163	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	249633	28.0%
T	247698	27.8%
I	125784	14.1%
S	125784	14.1%
A	125784	14.1%
E	3870	0.4%
P	1935	0.2%
R	1935	0.2%
O	1935	0.2%
L	1935	0.2%
Other values (2)	3870	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	890163	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	249633	28.0%
T	247698	27.8%
I	125784	14.1%
S	125784	14.1%
A	125784	14.1%
E	3870	0.4%
P	1935	0.2%
R	1935	0.2%
O	1935	0.2%
L	1935	0.2%
Other values (2)	3870	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	890163	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	249633	28.0%
T	247698	27.8%
I	125784	14.1%
S	125784	14.1%
A	125784	14.1%
E	3870	0.4%
P	1935	0.2%
R	1935	0.2%
O	1935	0.2%
L	1935	0.2%
Other values (2)	3870	0.4%

clientscnt12m_3712952L
Real number (ℝ)

SKEWED ZEROS

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03199479555

Minimum	0
Maximum	47
Zeros	975460
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	47
Range	47
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2772198323
Coefficient of variation (CV)	8.664528948
Kurtosis	5493.737192
Mean	0.03199479555
Median Absolute Deviation (MAD)	0
Skewness	52.13080369
Sum	32115
Variance	0.0768508354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	975460	97.2%
1	26952	2.7%
2	915	0.1%
3	137	< 0.1%
4	65	< 0.1%
5	40	< 0.1%
6	29	< 0.1%
8	20	< 0.1%
7	20	< 0.1%
13	14	< 0.1%
Other values (29)	105	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	975460	97.2%
1	26952	2.7%
2	915	0.1%
3	137	< 0.1%
4	65	< 0.1%

Value	Count	Frequency (%)
47	1	< 0.1%
46	1	< 0.1%
45	1	< 0.1%
38	1	< 0.1%
35	1	< 0.1%

clientscnt3m_3712950L
Real number (ℝ)

SKEWED ZEROS

Distinct	38
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01480836497

Minimum	0
Maximum	47
Zeros	991571
Zeros (%)	98.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	47
Range	47
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2281499063
Coefficient of variation (CV)	15.40682625
Kurtosis	10836.73608
Mean	0.01480836497
Median Absolute Deviation (MAD)	0
Skewness	80.02075906
Sum	14864
Variance	0.05205237972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	991571	98.8%
1	11548	1.2%
2	311	< 0.1%
3	71	< 0.1%
4	54	< 0.1%
5	38	< 0.1%
6	26	< 0.1%
7	21	< 0.1%
8	20	< 0.1%
9	13	< 0.1%
Other values (28)	84	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	991571	98.8%
1	11548	1.2%
2	311	< 0.1%
3	71	< 0.1%
4	54	< 0.1%

Value	Count	Frequency (%)
47	1	< 0.1%
46	1	< 0.1%
45	1	< 0.1%
38	1	< 0.1%
35	1	< 0.1%

clientscnt6m_3712949L
Real number (ℝ)

SKEWED ZEROS

Distinct	38
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02148029852

Minimum	0
Maximum	47
Zeros	985333
Zeros (%)	98.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	47
Range	47
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2480860615
Coefficient of variation (CV)	11.54946991
Kurtosis	7865.262972
Mean	0.02148029852
Median Absolute Deviation (MAD)	0
Skewness	64.93718432
Sum	21561
Variance	0.0615466939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	985333	98.2%
1	17543	1.7%
2	505	0.1%
3	98	< 0.1%
4	58	< 0.1%
5	36	< 0.1%
6	29	< 0.1%
8	24	< 0.1%
7	19	< 0.1%
9	15	< 0.1%
Other values (28)	97	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	985333	98.2%
1	17543	1.7%
2	505	0.1%
3	98	< 0.1%
4	58	< 0.1%

Value	Count	Frequency (%)
47	1	< 0.1%
46	1	< 0.1%
45	1	< 0.1%
38	1	< 0.1%
35	1	< 0.1%

clientscnt_100L
Real number (ℝ)

SKEWED ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0541425863

Minimum	0
Maximum	95
Zeros	953732
Zeros (%)	95.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	95
Range	95
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2884321302
Coefficient of variation (CV)	5.327269159
Kurtosis	20422.93871
Mean	0.0541425863
Median Absolute Deviation (MAD)	0
Skewness	76.67377832
Sum	54346
Variance	0.08319309374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	953732	95.0%
1	46443	4.6%
2	3245	0.3%
3	294	< 0.1%
4	22	< 0.1%
6	6	< 0.1%
67	3	< 0.1%
5	3	< 0.1%
12	2	< 0.1%
8	2	< 0.1%
Other values (4)	5	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	953732	95.0%
1	46443	4.6%
2	3245	0.3%
3	294	< 0.1%
4	22	< 0.1%

Value	Count	Frequency (%)
95	1	< 0.1%
67	3	< 0.1%
19	1	< 0.1%
15	1	< 0.1%
12	2	< 0.1%

clientscnt_1022L
Real number (ℝ)

SKEWED ZEROS

Distinct	41
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09371292056

Minimum	0
Maximum	102
Zeros	919744
Zeros (%)	91.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	102
Range	102
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4184212083
Coefficient of variation (CV)	4.464925495
Kurtosis	10800.0823
Mean	0.09371292056
Median Absolute Deviation (MAD)	0
Skewness	57.12276132
Sum	94065
Variance	0.1750763075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	919744	91.6%
1	77534	7.7%
2	5501	0.5%
3	553	0.1%
4	144	< 0.1%
5	60	< 0.1%
6	38	< 0.1%
7	30	< 0.1%
8	23	< 0.1%
9	18	< 0.1%
Other values (31)	112	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	919744	91.6%
1	77534	7.7%
2	5501	0.5%
3	553	0.1%
4	144	< 0.1%

Value	Count	Frequency (%)
102	1	< 0.1%
101	1	< 0.1%
97	1	< 0.1%
47	1	< 0.1%
46	1	< 0.1%

clientscnt_1071L
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03643112825

Minimum	0
Maximum	11
Zeros	968567
Zeros (%)	96.5%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	11
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1956324021
Coefficient of variation (CV)	5.369924332
Kurtosis	51.15686252
Mean	0.03643112825
Median Absolute Deviation (MAD)	0
Skewness	5.910147846
Sum	36568
Variance	0.03827203673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	968567	96.5%
1	33940	3.4%
2	1156	0.1%
3	76	< 0.1%
4	14	< 0.1%
7	1	< 0.1%
11	1	< 0.1%
9	1	< 0.1%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	968567	96.5%
1	33940	3.4%
2	1156	0.1%
3	76	< 0.1%
4	14	< 0.1%

Value	Count	Frequency (%)
11	1	< 0.1%
9	1	< 0.1%
7	1	< 0.1%
5	1	< 0.1%
4	14	< 0.1%

clientscnt_1130L
Real number (ℝ)

SKEWED ZEROS

Distinct	29
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03425729534

Minimum	0
Maximum	31
Zeros	972774
Zeros (%)	96.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	31
Range	31
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.245287678
Coefficient of variation (CV)	7.160158896
Kurtosis	3462.203729
Mean	0.03425729534
Median Absolute Deviation (MAD)	0
Skewness	38.03268575
Sum	34386
Variance	0.06016604498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	972774	96.9%
1	28925	2.9%
2	1731	0.2%
3	190	< 0.1%
4	44	< 0.1%
5	18	< 0.1%
6	10	< 0.1%
7	7	< 0.1%
8	5	< 0.1%
22	5	< 0.1%
Other values (19)	48	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	972774	96.9%
1	28925	2.9%
2	1731	0.2%
3	190	< 0.1%
4	44	< 0.1%

Value	Count	Frequency (%)
31	1	< 0.1%
29	3	< 0.1%
28	2	< 0.1%
27	3	< 0.1%
26	2	< 0.1%

clientscnt_136L
Real number (ℝ)

MISSING

Distinct	5
Distinct (%)	1.3%
Missing	1003360
Missing (%)	> 99.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.05289672544

Minimum	0
Maximum	4
Zeros	386
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3549404871
Coefficient of variation (CV)	6.7100654
Kurtosis	68.17204627
Mean	0.05289672544
Median Absolute Deviation (MAD)	0
Skewness	7.890824434
Sum	21
Variance	0.1259827494
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	386	< 0.1%
1	5	< 0.1%
2	3	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
(Missing)	1003360	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	386	< 0.1%
1	5	< 0.1%
2	3	< 0.1%
3	2	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
3	2	< 0.1%
2	3	< 0.1%
1	5	< 0.1%
0	386	< 0.1%

clientscnt_157L
Real number (ℝ)

SKEWED ZEROS

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08863499831

Minimum	0
Maximum	241
Zeros	949826
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	241
Range	241
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5948774255
Coefficient of variation (CV)	6.711541003
Kurtosis	49475.28389
Mean	0.08863499831
Median Absolute Deviation (MAD)	0
Skewness	142.5888772
Sum	88968
Variance	0.3538791514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	949826	94.6%
1	34249	3.4%
2	10953	1.1%
3	5894	0.6%
4	1532	0.2%
5	752	0.1%
6	234	< 0.1%
7	122	< 0.1%
9	61	< 0.1%
8	56	< 0.1%
Other values (22)	78	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	949826	94.6%
1	34249	3.4%
2	10953	1.1%
3	5894	0.6%
4	1532	0.2%

Value	Count	Frequency (%)
241	1	< 0.1%
194	1	< 0.1%
193	1	< 0.1%
74	1	< 0.1%
40	1	< 0.1%

clientscnt_257L
Real number (ℝ)

SKEWED ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003270711935

Minimum	0
Maximum	13
Zeros	1000593
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	13
Range	13
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.06081423493
Coefficient of variation (CV)	18.59357722
Kurtosis	2627.042293
Mean	0.003270711935
Median Absolute Deviation (MAD)	0
Skewness	29.21066559
Sum	3283
Variance	0.003698371171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	1000593	99.7%
1	3078	0.3%
2	72	< 0.1%
3	8	< 0.1%
5	4	< 0.1%
4	1	< 0.1%
13	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1000593	99.7%
1	3078	0.3%
2	72	< 0.1%
3	8	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
13	1	< 0.1%
5	4	< 0.1%
4	1	< 0.1%
3	8	< 0.1%
2	72	< 0.1%

clientscnt_304L
Real number (ℝ)

SKEWED ZEROS

Distinct	55
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08116506286

Minimum	0
Maximum	345
Zeros	961656
Zeros (%)	95.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	345
Range	345
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8385359141
Coefficient of variation (CV)	10.3312421
Kurtosis	60997.31238
Mean	0.08116506286
Median Absolute Deviation (MAD)	0
Skewness	196.168309
Sum	81470
Variance	0.7031424792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	961656	95.8%
1	21345	2.1%
2	11523	1.1%
3	5434	0.5%
4	2301	0.2%
5	898	0.1%
6	324	< 0.1%
7	138	< 0.1%
8	43	< 0.1%
9	17	< 0.1%
Other values (45)	78	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	961656	95.8%
1	21345	2.1%
2	11523	1.1%
3	5434	0.5%
4	2301	0.2%

Value	Count	Frequency (%)
345	1	< 0.1%
249	1	< 0.1%
241	1	< 0.1%
228	1	< 0.1%
218	1	< 0.1%

clientscnt_360L
Real number (ℝ)

SKEWED ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.003574570339

Minimum	0
Maximum	8
Zeros	1000314
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.06307322888
Coefficient of variation (CV)	17.64498188
Kurtosis	932.2488199
Mean	0.003574570339
Median Absolute Deviation (MAD)	0
Skewness	22.38977957
Sum	3588
Variance	0.003978232201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	1000314	99.7%
1	3326	0.3%
2	103	< 0.1%
3	10	< 0.1%
7	2	< 0.1%
4	1	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1000314	99.7%
1	3326	0.3%
2	103	< 0.1%
3	10	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	2	< 0.1%
4	1	< 0.1%
3	10	< 0.1%
2	103	< 0.1%

clientscnt_493L
Real number (ℝ)

SKEWED ZEROS

Distinct	56
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0120118714

Minimum	0
Maximum	329
Zeros	997424
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	329
Range	329
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6568255174
Coefficient of variation (CV)	54.68136442
Kurtosis	144532.4372
Mean	0.0120118714
Median Absolute Deviation (MAD)	0
Skewness	328.9606546
Sum	12057
Variance	0.4314197602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	997424	99.4%
1	5286	0.5%
2	620	0.1%
3	138	< 0.1%
4	59	< 0.1%
5	35	< 0.1%
6	22	< 0.1%
9	18	< 0.1%
7	16	< 0.1%
8	16	< 0.1%
Other values (46)	123	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	997424	99.4%
1	5286	0.5%
2	620	0.1%
3	138	< 0.1%
4	59	< 0.1%

Value	Count	Frequency (%)
329	1	< 0.1%
328	1	< 0.1%
229	1	< 0.1%
133	1	< 0.1%
101	1	< 0.1%

clientscnt_533L
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0755700832

Minimum	0
Maximum	8
Zeros	932721
Zeros (%)	92.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2826687045
Coefficient of variation (CV)	3.740484231
Kurtosis	17.201166
Mean	0.0755700832
Median Absolute Deviation (MAD)	0
Skewness	3.934116553
Sum	75854
Variance	0.07990159651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	932721	92.9%
1	66403	6.6%
2	4470	0.4%
3	149	< 0.1%
4	10	< 0.1%
5	2	< 0.1%
8	1	< 0.1%
6	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	932721	92.9%
1	66403	6.6%
2	4470	0.4%
3	149	< 0.1%
4	10	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
6	1	< 0.1%
5	2	< 0.1%
4	10	< 0.1%
3	149	< 0.1%

clientscnt_887L
Real number (ℝ)

SKEWED ZEROS

Distinct	938
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.602130795

Minimum	0
Maximum	1165
Zeros	879172
Zeros (%)	87.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	1165
Range	1165
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	38.75907088
Coefficient of variation (CV)	14.89512786
Kurtosis	548.5385666
Mean	2.602130795
Median Absolute Deviation (MAD)	0
Skewness	22.6364637
Sum	2611907
Variance	1502.265576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	879172	87.6%
1	53735	5.4%
2	19989	2.0%
3	11330	1.1%
4	7218	0.7%
5	4770	0.5%
6	3312	0.3%
7	2577	0.3%
8	2000	0.2%
9	1553	0.2%
Other values (928)	18101	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	879172	87.6%
1	53735	5.4%
2	19989	2.0%
3	11330	1.1%
4	7218	0.7%

Value	Count	Frequency (%)
1165	2	< 0.1%
1164	3	< 0.1%
1163	3	< 0.1%
1162	2	< 0.1%
1161	3	< 0.1%

clientscnt_946L
Real number (ℝ)

SKEWED ZEROS

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0277268303

Minimum	0
Maximum	72
Zeros	978094
Zeros (%)	97.4%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	72
Range	72
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1954682225
Coefficient of variation (CV)	7.049786086
Kurtosis	18502.14845
Mean	0.0277268303
Median Absolute Deviation (MAD)	0
Skewness	57.65467532
Sum	27831
Variance	0.03820782599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	978094	97.4%
1	24032	2.4%
2	1347	0.1%
3	202	< 0.1%
4	48	< 0.1%
5	12	< 0.1%
7	6	< 0.1%
6	6	< 0.1%
8	3	< 0.1%
72	1	< 0.1%
Other values (6)	6	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	978094	97.4%
1	24032	2.4%
2	1347	0.1%
3	202	< 0.1%
4	48	< 0.1%

Value	Count	Frequency (%)
72	1	< 0.1%
17	1	< 0.1%
14	1	< 0.1%
12	1	< 0.1%
11	1	< 0.1%

cntincpaycont9m_3716944L
Real number (ℝ)

MISSING ZEROS

Distinct	79
Distinct (%)	< 0.1%
Missing	322077
Missing (%)	32.1%
Infinite	0
Infinite (%)	0.0%
Mean	6.042675449

Minimum	0
Maximum	318
Zeros	192827
Zeros (%)	19.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	9
95-th percentile	18
Maximum	318
Range	318
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.939101522
Coefficient of variation (CV)	0.9828595913
Kurtosis	13.98827073
Mean	6.042675449
Median Absolute Deviation (MAD)	5
Skewness	1.35510909
Sum	4119171
Variance	35.27292689
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	192827	19.2%
9	60016	6.0%
8	44896	4.5%
6	38773	3.9%
3	37364	3.7%
7	34229	3.4%
5	33737	3.4%
4	32632	3.3%
10	28926	2.9%
2	27695	2.8%
Other values (69)	150585	15.0%
(Missing)	322077	32.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	192827	19.2%
1	25259	2.5%
2	27695	2.8%
3	37364	3.7%
4	32632	3.3%

Value	Count	Frequency (%)
318	1	< 0.1%
152	1	< 0.1%
128	1	< 0.1%
110	1	< 0.1%
105	1	< 0.1%

cntpmts24_3658933L
Real number (ℝ)

MISSING ZEROS

Distinct	26
Distinct (%)	< 0.1%
Missing	327733
Missing (%)	32.7%
Infinite	0
Infinite (%)	0.0%
Mean	10.25728968

Minimum	0
Maximum	25
Zeros	97045
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	9
Q3	16
95-th percentile	24
Maximum	25
Range	25
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	7.740604773
Coefficient of variation (CV)	0.7546442592
Kurtosis	-1.037172183
Mean	10.25728968
Median Absolute Deviation (MAD)	6
Skewness	0.3397070825
Sum	6934174
Variance	59.91696226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	97045	9.7%
6	38914	3.9%
12	35163	3.5%
3	34077	3.4%
11	29829	3.0%
9	29644	3.0%
5	28746	2.9%
10	27444	2.7%
8	24774	2.5%
4	24592	2.4%
Other values (16)	305796	30.5%
(Missing)	327733	32.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	97045	9.7%
1	17562	1.7%
2	21032	2.1%
3	34077	3.4%
4	24592	2.4%

Value	Count	Frequency (%)
25	23128	2.3%
24	23648	2.4%
23	17351	1.7%
22	16310	1.6%
21	15964	1.6%

commnoinclast6m_3546845L
Real number (ℝ)

CONSTANT MISSING ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	259522
Missing (%)	25.9%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	744235
Zeros (%)	74.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	744235	74.1%
(Missing)	259522	25.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	744235	74.1%

Value	Count	Frequency (%)
0	744235	74.1%

credamount_770A
Real number (ℝ)

Distinct	140247
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47891.0614

Minimum	2000
Maximum	470592
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	2000
5-th percentile	10000
Q1	19472
median	33796
Q3	60000
95-th percentile	140000
Maximum	470592
Range	468592
Interquartile range (IQR)	40528

Descriptive statistics

Standard deviation	42199.0818
Coefficient of variation (CV)	0.8811473491
Kurtosis	7.325678902
Mean	47891.0614
Median Absolute Deviation (MAD)	17796
Skewness	2.179813039
Sum	4.807098812 × 10¹⁰
Variance	1780762505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	37135	3.7%
40000	22829	2.3%
60000	20139	2.0%
20000	18692	1.9%
30000	16097	1.6%
150000	15705	1.6%
50000	11381	1.1%
80000	8807	0.9%
10000	6641	0.7%
70000	6478	0.6%
Other values (140237)	839853	83.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2000	58	< 0.1%
2002	1	< 0.1%
2016	1	< 0.1%
2016.6	1	< 0.1%
2030	2	< 0.1%

Value	Count	Frequency (%)
470592	1	< 0.1%
441667.4	1	< 0.1%
432659	1	< 0.1%
421000	1	< 0.1%
415510	1	< 0.1%

credtype_322L
Text

Distinct	3
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	7.7 MiB

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3011268
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CAL
2nd row	CAL
3rd row	CAL
4th row	CAL
5th row	CAL

Value	Count	Frequency (%)
col	661574	65.9%
cal	216313	21.6%
rel	125869	12.5%

Most occurring characters

Value	Count	Frequency (%)
L	1003756	33.3%
C	877887	29.2%
O	661574	22.0%
A	216313	7.2%
R	125869	4.2%
E	125869	4.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3011268	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
L	1003756	33.3%
C	877887	29.2%
O	661574	22.0%
A	216313	7.2%
R	125869	4.2%
E	125869	4.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3011268	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
L	1003756	33.3%
C	877887	29.2%
O	661574	22.0%
A	216313	7.2%
R	125869	4.2%
E	125869	4.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3011268	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
L	1003756	33.3%
C	877887	29.2%
O	661574	22.0%
A	216313	7.2%
R	125869	4.2%
E	125869	4.2%

currdebt_22A
Real number (ℝ)

ZEROS

Distinct	250573
Distinct (%)	25.0%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	18183.49999

Minimum	0
Maximum	1210629.1
Zeros	681696
Zeros (%)	67.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	11967.3
95-th percentile	107299.2625
Maximum	1210629.1
Range	1210629.1
Interquartile range (IQR)	11967.3

Descriptive statistics

Standard deviation	47798.57166
Coefficient of variation (CV)	2.628678291
Kurtosis	32.58827587
Mean	18183.49999
Median Absolute Deviation (MAD)	0
Skewness	4.685446529
Sum	1.825177903 × 10¹⁰
Variance	2284703453
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	681696	67.9%
10	110	< 0.1%
19998	62	< 0.1%
7998	53	< 0.1%
14998	52	< 0.1%
17998	49	< 0.1%
9978	48	< 0.1%
9998	47	< 0.1%
13998	46	< 0.1%
15998	45	< 0.1%
Other values (250563)	321547	32.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	681696	67.9%
0.020000001	1	< 0.1%
0.025999999	2	< 0.1%
0.030000001	1	< 0.1%
0.048	1	< 0.1%

Value	Count	Frequency (%)
1210629.1	1	< 0.1%
1192100.9	1	< 0.1%
1092393	1	< 0.1%
1085048.1	1	< 0.1%
1071760.9	1	< 0.1%

currdebtcredtyperange_828A
Real number (ℝ)

ZEROS

Distinct	163569
Distinct (%)	16.3%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	10328.77838

Minimum	0
Maximum	1028338.2
Zeros	801429
Zeros (%)	79.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	66564.1215
Maximum	1028338.2
Range	1028338.2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	34360.63304
Coefficient of variation (CV)	3.326688963
Kurtosis	45.30900375
Mean	10328.77838
Median Absolute Deviation (MAD)	0
Skewness	5.637595891
Sum	1.036756294 × 10¹⁰
Variance	1180653103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	801429	79.8%
7998	43	< 0.1%
17998	40	< 0.1%
19998	38	< 0.1%
11998	36	< 0.1%
19978	34	< 0.1%
14998	33	< 0.1%
8998	31	< 0.1%
9978	31	< 0.1%
15998	31	< 0.1%
Other values (163559)	202009	20.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	801429	79.8%
0.2	3	< 0.1%
0.4	2	< 0.1%
0.6	5	< 0.1%
0.8	2	< 0.1%

Value	Count	Frequency (%)
1028338.2	1	< 0.1%
873632.44	1	< 0.1%
865120	1	< 0.1%
861237.8	1	< 0.1%
824982.8	1	< 0.1%

datefirstoffer_1144D
Text

MISSING

Distinct	1228
Distinct (%)	0.3%
Missing	560713
Missing (%)	55.9%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	4430440
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	35 ?
Unique (%)	< 0.1%

Sample

1st row	2019-01-07
2nd row	2019-01-25
3rd row	2018-12-31
4th row	2019-01-19
5th row	2008-04-03

Value	Count	Frequency (%)
2008-04-03	90002	20.3%
2007-10-29	71945	16.2%
2014-02-19	11387	2.6%
2016-03-28	5493	1.2%
2017-07-25	4329	1.0%
2017-07-29	4110	0.9%
2017-07-21	4040	0.9%
2014-03-08	3999	0.9%
2017-03-31	3781	0.9%
2016-11-28	3624	0.8%
Other values (1218)	240334	54.2%

Most occurring characters

Value	Count	Frequency (%)
0	1204121	27.2%
-	886088	20.0%
2	681593	15.4%
1	581265	13.1%
7	208977	4.7%
8	188104	4.2%
4	176575	4.0%
3	167140	3.8%
9	155661	3.5%
6	98134	2.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3544352	80.0%
Dash Punctuation	886088	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1204121	34.0%
2	681593	19.2%
1	581265	16.4%
7	208977	5.9%
8	188104	5.3%
4	176575	5.0%
3	167140	4.7%
9	155661	4.4%
6	98134	2.8%
5	82782	2.3%

Dash Punctuation

Value	Count	Frequency (%)
-	886088	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4430440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1204121	27.2%
-	886088	20.0%
2	681593	15.4%
1	581265	13.1%
7	208977	4.7%
8	188104	4.2%
4	176575	4.0%
3	167140	3.8%
9	155661	3.5%
6	98134	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4430440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1204121	27.2%
-	886088	20.0%
2	681593	15.4%
1	581265	13.1%
7	208977	4.7%
8	188104	4.2%
4	176575	4.0%
3	167140	3.8%
9	155661	3.5%
6	98134	2.2%

datelastinstal40dpd_247D
Text

MISSING

Distinct	4825
Distinct (%)	6.7%
Missing	932264
Missing (%)	92.9%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	714930
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	201 ?
Unique (%)	0.3%

Sample

1st row	2016-02-15
2nd row	2017-07-25
3rd row	2007-06-06
4th row	2007-06-30
5th row	2015-01-05

Value	Count	Frequency (%)
2017-06-14	180	0.3%
2008-02-14	156	0.2%
2017-05-30	146	0.2%
2017-05-25	143	0.2%
2017-05-23	142	0.2%
2017-05-20	137	0.2%
2017-05-29	135	0.2%
2007-04-14	133	0.2%
2017-05-17	132	0.2%
2017-05-24	130	0.2%
Other values (4815)	70059	98.0%

Most occurring characters

Value	Count	Frequency (%)
0	179905	25.2%
-	142986	20.0%
1	114715	16.0%
2	113954	15.9%
7	31293	4.4%
8	26879	3.8%
6	23624	3.3%
5	23205	3.2%
9	19984	2.8%
3	19565	2.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	571944	80.0%
Dash Punctuation	142986	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	179905	31.5%
1	114715	20.1%
2	113954	19.9%
7	31293	5.5%
8	26879	4.7%
6	23624	4.1%
5	23205	4.1%
9	19984	3.5%
3	19565	3.4%
4	18820	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	142986	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	714930	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	179905	25.2%
-	142986	20.0%
1	114715	16.0%
2	113954	15.9%
7	31293	4.4%
8	26879	3.8%
6	23624	3.3%
5	23205	3.2%
9	19984	2.8%
3	19565	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	714930	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	179905	25.2%
-	142986	20.0%
1	114715	16.0%
2	113954	15.9%
7	31293	4.4%
8	26879	3.8%
6	23624	3.3%
5	23205	3.2%
9	19984	2.8%
3	19565	2.7%

datelastunpaid_3546854D
Text

MISSING

Distinct	4936
Distinct (%)	1.2%
Missing	606750
Missing (%)	60.4%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	3970070
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	58 ?
Unique (%)	< 0.1%

Sample

1st row	2018-12-31
2nd row	2018-12-11
3rd row	2019-01-02
4th row	2018-11-25
5th row	2018-12-31

Value	Count	Frequency (%)
2019-08-11	1074	0.3%
2019-04-07	1062	0.3%
2019-09-15	991	0.2%
2019-05-12	984	0.2%
2019-07-28	984	0.2%
2019-08-18	979	0.2%
2019-01-15	978	0.2%
2019-02-11	967	0.2%
2019-05-15	935	0.2%
2018-12-18	873	0.2%
Other values (4926)	387180	97.5%

Most occurring characters

Value	Count	Frequency (%)
0	922024	23.2%
-	794014	20.0%
1	703908	17.7%
2	635759	16.0%
9	206775	5.2%
8	188076	4.7%
7	141041	3.6%
5	110102	2.8%
6	102136	2.6%
3	89450	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3176056	80.0%
Dash Punctuation	794014	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	922024	29.0%
1	703908	22.2%
2	635759	20.0%
9	206775	6.5%
8	188076	5.9%
7	141041	4.4%
5	110102	3.5%
6	102136	3.2%
3	89450	2.8%
4	76785	2.4%

Dash Punctuation

Value	Count	Frequency (%)
-	794014	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3970070	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	922024	23.2%
-	794014	20.0%
1	703908	17.7%
2	635759	16.0%
9	206775	5.2%
8	188076	4.7%
7	141041	3.6%
5	110102	2.8%
6	102136	2.6%
3	89450	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3970070	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	922024	23.2%
-	794014	20.0%
1	703908	17.7%
2	635759	16.0%
9	206775	5.2%
8	188076	4.7%
7	141041	3.6%
5	110102	2.8%
6	102136	2.6%
3	89450	2.3%

daysoverduetolerancedd_3976961L
Real number (ℝ)

MISSING ZEROS

Distinct	4390
Distinct (%)	0.6%
Missing	320324
Missing (%)	31.9%
Infinite	0
Infinite (%)	0.0%
Mean	87.61516784

Minimum	0
Maximum	5020
Zeros	213521
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	13
95-th percentile	233
Maximum	5020
Range	5020
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	458.4981354
Coefficient of variation (CV)	5.233090876
Kurtosis	66.83667251
Mean	87.61516784
Median Absolute Deviation (MAD)	2
Skewness	7.815554598
Sum	59879097
Variance	210220.5402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	213521	21.3%
1	115840	11.5%
2	38461	3.8%
3	30138	3.0%
4	22641	2.3%
5	17890	1.8%
6	14633	1.5%
7	12858	1.3%
8	11250	1.1%
9	10091	1.0%
Other values (4380)	196110	19.5%
(Missing)	320324	31.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	213521	21.3%
1	115840	11.5%
2	38461	3.8%
3	30138	3.0%
4	22641	2.3%

Value	Count	Frequency (%)
5020	1	< 0.1%
5018	1	< 0.1%
5012	1	< 0.1%
5009	1	< 0.1%
5005	1	< 0.1%

deferredmnthsnum_166L
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	1003757
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	1003757	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1003757	100.0%

Value	Count	Frequency (%)
0	1003757	100.0%

disbursedcredamount_1113A
Real number (ℝ)

ZEROS

Distinct	153694
Distinct (%)	15.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44174.94211

Minimum	0
Maximum	400000
Zeros	28330
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	7998
Q1	17998
median	30354
Q3	57439.258
95-th percentile	125962.496
Maximum	400000
Range	400000
Interquartile range (IQR)	39441.258

Descriptive statistics

Standard deviation	40505.84844
Coefficient of variation (CV)	0.9169417436
Kurtosis	8.445003777
Mean	44174.94211
Median Absolute Deviation (MAD)	15972
Skewness	2.319259717
Sum	4.434090737 × 10¹⁰
Variance	1640723758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28330	2.8%
100000	26305	2.6%
40000	21459	2.1%
60000	19025	1.9%
20000	17511	1.7%
30000	15569	1.6%
150000	11086	1.1%
50000	10996	1.1%
80000	8251	0.8%
70000	6191	0.6%
Other values (153684)	839034	83.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28330	2.8%
1798	1	< 0.1%
1998	1	< 0.1%
2000	58	< 0.1%
2000.036	1	< 0.1%

Value	Count	Frequency (%)
400000	488	< 0.1%
399999.9	1	< 0.1%
399999.88	1	< 0.1%
399999.84	2	< 0.1%
399856.62	1	< 0.1%

disbursementtype_67L
Text

Distinct	3
Distinct (%)	< 0.1%
Missing	618
Missing (%)	0.1%
Memory size	7.7 MiB

Length

Max length	3
Median length	3
Mean length	2.971983942
Min length	2

Characters and Unicode

Total characters	2981313
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	GBA
2nd row	GBA
3rd row	GBA
4th row	GBA
5th row	GBA

Value	Count	Frequency (%)
sba	758802	75.6%
gba	216233	21.6%
dd	28104	2.8%

Most occurring characters

Value	Count	Frequency (%)
B	975035	32.7%
A	975035	32.7%
S	758802	25.5%
G	216233	7.3%
D	56208	1.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2981313	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	975035	32.7%
A	975035	32.7%
S	758802	25.5%
G	216233	7.3%
D	56208	1.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2981313	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	975035	32.7%
A	975035	32.7%
S	758802	25.5%
G	216233	7.3%
D	56208	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2981313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	975035	32.7%
A	975035	32.7%
S	758802	25.5%
G	216233	7.3%
D	56208	1.9%

downpmt_116A
Real number (ℝ)

SKEWED ZEROS

Distinct	7125
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	529.0191908

Minimum	0
Maximum	461867.4
Zeros	942641
Zeros (%)	93.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1000
Maximum	461867.4
Range	461867.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3973.15189
Coefficient of variation (CV)	7.510411642
Kurtosis	948.4845577
Mean	529.0191908
Median Absolute Deviation (MAD)	0
Skewness	20.74420913
Sum	531006715.9
Variance	15785935.94
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	942641	93.9%
2000	7129	0.7%
4000	5747	0.6%
20000	3768	0.4%
10000	3638	0.4%
6000	3290	0.3%
1000	2861	0.3%
8000	1950	0.2%
200	1923	0.2%
400	1577	0.2%
Other values (7115)	29233	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	942641	93.9%
0.2	55	< 0.1%
0.4	17	< 0.1%
0.6	4	< 0.1%
0.8	1	< 0.1%

Value	Count	Frequency (%)
461867.4	1	< 0.1%
420400	1	< 0.1%
333442.4	1	< 0.1%
320400	1	< 0.1%
309994	1	< 0.1%

dtlastpmtallstes_4499206D
Text

MISSING

Distinct	4097
Distinct (%)	1.7%
Missing	758904
Missing (%)	75.6%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	2448530
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	152 ?
Unique (%)	0.1%

Sample

1st row	2019-08-29
2nd row	2019-08-23
3rd row	2019-08-24
4th row	2019-06-28
5th row	2019-07-27

Value	Count	Frequency (%)
2019-09-16	8759	3.6%
2019-09-19	1577	0.6%
2019-11-19	1560	0.6%
2019-10-21	1536	0.6%
2019-11-25	1536	0.6%
2019-08-26	1526	0.6%
2019-10-28	1498	0.6%
2019-08-28	1494	0.6%
2019-11-20	1479	0.6%
2019-11-22	1473	0.6%
Other values (4087)	222415	90.8%

Most occurring characters

Value	Count	Frequency (%)
0	523397	21.4%
-	489706	20.0%
1	488462	19.9%
2	392804	16.0%
9	244352	10.0%
8	84334	3.4%
7	52901	2.2%
6	50753	2.1%
3	45863	1.9%
5	40160	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1958824	80.0%
Dash Punctuation	489706	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	523397	26.7%
1	488462	24.9%
2	392804	20.1%
9	244352	12.5%
8	84334	4.3%
7	52901	2.7%
6	50753	2.6%
3	45863	2.3%
5	40160	2.1%
4	35798	1.8%

Dash Punctuation

Value	Count	Frequency (%)
-	489706	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2448530	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	523397	21.4%
-	489706	20.0%
1	488462	19.9%
2	392804	16.0%
9	244352	10.0%
8	84334	3.4%
7	52901	2.2%
6	50753	2.1%
3	45863	1.9%
5	40160	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2448530	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	523397	21.4%
-	489706	20.0%
1	488462	19.9%
2	392804	16.0%
9	244352	10.0%
8	84334	3.4%
7	52901	2.2%
6	50753	2.1%
3	45863	1.9%
5	40160	1.6%

eir_270L
Real number (ℝ)

MISSING ZEROS

Distinct	79
Distinct (%)	< 0.1%
Missing	125513
Missing (%)	12.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.2740746145

Minimum	0
Maximum	0.45
Zeros	291088
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.4005
Q3	0.433
95-th percentile	0.45
Maximum	0.45
Range	0.45
Interquartile range (IQR)	0.433

Descriptive statistics

Standard deviation	0.1995002238
Coefficient of variation (CV)	0.7279047867
Kurtosis	-1.577804933
Mean	0.2740746145
Median Absolute Deviation (MAD)	0.0495
Skewness	-0.5721079569
Sum	240704.3857
Variance	0.03980033929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	291088	29.0%
0.45	205763	20.5%
0.42	97257	9.7%
0.433	56208	5.6%
0.39	47295	4.7%
0.4005	42216	4.2%
0.4175	24321	2.4%
0.4	12509	1.2%
0.181	11869	1.2%
0.425	8840	0.9%
Other values (69)	80878	8.1%
(Missing)	125513	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	291088	29.0%
0.0012	934	0.1%
0.05	56	< 0.1%
0.1	9	< 0.1%
0.15	11	< 0.1%

Value	Count	Frequency (%)
0.45	205763	20.5%
0.4483	1	< 0.1%
0.4474	1	< 0.1%
0.4472	89	< 0.1%
0.4471	1	< 0.1%

equalitydataagreement_891L
Boolean

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	951445
Missing (%)	94.8%
Memory size	7.7 MiB

True	49240
False	3072
(Missing)	951445

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	49240	4.9%
False	3072	0.3%
(Missing)	951445	94.8%

equalityempfrom_62L
Boolean

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	975352
Missing (%)	97.2%
Memory size	7.7 MiB

True	27608
False	797
(Missing)	975352

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	27608	2.8%
False	797	0.1%
(Missing)	975352	97.2%

firstclxcampaign_1125D
Text

MISSING

Distinct	1071
Distinct (%)	0.2%
Missing	571655
Missing (%)	57.0%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	4321020
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	2019-01-07
2nd row	2019-01-28
3rd row	2019-02-06
4th row	2019-02-06
5th row	2019-02-05

Value	Count	Frequency (%)
2016-01-31	149363	34.6%
2017-07-24	19638	4.5%
2016-03-27	11160	2.6%
2016-02-01	10782	2.5%
2017-04-18	6396	1.5%
2017-07-20	5589	1.3%
2016-11-27	5366	1.2%
2016-03-23	5361	1.2%
2017-09-06	5268	1.2%
2017-03-16	4663	1.1%
Other values (1061)	208516	48.3%

Most occurring characters

Value	Count	Frequency (%)
0	941738	21.8%
1	917226	21.2%
-	864204	20.0%
2	603802	14.0%
6	305819	7.1%
3	239805	5.5%
7	186437	4.3%
9	88031	2.0%
8	77431	1.8%
4	59806	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3456816	80.0%
Dash Punctuation	864204	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	941738	27.2%
1	917226	26.5%
2	603802	17.5%
6	305819	8.8%
3	239805	6.9%
7	186437	5.4%
9	88031	2.5%
8	77431	2.2%
4	59806	1.7%
5	36721	1.1%

Dash Punctuation

Value	Count	Frequency (%)
-	864204	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4321020	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	941738	21.8%
1	917226	21.2%
-	864204	20.0%
2	603802	14.0%
6	305819	7.1%
3	239805	5.5%
7	186437	4.3%
9	88031	2.0%
8	77431	1.8%
4	59806	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4321020	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	941738	21.8%
1	917226	21.2%
-	864204	20.0%
2	603802	14.0%
6	305819	7.1%
3	239805	5.5%
7	186437	4.3%
9	88031	2.0%
8	77431	1.8%
4	59806	1.4%

firstdatedue_489D
Text

MISSING

Distinct	4898
Distinct (%)	0.7%
Missing	339687
Missing (%)	33.8%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	6640700
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	84 ?
Unique (%)	< 0.1%

Sample

1st row	2018-11-10
2nd row	2018-12-03
3rd row	2018-10-31
4th row	2018-12-12
5th row	2018-11-15

Value	Count	Frequency (%)
2018-02-15	1682	0.3%
2018-02-11	1278	0.2%
2018-03-14	1048	0.2%
2018-06-15	986	0.1%
2018-06-11	953	0.1%
2018-01-15	931	0.1%
2019-02-15	926	0.1%
2018-12-15	904	0.1%
2018-09-15	860	0.1%
2017-12-15	855	0.1%
Other values (4888)	653647	98.4%

Most occurring characters

Value	Count	Frequency (%)
0	1601386	24.1%
-	1328140	20.0%
1	1187071	17.9%
2	1115920	16.8%
8	269346	4.1%
7	229692	3.5%
5	193719	2.9%
6	192854	2.9%
3	187567	2.8%
9	187528	2.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5312560	80.0%
Dash Punctuation	1328140	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1601386	30.1%
1	1187071	22.3%
2	1115920	21.0%
8	269346	5.1%
7	229692	4.3%
5	193719	3.6%
6	192854	3.6%
3	187567	3.5%
9	187528	3.5%
4	147477	2.8%

Dash Punctuation

Value	Count	Frequency (%)
-	1328140	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6640700	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1601386	24.1%
-	1328140	20.0%
1	1187071	17.9%
2	1115920	16.8%
8	269346	4.1%
7	229692	3.5%
5	193719	2.9%
6	192854	2.9%
3	187567	2.8%
9	187528	2.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6640700	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1601386	24.1%
-	1328140	20.0%
1	1187071	17.9%
2	1115920	16.8%
8	269346	4.1%
7	229692	3.5%
5	193719	2.9%
6	192854	2.9%
3	187567	2.8%
9	187528	2.8%

homephncnt_628L
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6202228229

Minimum	0
Maximum	11
Zeros	557067
Zeros (%)	55.5%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	11
Range	11
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8366637304
Coefficient of variation (CV)	1.34897282
Kurtosis	3.206086533
Mean	0.6202228229
Median Absolute Deviation (MAD)	0
Skewness	1.567003789
Sum	622553
Variance	0.7000061977
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	557067	55.5%
1	314830	31.4%
2	98053	9.8%
3	25930	2.6%
4	6094	0.6%
5	1388	0.1%
6	287	< 0.1%
7	83	< 0.1%
8	19	< 0.1%
9	5	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	557067	55.5%
1	314830	31.4%
2	98053	9.8%
3	25930	2.6%
4	6094	0.6%

Value	Count	Frequency (%)
11	1	< 0.1%
9	5	< 0.1%
8	19	< 0.1%
7	83	< 0.1%
6	287	< 0.1%

inittransactionamount_650A
Real number (ℝ)

MISSING ZEROS

Distinct	32321
Distinct (%)	25.7%
Missing	877888
Missing (%)	87.5%
Infinite	0
Infinite (%)	0.0%
Mean	29097.18246

Minimum	0
Maximum	200000
Zeros	28230
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8994
median	22654
Q3	39998
95-th percentile	85396
Maximum	200000
Range	200000
Interquartile range (IQR)	31004

Descriptive statistics

Standard deviation	29757.58608
Coefficient of variation (CV)	1.02269648
Kurtosis	5.250490231
Mean	29097.18246
Median Absolute Deviation (MAD)	15775
Skewness	1.884857881
Sum	3662433259
Variance	885513929.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28230	2.8%
23998	934	0.1%
17998	864	0.1%
19998	769	0.1%
13998	714	0.1%
11998	705	0.1%
23978	697	0.1%
15998	671	0.1%
29998	644	0.1%
25998	635	0.1%
Other values (32311)	91006	9.1%
(Missing)	877888	87.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28230	2.8%
1798	1	< 0.1%
1998	1	< 0.1%
2000	6	< 0.1%
2002	1	< 0.1%

Value	Count	Frequency (%)
200000	37	< 0.1%
199998	28	< 0.1%
199997.8	2	< 0.1%
199997.4	1	< 0.1%
199996.8	1	< 0.1%

inittransactioncode_186L
Text

Distinct	3
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	7.7 MiB

Length

Max length	4
Median length	3
Mean length	3.215503569
Min length	3

Characters and Unicode

Total characters	3227581
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CASH
2nd row	CASH
3rd row	CASH
4th row	CASH
5th row	CASH

Value	Count	Frequency (%)
pos	759213	75.6%
cash	216313	21.6%
ndf	28230	2.8%

Most occurring characters

Value	Count	Frequency (%)
S	975526	30.2%
P	759213	23.5%
O	759213	23.5%
C	216313	6.7%
A	216313	6.7%
H	216313	6.7%
N	28230	0.9%
D	28230	0.9%
F	28230	0.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3227581	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	975526	30.2%
P	759213	23.5%
O	759213	23.5%
C	216313	6.7%
A	216313	6.7%
H	216313	6.7%
N	28230	0.9%
D	28230	0.9%
F	28230	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3227581	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	975526	30.2%
P	759213	23.5%
O	759213	23.5%
C	216313	6.7%
A	216313	6.7%
H	216313	6.7%
N	28230	0.9%
D	28230	0.9%
F	28230	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3227581	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	975526	30.2%
P	759213	23.5%
O	759213	23.5%
C	216313	6.7%
A	216313	6.7%
H	216313	6.7%
N	28230	0.9%
D	28230	0.9%
F	28230	0.9%

interestrate_311L
Real number (ℝ)

MISSING ZEROS

Distinct	79
Distinct (%)	< 0.1%
Missing	125513
Missing (%)	12.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.2740746145

Minimum	0
Maximum	0.45
Zeros	291088
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.4005
Q3	0.433
95-th percentile	0.45
Maximum	0.45
Range	0.45
Interquartile range (IQR)	0.433

Descriptive statistics

Standard deviation	0.1995002238
Coefficient of variation (CV)	0.7279047867
Kurtosis	-1.577804933
Mean	0.2740746145
Median Absolute Deviation (MAD)	0.0495
Skewness	-0.5721079569
Sum	240704.3857
Variance	0.03980033929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	291088	29.0%
0.45	205763	20.5%
0.42	97257	9.7%
0.433	56208	5.6%
0.39	47295	4.7%
0.4005	42216	4.2%
0.4175	24321	2.4%
0.4	12509	1.2%
0.181	11869	1.2%
0.425	8840	0.9%
Other values (69)	80878	8.1%
(Missing)	125513	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	291088	29.0%
0.0012	934	0.1%
0.05	56	< 0.1%
0.1	9	< 0.1%
0.15	11	< 0.1%

Value	Count	Frequency (%)
0.45	205763	20.5%
0.4483	1	< 0.1%
0.4474	1	< 0.1%
0.4472	89	< 0.1%
0.4471	1	< 0.1%

interestrategrace_34L
Real number (ℝ)

CONSTANT MISSING ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	987174
Missing (%)	98.3%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	16583
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	16583	1.7%
(Missing)	987174	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16583	1.7%

Value	Count	Frequency (%)
0	16583	1.7%

isbidproduct_1095L
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	980.4 KiB

False	884333
True	119424

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	884333	88.1%
True	119424	11.9%

isbidproductrequest_292L
Boolean

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	995281
Missing (%)	99.2%
Memory size	7.7 MiB

False	8475
True	1
(Missing)	995281

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	8475	0.8%
True	1	< 0.1%
(Missing)	995281	99.2%

isdebitcard_729L
Boolean

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	877888
Missing (%)	87.5%
Memory size	7.7 MiB

False	125869
(Missing)	877888

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	125869	12.5%
(Missing)	877888	87.5%

lastactivateddate_801D
Text

MISSING

Distinct	3866
Distinct (%)	0.6%
Missing	320842
Missing (%)	32.0%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	6829150
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	54 ?
Unique (%)	< 0.1%

Sample

1st row	2018-10-19
2nd row	2018-11-07
3rd row	2018-12-28
4th row	2018-10-09
5th row	2018-11-16

Value	Count	Frequency (%)
2019-01-31	2925	0.4%
2019-01-11	2265	0.3%
2019-01-09	2180	0.3%
2019-01-30	2148	0.3%
2019-01-10	2113	0.3%
2019-02-06	2020	0.3%
2019-01-24	2014	0.3%
2019-01-04	2005	0.3%
2018-10-17	1991	0.3%
2018-12-26	1931	0.3%
Other values (3856)	661323	96.8%

Most occurring characters

Value	Count	Frequency (%)
0	1536690	22.5%
-	1365830	20.0%
1	1291628	18.9%
2	1087339	15.9%
8	407805	6.0%
9	340885	5.0%
7	214691	3.1%
3	158954	2.3%
6	156191	2.3%
5	136746	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5463320	80.0%
Dash Punctuation	1365830	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1536690	28.1%
1	1291628	23.6%
2	1087339	19.9%
8	407805	7.5%
9	340885	6.2%
7	214691	3.9%
3	158954	2.9%
6	156191	2.9%
5	136746	2.5%
4	132391	2.4%

Dash Punctuation

Value	Count	Frequency (%)
-	1365830	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6829150	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1536690	22.5%
-	1365830	20.0%
1	1291628	18.9%
2	1087339	15.9%
8	407805	6.0%
9	340885	5.0%
7	214691	3.1%
3	158954	2.3%
6	156191	2.3%
5	136746	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6829150	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1536690	22.5%
-	1365830	20.0%
1	1291628	18.9%
2	1087339	15.9%
8	407805	6.0%
9	340885	5.0%
7	214691	3.1%
3	158954	2.3%
6	156191	2.3%
5	136746	2.0%

lastapplicationdate_877D
Text

MISSING

Distinct	5083
Distinct (%)	0.6%
Missing	220760
Missing (%)	22.0%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	7829970
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	61 ?
Unique (%)	< 0.1%

Sample

1st row	2013-04-03
2nd row	2019-01-07
3rd row	2019-01-08
4th row	2019-01-16
5th row	2018-09-12

Value	Count	Frequency (%)
2018-12-07	2289	0.3%
2019-01-13	1895	0.2%
2018-12-08	1836	0.2%
2018-12-28	1744	0.2%
2018-12-29	1742	0.2%
2019-01-11	1690	0.2%
2019-01-04	1683	0.2%
2019-06-28	1666	0.2%
2019-01-12	1651	0.2%
2019-01-25	1651	0.2%
Other values (5073)	765150	97.7%

Most occurring characters

Value	Count	Frequency (%)
0	1751466	22.4%
-	1565994	20.0%
1	1460703	18.7%
2	1258530	16.1%
9	477423	6.1%
8	424818	5.4%
7	225275	2.9%
3	190050	2.4%
6	169796	2.2%
5	154115	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6263976	80.0%
Dash Punctuation	1565994	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1751466	28.0%
1	1460703	23.3%
2	1258530	20.1%
9	477423	7.6%
8	424818	6.8%
7	225275	3.6%
3	190050	3.0%
6	169796	2.7%
5	154115	2.5%
4	151800	2.4%

Dash Punctuation

Value	Count	Frequency (%)
-	1565994	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7829970	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1751466	22.4%
-	1565994	20.0%
1	1460703	18.7%
2	1258530	16.1%
9	477423	6.1%
8	424818	5.4%
7	225275	2.9%
3	190050	2.4%
6	169796	2.2%
5	154115	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7829970	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1751466	22.4%
-	1565994	20.0%
1	1460703	18.7%
2	1258530	16.1%
9	477423	6.1%
8	424818	5.4%
7	225275	2.9%
3	190050	2.4%
6	169796	2.2%
5	154115	2.0%

lastapprcommoditycat_1041M
Text

Distinct	43
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.7 MiB

Length

Max length	12
Median length	8
Mean length	9.092625008
Min length	8

Characters and Unicode

Total characters	9126786
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	a55475b1
4th row	a55475b1
5th row	a55475b1

Value	Count	Frequency (%)
a55475b1	517454	51.6%
p159_130_59	184373	18.4%
p12_6_178	112401	11.2%
p148_110_5	46317	4.6%
p109_133_183	40017	4.0%
p53_45_92	22622	2.3%
p52_56_90	15842	1.6%
p33_29_177	14772	1.5%
p100_96_175	13435	1.3%
p21_79_33	13291	1.3%
Other values (33)	23233	2.3%

Most occurring characters

Value	Count	Frequency (%)
5	2061684	22.6%
1	1467753	16.1%
_	972606	10.7%
7	703581	7.7%
4	607543	6.7%
a	517454	5.7%
b	517454	5.7%
9	505421	5.5%
P	486303	5.3%
3	397276	4.4%
Other values (4)	889711	9.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6632969	72.7%
Lowercase Letter	1034908	11.3%
Connector Punctuation	972606	10.7%
Uppercase Letter	486303	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	2061684	31.1%
1	1467753	22.1%
7	703581	10.6%
4	607543	9.2%
9	505421	7.6%
3	397276	6.0%
0	320012	4.8%
8	219676	3.3%
2	194421	2.9%
6	155602	2.3%

Lowercase Letter

Value	Count	Frequency (%)
a	517454	50.0%
b	517454	50.0%

Connector Punctuation

Value	Count	Frequency (%)
_	972606	100.0%

Uppercase Letter

Value	Count	Frequency (%)
P	486303	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7605575	83.3%
Latin	1521211	16.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	2061684	27.1%
1	1467753	19.3%
_	972606	12.8%
7	703581	9.3%
4	607543	8.0%
9	505421	6.6%
3	397276	5.2%
0	320012	4.2%
8	219676	2.9%
2	194421	2.6%

Latin

Value	Count	Frequency (%)
a	517454	34.0%
b	517454	34.0%
P	486303	32.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9126786	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	2061684	22.6%
1	1467753	16.1%
_	972606	10.7%
7	703581	7.7%
4	607543	6.7%
a	517454	5.7%
b	517454	5.7%
9	505421	5.5%
P	486303	5.3%
3	397276	4.4%
Other values (4)	889711	9.7%

lastapprcommoditytypec_5251766M
Text

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.7 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	8030056
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	a55475b1
4th row	a55475b1
5th row	a55475b1

Value	Count	Frequency (%)
a55475b1	1003757	100.0%

Most occurring characters

Value	Count	Frequency (%)
5	3011271	37.5%
a	1003757	12.5%
4	1003757	12.5%
7	1003757	12.5%
b	1003757	12.5%
1	1003757	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6022542	75.0%
Lowercase Letter	2007514	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	3011271	50.0%
4	1003757	16.7%
7	1003757	16.7%
1	1003757	16.7%

Lowercase Letter

Value	Count	Frequency (%)
a	1003757	50.0%
b	1003757	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6022542	75.0%
Latin	2007514	25.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	3011271	50.0%
4	1003757	16.7%
7	1003757	16.7%
1	1003757	16.7%

Latin

Value	Count	Frequency (%)
a	1003757	50.0%
b	1003757	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8030056	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	3011271	37.5%
a	1003757	12.5%
4	1003757	12.5%
7	1003757	12.5%
b	1003757	12.5%
1	1003757	12.5%

lastapprcredamount_781A
Real number (ℝ)

MISSING ZEROS

Distinct	97841
Distinct (%)	14.2%
Missing	313123
Missing (%)	31.2%
Infinite	0
Infinite (%)	0.0%
Mean	36896.67615

Minimum	0
Maximum	400000
Zeros	19563
Zeros (%)	1.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	4464
Q1	13434
median	25135.3005
Q3	47900
95-th percentile	100000
Maximum	400000
Range	400000
Interquartile range (IQR)	34466

Descriptive statistics

Standard deviation	35843.43169
Coefficient of variation (CV)	0.9714542186
Kurtosis	8.532920423
Mean	36896.67615
Median Absolute Deviation (MAD)	14655.3005
Skewness	2.329308615
Sum	2.548209903 × 10¹⁰
Variance	1284751596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	24217	2.4%
0	19563	1.9%
20000	15827	1.6%
40000	15046	1.5%
60000	13159	1.3%
30000	12377	1.2%
150000	6510	0.6%
24000	6203	0.6%
50000	5826	0.6%
10000	5568	0.6%
Other values (97831)	566338	56.4%
(Missing)	313123	31.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19563	1.9%
0.2	121	< 0.1%
200	1	< 0.1%
2000	248	< 0.1%
2002	5	< 0.1%

Value	Count	Frequency (%)
400000	126	< 0.1%
398000	3	< 0.1%
394000	1	< 0.1%
392800	1	< 0.1%
392000	1	< 0.1%

lastapprdate_640D
Text

MISSING

Distinct	5089
Distinct (%)	0.7%
Missing	313123
Missing (%)	31.2%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	6906340
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	30 ?
Unique (%)	< 0.1%

Sample

1st row	2019-01-11
2nd row	2018-10-11
3rd row	2018-12-31
4th row	2018-11-02
5th row	2018-12-11

Value	Count	Frequency (%)
2018-12-07	2137	0.3%
2019-01-13	1761	0.3%
2018-12-08	1751	0.3%
2018-12-29	1652	0.2%
2018-12-28	1568	0.2%
2018-12-09	1479	0.2%
2018-11-24	1457	0.2%
2019-01-12	1456	0.2%
2018-12-30	1442	0.2%
2018-12-01	1420	0.2%
Other values (5079)	674511	97.7%

Most occurring characters

Value	Count	Frequency (%)
0	1551741	22.5%
-	1381268	20.0%
1	1288877	18.7%
2	1112127	16.1%
8	407477	5.9%
9	348978	5.1%
7	216996	3.1%
3	171647	2.5%
6	155906	2.3%
5	137109	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5525072	80.0%
Dash Punctuation	1381268	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1551741	28.1%
1	1288877	23.3%
2	1112127	20.1%
8	407477	7.4%
9	348978	6.3%
7	216996	3.9%
3	171647	3.1%
6	155906	2.8%
5	137109	2.5%
4	134214	2.4%

Dash Punctuation

Value	Count	Frequency (%)
-	1381268	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6906340	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1551741	22.5%
-	1381268	20.0%
1	1288877	18.7%
2	1112127	16.1%
8	407477	5.9%
9	348978	5.1%
7	216996	3.1%
3	171647	2.5%
6	155906	2.3%
5	137109	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6906340	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1551741	22.5%
-	1381268	20.0%
1	1288877	18.7%
2	1112127	16.1%
8	407477	5.9%
9	348978	5.1%
7	216996	3.1%
3	171647	2.5%
6	155906	2.3%
5	137109	2.0%

lastcancelreason_561M
Text

Distinct	67
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.7 MiB

Length

Max length	12
Median length	8
Mean length	8.784209724
Min length	8

Characters and Unicode

Total characters	8817212
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	a55475b1
4th row	P94_109_143
5th row	P24_27_36

Value	Count	Frequency (%)
a55475b1	721831	71.9%
p94_109_143	188780	18.8%
p85_114_140	14833	1.5%
p198_89_166	11760	1.2%
p30_86_84	9265	0.9%
p73_130_169	7076	0.7%
p180_60_137	6740	0.7%
p24_27_36	6433	0.6%
p11_56_131	5237	0.5%
p52_67_90	4586	0.5%
Other values (57)	27216	2.7%

Most occurring characters

Value	Count	Frequency (%)
5	2205023	25.0%
1	1274736	14.5%
4	1157247	13.1%
7	756269	8.6%
a	721831	8.2%
b	721831	8.2%
_	563852	6.4%
9	429248	4.9%
P	281926	3.2%
0	258398	2.9%
Other values (4)	446851	5.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6527772	74.0%
Lowercase Letter	1443662	16.4%
Connector Punctuation	563852	6.4%
Uppercase Letter	281926	3.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	2205023	33.8%
1	1274736	19.5%
4	1157247	17.7%
7	756269	11.6%
9	429248	6.6%
0	258398	4.0%
3	246296	3.8%
6	87507	1.3%
8	75064	1.1%
2	37984	0.6%

Lowercase Letter

Value	Count	Frequency (%)
a	721831	50.0%
b	721831	50.0%

Connector Punctuation

Value	Count	Frequency (%)
_	563852	100.0%

Uppercase Letter

Value	Count	Frequency (%)
P	281926	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7091624	80.4%
Latin	1725588	19.6%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	2205023	31.1%
1	1274736	18.0%
4	1157247	16.3%
7	756269	10.7%
_	563852	8.0%
9	429248	6.1%
0	258398	3.6%
3	246296	3.5%
6	87507	1.2%
8	75064	1.1%

Latin

Value	Count	Frequency (%)
a	721831	41.8%
b	721831	41.8%
P	281926	16.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8817212	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	2205023	25.0%
1	1274736	14.5%
4	1157247	13.1%
7	756269	8.6%
a	721831	8.2%
b	721831	8.2%
_	563852	6.4%
9	429248	4.9%
P	281926	3.2%
0	258398	2.9%
Other values (4)	446851	5.1%

lastdelinqdate_224D
Text

MISSING

Distinct	3826
Distinct (%)	1.1%
Missing	668680
Missing (%)	66.6%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	3350770
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	505 ?
Unique (%)	0.2%

Sample

1st row	2018-12-31
2nd row	2018-12-15
3rd row	2018-12-11
4th row	2019-01-02
5th row	2018-11-25

Value	Count	Frequency (%)
2019-08-11	1086	0.3%
2019-04-07	1028	0.3%
2019-09-15	1022	0.3%
2019-05-12	990	0.3%
2019-08-18	977	0.3%
2019-01-15	976	0.3%
2019-07-28	948	0.3%
2019-05-15	944	0.3%
2019-08-09	937	0.3%
2019-02-11	932	0.3%
Other values (3816)	325237	97.1%

Most occurring characters

Value	Count	Frequency (%)
0	747861	22.3%
-	670154	20.0%
1	617546	18.4%
2	529548	15.8%
9	191645	5.7%
8	164302	4.9%
7	117651	3.5%
5	97684	2.9%
6	87454	2.6%
3	67372	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2680616	80.0%
Dash Punctuation	670154	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	747861	27.9%
1	617546	23.0%
2	529548	19.8%
9	191645	7.1%
8	164302	6.1%
7	117651	4.4%
5	97684	3.6%
6	87454	3.3%
3	67372	2.5%
4	59553	2.2%

Dash Punctuation

Value	Count	Frequency (%)
-	670154	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3350770	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	747861	22.3%
-	670154	20.0%
1	617546	18.4%
2	529548	15.8%
9	191645	5.7%
8	164302	4.9%
7	117651	3.5%
5	97684	2.9%
6	87454	2.6%
3	67372	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3350770	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	747861	22.3%
-	670154	20.0%
1	617546	18.4%
2	529548	15.8%
9	191645	5.7%
8	164302	4.9%
7	117651	3.5%
5	97684	2.9%
6	87454	2.6%
3	67372	2.0%

lastdependentsnum_448L
Real number (ℝ)

MISSING ZEROS

Distinct	13
Distinct (%)	0.1%
Missing	978699
Missing (%)	97.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.5776199218

Minimum	0
Maximum	14
Zeros	17453
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	14
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.043636836
Coefficient of variation (CV)	1.80678816
Kurtosis	5.732376508
Mean	0.5776199218
Median Absolute Deviation (MAD)	0
Skewness	2.105550232
Sum	14474
Variance	1.089177845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	17453	1.7%
1	3273	0.3%
2	2590	0.3%
3	1178	0.1%
4	402	< 0.1%
5	124	< 0.1%
6	26	< 0.1%
7	7	< 0.1%
12	1	< 0.1%
9	1	< 0.1%
Other values (3)	3	< 0.1%
(Missing)	978699	97.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17453	1.7%
1	3273	0.3%
2	2590	0.3%
3	1178	0.1%
4	402	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
12	1	< 0.1%
11	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

lastotherinc_902A
Real number (ℝ)

MISSING

Distinct	98
Distinct (%)	4.4%
Missing	1001529
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%
Mean	891.6773205

Minimum	0
Maximum	30000
Zeros	362
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2
median	0.2
Q3	0.2
95-th percentile	6124
Maximum	30000
Range	30000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3692.173326
Coefficient of variation (CV)	4.140705658
Kurtosis	36.11703199
Mean	891.6773205
Median Absolute Deviation (MAD)	0
Skewness	5.669192396
Sum	1986657.07
Variance	13632143.87
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	1656	0.2%
0	362	< 0.1%
3000	18	< 0.1%
30000	17	< 0.1%
6000	17	< 0.1%
10000	14	< 0.1%
4000	11	< 0.1%
2000	8	< 0.1%
20000	7	< 0.1%
16000	7	< 0.1%
Other values (88)	111	< 0.1%
(Missing)	1001529	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	362	< 0.1%
0.2	1656	0.2%
0.6	1	< 0.1%
329.4	1	< 0.1%
1400	1	< 0.1%

Value	Count	Frequency (%)
30000	17	< 0.1%
27200	1	< 0.1%
26000	1	< 0.1%
24000	3	< 0.1%
21400	1	< 0.1%

lastotherlnsexpense_631A
Real number (ℝ)

MISSING

Distinct	193
Distinct (%)	8.9%
Missing	1001586
Missing (%)	99.8%
Infinite	0
Infinite (%)	0.0%
Mean	8914.16877

Minimum	0
Maximum	270000
Zeros	1317
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4400
95-th percentile	50000
Maximum	270000
Range	270000
Interquartile range (IQR)	4400

Descriptive statistics

Standard deviation	19249.10979
Coefficient of variation (CV)	2.159383593
Kurtosis	27.36935459
Mean	8914.16877
Median Absolute Deviation (MAD)	0
Skewness	3.735110933
Sum	19352660.4
Variance	370528227.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1317	0.1%
30000	54	< 0.1%
200	54	< 0.1%
20000	45	< 0.1%
400	43	< 0.1%
40000	29	< 0.1%
24000	23	< 0.1%
1000	23	< 0.1%
300	19	< 0.1%
50000	18	< 0.1%
Other values (183)	546	0.1%
(Missing)	1001586	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1317	0.1%
0.2	17	< 0.1%
0.4	2	< 0.1%
2	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
270000	1	< 0.1%
200000	2	< 0.1%
140000	1	< 0.1%
122000	1	< 0.1%
100000	1	< 0.1%

lastrejectcommoditycat_161M
Text

Distinct	44
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.7 MiB

Length

Max length	12
Median length	8
Mean length	8.474423591
Min length	8

Characters and Unicode

Total characters	8506262
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	a55475b1
4th row	a55475b1
5th row	a55475b1

Value	Count	Frequency (%)
a55475b1	789334	78.6%
p159_130_59	71239	7.1%
p12_6_178	42465	4.2%
p148_110_5	28832	2.9%
p109_133_183	18791	1.9%
p53_45_92	13473	1.3%
p52_56_90	11641	1.2%
p100_96_175	6580	0.7%
p33_29_177	6439	0.6%
p21_79_33	4544	0.5%
Other values (34)	10419	1.0%

Most occurring characters

Value	Count	Frequency (%)
5	2598387	30.5%
1	1203139	14.1%
7	864551	10.2%
4	840770	9.9%
a	789334	9.3%
b	789334	9.3%
_	428846	5.0%
P	214423	2.5%
9	210740	2.5%
3	168868	2.0%
Other values (4)	397870	4.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6284325	73.9%
Lowercase Letter	1578668	18.6%
Connector Punctuation	428846	5.0%
Uppercase Letter	214423	2.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	2598387	41.3%
1	1203139	19.1%
7	864551	13.8%
4	840770	13.4%
9	210740	3.4%
3	168868	2.7%
0	146697	2.3%
8	99435	1.6%
2	85145	1.4%
6	66593	1.1%

Lowercase Letter

Value	Count	Frequency (%)
a	789334	50.0%
b	789334	50.0%

Connector Punctuation

Value	Count	Frequency (%)
_	428846	100.0%

Uppercase Letter

Value	Count	Frequency (%)
P	214423	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6713171	78.9%
Latin	1793091	21.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	2598387	38.7%
1	1203139	17.9%
7	864551	12.9%
4	840770	12.5%
_	428846	6.4%
9	210740	3.1%
3	168868	2.5%
0	146697	2.2%
8	99435	1.5%
2	85145	1.3%

Latin

Value	Count	Frequency (%)
a	789334	44.0%
b	789334	44.0%
P	214423	12.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8506262	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	2598387	30.5%
1	1203139	14.1%
7	864551	10.2%
4	840770	9.9%
a	789334	9.3%
b	789334	9.3%
_	428846	5.0%
P	214423	2.5%
9	210740	2.5%
3	168868	2.0%
Other values (4)	397870	4.7%

lastrejectcommodtypec_5251769M
Text

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.7 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	8030056
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	a55475b1
4th row	a55475b1
5th row	a55475b1

Value	Count	Frequency (%)
a55475b1	1003757	100.0%

Most occurring characters

Value	Count	Frequency (%)
5	3011271	37.5%
a	1003757	12.5%
4	1003757	12.5%
7	1003757	12.5%
b	1003757	12.5%
1	1003757	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6022542	75.0%
Lowercase Letter	2007514	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	3011271	50.0%
4	1003757	16.7%
7	1003757	16.7%
1	1003757	16.7%

Lowercase Letter

Value	Count	Frequency (%)
a	1003757	50.0%
b	1003757	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6022542	75.0%
Latin	2007514	25.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	3011271	50.0%
4	1003757	16.7%
7	1003757	16.7%
1	1003757	16.7%

Latin

Value	Count	Frequency (%)
a	1003757	50.0%
b	1003757	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8030056	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	3011271	37.5%
a	1003757	12.5%
4	1003757	12.5%
7	1003757	12.5%
b	1003757	12.5%
1	1003757	12.5%

lastrejectcredamount_222A
Real number (ℝ)

MISSING ZEROS

Distinct	58463
Distinct (%)	12.4%
Missing	530899
Missing (%)	52.9%
Infinite	0
Infinite (%)	0.0%
Mean	48122.94521

Minimum	0
Maximum	715392
Zeros	27941
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15965.55
median	31998
Q3	60894
95-th percentile	150000
Maximum	715392
Range	715392
Interquartile range (IQR)	44928.45

Descriptive statistics

Standard deviation	48134.88167
Coefficient of variation (CV)	1.000248041
Kurtosis	7.373672129
Mean	48122.94521
Median Absolute Deviation (MAD)	21198
Skewness	2.155180339
Sum	2.275531963 × 10¹⁰
Variance	2316966833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	34047	3.4%
0	27941	2.8%
60000	26294	2.6%
40000	24570	2.4%
20000	22933	2.3%
30000	17736	1.8%
200000	10635	1.1%
50000	9119	0.9%
80000	8299	0.8%
150000	8014	0.8%
Other values (58453)	283270	28.2%
(Missing)	530899	52.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27941	2.8%
0.2	3	< 0.1%
2000	240	< 0.1%
2000.2001	1	< 0.1%
2002	1	< 0.1%

Value	Count	Frequency (%)
715392	2	< 0.1%
550000	1	< 0.1%
501422.22	2	< 0.1%
493000	1	< 0.1%
479614	1	< 0.1%

lastrejectdate_50D
Text

MISSING

Distinct	5070
Distinct (%)	1.1%
Missing	530899
Missing (%)	52.9%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	4728580
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	27 ?
Unique (%)	< 0.1%

Sample

1st row	2013-04-03
2nd row	2019-01-07
3rd row	2018-09-12
4th row	2018-08-20
5th row	2018-12-12

Value	Count	Frequency (%)
2019-02-06	807	0.2%
2019-01-04	796	0.2%
2018-12-07	782	0.2%
2019-02-05	765	0.2%
2019-04-01	755	0.2%
2019-01-25	752	0.2%
2019-01-02	744	0.2%
2019-03-28	740	0.2%
2019-01-07	721	0.2%
2019-01-28	720	0.2%
Other values (5060)	465276	98.4%

Most occurring characters

Value	Count	Frequency (%)
0	1076569	22.8%
-	945716	20.0%
1	867882	18.4%
2	765515	16.2%
9	226727	4.8%
8	224487	4.7%
7	153702	3.3%
3	126562	2.7%
6	120401	2.5%
5	111204	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3782864	80.0%
Dash Punctuation	945716	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1076569	28.5%
1	867882	22.9%
2	765515	20.2%
9	226727	6.0%
8	224487	5.9%
7	153702	4.1%
3	126562	3.3%
6	120401	3.2%
5	111204	2.9%
4	109815	2.9%

Dash Punctuation

Value	Count	Frequency (%)
-	945716	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4728580	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1076569	22.8%
-	945716	20.0%
1	867882	18.4%
2	765515	16.2%
9	226727	4.8%
8	224487	4.7%
7	153702	3.3%
3	126562	2.7%
6	120401	2.5%
5	111204	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4728580	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1076569	22.8%
-	945716	20.0%
1	867882	18.4%
2	765515	16.2%
9	226727	4.8%
8	224487	4.7%
7	153702	3.3%
3	126562	2.7%
6	120401	2.5%
5	111204	2.4%

lastrejectreason_759M
Text

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.7 MiB

Length

Max length	11
Median length	8
Mean length	8.821819424
Min length	8

Characters and Unicode

Total characters	8854963
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	a55475b1
4th row	P94_109_143
5th row	a55475b1

Value	Count	Frequency (%)
a55475b1	652000	65.0%
p99_56_166	148550	14.8%
p94_109_143	124619	12.4%
p45_84_106	37020	3.7%
p198_131_9	33322	3.3%
p30_86_84	2229	0.2%
p48_22_32	1755	0.2%
p52_67_90	1053	0.1%
p121_60_164	977	0.1%
p196_88_176	922	0.1%
Other values (8)	1310	0.1%

Most occurring characters

Value	Count	Frequency (%)
5	2142892	24.2%
1	1194145	13.5%
4	981096	11.1%
_	703514	7.9%
7	654480	7.4%
a	652000	7.4%
b	652000	7.4%
9	615754	7.0%
6	491295	5.5%
P	351757	4.0%
Other values (4)	416030	4.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6495692	73.4%
Lowercase Letter	1304000	14.7%
Connector Punctuation	703514	7.9%
Uppercase Letter	351757	4.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	2142892	33.0%
1	1194145	18.4%
4	981096	15.1%
7	654480	10.1%
9	615754	9.5%
6	491295	7.6%
0	166295	2.6%
3	162128	2.5%
8	79133	1.2%
2	8474	0.1%

Lowercase Letter

Value	Count	Frequency (%)
a	652000	50.0%
b	652000	50.0%

Connector Punctuation

Value	Count	Frequency (%)
_	703514	100.0%

Uppercase Letter

Value	Count	Frequency (%)
P	351757	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7199206	81.3%
Latin	1655757	18.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	2142892	29.8%
1	1194145	16.6%
4	981096	13.6%
_	703514	9.8%
7	654480	9.1%
9	615754	8.6%
6	491295	6.8%
0	166295	2.3%
3	162128	2.3%
8	79133	1.1%

Latin

Value	Count	Frequency (%)
a	652000	39.4%
b	652000	39.4%
P	351757	21.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8854963	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	2142892	24.2%
1	1194145	13.5%
4	981096	11.1%
_	703514	7.9%
7	654480	7.4%
a	652000	7.4%
b	652000	7.4%
9	615754	7.0%
6	491295	5.5%
P	351757	4.0%
Other values (4)	416030	4.7%

lastrejectreasonclient_4145040M
Text

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.7 MiB

Length

Max length	11
Median length	8
Mean length	8.899070193
Min length	8

Characters and Unicode

Total characters	8932504
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	a55475b1
4th row	a55475b1
5th row	a55475b1

Value	Count	Frequency (%)
a55475b1	685515	68.3%
p94_109_143	285563	28.4%
p30_86_84	15717	1.6%
p52_67_90	5928	0.6%
p129_162_80	3894	0.4%
p69_72_116	3809	0.4%
p84_14_61	1818	0.2%
p64_121_167	542	0.1%
p19_25_34	432	< 0.1%
p5_143_178	399	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
5	2063584	23.1%
1	1278819	14.3%
4	1277367	14.3%
7	696193	7.8%
a	685515	7.7%
b	685515	7.7%
_	636484	7.1%
9	585189	6.6%
P	318242	3.6%
0	311242	3.5%
Other values (4)	394354	4.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6606748	74.0%
Lowercase Letter	1371030	15.3%
Connector Punctuation	636484	7.1%
Uppercase Letter	318242	3.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	2063584	31.2%
1	1278819	19.4%
4	1277367	19.3%
7	696193	10.5%
9	585189	8.9%
0	311242	4.7%
3	302251	4.6%
8	37545	0.6%
6	36059	0.5%
2	18499	0.3%

Lowercase Letter

Value	Count	Frequency (%)
a	685515	50.0%
b	685515	50.0%

Connector Punctuation

Value	Count	Frequency (%)
_	636484	100.0%

Uppercase Letter

Value	Count	Frequency (%)
P	318242	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7243232	81.1%
Latin	1689272	18.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	2063584	28.5%
1	1278819	17.7%
4	1277367	17.6%
7	696193	9.6%
_	636484	8.8%
9	585189	8.1%
0	311242	4.3%
3	302251	4.2%
8	37545	0.5%
6	36059	0.5%

Latin

Value	Count	Frequency (%)
a	685515	40.6%
b	685515	40.6%
P	318242	18.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8932504	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	2063584	23.1%
1	1278819	14.3%
4	1277367	14.3%
7	696193	7.8%
a	685515	7.7%
b	685515	7.7%
_	636484	7.1%
9	585189	6.6%
P	318242	3.6%
0	311242	3.5%
Other values (4)	394354	4.4%

lastrepayingdate_696D
Text

MISSING

Distinct	331
Distinct (%)	20.6%
Missing	1002152
Missing (%)	99.8%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	16050
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	40 ?
Unique (%)	2.5%

Sample

1st row	2019-03-09
2nd row	2019-01-17
3rd row	2019-01-16
4th row	2019-01-19
5th row	2019-01-20

Value	Count	Frequency (%)
2019-11-07	20	1.2%
2019-12-15	19	1.2%
2019-07-12	18	1.1%
2019-09-11	14	0.9%
2019-08-11	13	0.8%
2019-10-28	13	0.8%
2019-09-15	13	0.8%
2019-07-28	13	0.8%
2019-08-15	12	0.7%
2019-01-15	12	0.7%
Other values (321)	1458	90.8%

Most occurring characters

Value	Count	Frequency (%)
0	3511	21.9%
-	3210	20.0%
1	3069	19.1%
2	2480	15.5%
9	1920	12.0%
8	408	2.5%
7	369	2.3%
5	327	2.0%
3	292	1.8%
6	285	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12840	80.0%
Dash Punctuation	3210	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3511	27.3%
1	3069	23.9%
2	2480	19.3%
9	1920	15.0%
8	408	3.2%
7	369	2.9%
5	327	2.5%
3	292	2.3%
6	285	2.2%
4	179	1.4%

Dash Punctuation

Value	Count	Frequency (%)
-	3210	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	16050	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3511	21.9%
-	3210	20.0%
1	3069	19.1%
2	2480	15.5%
9	1920	12.0%
8	408	2.5%
7	369	2.3%
5	327	2.0%
3	292	1.8%
6	285	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16050	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3511	21.9%
-	3210	20.0%
1	3069	19.1%
2	2480	15.5%
9	1920	12.0%
8	408	2.5%
7	369	2.3%
5	327	2.0%
3	292	1.8%
6	285	1.8%

lastst_736L
Text

MISSING

Distinct	11
Distinct (%)	< 0.1%
Missing	220760
Missing (%)	22.0%
Memory size	7.7 MiB

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	782997
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	D
2nd row	D
3rd row	T
4th row	T
5th row	D

Value	Count	Frequency (%)
d	243667	31.1%
a	241163	30.8%
k	210769	26.9%
t	71598	9.1%
n	12585	1.6%
s	2083	0.3%
q	846	0.1%
l	189	< 0.1%
h	85	< 0.1%
p	8	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
D	243667	31.1%
A	241163	30.8%
K	210769	26.9%
T	71598	9.1%
N	12585	1.6%
S	2083	0.3%
Q	846	0.1%
L	189	< 0.1%
H	85	< 0.1%
P	8	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	782997	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
D	243667	31.1%
A	241163	30.8%
K	210769	26.9%
T	71598	9.1%
N	12585	1.6%
S	2083	0.3%
Q	846	0.1%
L	189	< 0.1%
H	85	< 0.1%
P	8	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	782997	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
D	243667	31.1%
A	241163	30.8%
K	210769	26.9%
T	71598	9.1%
N	12585	1.6%
S	2083	0.3%
Q	846	0.1%
L	189	< 0.1%
H	85	< 0.1%
P	8	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	782997	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
D	243667	31.1%
A	241163	30.8%
K	210769	26.9%
T	71598	9.1%
N	12585	1.6%
S	2083	0.3%
Q	846	0.1%
L	189	< 0.1%
H	85	< 0.1%
P	8	< 0.1%

maininc_215A
Real number (ℝ)

MISSING

Distinct	5906
Distinct (%)	0.9%
Missing	340950
Missing (%)	34.0%
Infinite	0
Infinite (%)	0.0%
Mean	48482.53574

Minimum	0
Maximum	200000
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	10000
Q1	30000
median	40000
Q3	60000
95-th percentile	102000
Maximum	200000
Range	200000
Interquartile range (IQR)	30000

Descriptive statistics

Standard deviation	31946.5982
Coefficient of variation (CV)	0.6589300191
Kurtosis	4.969698256
Mean	48482.53574
Median Absolute Deviation (MAD)	16000
Skewness	1.820819142
Sum	3.213456406 × 10¹⁰
Variance	1020585136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40000	62065	6.2%
30000	57020	5.7%
50000	54431	5.4%
60000	44475	4.4%
70000	27897	2.8%
20000	24625	2.5%
36000	22690	2.3%
24000	21386	2.1%
80000	14989	1.5%
100000	14049	1.4%
Other values (5896)	319180	31.8%
(Missing)	340950	34.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.038	1	< 0.1%
0.2	20	< 0.1%
0.4	1	< 0.1%
0.6	1	< 0.1%

Value	Count	Frequency (%)
200000	3887	0.4%
199999.8	2	< 0.1%
199998	3	< 0.1%
199980	5	< 0.1%
199820	1	< 0.1%

mastercontrelectronic_519L
Real number (ℝ)

CONSTANT MISSING ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	781591
Zeros (%)	77.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	781591	77.9%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	781591	77.9%

Value	Count	Frequency (%)
0	781591	77.9%

mastercontrexist_109L
Real number (ℝ)

CONSTANT MISSING ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	781591
Zeros (%)	77.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	781591	77.9%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	781591	77.9%

Value	Count	Frequency (%)
0	781591	77.9%

maxannuity_159A
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	236907
Distinct (%)	30.3%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	28968.84927

Minimum	0
Maximum	18788770
Zeros	99840
Zeros (%)	9.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3523.9
median	9534.71
Q3	25160
95-th percentile	121627.7675
Maximum	18788770
Range	18788770
Interquartile range (IQR)	21636.1

Descriptive statistics

Standard deviation	80835.7106
Coefficient of variation (CV)	2.79043568
Kurtosis	6119.968325
Mean	28968.84927
Median Absolute Deviation (MAD)	7548.71
Skewness	44.10697214
Sum	2.264179187 × 10¹⁰
Variance	6534412108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	99840	9.9%
4000	7554	0.8%
2000	5927	0.6%
6000	5623	0.6%
3000	5286	0.5%
8000	4364	0.4%
5000	4047	0.4%
2400	3454	0.3%
10000	3434	0.3%
12000	2776	0.3%
Other values (236897)	639286	63.7%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	99840	9.9%
8	1	< 0.1%
10	7	< 0.1%
20	4	< 0.1%
30	2	< 0.1%

Value	Count	Frequency (%)
18788770	1	< 0.1%
11919068	1	< 0.1%
10348000	1	< 0.1%
10082258	1	< 0.1%
8240500	2	< 0.1%

maxannuity_4075009A
Real number (ℝ)

MISSING

Distinct	3265
Distinct (%)	6.5%
Missing	953635
Missing (%)	95.0%
Infinite	0
Infinite (%)	0.0%
Mean	52090.59535

Minimum	620
Maximum	550000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	620
5-th percentile	4900
Q1	10200
median	15020
Q3	24115
95-th percentile	300000
Maximum	550000
Range	549380
Interquartile range (IQR)	13915

Descriptive statistics

Standard deviation	102636.8759
Coefficient of variation (CV)	1.970353289
Kurtosis	10.31555203
Mean	52090.59535
Median Absolute Deviation (MAD)	5940
Skewness	3.22508275
Sum	2610884820
Variance	1.053432829 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150000	2009	0.2%
200000	1247	0.1%
14440	965	0.1%
16060	948	0.1%
400000	832	0.1%
300000	773	0.1%
15000	548	0.1%
21400	517	0.1%
26760	450	< 0.1%
510000	437	< 0.1%
Other values (3255)	41396	4.1%
(Missing)	953635	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
620	2	< 0.1%
640	4	< 0.1%
660	1	< 0.1%
680	2	< 0.1%
700	1	< 0.1%

Value	Count	Frequency (%)
550000	220	< 0.1%
530000	302	< 0.1%
510000	437	< 0.1%
490000	256	< 0.1%
445620	1	< 0.1%

maxdbddpdlast1m_3658939P
Real number (ℝ)

MISSING ZEROS

Distinct	1867
Distinct (%)	0.5%
Missing	642917
Missing (%)	64.1%
Infinite	0
Infinite (%)	0.0%
Mean	43.81255681

Minimum	-1237
Maximum	4518
Zeros	72598
Zeros (%)	7.2%
Negative	230690
Negative (%)	23.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	-1237
5-th percentile	-37
Q1	-9
median	-2
Q3	0
95-th percentile	8
Maximum	4518
Range	5755
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	452.9996141
Coefficient of variation (CV)	10.33949276
Kurtosis	75.49127702
Mean	43.81255681
Median Absolute Deviation (MAD)	3
Skewness	8.765709159
Sum	15809323
Variance	205208.6504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	72598	7.2%
-1	41311	4.1%
-2	25145	2.5%
-3	19701	2.0%
-4	15925	1.6%
1	15185	1.5%
-5	12100	1.2%
-6	9858	1.0%
-7	8539	0.9%
2	8306	0.8%
Other values (1857)	132172	13.2%
(Missing)	642917	64.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1237	1	< 0.1%
-1209	1	< 0.1%
-877	1	< 0.1%
-512	1	< 0.1%
-504	1	< 0.1%

Value	Count	Frequency (%)
4518	1	< 0.1%
4516	1	< 0.1%
4510	1	< 0.1%
4508	1	< 0.1%
4504	1	< 0.1%

maxdbddpdtollast12m_3658940P
Real number (ℝ)

MISSING ZEROS

Distinct	3534
Distinct (%)	0.7%
Missing	483172
Missing (%)	48.1%
Infinite	0
Infinite (%)	0.0%
Mean	51.33827329

Minimum	-1199
Maximum	4518
Zeros	176755
Zeros (%)	17.6%
Negative	155997
Negative (%)	15.5%
Memory size	7.7 MiB

Quantile statistics

Minimum	-1199
5-th percentile	-13
Q1	-1
median	0
Q3	2
95-th percentile	19
Maximum	4518
Range	5717
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	414.9543391
Coefficient of variation (CV)	8.082748259
Kurtosis	81.6415173
Mean	51.33827329
Median Absolute Deviation (MAD)	1
Skewness	8.96057304
Sum	26725935
Variance	172187.1035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	176755	17.6%
1	46875	4.7%
-1	46430	4.6%
2	28123	2.8%
-2	20618	2.1%
3	20294	2.0%
-3	14226	1.4%
4	13766	1.4%
-4	10485	1.0%
5	10096	1.0%
Other values (3524)	132917	13.2%
(Missing)	483172	48.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1199	1	< 0.1%
-1142	1	< 0.1%
-1103	1	< 0.1%
-914	1	< 0.1%
-889	1	< 0.1%

Value	Count	Frequency (%)
4518	1	< 0.1%
4516	1	< 0.1%
4510	1	< 0.1%
4508	1	< 0.1%
4504	1	< 0.1%

maxdbddpdtollast6m_4187119P
Real number (ℝ)

MISSING ZEROS

Distinct	2896
Distinct (%)	0.7%
Missing	616835
Missing (%)	61.5%
Infinite	0
Infinite (%)	0.0%
Mean	48.54350231

Minimum	-741
Maximum	4518
Zeros	126300
Zeros (%)	12.6%
Negative	148070
Negative (%)	14.8%
Memory size	7.7 MiB

Quantile statistics

Minimum	-741
5-th percentile	-19
Q1	-2
median	0
Q3	1
95-th percentile	12
Maximum	4518
Range	5259
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	428.5097896
Coefficient of variation (CV)	8.827335672
Kurtosis	80.90095869
Mean	48.54350231
Median Absolute Deviation (MAD)	1
Skewness	8.988851838
Sum	18782549
Variance	183620.6398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	126300	12.6%
-1	41126	4.1%
1	30685	3.1%
-2	18751	1.9%
2	17312	1.7%
-3	13094	1.3%
3	12599	1.3%
-4	9496	0.9%
4	8596	0.9%
-5	7016	0.7%
Other values (2886)	101947	10.2%
(Missing)	616835	61.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-741	1	< 0.1%
-628	1	< 0.1%
-531	1	< 0.1%
-469	1	< 0.1%
-456	1	< 0.1%

Value	Count	Frequency (%)
4518	1	< 0.1%
4516	1	< 0.1%
4510	1	< 0.1%
4508	1	< 0.1%
4504	1	< 0.1%

maxdebt4_972A
Real number (ℝ)

MISSING ZEROS

Distinct	300246
Distinct (%)	38.4%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	44295.9571

Minimum	0
Maximum	913520
Zeros	194255
Zeros (%)	19.4%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	682.8
median	29998
Q3	64240.8475
95-th percentile	145150.05
Maximum	913520
Range	913520
Interquartile range (IQR)	63558.0475

Descriptive statistics

Standard deviation	49612.78689
Coefficient of variation (CV)	1.120029685
Kurtosis	4.788266009
Mean	44295.9571
Median Absolute Deviation (MAD)	29998
Skewness	1.790737504
Sum	3.462132141 × 10¹⁰
Variance	2461428623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	194255	19.4%
100000	3137	0.3%
103980	2507	0.2%
150000	1737	0.2%
40000	1592	0.2%
60000	1251	0.1%
20000	1209	0.1%
72014	1051	0.1%
30000	965	0.1%
75128.6	956	0.1%
Other values (300236)	572931	57.1%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	194255	19.4%
0.002	6	< 0.1%
0.004	7	< 0.1%
0.006	1	< 0.1%
0.010000001	1	< 0.1%

Value	Count	Frequency (%)
913520	1	< 0.1%
850201.44	1	< 0.1%
655435.8	1	< 0.1%
638061.44	1	< 0.1%
633719.94	1	< 0.1%

maxdpdfrom6mto36m_3546853P
Real number (ℝ)

MISSING ZEROS

Distinct	3424
Distinct (%)	0.5%
Missing	259522
Missing (%)	25.9%
Infinite	0
Infinite (%)	0.0%
Mean	28.88493957

Minimum	0
Maximum	4266
Zeros	497585
Zeros (%)	49.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	26
Maximum	4266
Range	4266
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	228.8375329
Coefficient of variation (CV)	7.922382261
Kurtosis	163.4264136
Mean	28.88493957
Median Absolute Deviation (MAD)	0
Skewness	11.94721775
Sum	21497183
Variance	52366.61644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	497585	49.6%
1	50757	5.1%
2	33539	3.3%
3	23753	2.4%
4	16687	1.7%
5	12461	1.2%
6	10172	1.0%
7	8246	0.8%
8	6877	0.7%
9	6184	0.6%
Other values (3414)	77974	7.8%
(Missing)	259522	25.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	497585	49.6%
1	50757	5.1%
2	33539	3.3%
3	23753	2.4%
4	16687	1.7%

Value	Count	Frequency (%)
4266	1	< 0.1%
4244	1	< 0.1%
4233	1	< 0.1%
4224	1	< 0.1%
4212	1	< 0.1%

maxdpdinstldate_3546855D
Text

MISSING

Distinct	4975
Distinct (%)	1.1%
Missing	567808
Missing (%)	56.6%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	4359490
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	52 ?
Unique (%)	< 0.1%

Sample

1st row	2018-12-01
2nd row	2018-12-11
3rd row	2018-12-03
4th row	2018-11-25
5th row	2018-12-31

Value	Count	Frequency (%)
2018-11-11	998	0.2%
2019-05-12	993	0.2%
2019-01-15	988	0.2%
2019-04-07	981	0.2%
2019-02-11	967	0.2%
2018-12-15	900	0.2%
2019-01-11	848	0.2%
2019-04-28	838	0.2%
2019-08-11	832	0.2%
2019-02-07	812	0.2%
Other values (4965)	426792	97.9%

Most occurring characters

Value	Count	Frequency (%)
0	1020033	23.4%
-	871898	20.0%
1	778132	17.8%
2	694551	15.9%
8	213206	4.9%
9	200528	4.6%
7	151013	3.5%
5	124535	2.9%
6	111886	2.6%
3	103757	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3487592	80.0%
Dash Punctuation	871898	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1020033	29.2%
1	778132	22.3%
2	694551	19.9%
8	213206	6.1%
9	200528	5.7%
7	151013	4.3%
5	124535	3.6%
6	111886	3.2%
3	103757	3.0%
4	89951	2.6%

Dash Punctuation

Value	Count	Frequency (%)
-	871898	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4359490	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1020033	23.4%
-	871898	20.0%
1	778132	17.8%
2	694551	15.9%
8	213206	4.9%
9	200528	4.6%
7	151013	3.5%
5	124535	2.9%
6	111886	2.6%
3	103757	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4359490	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1020033	23.4%
-	871898	20.0%
1	778132	17.8%
2	694551	15.9%
8	213206	4.9%
9	200528	4.6%
7	151013	3.5%
5	124535	2.9%
6	111886	2.6%
3	103757	2.4%

maxdpdinstlnum_3546846P
Real number (ℝ)

MISSING

Distinct	75
Distinct (%)	< 0.1%
Missing	568985
Missing (%)	56.7%
Infinite	0
Infinite (%)	0.0%
Mean	8.070275915

Minimum	0
Maximum	105
Zeros	2310
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	20
Maximum	105
Range	105
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.93266562
Coefficient of variation (CV)	0.7351255004
Kurtosis	4.767511376
Mean	8.070275915
Median Absolute Deviation (MAD)	3
Skewness	1.589030429
Sum	3508730
Variance	35.19652136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	43124	4.3%
4	39427	3.9%
3	36663	3.7%
6	34383	3.4%
2	30235	3.0%
9	29817	3.0%
7	28927	2.9%
8	28497	2.8%
10	26566	2.6%
1	26227	2.6%
Other values (65)	110906	11.0%
(Missing)	568985	56.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2310	0.2%
1	26227	2.6%
2	30235	3.0%
3	36663	3.7%
4	39427	3.9%

Value	Count	Frequency (%)
105	1	< 0.1%
101	1	< 0.1%
95	1	< 0.1%
93	1	< 0.1%
92	3	< 0.1%

maxdpdlast12m_727P
Real number (ℝ)

MISSING ZEROS

Distinct	2951
Distinct (%)	0.4%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	15.81442724

Minimum	0
Maximum	4430
Zeros	595142
Zeros (%)	59.3%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	11
Maximum	4430
Range	4430
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	185.8768575
Coefficient of variation (CV)	11.75362564
Kurtosis	310.8289581
Mean	15.81442724
Median Absolute Deviation (MAD)	0
Skewness	16.71288044
Sum	12360414
Variance	34550.20616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	595142	59.3%
1	47290	4.7%
2	28520	2.8%
3	20511	2.0%
4	13898	1.4%
5	10199	1.0%
6	7836	0.8%
7	6198	0.6%
8	4773	0.5%
9	4371	0.4%
Other values (2941)	42853	4.3%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	595142	59.3%
1	47290	4.7%
2	28520	2.8%
3	20511	2.0%
4	13898	1.4%

Value	Count	Frequency (%)
4430	1	< 0.1%
4408	1	< 0.1%
4398	1	< 0.1%
4390	1	< 0.1%
4376	2	< 0.1%

maxdpdlast24m_143P
Real number (ℝ)

MISSING ZEROS

Distinct	3296
Distinct (%)	0.4%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	23.41533615

Minimum	0
Maximum	4430
Zeros	529537
Zeros (%)	52.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	18.5
Maximum	4430
Range	4430
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	214.5304754
Coefficient of variation (CV)	9.161964362
Kurtosis	208.6112337
Mean	23.41533615
Median Absolute Deviation (MAD)	0
Skewness	13.56288425
Sum	18301216
Variance	46023.32486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	529537	52.8%
1	57694	5.7%
2	36629	3.6%
3	26001	2.6%
4	17901	1.8%
5	13416	1.3%
6	10595	1.1%
7	8445	0.8%
8	6902	0.7%
9	6124	0.6%
Other values (3286)	68347	6.8%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	529537	52.8%
1	57694	5.7%
2	36629	3.6%
3	26001	2.6%
4	17901	1.8%

Value	Count	Frequency (%)
4430	1	< 0.1%
4408	1	< 0.1%
4398	1	< 0.1%
4390	1	< 0.1%
4376	2	< 0.1%

maxdpdlast3m_392P
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	1826
Distinct (%)	0.2%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	6.674389802

Minimum	0
Maximum	4430
Zeros	689934
Zeros (%)	68.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	4430
Range	4430
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	135.6014651
Coefficient of variation (CV)	20.31668349
Kurtosis	733.7615863
Mean	6.674389802
Median Absolute Deviation (MAD)	0
Skewness	26.29456031
Sum	5216643
Variance	18387.75734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	689934	68.7%
1	27602	2.7%
2	15573	1.6%
3	10896	1.1%
4	7205	0.7%
5	5022	0.5%
6	3708	0.4%
7	2843	0.3%
8	2230	0.2%
9	1948	0.2%
Other values (1816)	14630	1.5%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	689934	68.7%
1	27602	2.7%
2	15573	1.6%
3	10896	1.1%
4	7205	0.7%

Value	Count	Frequency (%)
4430	1	< 0.1%
4408	1	< 0.1%
4398	1	< 0.1%
4390	1	< 0.1%
4376	2	< 0.1%

maxdpdlast6m_474P
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	2444
Distinct (%)	0.3%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.1246803

Minimum	0
Maximum	4430
Zeros	649000
Zeros (%)	64.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6
Maximum	4430
Range	4430
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	157.2876841
Coefficient of variation (CV)	15.53507661
Kurtosis	488.6960506
Mean	10.1246803
Median Absolute Deviation (MAD)	0
Skewness	21.19766093
Sum	7913359
Variance	24739.41558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	649000	64.7%
1	37110	3.7%
2	21152	2.1%
3	15257	1.5%
4	10373	1.0%
5	7220	0.7%
6	5561	0.6%
7	4317	0.4%
8	3290	0.3%
9	2993	0.3%
Other values (2434)	25318	2.5%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	649000	64.7%
1	37110	3.7%
2	21152	2.1%
3	15257	1.5%
4	10373	1.0%

Value	Count	Frequency (%)
4430	1	< 0.1%
4408	1	< 0.1%
4398	1	< 0.1%
4390	1	< 0.1%
4376	2	< 0.1%

maxdpdlast9m_1059P
Real number (ℝ)

MISSING ZEROS

Distinct	2765
Distinct (%)	0.4%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	13.16329896

Minimum	0
Maximum	4430
Zeros	618886
Zeros (%)	61.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8
Maximum	4430
Range	4430
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	173.0484193
Coefficient of variation (CV)	13.14628041
Kurtosis	375.5240503
Mean	13.16329896
Median Absolute Deviation (MAD)	0
Skewness	18.43819422
Sum	10288316
Variance	29945.75543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	618886	61.7%
1	42791	4.3%
2	25327	2.5%
3	18290	1.8%
4	12485	1.2%
5	8937	0.9%
6	6795	0.7%
7	5384	0.5%
8	4141	0.4%
9	3742	0.4%
Other values (2755)	34813	3.5%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	618886	61.7%
1	42791	4.3%
2	25327	2.5%
3	18290	1.8%
4	12485	1.2%

Value	Count	Frequency (%)
4430	1	< 0.1%
4408	1	< 0.1%
4398	1	< 0.1%
4390	1	< 0.1%
4376	2	< 0.1%

maxdpdtolerance_374P
Real number (ℝ)

MISSING ZEROS

Distinct	3686
Distinct (%)	0.5%
Missing	222166
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	46.5906414

Minimum	0
Maximum	4430
Zeros	391352
Zeros (%)	39.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	86
Maximum	4430
Range	4430
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	261.7293232
Coefficient of variation (CV)	5.617637263
Kurtosis	106.4093331
Mean	46.5906414
Median Absolute Deviation (MAD)	0
Skewness	9.409877399
Sum	36414826
Variance	68502.23862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	391352	39.0%
1	56026	5.6%
2	39844	4.0%
3	30429	3.0%
4	22758	2.3%
5	17679	1.8%
6	14838	1.5%
7	12873	1.3%
8	11378	1.1%
9	10400	1.0%
Other values (3676)	174014	17.3%
(Missing)	222166	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	391352	39.0%
1	56026	5.6%
2	39844	4.0%
3	30429	3.0%
4	22758	2.3%

Value	Count	Frequency (%)
4430	1	< 0.1%
4408	1	< 0.1%
4398	1	< 0.1%
4390	1	< 0.1%
4376	2	< 0.1%

maxinstallast24m_3658928A
Real number (ℝ)

MISSING

Distinct	157173
Distinct (%)	27.6%
Missing	433721
Missing (%)	43.2%
Infinite	0
Infinite (%)	0.0%
Mean	13589.06875

Minimum	0
Maximum	612969.6
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1300.150075
Q1	3061.15
median	6089.8003
Q3	13135.65075
95-th percentile	56182.65
Maximum	612969.6
Range	612969.6
Interquartile range (IQR)	10074.50075

Descriptive statistics

Standard deviation	22870.15091
Coefficient of variation (CV)	1.68298147
Kurtosis	38.2306353
Mean	13589.06875
Median Absolute Deviation (MAD)	3727.4002
Skewness	4.874831988
Sum	7746258396
Variance	523043802.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
800	1435	0.1%
600	435	< 0.1%
1000	307	< 0.1%
2000	191	< 0.1%
3000	112	< 0.1%
3333.6	108	< 0.1%
4000.4001	96	< 0.1%
2180.6	95	< 0.1%
4000	90	< 0.1%
2666.8	87	< 0.1%
Other values (157163)	567080	56.5%
(Missing)	433721	43.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	< 0.1%
0.2	3	< 0.1%
0.4	3	< 0.1%
0.6	5	< 0.1%
0.8	2	< 0.1%

Value	Count	Frequency (%)
612969.6	1	< 0.1%
541288.8	1	< 0.1%
534779.44	2	< 0.1%
520648.6	1	< 0.1%
506425.22	1	< 0.1%

maxlnamtstart6m_4525199A
Real number (ℝ)

MISSING

Distinct	116661
Distinct (%)	59.4%
Missing	807461
Missing (%)	80.4%
Infinite	0
Infinite (%)	0.0%
Mean	42299.6445

Minimum	0
Maximum	517345.8
Zeros	647
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	8869.75025
Q1	18617.35025
median	31261.7
Q3	54460.15
95-th percentile	111342.2
Maximum	517345.8
Range	517345.8
Interquartile range (IQR)	35842.79975

Descriptive statistics

Standard deviation	35619.53689
Coefficient of variation (CV)	0.842076507
Kurtosis	9.438091092
Mean	42299.6445
Median Absolute Deviation (MAD)	15591.801
Skewness	2.331294995
Sum	8303251017
Variance	1268751408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	1453	0.1%
0	647	0.1%
103980	578	0.1%
40000	504	0.1%
20000	496	< 0.1%
60000	441	< 0.1%
150000	408	< 0.1%
30000	344	< 0.1%
23682.8	235	< 0.1%
63980	226	< 0.1%
Other values (116651)	190964	19.0%
(Missing)	807461	80.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	647	0.1%
0.6	1	< 0.1%
3.6000001	1	< 0.1%
200	3	< 0.1%
474.4	1	< 0.1%

Value	Count	Frequency (%)
517345.8	1	< 0.1%
513520	2	< 0.1%
511270.6	1	< 0.1%
442168.8	1	< 0.1%
430047.4	1	< 0.1%

maxoutstandbalancel12m_4187113A
Real number (ℝ)

MISSING ZEROS

Distinct	312353
Distinct (%)	69.6%
Missing	555196
Missing (%)	55.3%
Infinite	0
Infinite (%)	0.0%
Mean	67797.52852

Minimum	-7588198.5
Maximum	1234095.9
Zeros	12184
Zeros (%)	1.2%
Negative	2134
Negative (%)	0.2%
Memory size	7.7 MiB

Quantile statistics

Minimum	-7588198.5
5-th percentile	4300
Q1	19476.4
median	40680
Q3	85043
95-th percentile	228157
Maximum	1234095.9
Range	8822294.4
Interquartile range (IQR)	65566.6

Descriptive statistics

Standard deviation	78054.79074
Coefficient of variation (CV)	1.151292568
Kurtosis	216.2264614
Mean	67797.52852
Median Absolute Deviation (MAD)	26293.2
Skewness	0.4060212885
Sum	3.041132719 × 10¹⁰
Variance	6092550357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12184	1.2%
12000	264	< 0.1%
13998	217	< 0.1%
6000	212	< 0.1%
10000	202	< 0.1%
19998	199	< 0.1%
20000	190	< 0.1%
-2	189	< 0.1%
17998	184	< 0.1%
18000	179	< 0.1%
Other values (312343)	434541	43.3%
(Missing)	555196	55.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7588198.5	1	< 0.1%
-44762.555	1	< 0.1%
-26000	1	< 0.1%
-22628.105	1	< 0.1%
-20513	1	< 0.1%

Value	Count	Frequency (%)
1234095.9	1	< 0.1%
1212684.6	1	< 0.1%
1212300.9	1	< 0.1%
1210416.6	1	< 0.1%
1175381.2	1	< 0.1%

maxpmtlast3m_4525190A
Real number (ℝ)

MISSING

Distinct	81184
Distinct (%)	51.5%
Missing	845991
Missing (%)	84.3%
Infinite	0
Infinite (%)	0.0%
Mean	10645.70459

Minimum	0
Maximum	506425.22
Zeros	457
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1045.6
Q1	2519
median	4893.90015
Q3	9862.3715
95-th percentile	43568.4555
Maximum	506425.22
Range	506425.22
Interquartile range (IQR)	7343.3715

Descriptive statistics

Standard deviation	19072.98637
Coefficient of variation (CV)	1.791613342
Kurtosis	66.03882009
Mean	10645.70459
Median Absolute Deviation (MAD)	2848.90015
Skewness	6.160019412
Sum	1679530230
Variance	363778809.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
600	603	0.1%
0	457	< 0.1%
800	106	< 0.1%
2000	95	< 0.1%
1000	72	< 0.1%
2999.6	56	< 0.1%
1666.6	56	< 0.1%
2165	55	< 0.1%
1665	55	< 0.1%
2166.6	54	< 0.1%
Other values (81174)	156157	15.6%
(Missing)	845991	84.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	457	< 0.1%
0.018000001	1	< 0.1%
0.15	1	< 0.1%
0.386	1	< 0.1%
0.6	6	< 0.1%

Value	Count	Frequency (%)
506425.22	1	< 0.1%
495251.22	3	< 0.1%
494899.22	1	< 0.1%
494643.6	1	< 0.1%
394824.38	1	< 0.1%

mindbddpdlast24m_3658935P
Real number (ℝ)

MISSING ZEROS

Distinct	4069
Distinct (%)	0.7%
Missing	426131
Missing (%)	42.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.093454935

Minimum	-1284
Maximum	4427
Zeros	14059
Zeros (%)	1.4%
Negative	547985
Negative (%)	54.6%
Memory size	7.7 MiB

Quantile statistics

Minimum	-1284
5-th percentile	-106
Q1	-35
median	-16
Q3	-6
95-th percentile	0
Maximum	4427
Range	5711
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	304.6834071
Coefficient of variation (CV)	278.6428571
Kurtosis	133.4752084
Mean	1.093454935
Median Absolute Deviation (MAD)	12
Skewness	11.08489165
Sum	631608
Variance	92831.97855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4	21026	2.1%
-3	20993	2.1%
-2	19131	1.9%
-1	19069	1.9%
-5	18869	1.9%
-9	18280	1.8%
-6	16472	1.6%
-7	15757	1.6%
-8	15729	1.6%
-10	15503	1.5%
Other values (4059)	396797	39.5%
(Missing)	426131	42.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1284	1	< 0.1%
-1282	2	< 0.1%
-1272	1	< 0.1%
-1269	1	< 0.1%
-1267	2	< 0.1%

Value	Count	Frequency (%)
4427	1	< 0.1%
4410	1	< 0.1%
4409	1	< 0.1%
4408	1	< 0.1%
4396	1	< 0.1%

mindbdtollast24m_4525191P
Real number (ℝ)

MISSING

Distinct	2750
Distinct (%)	1.3%
Missing	785725
Missing (%)	78.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.893093674

Minimum	-1284
Maximum	4427
Zeros	5373
Zeros (%)	0.5%
Negative	206890
Negative (%)	20.6%
Memory size	7.7 MiB

Quantile statistics

Minimum	-1284
5-th percentile	-110
Q1	-37
median	-17
Q3	-6
95-th percentile	0
Maximum	4427
Range	5711
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	314.4113472
Coefficient of variation (CV)	166.0833542
Kurtosis	128.6348666
Mean	1.893093674
Median Absolute Deviation (MAD)	13
Skewness	10.8811819
Sum	412755
Variance	98854.49523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-3	8156	0.8%
-4	8024	0.8%
-1	7498	0.7%
-2	7346	0.7%
-5	7128	0.7%
-9	6630	0.7%
-6	6128	0.6%
-7	5843	0.6%
-10	5754	0.6%
-8	5746	0.6%
Other values (2740)	149779	14.9%
(Missing)	785725	78.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1284	1	< 0.1%
-1282	1	< 0.1%
-1269	1	< 0.1%
-1267	1	< 0.1%
-1232	1	< 0.1%

Value	Count	Frequency (%)
4427	1	< 0.1%
4410	1	< 0.1%
4409	1	< 0.1%
4408	1	< 0.1%
4396	1	< 0.1%

mobilephncnt_593L
Real number (ℝ)

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.726694808

Minimum	0
Maximum	23
Zeros	710
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	23
Range	23
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.089127302
Coefficient of variation (CV)	0.6307584275
Kurtosis	8.271000492
Mean	1.726694808
Median Absolute Deviation (MAD)	0
Skewness	2.242292076
Sum	1733182
Variance	1.186198279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
1	564510	56.2%
2	263922	26.3%
3	105709	10.5%
4	41275	4.1%
5	16282	1.6%
6	6482	0.6%
7	2705	0.3%
8	1154	0.1%
0	710	0.1%
9	517	0.1%
Other values (13)	491	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	710	0.1%
1	564510	56.2%
2	263922	26.3%
3	105709	10.5%
4	41275	4.1%

Value	Count	Frequency (%)
23	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	2	< 0.1%
18	1	< 0.1%

monthsannuity_845L
Real number (ℝ)

MISSING

Distinct	157
Distinct (%)	< 0.1%
Missing	320323
Missing (%)	31.9%
Infinite	0
Infinite (%)	0.0%
Mean	24.50028679

Minimum	0
Maximum	156
Zeros	6790
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	9
median	18
Q3	33
95-th percentile	71
Maximum	156
Range	156
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	21.96047764
Coefficient of variation (CV)	0.8963355338
Kurtosis	2.773413285
Mean	24.50028679
Median Absolute Deviation (MAD)	11
Skewness	1.606331947
Sum	16744329
Variance	482.262578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	44522	4.4%
6	44323	4.4%
3	23752	2.4%
9	22716	2.3%
18	21558	2.1%
11	20012	2.0%
10	19850	2.0%
8	17565	1.7%
4	17184	1.7%
5	17096	1.7%
Other values (147)	434856	43.3%
(Missing)	320323	31.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6790	0.7%
1	9629	1.0%
2	9508	0.9%
3	23752	2.4%
4	17184	1.7%

Value	Count	Frequency (%)
156	3	< 0.1%
155	6	< 0.1%
154	4	< 0.1%
153	5	< 0.1%
152	2	< 0.1%

numactivecreds_622L
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4306361002

Minimum	0
Maximum	7
Zeros	658295
Zeros (%)	65.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	7
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6596328746
Coefficient of variation (CV)	1.531763998
Kurtosis	1.700740289
Mean	0.4306361002
Median Absolute Deviation (MAD)	0
Skewness	1.445177349
Sum	432254
Variance	0.4351155292
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	658295	65.6%
1	266410	26.5%
2	72003	7.2%
3	6442	0.6%
4	533	0.1%
5	67	< 0.1%
6	4	< 0.1%
7	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	658295	65.6%
1	266410	26.5%
2	72003	7.2%
3	6442	0.6%
4	533	0.1%

Value	Count	Frequency (%)
7	3	< 0.1%
6	4	< 0.1%
5	67	< 0.1%
4	533	0.1%
3	6442	0.6%

numactivecredschannel_414L
Real number (ℝ)

ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0993128815

Minimum	0
Maximum	4
Zeros	911015
Zeros (%)	90.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3215579691
Coefficient of variation (CV)	3.237827402
Kurtosis	10.96081176
Mean	0.0993128815
Median Absolute Deviation (MAD)	0
Skewness	3.300028877
Sum	99686
Variance	0.1033995275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	911015	90.8%
1	85854	8.6%
2	6833	0.7%
3	54	< 0.1%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	911015	90.8%
1	85854	8.6%
2	6833	0.7%
3	54	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
3	54	< 0.1%
2	6833	0.7%
1	85854	8.6%
0	911015	90.8%

numactiverelcontr_750L
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2107013949

Minimum	0
Maximum	8
Zeros	800263
Zeros (%)	79.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4285804746
Coefficient of variation (CV)	2.034065673
Kurtosis	2.854168577
Mean	0.2107013949
Median Absolute Deviation (MAD)	0
Skewness	1.810935688
Sum	211493
Variance	0.1836812232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	800263	79.7%
1	196110	19.5%
2	6849	0.7%
3	470	< 0.1%
4	57	< 0.1%
5	4	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	800263	79.7%
1	196110	19.5%
2	6849	0.7%
3	470	< 0.1%
4	57	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	1	< 0.1%
6	2	< 0.1%
5	4	< 0.1%
4	57	< 0.1%

numcontrs3months_479L
Real number (ℝ)

ZEROS

Distinct	34
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2472132199

Minimum	0
Maximum	34
Zeros	828335
Zeros (%)	82.5%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	34
Range	34
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6951539194
Coefficient of variation (CV)	2.811960944
Kurtosis	134.9887285
Mean	0.2472132199
Median Absolute Deviation (MAD)	0
Skewness	7.216580287
Sum	248142
Variance	0.4832389716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	828335	82.5%
1	131335	13.1%
2	29919	3.0%
3	8320	0.8%
4	2946	0.3%
5	1216	0.1%
6	642	0.1%
7	351	< 0.1%
8	201	< 0.1%
9	140	< 0.1%
Other values (24)	352	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	828335	82.5%
1	131335	13.1%
2	29919	3.0%
3	8320	0.8%
4	2946	0.3%

Value	Count	Frequency (%)
34	2	< 0.1%
33	1	< 0.1%
31	1	< 0.1%
30	1	< 0.1%
29	2	< 0.1%

numincomingpmts_3546848L
Real number (ℝ)

MISSING

Distinct	310
Distinct (%)	< 0.1%
Missing	321992
Missing (%)	32.1%
Infinite	0
Infinite (%)	0.0%
Mean	30.29841661

Minimum	0
Maximum	843
Zeros	497
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	10
median	20
Q3	40
95-th percentile	94
Maximum	843
Range	843
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	30.97189062
Coefficient of variation (CV)	1.022228027
Kurtosis	7.988207948
Mean	30.29841661
Median Absolute Deviation (MAD)	13
Skewness	2.242338304
Sum	20656400
Variance	959.2580088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	35824	3.6%
12	29927	3.0%
3	23176	2.3%
9	19963	2.0%
11	19710	2.0%
10	18804	1.9%
7	18010	1.8%
5	17376	1.7%
13	17191	1.7%
4	16997	1.7%
Other values (300)	464787	46.3%
(Missing)	321992	32.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	497	< 0.1%
1	7370	0.7%
2	10465	1.0%
3	23176	2.3%
4	16997	1.7%

Value	Count	Frequency (%)
843	1	< 0.1%
790	1	< 0.1%
640	1	< 0.1%
567	1	< 0.1%
561	1	< 0.1%

numinstlallpaidearly3d_817L
Real number (ℝ)

MISSING ZEROS

Distinct	271
Distinct (%)	< 0.1%
Missing	315389
Missing (%)	31.4%
Infinite	0
Infinite (%)	0.0%
Mean	19.45884905

Minimum	0
Maximum	377
Zeros	46992
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	11
Q3	25
95-th percentile	69
Maximum	377
Range	377
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	24.36088539
Coefficient of variation (CV)	1.251918103
Kurtosis	9.96239964
Mean	19.45884905
Median Absolute Deviation (MAD)	8
Skewness	2.671470993
Sum	13394849
Variance	593.4527372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46992	4.7%
1	36124	3.6%
6	34617	3.4%
3	34613	3.4%
2	32837	3.3%
4	29632	3.0%
5	28867	2.9%
12	24606	2.5%
7	22584	2.2%
8	22566	2.2%
Other values (261)	374930	37.4%
(Missing)	315389	31.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46992	4.7%
1	36124	3.6%
2	32837	3.3%
3	34613	3.4%
4	29632	3.0%

Value	Count	Frequency (%)
377	1	< 0.1%
321	1	< 0.1%
318	1	< 0.1%
300	1	< 0.1%
297	2	< 0.1%

numinstls_657L
Real number (ℝ)

ZEROS

Distinct	249
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.225366748

Minimum	0
Maximum	442
Zeros	692532
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	12
95-th percentile	36
Maximum	442
Range	442
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	14.44784701
Coefficient of variation (CV)	1.999600506
Kurtosis	21.47112943
Mean	7.225366748
Median Absolute Deviation (MAD)	0
Skewness	3.292043483
Sum	7252498
Variance	208.7402831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	692532	69.0%
12	67468	6.7%
24	49889	5.0%
16	28754	2.9%
36	23102	2.3%
6	22285	2.2%
18	16368	1.6%
48	14786	1.5%
30	13045	1.3%
3	6922	0.7%
Other values (239)	68604	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	692532	69.0%
3	6922	0.7%
4	3137	0.3%
5	819	0.1%
6	22285	2.2%

Value	Count	Frequency (%)
442	1	< 0.1%
413	1	< 0.1%
338	1	< 0.1%
330	1	< 0.1%
315	1	< 0.1%

numinstlsallpaid_934L
Real number (ℝ)

MISSING ZEROS

Distinct	285
Distinct (%)	< 0.1%
Missing	315389
Missing (%)	31.4%
Infinite	0
Infinite (%)	0.0%
Mean	25.58423547

Minimum	0
Maximum	382
Zeros	16756
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	7
median	16
Q3	33
95-th percentile	83
Maximum	382
Range	382
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	28.04942355
Coefficient of variation (CV)	1.096355745
Kurtosis	7.593504111
Mean	25.58423547
Median Absolute Deviation (MAD)	11
Skewness	2.359777562
Sum	17611369
Variance	786.7701613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	36386	3.6%
3	28803	2.9%
12	28031	2.8%
5	23971	2.4%
4	21590	2.2%
9	21330	2.1%
10	21318	2.1%
11	19980	2.0%
13	19126	1.9%
8	18687	1.9%
Other values (275)	449146	44.7%
(Missing)	315389	31.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16756	1.7%
1	15350	1.5%
2	17839	1.8%
3	28803	2.9%
4	21590	2.2%

Value	Count	Frequency (%)
382	1	< 0.1%
347	1	< 0.1%
327	1	< 0.1%
325	1	< 0.1%
321	1	< 0.1%

numinstlswithdpd10_728L
Real number (ℝ)

MISSING ZEROS

Distinct	236
Distinct (%)	< 0.1%
Missing	322993
Missing (%)	32.2%
Infinite	0
Infinite (%)	0.0%
Mean	3.765642719

Minimum	0
Maximum	330
Zeros	498264
Zeros (%)	49.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	23
Maximum	330
Range	330
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	12.22341527
Coefficient of variation (CV)	3.246036912
Kurtosis	50.02323014
Mean	3.765642719
Median Absolute Deviation (MAD)	0
Skewness	5.87977116
Sum	2563514
Variance	149.4118807
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	498264	49.6%
1	36085	3.6%
2	15887	1.6%
3	13535	1.3%
4	11288	1.1%
5	10163	1.0%
6	8109	0.8%
7	7448	0.7%
8	6169	0.6%
9	4641	0.5%
Other values (226)	69175	6.9%
(Missing)	322993	32.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	498264	49.6%
1	36085	3.6%
2	15887	1.6%
3	13535	1.3%
4	11288	1.1%

Value	Count	Frequency (%)
330	2	< 0.1%
279	2	< 0.1%
273	1	< 0.1%
272	1	< 0.1%
264	1	< 0.1%

numinstlswithdpd5_4187116L
Real number (ℝ)

MISSING ZEROS

Distinct	76
Distinct (%)	< 0.1%
Missing	428854
Missing (%)	42.7%
Infinite	0
Infinite (%)	0.0%
Mean	2.103290468

Minimum	0
Maximum	89
Zeros	363093
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	11
Maximum	89
Range	89
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.615294027
Coefficient of variation (CV)	2.194320802
Kurtosis	20.49190688
Mean	2.103290468
Median Absolute Deviation (MAD)	0
Skewness	3.764237205
Sum	1209188
Variance	21.30093895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	363093	36.2%
1	53555	5.3%
2	28384	2.8%
3	19990	2.0%
4	18886	1.9%
5	15497	1.5%
6	12415	1.2%
7	9826	1.0%
8	8263	0.8%
9	6850	0.7%
Other values (66)	38144	3.8%
(Missing)	428854	42.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	363093	36.2%
1	53555	5.3%
2	28384	2.8%
3	19990	2.0%
4	18886	1.9%

Value	Count	Frequency (%)
89	1	< 0.1%
80	1	< 0.1%
79	1	< 0.1%
78	1	< 0.1%
74	1	< 0.1%

numinstlswithoutdpd_562L
Real number (ℝ)

MISSING

Distinct	319
Distinct (%)	< 0.1%
Missing	322993
Missing (%)	32.2%
Infinite	0
Infinite (%)	0.0%
Mean	29.52455476

Minimum	0
Maximum	557
Zeros	3653
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	9
median	19
Q3	39
95-th percentile	92
Maximum	557
Range	557
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	30.57099427
Coefficient of variation (CV)	1.035443024
Kurtosis	7.103173867
Mean	29.52455476
Median Absolute Deviation (MAD)	12
Skewness	2.234946861
Sum	20099254
Variance	934.5856907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	28112	2.8%
4	26135	2.6%
13	23285	2.3%
6	23255	2.3%
11	20313	2.0%
5	19417	1.9%
12	19270	1.9%
10	18829	1.9%
14	18023	1.8%
8	17176	1.7%
Other values (309)	466949	46.5%
(Missing)	322993	32.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3653	0.4%
1	11549	1.2%
2	14190	1.4%
3	17154	1.7%
4	26135	2.6%

Value	Count	Frequency (%)
557	1	< 0.1%
486	1	< 0.1%
464	1	< 0.1%
408	1	< 0.1%
407	1	< 0.1%

numinstmatpaidtearly2d_4499204L
Real number (ℝ)

MISSING ZEROS

Distinct	253
Distinct (%)	0.1%
Missing	714921
Missing (%)	71.2%
Infinite	0
Infinite (%)	0.0%
Mean	20.46983409

Minimum	0
Maximum	321
Zeros	14433
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	12
Q3	26
95-th percentile	71
Maximum	321
Range	321
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	24.85818786
Coefficient of variation (CV)	1.214381501
Kurtosis	9.888397679
Mean	20.46983409
Median Absolute Deviation (MAD)	9
Skewness	2.658425067
Sum	5912425
Variance	617.9295036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14433	1.4%
3	14252	1.4%
6	14020	1.4%
1	13593	1.4%
2	13068	1.3%
4	12213	1.2%
5	11984	1.2%
12	10667	1.1%
9	9587	1.0%
8	9510	0.9%
Other values (243)	165509	16.5%
(Missing)	714921	71.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14433	1.4%
1	13593	1.4%
2	13068	1.3%
3	14252	1.4%
4	12213	1.2%

Value	Count	Frequency (%)
321	1	< 0.1%
298	1	< 0.1%
293	1	< 0.1%
288	1	< 0.1%
285	1	< 0.1%

numinstpaid_4499208L
Real number (ℝ)

MISSING

Distinct	289
Distinct (%)	0.1%
Missing	714921
Missing (%)	71.2%
Infinite	0
Infinite (%)	0.0%
Mean	30.29261588

Minimum	0
Maximum	341
Zeros	1599
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	10
median	20
Q3	40
95-th percentile	94
Maximum	341
Range	341
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	30.93811387
Coefficient of variation (CV)	1.021308757
Kurtosis	6.735860723
Mean	30.29261588
Median Absolute Deviation (MAD)	13
Skewness	2.230382431
Sum	8749598
Variance	957.1668901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	17676	1.8%
12	17590	1.8%
3	10091	1.0%
18	8916	0.9%
9	7992	0.8%
10	7703	0.8%
24	7701	0.8%
13	7565	0.8%
4	6676	0.7%
5	6163	0.6%
Other values (279)	190763	19.0%
(Missing)	714921	71.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1599	0.2%
1	3336	0.3%
2	3734	0.4%
3	10091	1.0%
4	6676	0.7%

Value	Count	Frequency (%)
341	1	< 0.1%
324	1	< 0.1%
320	1	< 0.1%
317	1	< 0.1%
316	1	< 0.1%

numinstpaidearly3d_3546850L
Real number (ℝ)

MISSING ZEROS

Distinct	264
Distinct (%)	< 0.1%
Missing	316703
Missing (%)	31.6%
Infinite	0
Infinite (%)	0.0%
Mean	18.75880207

Minimum	0
Maximum	373
Zeros	47101
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	11
Q3	24
95-th percentile	66
Maximum	373
Range	373
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	23.4363941
Coefficient of variation (CV)	1.249354517
Kurtosis	10.12670245
Mean	18.75880207
Median Absolute Deviation (MAD)	8
Skewness	2.681212918
Sum	12888310
Variance	549.2645686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47101	4.7%
1	37134	3.7%
3	35573	3.5%
2	34343	3.4%
6	33809	3.4%
4	30430	3.0%
5	30244	3.0%
12	23462	2.3%
7	23312	2.3%
8	22941	2.3%
Other values (254)	368705	36.7%
(Missing)	316703	31.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47101	4.7%
1	37134	3.7%
2	34343	3.4%
3	35573	3.5%
4	30430	3.0%

Value	Count	Frequency (%)
373	1	< 0.1%
310	1	< 0.1%
307	1	< 0.1%
300	1	< 0.1%
296	1	< 0.1%

numinstpaidearly3dest_4493216L
Real number (ℝ)

MISSING ZEROS

Distinct	248
Distinct (%)	0.1%
Missing	708376
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%
Mean	18.51262607

Minimum	0
Maximum	310
Zeros	19622
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	11
Q3	24
95-th percentile	65
Maximum	310
Range	310
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	23.10367583
Coefficient of variation (CV)	1.247995597
Kurtosis	10.61135237
Mean	18.51262607
Median Absolute Deviation (MAD)	8
Skewness	2.733319763
Sum	5468278
Variance	533.7798367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19622	2.0%
1	16699	1.7%
3	15315	1.5%
2	14855	1.5%
6	14347	1.4%
4	13200	1.3%
5	12712	1.3%
12	10181	1.0%
7	9932	1.0%
8	9872	1.0%
Other values (238)	158646	15.8%
(Missing)	708376	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19622	2.0%
1	16699	1.7%
2	14855	1.5%
3	15315	1.5%
4	13200	1.3%

Value	Count	Frequency (%)
310	1	< 0.1%
300	1	< 0.1%
289	1	< 0.1%
283	1	< 0.1%
280	1	< 0.1%

numinstpaidearly5d_1087L
Real number (ℝ)

MISSING ZEROS

Distinct	209
Distinct (%)	< 0.1%
Missing	320323
Missing (%)	31.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.318613063

Minimum	0
Maximum	278
Zeros	203423
Zeros (%)	20.3%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	20
Maximum	278
Range	278
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	10.42698788
Coefficient of variation (CV)	1.960471227
Kurtosis	53.34944416
Mean	5.318613063
Median Absolute Deviation (MAD)	2
Skewness	5.898745154
Sum	3634921
Variance	108.7220762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	203423	20.3%
1	89046	8.9%
2	64287	6.4%
3	55808	5.6%
4	41217	4.1%
6	36416	3.6%
5	36168	3.6%
7	19112	1.9%
8	17649	1.8%
9	16197	1.6%
Other values (199)	104111	10.4%
(Missing)	320323	31.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	203423	20.3%
1	89046	8.9%
2	64287	6.4%
3	55808	5.6%
4	41217	4.1%

Value	Count	Frequency (%)
278	1	< 0.1%
247	1	< 0.1%
245	1	< 0.1%
240	1	< 0.1%
218	1	< 0.1%

numinstpaidearly5dest_4493211L
Real number (ℝ)

MISSING ZEROS

Distinct	50
Distinct (%)	< 0.1%
Missing	708376
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%
Mean	3.230790064

Minimum	0
Maximum	49
Zeros	102682
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	12
Maximum	49
Range	49
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.362924873
Coefficient of variation (CV)	1.350420419
Kurtosis	8.58758244
Mean	3.230790064
Median Absolute Deviation (MAD)	2
Skewness	2.357233239
Sum	954314
Variance	19.03511345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	102682	10.2%
1	41721	4.2%
2	29525	2.9%
3	25152	2.5%
4	17945	1.8%
5	15247	1.5%
6	14935	1.5%
7	7554	0.8%
8	6953	0.7%
9	6482	0.6%
Other values (40)	27185	2.7%
(Missing)	708376	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	102682	10.2%
1	41721	4.2%
2	29525	2.9%
3	25152	2.5%
4	17945	1.8%

Value	Count	Frequency (%)
49	1	< 0.1%
48	7	< 0.1%
47	15	< 0.1%
46	2	< 0.1%
45	8	< 0.1%

numinstpaidearly5dobd_4499205L
Real number (ℝ)

MISSING ZEROS

Distinct	231
Distinct (%)	0.1%
Missing	714921
Missing (%)	71.2%
Infinite	0
Infinite (%)	0.0%
Mean	14.91951142

Minimum	0
Maximum	300
Zeros	37073
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	8
Q3	19
95-th percentile	55
Maximum	300
Range	300
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	20.43784537
Coefficient of variation (CV)	1.369873637
Kurtosis	12.67152087
Mean	14.91951142
Median Absolute Deviation (MAD)	7
Skewness	2.963866549
Sum	4309292
Variance	417.7055232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37073	3.7%
1	21030	2.1%
2	16888	1.7%
3	15722	1.6%
6	13775	1.4%
4	13622	1.4%
5	12937	1.3%
7	9583	1.0%
8	9362	0.9%
9	8898	0.9%
Other values (221)	129946	12.9%
(Missing)	714921	71.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37073	3.7%
1	21030	2.1%
2	16888	1.7%
3	15722	1.6%
4	13622	1.4%

Value	Count	Frequency (%)
300	1	< 0.1%
291	1	< 0.1%
263	1	< 0.1%
257	1	< 0.1%
255	1	< 0.1%

numinstpaidearly_338L
Real number (ℝ)

MISSING ZEROS

Distinct	251
Distinct (%)	< 0.1%
Missing	320323
Missing (%)	31.9%
Infinite	0
Infinite (%)	0.0%
Mean	15.31695818

Minimum	0
Maximum	373
Zeros	84721
Zeros (%)	8.4%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	8
Q3	19
95-th percentile	57
Maximum	373
Range	373
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	20.8821172
Coefficient of variation (CV)	1.363333173
Kurtosis	12.04376163
Mean	15.31695818
Median Absolute Deviation (MAD)	7
Skewness	2.896958908
Sum	10468130
Variance	436.0628189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	84721	8.4%
1	49124	4.9%
2	39613	3.9%
3	37513	3.7%
6	32986	3.3%
4	32184	3.2%
5	30835	3.1%
7	22808	2.3%
8	22075	2.2%
9	21030	2.1%
Other values (241)	310545	30.9%
(Missing)	320323	31.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	84721	8.4%
1	49124	4.9%
2	39613	3.9%
3	37513	3.7%
4	32184	3.2%

Value	Count	Frequency (%)
373	1	< 0.1%
300	1	< 0.1%
291	1	< 0.1%
290	1	< 0.1%
289	1	< 0.1%

numinstpaidearlyest_4493214L
Real number (ℝ)

MISSING ZEROS

Distinct	232
Distinct (%)	0.1%
Missing	708376
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%
Mean	14.97108142

Minimum	0
Maximum	300
Zeros	37809
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	8
Q3	19
95-th percentile	56
Maximum	300
Range	300
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	20.49291422
Coefficient of variation (CV)	1.368833263
Kurtosis	12.54707087
Mean	14.97108142
Median Absolute Deviation (MAD)	7
Skewness	2.952989812
Sum	4422173
Variance	419.9595334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37809	3.8%
1	21470	2.1%
2	17241	1.7%
3	16031	1.6%
6	14064	1.4%
4	13934	1.4%
5	13201	1.3%
7	9800	1.0%
8	9583	1.0%
9	9095	0.9%
Other values (222)	133153	13.3%
(Missing)	708376	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37809	3.8%
1	21470	2.1%
2	17241	1.7%
3	16031	1.6%
4	13934	1.4%

Value	Count	Frequency (%)
300	1	< 0.1%
291	1	< 0.1%
263	1	< 0.1%
257	1	< 0.1%
255	1	< 0.1%

numinstpaidlastcontr_4325080L
Real number (ℝ)

MISSING ZEROS

Distinct	70
Distinct (%)	< 0.1%
Missing	536916
Missing (%)	53.5%
Infinite	0
Infinite (%)	0.0%
Mean	7.761349153

Minimum	0
Maximum	74
Zeros	23692
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	6
Q3	12
95-th percentile	18
Maximum	74
Range	74
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.984406849
Coefficient of variation (CV)	0.7710523945
Kurtosis	5.01549812
Mean	7.761349153
Median Absolute Deviation (MAD)	3
Skewness	1.641654837
Sum	3623316
Variance	35.81312534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	70655	7.0%
3	53807	5.4%
12	48469	4.8%
4	31738	3.2%
5	28351	2.8%
0	23692	2.4%
1	22982	2.3%
2	22504	2.2%
10	21751	2.2%
9	20517	2.0%
Other values (60)	122375	12.2%
(Missing)	536916	53.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23692	2.4%
1	22982	2.3%
2	22504	2.2%
3	53807	5.4%
4	31738	3.2%

Value	Count	Frequency (%)
74	3	< 0.1%
73	2	< 0.1%
72	2	< 0.1%
71	1	< 0.1%
70	3	< 0.1%

numinstpaidlate1d_3546852L
Real number (ℝ)

MISSING ZEROS

Distinct	113
Distinct (%)	< 0.1%
Missing	320323
Missing (%)	31.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.193794865

Minimum	0
Maximum	137
Zeros	247652
Zeros (%)	24.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	7
95-th percentile	22
Maximum	137
Range	137
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	8.324354359
Coefficient of variation (CV)	1.60274993
Kurtosis	12.34144632
Mean	5.193794865
Median Absolute Deviation (MAD)	2
Skewness	2.924094713
Sum	3549616
Variance	69.2948755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	247652	24.7%
1	83860	8.4%
2	50680	5.0%
3	37695	3.8%
4	33168	3.3%
5	28293	2.8%
6	24105	2.4%
7	19605	2.0%
8	17420	1.7%
9	15303	1.5%
Other values (103)	125653	12.5%
(Missing)	320323	31.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	247652	24.7%
1	83860	8.4%
2	50680	5.0%
3	37695	3.8%
4	33168	3.3%

Value	Count	Frequency (%)
137	1	< 0.1%
117	1	< 0.1%
115	1	< 0.1%
113	1	< 0.1%
109	1	< 0.1%

numinstregularpaid_973L
Real number (ℝ)

MISSING

Distinct	301
Distinct (%)	< 0.1%
Missing	323342
Missing (%)	32.2%
Infinite	0
Infinite (%)	0.0%
Mean	26.71216831

Minimum	0
Maximum	356
Zeros	6047
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	7
median	16
Q3	35
95-th percentile	88
Maximum	356
Range	356
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	29.64100128
Coefficient of variation (CV)	1.109644149
Kurtosis	7.704104571
Mean	26.71216831
Median Absolute Deviation (MAD)	10
Skewness	2.400914754
Sum	18175360
Variance	878.588957
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	55320	5.5%
12	46040	4.6%
3	33350	3.3%
9	21539	2.1%
10	20846	2.1%
4	20595	2.1%
18	20385	2.0%
5	19613	2.0%
13	17751	1.8%
24	17081	1.7%
Other values (291)	407895	40.6%
(Missing)	323342	32.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6047	0.6%
1	10838	1.1%
2	10848	1.1%
3	33350	3.3%
4	20595	2.1%

Value	Count	Frequency (%)
356	1	< 0.1%
341	1	< 0.1%
337	1	< 0.1%
329	1	< 0.1%
324	1	< 0.1%

numinstregularpaidest_4493210L
Real number (ℝ)

MISSING

Distinct	290
Distinct (%)	0.1%
Missing	708376
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%
Mean	30.3952827

Minimum	0
Maximum	341
Zeros	1618
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	10
median	20
Q3	40
95-th percentile	94
Maximum	341
Range	341
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	31.03615136
Coefficient of variation (CV)	1.021084478
Kurtosis	6.709349254
Mean	30.3952827
Median Absolute Deviation (MAD)	13
Skewness	2.227196455
Sum	8978189
Variance	963.2426914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	18102	1.8%
12	18053	1.8%
3	10269	1.0%
18	9115	0.9%
9	8136	0.8%
24	7926	0.8%
10	7849	0.8%
13	7712	0.8%
4	6786	0.7%
5	6264	0.6%
Other values (280)	195169	19.4%
(Missing)	708376	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1618	0.2%
1	3395	0.3%
2	3781	0.4%
3	10269	1.0%
4	6786	0.7%

Value	Count	Frequency (%)
341	1	< 0.1%
324	1	< 0.1%
320	1	< 0.1%
317	1	< 0.1%
316	1	< 0.1%

numinsttopaygr_769L
Real number (ℝ)

MISSING ZEROS

Distinct	95
Distinct (%)	< 0.1%
Missing	320324
Missing (%)	31.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.926073222

Minimum	0
Maximum	141
Zeros	373481
Zeros (%)	37.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9
95-th percentile	28
Maximum	141
Range	141
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	10.05012713
Coefficient of variation (CV)	1.695916799
Kurtosis	6.165106092
Mean	5.926073222
Median Absolute Deviation (MAD)	0
Skewness	2.291161697
Sum	4050074
Variance	101.0050553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	373481	37.2%
1	26124	2.6%
2	16742	1.7%
4	16418	1.6%
6	16140	1.6%
3	15575	1.6%
5	15446	1.5%
9	15358	1.5%
8	14830	1.5%
7	14612	1.5%
Other values (85)	158707	15.8%
(Missing)	320324	31.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	373481	37.2%
1	26124	2.6%
2	16742	1.7%
3	15575	1.6%
4	16418	1.6%

Value	Count	Frequency (%)
141	1	< 0.1%
99	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
91	1	< 0.1%

numinsttopaygrest_4493213L
Real number (ℝ)

MISSING ZEROS

Distinct	91
Distinct (%)	< 0.1%
Missing	708376
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%
Mean	5.627281376

Minimum	0
Maximum	99
Zeros	167896
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	27
Maximum	99
Range	99
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	9.888504978
Coefficient of variation (CV)	1.757243741
Kurtosis	6.943685797
Mean	5.627281376
Median Absolute Deviation (MAD)	0
Skewness	2.413761139
Sum	1662192
Variance	97.78253069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	167896	16.7%
1	10729	1.1%
9	6945	0.7%
2	6744	0.7%
8	6621	0.7%
6	6532	0.7%
4	6473	0.6%
3	6254	0.6%
7	6115	0.6%
5	6080	0.6%
Other values (81)	64992	6.5%
(Missing)	708376	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	167896	16.7%
1	10729	1.1%
2	6744	0.7%
3	6254	0.6%
4	6473	0.6%

Value	Count	Frequency (%)
99	1	< 0.1%
91	1	< 0.1%
89	4	< 0.1%
88	1	< 0.1%
87	2	< 0.1%

numinstunpaidmax_3546851L
Real number (ℝ)

MISSING ZEROS

Distinct	62
Distinct (%)	< 0.1%
Missing	320324
Missing (%)	31.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.391900889

Minimum	0
Maximum	67
Zeros	373731
Zeros (%)	37.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	24
Maximum	67
Range	67
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.845945686
Coefficient of variation (CV)	1.640598718
Kurtosis	4.345398435
Mean	5.391900889
Median Absolute Deviation (MAD)	0
Skewness	2.058283713
Sum	3685003
Variance	78.25075509
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	373731	37.2%
1	26657	2.7%
6	17244	1.7%
5	16908	1.7%
2	16771	1.7%
9	16616	1.7%
4	16488	1.6%
3	16003	1.6%
8	15816	1.6%
7	15688	1.6%
Other values (52)	151511	15.1%
(Missing)	320324	31.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	373731	37.2%
1	26657	2.7%
2	16771	1.7%
3	16003	1.6%
4	16488	1.6%

Value	Count	Frequency (%)
67	1	< 0.1%
60	15	< 0.1%
59	23	< 0.1%
58	31	< 0.1%
57	37	< 0.1%

numinstunpaidmaxest_4493212L
Real number (ℝ)

MISSING ZEROS

Distinct	61
Distinct (%)	< 0.1%
Missing	708376
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%
Mean	5.111564386

Minimum	0
Maximum	60
Zeros	167791
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	23
Maximum	60
Range	60
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.676134203
Coefficient of variation (CV)	1.697353989
Kurtosis	4.962397088
Mean	5.111564386
Median Absolute Deviation (MAD)	0
Skewness	2.167273836
Sum	1509859
Variance	75.27530472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	167791	16.7%
1	11099	1.1%
9	7507	0.7%
8	7178	0.7%
6	7071	0.7%
2	6784	0.7%
5	6651	0.7%
7	6605	0.7%
4	6445	0.6%
3	6410	0.6%
Other values (51)	61840	6.2%
(Missing)	708376	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	167791	16.7%
1	11099	1.1%
2	6784	0.7%
3	6410	0.6%
4	6445	0.6%

Value	Count	Frequency (%)
60	7	< 0.1%
59	13	< 0.1%
58	16	< 0.1%
57	19	< 0.1%
56	23	< 0.1%

numnotactivated_1143L
Real number (ℝ)

ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01795055975

Minimum	0
Maximum	4
Zeros	986706
Zeros (%)	98.3%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1401029653
Coefficient of variation (CV)	7.804935739
Kurtosis	79.43576839
Mean	0.01795055975
Median Absolute Deviation (MAD)	0
Skewness	8.410130695
Sum	18018
Variance	0.01962884089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	986706	98.3%
1	16118	1.6%
2	902	0.1%
3	28	< 0.1%
4	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	986706	98.3%
1	16118	1.6%
2	902	0.1%
3	28	< 0.1%
4	3	< 0.1%

Value	Count	Frequency (%)
4	3	< 0.1%
3	28	< 0.1%
2	902	0.1%
1	16118	1.6%
0	986706	98.3%

numpmtchanneldd_318L
Real number (ℝ)

ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02035353178

Minimum	0
Maximum	4
Zeros	984151
Zeros (%)	98.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1473790853
Coefficient of variation (CV)	7.240958813
Kurtosis	68.25612671
Mean	0.02035353178
Median Absolute Deviation (MAD)	0
Skewness	7.752536064
Sum	20430
Variance	0.02172059479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	984151	98.0%
1	18846	1.9%
2	702	0.1%
3	52	< 0.1%
4	6	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	984151	98.0%
1	18846	1.9%
2	702	0.1%
3	52	< 0.1%
4	6	< 0.1%

Value	Count	Frequency (%)
4	6	< 0.1%
3	52	< 0.1%
2	702	0.1%
1	18846	1.9%
0	984151	98.0%

numrejects9m_859L
Real number (ℝ)

ZEROS

Distinct	44
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3214951427

Minimum	0
Maximum	61
Zeros	831405
Zeros (%)	82.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	61
Range	61
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.031167191
Coefficient of variation (CV)	3.207411417
Kurtosis	151.7471374
Mean	0.3214951427
Median Absolute Deviation (MAD)	0
Skewness	8.209477612
Sum	322703
Variance	1.063305776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	831405	82.8%
1	105290	10.5%
2	34743	3.5%
3	15071	1.5%
4	6844	0.7%
5	3982	0.4%
6	2146	0.2%
7	1322	0.1%
8	826	0.1%
9	587	0.1%
Other values (34)	1541	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	831405	82.8%
1	105290	10.5%
2	34743	3.5%
3	15071	1.5%
4	6844	0.7%

Value	Count	Frequency (%)
61	1	< 0.1%
60	1	< 0.1%
52	1	< 0.1%
48	3	< 0.1%
46	1	< 0.1%

opencred_647L
Boolean

IMBALANCE MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	220760
Missing (%)	22.0%
Memory size	7.7 MiB

False	749320
True	33677
(Missing)	220760

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	749320	74.7%
True	33677	3.4%
(Missing)	220760	22.0%

paytype1st_925L
Text

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	1061
Missing (%)	0.1%
Memory size	7.7 MiB

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	5013480
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	OTHER
2nd row	OTHER
3rd row	OTHER
4th row	OTHER
5th row	OTHER

Value	Count	Frequency (%)
other	1002696	100.0%

Most occurring characters

Value	Count	Frequency (%)
O	1002696	20.0%
T	1002696	20.0%
H	1002696	20.0%
E	1002696	20.0%
R	1002696	20.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5013480	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	1002696	20.0%
T	1002696	20.0%
H	1002696	20.0%
E	1002696	20.0%
R	1002696	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5013480	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	1002696	20.0%
T	1002696	20.0%
H	1002696	20.0%
E	1002696	20.0%
R	1002696	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5013480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	1002696	20.0%
T	1002696	20.0%
H	1002696	20.0%
E	1002696	20.0%
R	1002696	20.0%

paytype_783L
Text

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	1061
Missing (%)	0.1%
Memory size	7.7 MiB

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	5013480
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	OTHER
2nd row	OTHER
3rd row	OTHER
4th row	OTHER
5th row	OTHER

Value	Count	Frequency (%)
other	1002696	100.0%

Most occurring characters

Value	Count	Frequency (%)
O	1002696	20.0%
T	1002696	20.0%
H	1002696	20.0%
E	1002696	20.0%
R	1002696	20.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5013480	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	1002696	20.0%
T	1002696	20.0%
H	1002696	20.0%
E	1002696	20.0%
R	1002696	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5013480	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	1002696	20.0%
T	1002696	20.0%
H	1002696	20.0%
E	1002696	20.0%
R	1002696	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5013480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	1002696	20.0%
T	1002696	20.0%
H	1002696	20.0%
E	1002696	20.0%
R	1002696	20.0%

payvacationpostpone_4187118D
Text

MISSING

Distinct	310
Distinct (%)	21.1%
Missing	1002290
Missing (%)	99.9%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	14670
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	43 ?
Unique (%)	2.9%

Sample

1st row	2019-07-25
2nd row	2019-03-04
3rd row	2019-02-19
4th row	2019-01-23
5th row	2019-02-12

Value	Count	Frequency (%)
2019-08-10	23	1.6%
2019-09-06	18	1.2%
2019-08-27	18	1.2%
2019-08-26	16	1.1%
2019-08-06	16	1.1%
2019-07-20	15	1.0%
2019-08-18	14	1.0%
2019-06-06	14	1.0%
2019-08-24	13	0.9%
2019-05-28	13	0.9%
Other values (300)	1307	89.1%

Most occurring characters

Value	Count	Frequency (%)
0	3399	23.2%
-	2934	20.0%
1	2349	16.0%
2	2321	15.8%
9	1682	11.5%
8	410	2.8%
3	360	2.5%
4	338	2.3%
7	296	2.0%
6	293	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11736	80.0%
Dash Punctuation	2934	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3399	29.0%
1	2349	20.0%
2	2321	19.8%
9	1682	14.3%
8	410	3.5%
3	360	3.1%
4	338	2.9%
7	296	2.5%
6	293	2.5%
5	288	2.5%

Dash Punctuation

Value	Count	Frequency (%)
-	2934	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	14670	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3399	23.2%
-	2934	20.0%
1	2349	16.0%
2	2321	15.8%
9	1682	11.5%
8	410	2.8%
3	360	2.5%
4	338	2.3%
7	296	2.0%
6	293	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14670	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3399	23.2%
-	2934	20.0%
1	2349	16.0%
2	2321	15.8%
9	1682	11.5%
8	410	2.8%
3	360	2.5%
4	338	2.3%
7	296	2.0%
6	293	2.0%

pctinstlsallpaidearl3d_427L
Real number (ℝ)

MISSING ZEROS

Distinct	8828
Distinct (%)	1.3%
Missing	324043
Missing (%)	32.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.603787798

Minimum	0
Maximum	23
Zeros	40764
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.34615
median	0.625
Q3	0.85714
95-th percentile	1
Maximum	23
Range	23
Interquartile range (IQR)	0.51099

Descriptive statistics

Standard deviation	0.358679894
Coefficient of variation (CV)	0.5940495903
Kurtosis	78.35428744
Mean	0.603787798
Median Absolute Deviation (MAD)	0.25
Skewness	3.019505287
Sum	410403.0193
Variance	0.1286512664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	63977	6.4%
0	40764	4.1%
0.5	22628	2.3%
0.66667	20053	2.0%
0.33333	18679	1.9%
0.83333	11734	1.2%
0.75	10541	1.1%
0.16667	10304	1.0%
0.25	8862	0.9%
0.8	7033	0.7%
Other values (8818)	465139	46.3%
(Missing)	324043	32.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40764	4.1%
0.0119	1	< 0.1%
0.01266	1	< 0.1%
0.01333	1	< 0.1%
0.01389	1	< 0.1%

Value	Count	Frequency (%)
23	1	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
12.5	1	< 0.1%
12	13	< 0.1%

pctinstlsallpaidlat10d_839L
Real number (ℝ)

MISSING ZEROS

Distinct	4296
Distinct (%)	0.6%
Missing	325891
Missing (%)	32.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.07932438472

Minimum	0
Maximum	1.11111
Zeros	394383
Zeros (%)	39.3%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.08333
95-th percentile	0.41667
Maximum	1.11111
Range	1.11111
Interquartile range (IQR)	0.08333

Descriptive statistics

Standard deviation	0.162354342
Coefficient of variation (CV)	2.046714167
Kurtosis	10.58633832
Mean	0.07932438472
Median Absolute Deviation (MAD)	0
Skewness	3.056789321
Sum	53771.30337
Variance	0.02635893236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	394383	39.3%
0.16667	9602	1.0%
0.08333	6915	0.7%
0.33333	6862	0.7%
0.25	5503	0.5%
0.5	4910	0.5%
0.11111	4645	0.5%
1	4077	0.4%
0.125	3919	0.4%
0.05556	3873	0.4%
Other values (4286)	233177	23.2%
(Missing)	325891	32.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	394383	39.3%
0.00294	1	< 0.1%
0.00299	1	< 0.1%
0.00305	1	< 0.1%
0.0037	1	< 0.1%

Value	Count	Frequency (%)
1.11111	1	< 0.1%
1	4077	0.4%
0.96667	1	< 0.1%
0.96154	1	< 0.1%
0.96	2	< 0.1%

pctinstlsallpaidlate1d_3546856L
Real number (ℝ)

MISSING ZEROS

Distinct	6320
Distinct (%)	0.9%
Missing	324043
Missing (%)	32.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.1774964648

Minimum	0
Maximum	1
Zeros	242255
Zeros (%)	24.1%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.08333
Q3	0.2766
95-th percentile	0.66667
Maximum	1
Range	1
Interquartile range (IQR)	0.2766

Descriptive statistics

Standard deviation	0.2300687894
Coefficient of variation (CV)	1.296188009
Kurtosis	2.013875356
Mean	0.1774964648
Median Absolute Deviation (MAD)	0.08333
Skewness	1.572027535
Sum	120646.8321
Variance	0.05293164785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	242255	24.1%
0.33333	15530	1.5%
0.16667	14884	1.5%
0.5	11783	1.2%
0.25	9986	1.0%
1	8879	0.9%
0.08333	8182	0.8%
0.66667	7418	0.7%
0.2	7172	0.7%
0.11111	6562	0.7%
Other values (6310)	347063	34.6%
(Missing)	324043	32.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	242255	24.1%
0.0036	1	< 0.1%
0.00376	1	< 0.1%
0.00391	1	< 0.1%
0.00415	1	< 0.1%

Value	Count	Frequency (%)
1	8879	0.9%
0.97917	1	< 0.1%
0.97222	5	< 0.1%
0.97059	2	< 0.1%
0.9697	2	< 0.1%

pctinstlsallpaidlate4d_3546849L
Real number (ℝ)

MISSING ZEROS

Distinct	5325
Distinct (%)	0.8%
Missing	324780
Missing (%)	32.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.1133795344

Minimum	0
Maximum	2
Zeros	336772
Zeros (%)	33.6%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01042
Q3	0.15385
95-th percentile	0.53704
Maximum	2
Range	2
Interquartile range (IQR)	0.15385

Descriptive statistics

Standard deviation	0.1916141574
Coefficient of variation (CV)	1.690024205
Kurtosis	5.672218778
Mean	0.1133795344
Median Absolute Deviation (MAD)	0.01042
Skewness	2.325918869
Sum	76982.09611
Variance	0.03671598532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	336772	33.6%
0.16667	11609	1.2%
0.33333	9924	1.0%
0.08333	7432	0.7%
0.5	7254	0.7%
0.25	7238	0.7%
1	5526	0.6%
0.11111	5460	0.5%
0.2	4954	0.5%
0.125	4738	0.5%
Other values (5315)	278070	27.7%
(Missing)	324780	32.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	336772	33.6%
0.00305	1	< 0.1%
0.00328	1	< 0.1%
0.00339	1	< 0.1%
0.00377	1	< 0.1%

Value	Count	Frequency (%)
2	1	< 0.1%
1.33333	1	< 0.1%
1.2	1	< 0.1%
1	5526	0.6%
0.97917	1	< 0.1%

pctinstlsallpaidlate6d_3546844L
Real number (ℝ)

MISSING ZEROS

Distinct	4901
Distinct (%)	0.7%
Missing	324966
Missing (%)	32.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.09696087349

Minimum	0
Maximum	1
Zeros	363802
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.11765
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.11765

Descriptive statistics

Standard deviation	0.1783831676
Coefficient of variation (CV)	1.839743818
Kurtosis	7.539928229
Mean	0.09696087349
Median Absolute Deviation (MAD)	0
Skewness	2.627743967
Sum	65816.16828
Variance	0.03182055448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	363802	36.2%
0.16667	10617	1.1%
0.33333	8536	0.9%
0.08333	7136	0.7%
0.25	6368	0.6%
0.5	6113	0.6%
0.11111	5072	0.5%
1	4806	0.5%
0.2	4375	0.4%
0.125	4366	0.4%
Other values (4891)	257600	25.7%
(Missing)	324966	32.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	363802	36.2%
0.00305	1	< 0.1%
0.00377	1	< 0.1%
0.00402	1	< 0.1%
0.00403	1	< 0.1%

Value	Count	Frequency (%)
1	4806	0.5%
0.97917	1	< 0.1%
0.97222	1	< 0.1%
0.96667	2	< 0.1%
0.96429	2	< 0.1%

pmtnum_254L
Real number (ℝ)

MISSING

Distinct	40
Distinct (%)	< 0.1%
Missing	28654
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	17.06412041

Minimum	3
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	3
5-th percentile	6
Q1	12
median	12
Q3	24
95-th percentile	36
Maximum	60
Range	57
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.589546396
Coefficient of variation (CV)	0.5619713274
Kurtosis	1.837644147
Mean	17.06412041
Median Absolute Deviation (MAD)	6
Skewness	1.318467371
Sum	16639275
Variance	91.95940008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
12	342938	34.2%
24	199161	19.8%
6	135397	13.5%
18	68841	6.9%
16	61009	6.1%
36	54972	5.5%
48	23403	2.3%
30	20405	2.0%
9	18275	1.8%
11	12612	1.3%
Other values (30)	38090	3.8%
(Missing)	28654	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	356	< 0.1%
4	197	< 0.1%
5	29	< 0.1%
6	135397	13.5%
7	1014	0.1%

Value	Count	Frequency (%)
60	1914	0.2%
58	33	< 0.1%
56	18	< 0.1%
54	61	< 0.1%
52	14	< 0.1%

posfpd10lastmonth_333P
Real number (ℝ)

MISSING ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	19192
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.01605074322

Minimum	0
Maximum	1
Zeros	968762
Zeros (%)	96.5%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1256707321
Coefficient of variation (CV)	7.829589593
Kurtosis	57.31902069
Mean	0.01605074322
Median Absolute Deviation (MAD)	0
Skewness	7.701876671
Sum	15803
Variance	0.0157931329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	968762	96.5%
1	15803	1.6%
(Missing)	19192	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	968762	96.5%
1	15803	1.6%

Value	Count	Frequency (%)
1	15803	1.6%
0	968762	96.5%

posfpd30lastmonth_3976960P
Real number (ℝ)

MISSING ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	63794
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.007732219247

Minimum	0
Maximum	1
Zeros	932695
Zeros (%)	92.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.08759246654
Coefficient of variation (CV)	11.32824403
Kurtosis	124.3374366
Mean	0.007732219247
Median Absolute Deviation (MAD)	0
Skewness	11.23998096
Sum	7268
Variance	0.007672440195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	932695	92.9%
1	7268	0.7%
(Missing)	63794	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	932695	92.9%
1	7268	0.7%

Value	Count	Frequency (%)
1	7268	0.7%
0	932695	92.9%

posfstqpd30lastmonth_3976962P
Real number (ℝ)

MISSING ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	92454
Missing (%)	9.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.02893219928

Minimum	0
Maximum	1
Zeros	884937
Zeros (%)	88.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1676161029
Coefficient of variation (CV)	5.793410355
Kurtosis	29.59352988
Mean	0.02893219928
Median Absolute Deviation (MAD)	0
Skewness	5.620806431
Sum	26366
Variance	0.02809515795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	884937	88.2%
1	26366	2.6%
(Missing)	92454	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	884937	88.2%
1	26366	2.6%

Value	Count	Frequency (%)
1	26366	2.6%
0	884937	88.2%

previouscontdistrict_112M
Text

Distinct	199
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.7 MiB

Length

Max length	12
Median length	11
Mean length	9.791960604
Min length	8

Characters and Unicode

Total characters	9828749
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	a55475b1
2nd row	a55475b1
3rd row	a55475b1
4th row	a55475b1
5th row	a55475b1

Value	Count	Frequency (%)
a55475b1	344396	34.3%
p131_33_167	41235	4.1%
p197_47_166	35119	3.5%
p123_6_84	27411	2.7%
p98_137_111	21953	2.2%
p204_99_158	18281	1.8%
p159_143_123	16949	1.7%
p62_144_102	16263	1.6%
p147_21_170	15238	1.5%
p178_112_160	14509	1.4%
Other values (189)	452403	45.1%

Most occurring characters

Value	Count	Frequency (%)
1	1973026	20.1%
5	1368849	13.9%
_	1318722	13.4%
7	872670	8.9%
4	757269	7.7%
P	659361	6.7%
6	441589	4.5%
3	429971	4.4%
2	374926	3.8%
9	352385	3.6%
Other values (4)	1279981	13.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7161874	72.9%
Connector Punctuation	1318722	13.4%
Lowercase Letter	688792	7.0%
Uppercase Letter	659361	6.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1973026	27.5%
5	1368849	19.1%
7	872670	12.2%
4	757269	10.6%
6	441589	6.2%
3	429971	6.0%
2	374926	5.2%
9	352385	4.9%
8	346491	4.8%
0	244698	3.4%

Lowercase Letter

Value	Count	Frequency (%)
a	344396	50.0%
b	344396	50.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1318722	100.0%

Uppercase Letter

Value	Count	Frequency (%)
P	659361	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8480596	86.3%
Latin	1348153	13.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1973026	23.3%
5	1368849	16.1%
_	1318722	15.5%
7	872670	10.3%
4	757269	8.9%
6	441589	5.2%
3	429971	5.1%
2	374926	4.4%
9	352385	4.2%
8	346491	4.1%

Latin

Value	Count	Frequency (%)
P	659361	48.9%
a	344396	25.5%
b	344396	25.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9828749	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1973026	20.1%
5	1368849	13.9%
_	1318722	13.4%
7	872670	8.9%
4	757269	7.7%
P	659361	6.7%
6	441589	4.5%
3	429971	4.4%
2	374926	3.8%
9	352385	3.6%
Other values (4)	1279981	13.0%

price_1097A
Real number (ℝ)

MISSING ZEROS

Distinct	132402
Distinct (%)	15.2%
Missing	134372
Missing (%)	13.4%
Infinite	0
Infinite (%)	0.0%
Mean	33339.94149

Minimum	0
Maximum	761867.44
Zeros	110171
Zeros (%)	11.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13400
median	24478
Q3	43956
95-th percentile	94000
Maximum	761867.44
Range	761867.44
Interquartile range (IQR)	30556

Descriptive statistics

Standard deviation	33206.10212
Coefficient of variation (CV)	0.9959856146
Kurtosis	12.17756226
Mean	33339.94149
Median Absolute Deviation (MAD)	13480
Skewness	2.637250542
Sum	2.898524503 × 10¹⁰
Variance	1102645218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	110171	11.0%
23998	3818	0.4%
23978	3577	0.4%
17998	3549	0.4%
13998	3383	0.3%
11998	3376	0.3%
19998	3325	0.3%
25978	3090	0.3%
15998	2820	0.3%
19978	2775	0.3%
Other values (132392)	729501	72.7%
(Missing)	134372	13.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	110171	11.0%
1998	1	< 0.1%
2000	10	< 0.1%
2002	2	< 0.1%
2016	1	< 0.1%

Value	Count	Frequency (%)
761867.44	1	< 0.1%
620400	2	< 0.1%
600000	1	< 0.1%
555569.2	1	< 0.1%
533442.44	1	< 0.1%

sellerplacecnt_915L
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1537563374

Minimum	0
Maximum	8
Zeros	873535
Zeros (%)	87.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4337780856
Coefficient of variation (CV)	2.821204595
Kurtosis	14.59779182
Mean	0.1537563374
Median Absolute Deviation (MAD)	0
Skewness	3.364672077
Sum	154334
Variance	0.1881634276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	873535	87.0%
1	110190	11.0%
2	16693	1.7%
3	2753	0.3%
4	468	< 0.1%
5	88	< 0.1%
6	24	< 0.1%
7	5	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	873535	87.0%
1	110190	11.0%
2	16693	1.7%
3	2753	0.3%
4	468	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	5	< 0.1%
6	24	< 0.1%
5	88	< 0.1%
4	468	< 0.1%

sellerplacescnt_216L
Real number (ℝ)

ZEROS

Distinct	30
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.449693502

Minimum	0
Maximum	33
Zeros	409625
Zeros (%)	40.8%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	33
Range	33
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.859990021
Coefficient of variation (CV)	1.283022942
Kurtosis	6.881468903
Mean	1.449693502
Median Absolute Deviation (MAD)	1
Skewness	2.05999473
Sum	1455140
Variance	3.45956288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	409625	40.8%
1	235622	23.5%
2	146839	14.6%
3	88765	8.8%
4	52125	5.2%
5	30319	3.0%
6	17286	1.7%
7	9793	1.0%
8	5493	0.5%
9	3202	0.3%
Other values (20)	4688	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	409625	40.8%
1	235622	23.5%
2	146839	14.6%
3	88765	8.8%
4	52125	5.2%

Value	Count	Frequency (%)
33	2	< 0.1%
31	1	< 0.1%
30	2	< 0.1%
28	1	< 0.1%
27	2	< 0.1%

sumoutstandtotal_3546847A
Real number (ℝ)

MISSING ZEROS

Distinct	250374
Distinct (%)	36.4%
Missing	315819
Missing (%)	31.5%
Infinite	0
Infinite (%)	0.0%
Mean	26465.08578

Minimum	-2405
Maximum	1210629.1
Zeros	362441
Zeros (%)	36.1%
Negative	4
Negative (%)	< 0.1%
Memory size	7.7 MiB

Quantile statistics

Minimum	-2405
5-th percentile	0
Q1	0
median	0
Q3	27182.95
95-th percentile	136811.8
Maximum	1210629.1
Range	1213034.1
Interquartile range (IQR)	27182.95

Descriptive statistics

Standard deviation	55719.20946
Coefficient of variation (CV)	2.105385561
Kurtosis	22.63980425
Mean	26465.08578
Median Absolute Deviation (MAD)	0
Skewness	3.873267155
Sum	1.820633818 × 10¹⁰
Variance	3104630303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	362441	36.1%
10	87	< 0.1%
7998	79	< 0.1%
15998	72	< 0.1%
11998	70	< 0.1%
19998	69	< 0.1%
9998	68	< 0.1%
5998	68	< 0.1%
9978	66	< 0.1%
14998	66	< 0.1%
Other values (250364)	324852	32.4%
(Missing)	315819	31.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2405	1	< 0.1%
-326	1	< 0.1%
-26.4	1	< 0.1%
-2.8	1	< 0.1%
0	362441	36.1%

Value	Count	Frequency (%)
1210629.1	1	< 0.1%
1192100.9	1	< 0.1%
1092393	1	< 0.1%
1085048.1	1	< 0.1%
1071760.9	1	< 0.1%

sumoutstandtotalest_4493215A
Real number (ℝ)

MISSING ZEROS

Distinct	117176
Distinct (%)	39.7%
Missing	708376
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%
Mean	26060.57437

Minimum	-2405
Maximum	1085048.1
Zeros	160173
Zeros (%)	16.0%
Negative	4
Negative (%)	< 0.1%
Memory size	7.7 MiB

Quantile statistics

Minimum	-2405
5-th percentile	0
Q1	0
median	0
Q3	25700.916
95-th percentile	137213.8
Maximum	1085048.1
Range	1087453.1
Interquartile range (IQR)	25700.916

Descriptive statistics

Standard deviation	57039.30692
Coefficient of variation (CV)	2.188720253
Kurtosis	24.63821983
Mean	26060.57437
Median Absolute Deviation (MAD)	0
Skewness	4.069710434
Sum	7697798517
Variance	3253482534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	160173	16.0%
10	60	< 0.1%
7998	46	< 0.1%
15998	44	< 0.1%
5998	42	< 0.1%
9998	42	< 0.1%
19998	41	< 0.1%
11998	41	< 0.1%
9978	40	< 0.1%
14998	38	< 0.1%
Other values (117166)	134814	13.4%
(Missing)	708376	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2405	1	< 0.1%
-326	1	< 0.1%
-26.4	1	< 0.1%
-2.8	1	< 0.1%
0	160173	16.0%

Value	Count	Frequency (%)
1085048.1	1	< 0.1%
1071760.9	1	< 0.1%
1059281.4	1	< 0.1%
1028338.2	1	< 0.1%
967626.8	1	< 0.1%

totaldebt_9A
Real number (ℝ)

ZEROS

Distinct	250622
Distinct (%)	25.0%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	18184.05553

Minimum	0
Maximum	1210629.1
Zeros	681680
Zeros (%)	67.9%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	11967.7005
95-th percentile	107300.8125
Maximum	1210629.1
Range	1210629.1
Interquartile range (IQR)	11967.7005

Descriptive statistics

Standard deviation	47798.8946
Coefficient of variation (CV)	2.628615741
Kurtosis	32.58741811
Mean	18184.05553
Median Absolute Deviation (MAD)	0
Skewness	4.68537112
Sum	1.825233666 × 10¹⁰
Variance	2284734325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	681680	67.9%
10	110	< 0.1%
19998	62	< 0.1%
7998	53	< 0.1%
14998	52	< 0.1%
17998	49	< 0.1%
9978	48	< 0.1%
9998	47	< 0.1%
13998	46	< 0.1%
15998	45	< 0.1%
Other values (250612)	321563	32.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	681680	67.9%
0.020000001	1	< 0.1%
0.025999999	3	< 0.1%
0.030000001	1	< 0.1%
0.048	1	< 0.1%

Value	Count	Frequency (%)
1210629.1	1	< 0.1%
1192100.9	1	< 0.1%
1092393	1	< 0.1%
1085048.1	1	< 0.1%
1071760.9	1	< 0.1%

totalsettled_863A
Real number (ℝ)

ZEROS

Distinct	479298
Distinct (%)	47.8%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	79276.37877

Minimum	0
Maximum	7988198.5
Zeros	323553
Zeros (%)	32.2%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	29780
Q3	101873.785
95-th percentile	339027.804
Maximum	7988198.5
Range	7988198.5
Interquartile range (IQR)	101873.785

Descriptive statistics

Standard deviation	125684.1403
Coefficient of variation (CV)	1.585392045
Kurtosis	70.81590065
Mean	79276.37877
Median Absolute Deviation (MAD)	29780
Skewness	3.886839846
Sum	7.957406157 × 10¹⁰
Variance	1.579650311 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	323553	32.2%
12000	714	0.1%
6000	668	0.1%
8000	518	0.1%
4000	500	< 0.1%
10000	423	< 0.1%
18000	393	< 0.1%
14000	375	< 0.1%
9000	356	< 0.1%
16000	346	< 0.1%
Other values (479288)	675909	67.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	323553	32.2%
10	4	< 0.1%
20	3	< 0.1%
30	1	< 0.1%
40	6	< 0.1%

Value	Count	Frequency (%)
7988198.5	1	< 0.1%
7753567.5	1	< 0.1%
7234491.5	1	< 0.1%
6815196	1	< 0.1%
5103817	1	< 0.1%

totinstallast1m_4525188A
Real number (ℝ)

MISSING

Distinct	76529
Distinct (%)	55.2%
Missing	865065
Missing (%)	86.2%
Infinite	0
Infinite (%)	0.0%
Mean	10576.19257

Minimum	0.222
Maximum	794899.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 MiB

Quantile statistics

Minimum	0.222
5-th percentile	1219
Q1	3142.4001
median	6008.5
Q3	11627.30025
95-th percentile	34611.44035
Maximum	794899.2
Range	794898.978
Interquartile range (IQR)	8484.90015

Descriptive statistics

Standard deviation	16354.41783
Coefficient of variation (CV)	1.546342668
Kurtosis	118.6385326
Mean	10576.19257
Median Absolute Deviation (MAD)	3508.0999
Skewness	7.407880726
Sum	1466833299
Variance	267466982.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
600	363	< 0.1%
1200	179	< 0.1%
2000	79	< 0.1%
4000	64	< 0.1%
3000	60	< 0.1%
1600	53	< 0.1%
3333.2	45	< 0.1%
800	45	< 0.1%
1000	42	< 0.1%
2500	39	< 0.1%
Other values (76519)	137723	13.7%
(Missing)	865065	86.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.222	1	< 0.1%
0.23	1	< 0.1%
0.332	1	< 0.1%
0.458	2	< 0.1%
0.546	1	< 0.1%

Value	Count	Frequency (%)
794899.2	1	< 0.1%
511210.6	1	< 0.1%
427946	1	< 0.1%
423576.22	1	< 0.1%
394824.38	1	< 0.1%

twobodfilling_608L
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	45
Missing (%)	< 0.1%
Memory size	7.7 MiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2007424
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BO
2nd row	BO
3rd row	BO
4th row	BO
5th row	BO

Value	Count	Frequency (%)
fo	977890	97.4%
bo	25822	2.6%

Most occurring characters

Value	Count	Frequency (%)
O	1003712	50.0%
F	977890	48.7%
B	25822	1.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2007424	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	1003712	50.0%
F	977890	48.7%
B	25822	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2007424	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	1003712	50.0%
F	977890	48.7%
B	25822	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2007424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	1003712	50.0%
F	977890	48.7%
B	25822	1.3%

typesuite_864L
Text

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	715237
Missing (%)	71.3%
Memory size	7.7 MiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	577040
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AL
2nd row	AL
3rd row	AL
4th row	AL
5th row	AL

Value	Count	Frequency (%)
al	288520	100.0%

Most occurring characters

Value	Count	Frequency (%)
A	288520	50.0%
L	288520	50.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	577040	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	288520	50.0%
L	288520	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	577040	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	288520	50.0%
L	288520	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	577040	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	288520	50.0%
L	288520	50.0%

validfrom_1069D
Text

MISSING

Distinct	449
Distinct (%)	0.4%
Missing	884352
Missing (%)	88.1%
Memory size	7.7 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	1194050
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	< 0.1%

Sample

1st row	2019-02-06
2nd row	2019-01-11
3rd row	2019-08-30
4th row	2019-11-01
5th row	2019-12-23

Value	Count	Frequency (%)
2019-06-18	15175	12.7%
2019-02-11	9114	7.6%
2019-10-16	8338	7.0%
2019-10-02	4314	3.6%
2019-05-08	2787	2.3%
2019-08-08	2454	2.1%
2019-07-04	1932	1.6%
2019-01-28	1919	1.6%
2019-11-28	1758	1.5%
2019-04-24	1682	1.4%
Other values (439)	69932	58.6%

Most occurring characters

Value	Count	Frequency (%)
0	261493	21.9%
1	241443	20.2%
-	238810	20.0%
2	180981	15.2%
9	125379	10.5%
8	45899	3.8%
6	33127	2.8%
3	20582	1.7%
4	18052	1.5%
7	14363	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	955240	80.0%
Dash Punctuation	238810	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	261493	27.4%
1	241443	25.3%
2	180981	18.9%
9	125379	13.1%
8	45899	4.8%
6	33127	3.5%
3	20582	2.2%
4	18052	1.9%
7	14363	1.5%
5	13921	1.5%

Dash Punctuation

Value	Count	Frequency (%)
-	238810	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1194050	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	261493	21.9%
1	241443	20.2%
-	238810	20.0%
2	180981	15.2%
9	125379	10.5%
8	45899	3.8%
6	33127	2.8%
3	20582	1.7%
4	18052	1.5%
7	14363	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1194050	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	261493	21.9%
1	241443	20.2%
-	238810	20.0%
2	180981	15.2%
9	125379	10.5%
8	45899	3.8%
6	33127	2.8%
3	20582	1.7%
4	18052	1.5%
7	14363	1.2%

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation