Pandas Profiling Report

Dataset statistics

Number of variables	53
Number of observations	32975653
Missing cells	2593738
Missing cells (%)	0.1%
Total size in memory	13.0 GiB
Average record size in memory	424.0 B

Variable types

Numeric	52
Categorical	1

Alerts

`slam` has 1749906 (5.3%) missing values	Missing
`gender_code` has 421667 (1.3%) missing values	Missing
`age` has 421667 (1.3%) missing values	Missing
`txn_cnt` is highly skewed (γ1 = 107.2444837)	Skewed
`domestic_offline_cnt` is highly skewed (γ1 = 20.20002228)	Skewed
`domestic_online_cnt` is highly skewed (γ1 = 179.7551215)	Skewed
`overseas_offline_cnt` is highly skewed (γ1 = 50.13481083)	Skewed
`overseas_online_cnt` is highly skewed (γ1 = 30.88797484)	Skewed
`card_1_txn_cnt` is highly skewed (γ1 = 308.8496539)	Skewed
`card_3_txn_cnt` is highly skewed (γ1 = 38.77453583)	Skewed
`card_4_txn_cnt` is highly skewed (γ1 = 20.0783372)	Skewed
`card_5_txn_cnt` is highly skewed (γ1 = 68.90956471)	Skewed
`card_7_txn_cnt` is highly skewed (γ1 = 41.68836892)	Skewed
`card_8_txn_cnt` is highly skewed (γ1 = 42.13269347)	Skewed
`card_9_txn_cnt` is highly skewed (γ1 = 68.19061598)	Skewed
`card_10_txn_cnt` is highly skewed (γ1 = 36.1476589)	Skewed
`card_11_txn_cnt` is highly skewed (γ1 = 47.4219595)	Skewed
`card_12_txn_cnt` is highly skewed (γ1 = 55.09752072)	Skewed
`card_13_txn_cnt` is highly skewed (γ1 = 115.6151813)	Skewed
`card_14_txn_cnt` is highly skewed (γ1 = 72.50411128)	Skewed
`card_other_txn_cnt` is highly skewed (γ1 = 20.85798469)	Skewed
`naty` is highly skewed (γ1 = 21.60511125)	Skewed
`domestic_offline_cnt` has 10836684 (32.9%) zeros	Zeros
`domestic_online_cnt` has 22317888 (67.7%) zeros	Zeros
`overseas_offline_cnt` has 32619509 (98.9%) zeros	Zeros
`overseas_online_cnt` has 30559348 (92.7%) zeros	Zeros
`domestic_offline_amt_pct` has 10811643 (32.8%) zeros	Zeros
`domestic_online_amt_pct` has 22272504 (67.5%) zeros	Zeros
`overseas_offline_amt_pct` has 32619489 (98.9%) zeros	Zeros
`overseas_online_amt_pct` has 30559765 (92.7%) zeros	Zeros
`card_1_txn_cnt` has 25143248 (76.2%) zeros	Zeros
`card_2_txn_cnt` has 27289545 (82.8%) zeros	Zeros
`card_3_txn_cnt` has 31950834 (96.9%) zeros	Zeros
`card_4_txn_cnt` has 26943834 (81.7%) zeros	Zeros
`card_5_txn_cnt` has 31954756 (96.9%) zeros	Zeros
`card_6_txn_cnt` has 28768233 (87.2%) zeros	Zeros
`card_7_txn_cnt` has 32349673 (98.1%) zeros	Zeros
`card_8_txn_cnt` has 31805652 (96.5%) zeros	Zeros
`card_9_txn_cnt` has 32522935 (98.6%) zeros	Zeros
`card_10_txn_cnt` has 31687515 (96.1%) zeros	Zeros
`card_11_txn_cnt` has 32512315 (98.6%) zeros	Zeros
`card_12_txn_cnt` has 32539013 (98.7%) zeros	Zeros
`card_13_txn_cnt` has 32790319 (99.4%) zeros	Zeros
`card_14_txn_cnt` has 32820338 (99.5%) zeros	Zeros
`card_other_txn_cnt` has 29433967 (89.3%) zeros	Zeros
`card_1_txn_amt_pct` has 25130477 (76.2%) zeros	Zeros
`card_2_txn_amt_pct` has 27276793 (82.7%) zeros	Zeros
`card_3_txn_amt_pct` has 31948221 (96.9%) zeros	Zeros
`card_4_txn_amt_pct` has 26931665 (81.7%) zeros	Zeros
`card_5_txn_amt_pct` has 31952898 (96.9%) zeros	Zeros
`card_6_txn_amt_pct` has 28755036 (87.2%) zeros	Zeros
`card_7_txn_amt_pct` has 32348622 (98.1%) zeros	Zeros
`card_8_txn_amt_pct` has 31804333 (96.4%) zeros	Zeros
`card_9_txn_amt_pct` has 32521611 (98.6%) zeros	Zeros
`card_10_txn_amt_pct` has 31685711 (96.1%) zeros	Zeros
`card_11_txn_amt_pct` has 32511719 (98.6%) zeros	Zeros
`card_12_txn_amt_pct` has 32538092 (98.7%) zeros	Zeros
`card_13_txn_amt_pct` has 32789634 (99.4%) zeros	Zeros
`card_14_txn_amt_pct` has 32820030 (99.5%) zeros	Zeros
`card_other_txn_amt_pct` has 29428123 (89.2%) zeros	Zeros
`gender_code` has 17956580 (54.5%) zeros	Zeros
`primary_card` has 2759691 (8.4%) zeros	Zeros

Reproduction

Analysis started	2021-10-29 07:03:41.839426
Analysis finished	2021-10-29 07:04:51.033331
Duration	1 minute and 9.19 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

dt
Real number (ℝ_≥0)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.49221048

Minimum	1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	14
Q3	19
95-th percentile	23
Maximum	24
Range	23
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.750148216
Coefficient of variation (CV)	0.5002996526
Kurtosis	-1.129824311
Mean	13.49221048
Median Absolute Deviation (MAD)	6
Skewness	-0.1643089744
Sum	444914451
Variance	45.56450094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
23	1657104	5.0%
22	1614693	4.9%
18	1590572	4.8%
17	1584620	4.8%
24	1584295	4.8%
21	1583082	4.8%
20	1562857	4.7%
16	1533051	4.6%
19	1503685	4.6%
15	1501172	4.6%
Other values (14)	17260522	52.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	961604	2.9%
2	1004118	3.0%
3	1070923	3.2%
4	1069551	3.2%
5	1154916	3.5%

Value	Count	Frequency (%)
24	1584295	4.8%
23	1657104	5.0%
22	1614693	4.9%
21	1583082	4.8%
20	1562857	4.7%

chid
Real number (ℝ_≥0)

Distinct	500000
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10250315.62

Minimum	10000000
Maximum	10499999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	10000000
5-th percentile	10025127
Q1	10125532
median	10250293
Q3	10375234
95-th percentile	10475090
Maximum	10499999
Range	499999
Interquartile range (IQR)	249702

Descriptive statistics

Standard deviation	144325.9003
Coefficient of variation (CV)	0.01408014208
Kurtosis	-1.200078616
Mean	10250315.62
Median Absolute Deviation (MAD)	124856
Skewness	-0.002054285448
Sum	3.380108511 × 10¹⁴
Variance	2.082996551 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10309364	441	< 0.1%
10315702	413	< 0.1%
10275581	413	< 0.1%
10360428	405	< 0.1%
10101102	400	< 0.1%
10133693	400	< 0.1%
10069415	398	< 0.1%
10043375	395	< 0.1%
10414697	395	< 0.1%
10024796	395	< 0.1%
Other values (499990)	32971598	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10000000	48	< 0.1%
10000001	89	< 0.1%
10000002	6	< 0.1%
10000003	2	< 0.1%
10000004	21	< 0.1%

Value	Count	Frequency (%)
10499999	15	< 0.1%
10499998	108	< 0.1%
10499997	58	< 0.1%
10499996	48	< 0.1%
10499995	3	< 0.1%

shop_tag
Categorical

Distinct	49
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	251.6 MiB

37	4092401
other	2988218
15	2573145
36	2550500
45	2411310
Other values (44)	18360079

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	45
2nd row	15
3rd row	48
4th row	48
5th row	2

Common Values

Value	Count	Frequency (%)
37	4092401	12.4%
other	2988218	9.1%
15	2573145	7.8%
36	2550500	7.7%
45	2411310	7.3%
10	2234101	6.8%
2	1971956	6.0%
48	1806496	5.5%
12	1130825	3.4%
19	1022234	3.1%
Other values (39)	10194467	30.9%

txn_cnt
Real number (ℝ)

SKEWED

Distinct	334
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.553409572

Minimum	-63
Maximum	3884
Zeros	73929
Zeros (%)	0.2%
Negative	4327
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-63
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	8
Maximum	3884
Range	3947
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.066204357
Coefficient of variation (CV)	1.592460686
Kurtosis	71540.37179
Mean	2.553409572
Median Absolute Deviation (MAD)	0
Skewness	107.2444837
Sum	84200348
Variance	16.53401787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	17820437	54.0%
2	6303448	19.1%
3	3010089	9.1%
4	1739392	5.3%
5	1069955	3.2%
6	706641	2.1%
7	482946	1.5%
8	347057	1.1%
9	255573	0.8%
10	194799	0.6%
Other values (324)	1045316	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-63	1	< 0.1%
-26	1	< 0.1%
-25	1	< 0.1%
-22	3	< 0.1%
-21	1	< 0.1%

Value	Count	Frequency (%)
3884	1	< 0.1%
3353	1	< 0.1%
3152	1	< 0.1%
2830	1	< 0.1%
2683	1	< 0.1%

txn_amt
Real number (ℝ_≥0)

Distinct	124615
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.012531705 × 10¹⁰⁷

Minimum	22.37085106
Maximum	6.636454716 × 10¹¹⁴
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	22.37085106
5-th percentile	2411.854209
Q1	5773.036485
median	8306.971364
Q3	12376.42091
95-th percentile	22630.55592
Maximum	6.636454716 × 10¹¹⁴
Range	6.636454716 × 10¹¹⁴
Interquartile range (IQR)	6603.384426

Descriptive statistics

Standard deviation	1.155684885 × 10¹¹¹
Coefficient of variation (CV)	5742.443121
Kurtosis	nan
Mean	2.012531705 × 10¹⁰⁷
Median Absolute Deviation (MAD)	3140.38742
Skewness	nan
Sum	6.636454716 × 10¹¹⁴
Variance	1.335607553 × 10²²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5773.036485	1497978	4.5%
8019.906666	616304	1.9%
5166.583944	361967	1.1%
9627.458307	256295	0.8%
10921.16656	186518	0.6%
7232.187387	167909	0.5%
5101.034666	155185	0.5%
1085.361456	138252	0.4%
4458.89179	120551	0.4%
6308.563642	104098	0.3%
Other values (124605)	29370596	89.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22.37085106	7518	< 0.1%
70.55691133	3483	< 0.1%
121.9146893	3482	< 0.1%
172.5645547	2481	< 0.1%
221.6314223	4676	< 0.1%

Value	Count	Frequency (%)
6.636454716 × 10¹¹⁴	1	< 0.1%
1.202447278 × 10⁶⁷	1	< 0.1%
4.597862104 × 10⁵⁷	1	< 0.1%
2.858866325 × 10⁵⁵	1	< 0.1%
2.565255927 × 10⁵⁵	1	< 0.1%

domestic_offline_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	194
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.384039006

Minimum	-10
Maximum	1558
Zeros	10836684
Zeros (%)	32.9%
Negative	1054
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-10
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	1558
Range	1568
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.185722285
Coefficient of variation (CV)	1.579234599
Kurtosis	8319.350015
Mean	1.384039006
Median Absolute Deviation (MAD)	1
Skewness	20.20002228
Sum	45639590
Variance	4.777381907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13062838	39.6%
0	10836684	32.9%
2	4300173	13.0%
3	1938194	5.9%
4	1045432	3.2%
5	601079	1.8%
6	367899	1.1%
7	231563	0.7%
8	154127	0.5%
9	105123	0.3%
Other values (184)	332541	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10	1	< 0.1%
-8	1	< 0.1%
-7	1	< 0.1%
-6	5	< 0.1%
-5	4	< 0.1%

Value	Count	Frequency (%)
1558	1	< 0.1%
617	1	< 0.1%
413	1	< 0.1%
408	1	< 0.1%
356	1	< 0.1%

domestic_online_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	288
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9418820304

Minimum	-63
Maximum	3884
Zeros	22317888
Zeros (%)	67.7%
Negative	2758
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-63
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	3884
Range	3947
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.3723461
Coefficient of variation (CV)	3.580433633
Kurtosis	149590.9431
Mean	0.9418820304
Median Absolute Deviation (MAD)	0
Skewness	179.7551215
Sum	31059175
Variance	11.37271822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22317888	67.7%
1	5800261	17.6%
2	1888553	5.7%
3	868270	2.6%
4	525638	1.6%
5	336091	1.0%
6	237921	0.7%
7	172338	0.5%
8	132938	0.4%
9	103193	0.3%
Other values (278)	592562	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-63	1	< 0.1%
-26	1	< 0.1%
-25	1	< 0.1%
-22	1	< 0.1%
-18	1	< 0.1%

Value	Count	Frequency (%)
3884	1	< 0.1%
3353	1	< 0.1%
3150	1	< 0.1%
2828	1	< 0.1%
2681	1	< 0.1%

overseas_offline_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	75
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01955830867

Minimum	-9
Maximum	111
Zeros	32619509
Zeros (%)	98.9%
Negative	200
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-9
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	111
Range	120
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3026976096
Coefficient of variation (CV)	15.47667616
Kurtosis	5588.144173
Mean	0.01955830867
Median Absolute Deviation (MAD)	0
Skewness	50.13481083
Sum	644948
Variance	0.09162584285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32619509	98.9%
1	248131	0.8%
2	55087	0.2%
3	21337	0.1%
4	10434	< 0.1%
5	5877	< 0.1%
6	3809	< 0.1%
7	2580	< 0.1%
8	1887	< 0.1%
9	1363	< 0.1%
Other values (65)	5639	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9	1	< 0.1%
-7	1	< 0.1%
-6	1	< 0.1%
-5	1	< 0.1%
-4	10	< 0.1%

Value	Count	Frequency (%)
111	1	< 0.1%
107	1	< 0.1%
101	1	< 0.1%
81	1	< 0.1%
80	1	< 0.1%

overseas_online_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	233
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2079302266

Minimum	-22
Maximum	405
Zeros	30559348
Zeros (%)	92.7%
Negative	1427
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-22
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	405
Range	427
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.583604379
Coefficient of variation (CV)	7.616037382
Kurtosis	2251.565584
Mean	0.2079302266
Median Absolute Deviation (MAD)	0
Skewness	30.88797484
Sum	6856635
Variance	2.507802828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30559348	92.7%
1	1380695	4.2%
2	397126	1.2%
3	189942	0.6%
4	113515	0.3%
5	74173	0.2%
6	51775	0.2%
7	37895	0.1%
8	28434	0.1%
9	21616	0.1%
Other values (223)	121134	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-22	2	< 0.1%
-21	1	< 0.1%
-20	1	< 0.1%
-17	2	< 0.1%
-14	1	< 0.1%

Value	Count	Frequency (%)
405	1	< 0.1%
363	1	< 0.1%
352	1	< 0.1%
340	1	< 0.1%
319	1	< 0.1%

domestic_offline_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6415291069

Minimum	0
Maximum	1
Zeros	10811643
Zeros (%)	32.8%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.4686290836
Coefficient of variation (CV)	0.7304876405
Kurtosis	-1.611819335
Mean	0.6415291069
Median Absolute Deviation (MAD)	0
Skewness	-0.5898567014
Sum	21154841.22
Variance	0.219613218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	20116405	61.0%
0	10811643	32.8%
0.5	34231	0.1%
0.93	24272	0.1%
0.33	23955	0.1%
0.96	23831	0.1%
0.95	23758	0.1%
0.97	23653	0.1%
0.98	23439	0.1%
0.94	23238	0.1%
Other values (91)	1847228	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10811643	32.8%
0.01	14848	< 0.1%
0.02	17703	0.1%
0.03	18841	0.1%
0.04	19388	0.1%

Value	Count	Frequency (%)
1	20116405	61.0%
0.99	20970	0.1%
0.98	23439	0.1%
0.97	23653	0.1%
0.96	23831	0.1%

domestic_online_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2900249942

Minimum	0
Maximum	1
Zeros	22272504
Zeros (%)	67.5%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.4408509571
Coefficient of variation (CV)	1.520044706
Kurtosis	-1.091457178
Mean	0.2900249942
Median Absolute Deviation (MAD)	0
Skewness	0.9232805592
Sum	9563763.57
Variance	0.1943495664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22272504	67.5%
1	8362038	25.4%
0.5	36653	0.1%
0.99	32931	0.1%
0.98	31785	0.1%
0.97	30380	0.1%
0.96	29298	0.1%
0.95	28535	0.1%
0.94	27994	0.1%
0.93	27385	0.1%
Other values (91)	2096150	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	22272504	67.5%
0.01	23694	0.1%
0.02	25892	0.1%
0.03	25854	0.1%
0.04	25766	0.1%

Value	Count	Frequency (%)
1	8362038	25.4%
0.99	32931	0.1%
0.98	31785	0.1%
0.97	30380	0.1%
0.96	29298	0.1%

overseas_offline_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.008700004212

Minimum	0
Maximum	1
Zeros	32619489
Zeros (%)	98.9%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.08995192045
Coefficient of variation (CV)	10.3392962
Kurtosis	111.404921
Mean	0.008700004212
Median Absolute Deviation (MAD)	0
Skewness	10.58219461
Sum	286888.32
Variance	0.008091347992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32619489	98.9%
1	233895	0.7%
0.01	4653	< 0.1%
0.02	3983	< 0.1%
0.03	3349	< 0.1%
0.04	2882	< 0.1%
0.05	2528	< 0.1%
0.06	2366	< 0.1%
0.07	2111	< 0.1%
0.08	2018	< 0.1%
Other values (91)	98379	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32619489	98.9%
0.01	4653	< 0.1%
0.02	3983	< 0.1%
0.03	3349	< 0.1%
0.04	2882	< 0.1%

Value	Count	Frequency (%)
1	233895	0.7%
0.99	1326	< 0.1%
0.98	1446	< 0.1%
0.97	1359	< 0.1%
0.96	1367	< 0.1%

overseas_online_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05974763987

Minimum	0
Maximum	1
Zeros	30559765
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.2300434151
Coefficient of variation (CV)	3.850251082
Kurtosis	12.09543612
Mean	0.05974763987
Median Absolute Deviation (MAD)	0
Skewness	3.726563247
Sum	1970217.44
Variance	0.05291997281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30559765	92.7%
1	1695613	5.1%
0.01	24216	0.1%
0.02	21272	0.1%
0.03	19422	0.1%
0.04	17954	0.1%
0.05	16707	0.1%
0.06	15288	< 0.1%
0.07	14854	< 0.1%
0.08	13680	< 0.1%
Other values (91)	576882	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	30559765	92.7%
0.01	24216	0.1%
0.02	21272	0.1%
0.03	19422	0.1%
0.04	17954	0.1%

Value	Count	Frequency (%)
1	1695613	5.1%
0.99	3983	< 0.1%
0.98	4298	< 0.1%
0.97	4412	< 0.1%
0.96	4447	< 0.1%

card_1_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	266
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6487601019

Minimum	-22
Maximum	3884
Zeros	25143248
Zeros (%)	76.2%
Negative	1011
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-22
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	3884
Range	3906
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.799667086
Coefficient of variation (CV)	4.315411935
Kurtosis	314586.4207
Mean	0.6487601019
Median Absolute Deviation (MAD)	0
Skewness	308.8496539
Sum	21393288
Variance	7.838135795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25143248	76.2%
1	4056531	12.3%
2	1509177	4.6%
3	747095	2.3%
4	442044	1.3%
5	278056	0.8%
6	185933	0.6%
7	128955	0.4%
8	93002	0.3%
9	68973	0.2%
Other values (256)	322639	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-22	1	< 0.1%
-13	2	< 0.1%
-12	1	< 0.1%
-11	2	< 0.1%
-10	1	< 0.1%

Value	Count	Frequency (%)
3884	1	< 0.1%
3352	1	< 0.1%
3150	1	< 0.1%
2828	1	< 0.1%
2681	1	< 0.1%

card_2_txn_cnt
Real number (ℝ)

ZEROS

Distinct	167
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3591605904

Minimum	-63
Maximum	363
Zeros	27289545
Zeros (%)	82.8%
Negative	764
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-63
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	363
Range	426
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.322558028
Coefficient of variation (CV)	3.682358431
Kurtosis	1212.213589
Mean	0.3591605904
Median Absolute Deviation (MAD)	0
Skewness	17.08895291
Sum	11843555
Variance	1.749159737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27289545	82.8%
1	3352015	10.2%
2	1117677	3.4%
3	489492	1.5%
4	265164	0.8%
5	150126	0.5%
6	92960	0.3%
7	58682	0.2%
8	39578	0.1%
9	27179	0.1%
Other values (157)	93235	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-63	1	< 0.1%
-16	1	< 0.1%
-12	1	< 0.1%
-11	3	< 0.1%
-10	2	< 0.1%

Value	Count	Frequency (%)
363	1	< 0.1%
352	1	< 0.1%
319	1	< 0.1%
248	1	< 0.1%
245	1	< 0.1%

card_3_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	134
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06801991154

Minimum	-26
Maximum	221
Zeros	31950834
Zeros (%)	96.9%
Negative	193
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-26
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	221
Range	247
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6494765897
Coefficient of variation (CV)	9.548330408
Kurtosis	4187.141313
Mean	0.06801991154
Median Absolute Deviation (MAD)	0
Skewness	38.77453583
Sum	2243001
Variance	0.4218198406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31950834	96.9%
1	604023	1.8%
2	196119	0.6%
3	85556	0.3%
4	46895	0.1%
5	27057	0.1%
6	17536	0.1%
7	11508	< 0.1%
8	8008	< 0.1%
9	5691	< 0.1%
Other values (124)	22426	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-26	1	< 0.1%
-12	1	< 0.1%
-7	1	< 0.1%
-5	2	< 0.1%
-4	3	< 0.1%

Value	Count	Frequency (%)
221	1	< 0.1%
199	1	< 0.1%
181	1	< 0.1%
169	1	< 0.1%
165	1	< 0.1%

card_4_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	194
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4123037988

Minimum	-21
Maximum	695
Zeros	26943834
Zeros (%)	81.7%
Negative	649
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-21
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	695
Range	716
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.544253974
Coefficient of variation (CV)	3.74542747
Kurtosis	2376.735074
Mean	0.4123037988
Median Absolute Deviation (MAD)	0
Skewness	20.0783372
Sum	13595987
Variance	2.384720336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	26943834	81.7%
1	3425964	10.4%
2	1163884	3.5%
3	543507	1.6%
4	304058	0.9%
5	180862	0.5%
6	115173	0.3%
7	75504	0.2%
8	52285	0.2%
9	37062	0.1%
Other values (184)	133520	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-21	1	< 0.1%
-15	1	< 0.1%
-14	1	< 0.1%
-10	3	< 0.1%
-9	1	< 0.1%

Value	Count	Frequency (%)
695	1	< 0.1%
429	1	< 0.1%
413	1	< 0.1%
287	1	< 0.1%
269	1	< 0.1%

card_5_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	135
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0668685166

Minimum	-18
Maximum	672
Zeros	31954756
Zeros (%)	96.9%
Negative	138
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-18
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	672
Range	690
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6646623676
Coefficient of variation (CV)	9.939840174
Kurtosis	35211.10126
Mean	0.0668685166
Median Absolute Deviation (MAD)	0
Skewness	68.90956471
Sum	2205033
Variance	0.441776063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31954756	96.9%
1	614094	1.9%
2	193493	0.6%
3	82388	0.2%
4	43924	0.1%
5	25366	0.1%
6	15716	< 0.1%
7	10560	< 0.1%
8	7407	< 0.1%
9	5236	< 0.1%
Other values (125)	22713	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-18	1	< 0.1%
-11	1	< 0.1%
-5	5	< 0.1%
-4	3	< 0.1%
-3	10	< 0.1%

Value	Count	Frequency (%)
672	1	< 0.1%
180	1	< 0.1%
179	1	< 0.1%
151	1	< 0.1%
149	1	< 0.1%

card_6_txn_cnt
Real number (ℝ)

ZEROS

Distinct	194
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4465177687

Minimum	-26
Maximum	405
Zeros	28768233
Zeros (%)	87.2%
Negative	949
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-26
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	405
Range	431
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.230557031
Coefficient of variation (CV)	4.995449648
Kurtosis	343.8640132
Mean	0.4465177687
Median Absolute Deviation (MAD)	0
Skewness	12.4238641
Sum	14724215
Variance	4.975384668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28768233	87.2%
1	2023491	6.1%
2	745180	2.3%
3	381901	1.2%
4	238372	0.7%
5	159085	0.5%
6	114922	0.3%
7	86222	0.3%
8	67572	0.2%
9	53643	0.2%
Other values (184)	337032	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-26	1	< 0.1%
-24	1	< 0.1%
-17	1	< 0.1%
-12	1	< 0.1%
-11	2	< 0.1%

Value	Count	Frequency (%)
405	1	< 0.1%
341	1	< 0.1%
319	1	< 0.1%
297	1	< 0.1%
278	1	< 0.1%

card_7_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	128
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05151779709

Minimum	-13
Maximum	332
Zeros	32349673
Zeros (%)	98.1%
Negative	70
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-13
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	332
Range	345
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6479690816
Coefficient of variation (CV)	12.57757742
Kurtosis	5258.58281
Mean	0.05151779709
Median Absolute Deviation (MAD)	0
Skewness	41.68836892
Sum	1698833
Variance	0.4198639307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32349673	98.1%
1	326257	1.0%
2	118220	0.4%
3	58735	0.2%
4	34909	0.1%
5	22535	0.1%
6	15256	< 0.1%
7	10607	< 0.1%
8	7751	< 0.1%
9	5786	< 0.1%
Other values (118)	25924	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13	1	< 0.1%
-8	1	< 0.1%
-6	1	< 0.1%
-5	2	< 0.1%
-4	4	< 0.1%

Value	Count	Frequency (%)
332	1	< 0.1%
186	1	< 0.1%
180	1	< 0.1%
169	1	< 0.1%
152	1	< 0.1%

card_8_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	140
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07651997066

Minimum	-5
Maximum	270
Zeros	31805652
Zeros (%)	96.5%
Negative	71
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-5
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	270
Range	275
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.687062457
Coefficient of variation (CV)	8.978864617
Kurtosis	4768.421901
Mean	0.07651997066
Median Absolute Deviation (MAD)	0
Skewness	42.13269347
Sum	2523296
Variance	0.4720548198
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31805652	96.5%
1	686500	2.1%
2	225429	0.7%
3	101644	0.3%
4	55049	0.2%
5	32021	0.1%
6	19739	0.1%
7	12710	< 0.1%
8	8819	< 0.1%
9	6018	< 0.1%
Other values (130)	22072	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5	1	< 0.1%
-3	7	< 0.1%
-2	9	< 0.1%
-1	54	< 0.1%
0	31805652	96.5%

Value	Count	Frequency (%)
270	1	< 0.1%
173	1	< 0.1%
152	1	< 0.1%
150	1	< 0.1%
146	3	< 0.1%

card_9_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	95
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02528902157

Minimum	-13
Maximum	185
Zeros	32522935
Zeros (%)	98.6%
Negative	92
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-13
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	185
Range	198
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3581542818
Coefficient of variation (CV)	14.16244123
Kurtosis	12714.5458
Mean	0.02528902157
Median Absolute Deviation (MAD)	0
Skewness	68.19061598
Sum	833922
Variance	0.1282744896
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32522935	98.6%
1	300773	0.9%
2	80699	0.2%
3	30612	0.1%
4	14784	< 0.1%
5	8115	< 0.1%
6	4990	< 0.1%
7	3080	< 0.1%
8	2175	< 0.1%
9	1554	< 0.1%
Other values (85)	5936	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13	1	< 0.1%
-4	2	< 0.1%
-3	4	< 0.1%
-2	14	< 0.1%
-1	71	< 0.1%

Value	Count	Frequency (%)
185	1	< 0.1%
140	1	< 0.1%
134	1	< 0.1%
130	2	< 0.1%
127	1	< 0.1%

card_10_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	139
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0819330856

Minimum	-20
Maximum	177
Zeros	31687515
Zeros (%)	96.1%
Negative	100
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-20
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	177
Range	197
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6978272124
Coefficient of variation (CV)	8.517038108
Kurtosis	3334.007042
Mean	0.0819330856
Median Absolute Deviation (MAD)	0
Skewness	36.1476589
Sum	2701797
Variance	0.4869628184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31687515	96.1%
1	783401	2.4%
2	240360	0.7%
3	104733	0.3%
4	55354	0.2%
5	31769	0.1%
6	19894	0.1%
7	13041	< 0.1%
8	8971	< 0.1%
9	6302	< 0.1%
Other values (129)	24313	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-20	1	< 0.1%
-11	1	< 0.1%
-7	2	< 0.1%
-5	2	< 0.1%
-4	5	< 0.1%

Value	Count	Frequency (%)
177	1	< 0.1%
176	1	< 0.1%
164	1	< 0.1%
157	1	< 0.1%
156	1	< 0.1%

card_11_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	109
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03508397544

Minimum	-8
Maximum	240
Zeros	32512315
Zeros (%)	98.6%
Negative	42
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-8
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	240
Range	248
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4862744938
Coefficient of variation (CV)	13.86030197
Kurtosis	6115.396437
Mean	0.03508397544
Median Absolute Deviation (MAD)	0
Skewness	47.4219595
Sum	1156917
Variance	0.2364628834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32512315	98.6%
1	244955	0.7%
2	86928	0.3%
3	45331	0.1%
4	27991	0.1%
5	17567	0.1%
6	11503	< 0.1%
7	7471	< 0.1%
8	5111	< 0.1%
9	3670	< 0.1%
Other values (99)	12811	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8	1	< 0.1%
-4	2	< 0.1%
-3	1	< 0.1%
-2	3	< 0.1%
-1	35	< 0.1%

Value	Count	Frequency (%)
240	1	< 0.1%
134	2	< 0.1%
119	1	< 0.1%
116	1	< 0.1%
114	1	< 0.1%

card_12_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	98
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02560470903

Minimum	-22
Maximum	145
Zeros	32539013
Zeros (%)	98.7%
Negative	43
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-22
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	145
Range	167
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3442833187
Coefficient of variation (CV)	13.44609378
Kurtosis	9198.388959
Mean	0.02560470903
Median Absolute Deviation (MAD)	0
Skewness	55.09752072
Sum	844332
Variance	0.1185310036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32539013	98.7%
1	272864	0.8%
2	81698	0.2%
3	34445	0.1%
4	17912	0.1%
5	10096	< 0.1%
6	6118	< 0.1%
7	3756	< 0.1%
8	2564	< 0.1%
9	1760	< 0.1%
Other values (88)	5427	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-22	1	< 0.1%
-7	1	< 0.1%
-6	2	< 0.1%
-3	6	< 0.1%
-2	4	< 0.1%

Value	Count	Frequency (%)
145	1	< 0.1%
134	1	< 0.1%
122	1	< 0.1%
117	1	< 0.1%
112	2	< 0.1%

card_13_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	94
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01321626595

Minimum	-9
Maximum	283
Zeros	32790319
Zeros (%)	99.4%
Negative	76
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-9
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	283
Range	292
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3239129951
Coefficient of variation (CV)	24.50866199
Kurtosis	45690.44469
Mean	0.01321626595
Median Absolute Deviation (MAD)	0
Skewness	115.6151813
Sum	435815
Variance	0.1049196284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32790319	99.4%
1	110425	0.3%
2	33446	0.1%
3	14425	< 0.1%
4	7970	< 0.1%
5	4808	< 0.1%
6	3152	< 0.1%
7	2234	< 0.1%
8	1677	< 0.1%
9	1235	< 0.1%
Other values (84)	5962	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9	1	< 0.1%
-7	1	< 0.1%
-5	3	< 0.1%
-4	6	< 0.1%
-3	3	< 0.1%

Value	Count	Frequency (%)
283	1	< 0.1%
231	1	< 0.1%
213	1	< 0.1%
179	1	< 0.1%
156	1	< 0.1%

card_14_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	81
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01125190758

Minimum	-5
Maximum	89
Zeros	32820338
Zeros (%)	99.5%
Negative	20
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-5
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	89
Range	94
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2709728761
Coefficient of variation (CV)	24.0823944
Kurtosis	10335.86096
Mean	0.01125190758
Median Absolute Deviation (MAD)	0
Skewness	72.50411128
Sum	371039
Variance	0.07342629961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32820338	99.5%
1	85505	0.3%
2	29896	0.1%
3	14236	< 0.1%
4	8384	< 0.1%
5	4995	< 0.1%
6	3335	< 0.1%
7	2206	< 0.1%
8	1495	< 0.1%
9	1074	< 0.1%
Other values (71)	4189	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5	1	< 0.1%
-3	1	< 0.1%
-2	1	< 0.1%
-1	17	< 0.1%
0	32820338	99.5%

Value	Count	Frequency (%)
89	1	< 0.1%
88	1	< 0.1%
83	1	< 0.1%
80	1	< 0.1%
79	2	< 0.1%

card_other_txn_cnt
Real number (ℝ)

SKEWED
ZEROS

Distinct	166
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2313621507

Minimum	-12
Maximum	252
Zeros	29433967
Zeros (%)	89.3%
Negative	340
Negative (%)	< 0.1%
Memory size	251.6 MiB

Quantile statistics

Minimum	-12
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	252
Range	264
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.165427279
Coefficient of variation (CV)	5.03724259
Kurtosis	1253.408955
Mean	0.2313621507
Median Absolute Deviation (MAD)	0
Skewness	20.85798469
Sum	7629318
Variance	1.358220744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29433967	89.3%
1	2132135	6.5%
2	654092	2.0%
3	286679	0.9%
4	156956	0.5%
5	92071	0.3%
6	58757	0.2%
7	38640	0.1%
8	27030	0.1%
9	19393	0.1%
Other values (156)	75933	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-12	1	< 0.1%
-11	1	< 0.1%
-8	1	< 0.1%
-7	1	< 0.1%
-6	1	< 0.1%

Value	Count	Frequency (%)
252	1	< 0.1%
235	1	< 0.1%
223	1	< 0.1%
214	1	< 0.1%
199	1	< 0.1%

card_1_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2286267235

Minimum	0
Maximum	1
Zeros	25130477
Zeros (%)	76.2%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.4164138678
Coefficient of variation (CV)	1.821370055
Kurtosis	-0.3109693803
Mean	0.2286267235
Median Absolute Deviation (MAD)	0
Skewness	1.292321679
Sum	7539115.5
Variance	0.1734005093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25130477	76.2%
1	7239194	22.0%
0.5	11951	< 0.1%
0.03	8262	< 0.1%
0.02	8203	< 0.1%
0.04	8012	< 0.1%
0.05	7904	< 0.1%
0.01	7769	< 0.1%
0.07	7611	< 0.1%
0.06	7568	< 0.1%
Other values (91)	538702	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25130477	76.2%
0.01	7769	< 0.1%
0.02	8203	< 0.1%
0.03	8262	< 0.1%
0.04	8012	< 0.1%

Value	Count	Frequency (%)
1	7239194	22.0%
0.99	7038	< 0.1%
0.98	7389	< 0.1%
0.97	7423	< 0.1%
0.96	7411	< 0.1%

card_2_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1701615568

Minimum	0
Maximum	1
Zeros	27276793
Zeros (%)	82.7%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.3745970974
Coefficient of variation (CV)	2.201420253
Kurtosis	1.091032869
Mean	0.1701615568
Median Absolute Deviation (MAD)	0
Skewness	1.755582359
Sum	5611188.45
Variance	0.1403229854
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27276793	82.7%
1	5527683	16.8%
0.5	5433	< 0.1%
0.67	2651	< 0.1%
0.33	2632	< 0.1%
0.25	2074	< 0.1%
0.44	2068	< 0.1%
0.75	1960	< 0.1%
0.04	1910	< 0.1%
0.09	1879	< 0.1%
Other values (91)	150570	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27276793	82.7%
0.01	1742	< 0.1%
0.02	1826	< 0.1%
0.03	1821	< 0.1%
0.04	1910	< 0.1%

Value	Count	Frequency (%)
1	5527683	16.8%
0.99	1223	< 0.1%
0.98	1366	< 0.1%
0.97	1414	< 0.1%
0.96	1624	< 0.1%

card_3_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0298061488

Minimum	0
Maximum	1
Zeros	31948221
Zeros (%)	96.9%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.1686458854
Coefficient of variation (CV)	5.658090434
Kurtosis	28.66746645
Mean	0.0298061488
Median Absolute Deviation (MAD)	0
Skewness	5.527482588
Sum	982877.22
Variance	0.02844143465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31948221	96.9%
1	932000	2.8%
0.5	2029	< 0.1%
0.96	1332	< 0.1%
0.98	1325	< 0.1%
0.97	1303	< 0.1%
0.95	1277	< 0.1%
0.91	1250	< 0.1%
0.92	1228	< 0.1%
0.94	1217	< 0.1%
Other values (91)	84471	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31948221	96.9%
0.01	874	< 0.1%
0.02	989	< 0.1%
0.03	877	< 0.1%
0.04	895	< 0.1%

Value	Count	Frequency (%)
1	932000	2.8%
0.99	1214	< 0.1%
0.98	1325	< 0.1%
0.97	1303	< 0.1%
0.96	1332	< 0.1%

card_4_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1784729973

Minimum	0
Maximum	1
Zeros	26931665
Zeros (%)	81.7%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.3807977258
Coefficient of variation (CV)	2.133643361
Kurtosis	0.8364444594
Mean	0.1784729973
Median Absolute Deviation (MAD)	0
Skewness	1.67960363
Sum	5885263.63
Variance	0.145006908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	26931665	81.7%
1	5737571	17.4%
0.5	12811	< 0.1%
0.33	5764	< 0.1%
0.67	5214	< 0.1%
0.56	4334	< 0.1%
0.25	4148	< 0.1%
0.75	3680	< 0.1%
0.2	3672	< 0.1%
0.38	3572	< 0.1%
Other values (91)	263222	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	26931665	81.7%
0.01	2845	< 0.1%
0.02	3022	< 0.1%
0.03	3005	< 0.1%
0.04	3150	< 0.1%

Value	Count	Frequency (%)
1	5737571	17.4%
0.99	1774	< 0.1%
0.98	2184	< 0.1%
0.97	2216	< 0.1%
0.96	2510	< 0.1%

card_5_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03032559749

Minimum	0
Maximum	1
Zeros	31952898
Zeros (%)	96.9%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.1708370116
Coefficient of variation (CV)	5.633426072
Kurtosis	28.06715666
Mean	0.03032559749
Median Absolute Deviation (MAD)	0
Skewness	5.47862448
Sum	1000006.38
Variance	0.02918528452
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31952898	96.9%
1	979713	3.0%
0.5	1839	< 0.1%
0.33	818	< 0.1%
0.67	656	< 0.1%
0.44	647	< 0.1%
0.25	580	< 0.1%
0.29	565	< 0.1%
0.2	538	< 0.1%
0.05	536	< 0.1%
Other values (91)	36863	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31952898	96.9%
0.01	457	< 0.1%
0.02	492	< 0.1%
0.03	506	< 0.1%
0.04	533	< 0.1%

Value	Count	Frequency (%)
1	979713	3.0%
0.99	417	< 0.1%
0.98	426	< 0.1%
0.97	400	< 0.1%
0.96	413	< 0.1%

card_6_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1207253003

Minimum	0
Maximum	1
Zeros	28755036
Zeros (%)	87.2%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.3221015584
Coefficient of variation (CV)	2.668053488
Kurtosis	3.458619594
Mean	0.1207253003
Median Absolute Deviation (MAD)	0
Skewness	2.327236387
Sum	3980995.61
Variance	0.1037494139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28755036	87.2%
1	3728938	11.3%
0.5	9288	< 0.1%
0.97	6780	< 0.1%
0.98	6721	< 0.1%
0.96	6568	< 0.1%
0.99	6485	< 0.1%
0.95	6466	< 0.1%
0.93	6240	< 0.1%
0.94	6214	< 0.1%
Other values (91)	436917	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28755036	87.2%
0.01	5355	< 0.1%
0.02	5695	< 0.1%
0.03	5718	< 0.1%
0.04	5823	< 0.1%

Value	Count	Frequency (%)
1	3728938	11.3%
0.99	6485	< 0.1%
0.98	6721	< 0.1%
0.97	6780	< 0.1%
0.96	6568	< 0.1%

card_7_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01796732577

Minimum	0
Maximum	1
Zeros	32348622
Zeros (%)	98.1%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.1314992005
Coefficient of variation (CV)	7.318796476
Kurtosis	50.84874527
Mean	0.01796732577
Median Absolute Deviation (MAD)	0
Skewness	7.254275684
Sum	592484.3
Variance	0.01729203974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32348622	98.1%
1	553403	1.7%
0.5	1437	< 0.1%
0.99	1381	< 0.1%
0.98	1293	< 0.1%
0.97	1197	< 0.1%
0.96	1135	< 0.1%
0.95	1113	< 0.1%
0.93	1062	< 0.1%
0.94	1045	< 0.1%
Other values (91)	63965	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32348622	98.1%
0.01	721	< 0.1%
0.02	822	< 0.1%
0.03	854	< 0.1%
0.04	879	< 0.1%

Value	Count	Frequency (%)
1	553403	1.7%
0.99	1381	< 0.1%
0.98	1293	< 0.1%
0.97	1197	< 0.1%
0.96	1135	< 0.1%

card_8_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03377736508

Minimum	0
Maximum	1
Zeros	31804333
Zeros (%)	96.4%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.179155394
Coefficient of variation (CV)	5.304007391
Kurtosis	24.77846814
Mean	0.03377736508
Median Absolute Deviation (MAD)	0
Skewness	5.164658996
Sum	1113830.67
Variance	0.03209665521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31804333	96.4%
1	1069663	3.2%
0.5	4873	< 0.1%
0.44	2808	< 0.1%
0.33	2343	< 0.1%
0.67	1840	< 0.1%
0.29	1744	< 0.1%
0.25	1662	< 0.1%
0.17	1470	< 0.1%
0.14	1442	< 0.1%
Other values (91)	83475	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31804333	96.4%
0.01	1020	< 0.1%
0.02	1168	< 0.1%
0.03	1187	< 0.1%
0.04	1254	< 0.1%

Value	Count	Frequency (%)
1	1069663	3.2%
0.99	324	< 0.1%
0.98	470	< 0.1%
0.97	464	< 0.1%
0.96	521	< 0.1%

card_9_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01335629351

Minimum	0
Maximum	1
Zeros	32521611
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.1141767721
Coefficient of variation (CV)	8.548537215
Kurtosis	70.05295886
Mean	0.01335629351
Median Absolute Deviation (MAD)	0
Skewness	8.478513487
Sum	440432.5
Variance	0.01303633528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32521611	98.6%
1	427386	1.3%
0.5	786	< 0.1%
0.33	381	< 0.1%
0.44	358	< 0.1%
0.67	354	< 0.1%
0.49	342	< 0.1%
0.48	337	< 0.1%
0.62	335	< 0.1%
0.47	334	< 0.1%
Other values (91)	23429	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32521611	98.6%
0.01	261	< 0.1%
0.02	266	< 0.1%
0.03	241	< 0.1%
0.04	231	< 0.1%

Value	Count	Frequency (%)
1	427386	1.3%
0.99	191	< 0.1%
0.98	231	< 0.1%
0.97	195	< 0.1%
0.96	179	< 0.1%

card_10_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03762741984

Minimum	0
Maximum	1
Zeros	31685711
Zeros (%)	96.1%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.1890284214
Coefficient of variation (CV)	5.023688104
Kurtosis	21.70790548
Mean	0.03762741984
Median Absolute Deviation (MAD)	0
Skewness	4.861259134
Sum	1240788.74
Variance	0.03573174411
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31685711	96.1%
1	1200784	3.6%
0.5	5473	< 0.1%
0.33	2234	< 0.1%
0.67	2052	< 0.1%
0.25	1530	< 0.1%
0.56	1339	< 0.1%
0.38	1174	< 0.1%
0.75	1166	< 0.1%
0.2	1156	< 0.1%
Other values (91)	73034	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31685711	96.1%
0.01	949	< 0.1%
0.02	1026	< 0.1%
0.03	983	< 0.1%
0.04	1042	< 0.1%

Value	Count	Frequency (%)
1	1200784	3.6%
0.99	318	< 0.1%
0.98	367	< 0.1%
0.97	407	< 0.1%
0.96	474	< 0.1%

card_11_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01330416929

Minimum	0
Maximum	1
Zeros	32511719
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.1134740739
Coefficient of variation (CV)	8.529211515
Kurtosis	70.46515453
Mean	0.01330416929
Median Absolute Deviation (MAD)	0
Skewness	8.495320059
Sum	438713.67
Variance	0.01287636545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32511719	98.6%
1	414136	1.3%
0.5	1833	< 0.1%
0.33	853	< 0.1%
0.67	763	< 0.1%
0.56	736	< 0.1%
0.25	611	< 0.1%
0.98	603	< 0.1%
0.2	598	< 0.1%
0.75	596	< 0.1%
Other values (91)	43205	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32511719	98.6%
0.01	546	< 0.1%
0.02	562	< 0.1%
0.03	572	< 0.1%
0.04	572	< 0.1%

Value	Count	Frequency (%)
1	414136	1.3%
0.99	432	< 0.1%
0.98	603	< 0.1%
0.97	567	< 0.1%
0.96	575	< 0.1%

card_12_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0128776346

Minimum	0
Maximum	1
Zeros	32538092
Zeros (%)	98.7%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.1121794995
Coefficient of variation (CV)	8.711188276
Kurtosis	72.85668123
Mean	0.0128776346
Median Absolute Deviation (MAD)	0
Skewness	8.642602478
Sum	424648.41
Variance	0.01258424012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32538092	98.7%
1	413293	1.3%
0.5	1125	< 0.1%
0.33	508	< 0.1%
0.67	399	< 0.1%
0.25	362	< 0.1%
0.2	306	< 0.1%
0.44	296	< 0.1%
0.38	294	< 0.1%
0.56	294	< 0.1%
Other values (91)	20684	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32538092	98.7%
0.01	248	< 0.1%
0.02	262	< 0.1%
0.03	261	< 0.1%
0.04	243	< 0.1%

Value	Count	Frequency (%)
1	413293	1.3%
0.99	195	< 0.1%
0.98	210	< 0.1%
0.97	177	< 0.1%
0.96	168	< 0.1%

card_13_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.005301996294

Minimum	0
Maximum	1
Zeros	32789634
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.07187016701
Coefficient of variation (CV)	13.55530314
Kurtosis	184.320148
Mean	0.005301996294
Median Absolute Deviation (MAD)	0
Skewness	13.62153564
Sum	174836.79
Variance	0.005165320907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32789634	99.4%
1	163459	0.5%
0.5	402	< 0.1%
0.98	340	< 0.1%
0.99	314	< 0.1%
0.03	305	< 0.1%
0.97	300	< 0.1%
0.91	298	< 0.1%
0.95	298	< 0.1%
0.96	295	< 0.1%
Other values (91)	20008	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32789634	99.4%
0.01	274	< 0.1%
0.02	293	< 0.1%
0.03	305	< 0.1%
0.04	294	< 0.1%

Value	Count	Frequency (%)
1	163459	0.5%
0.99	314	< 0.1%
0.98	340	< 0.1%
0.97	300	< 0.1%
0.96	295	< 0.1%

card_14_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004494491133

Minimum	0
Maximum	1
Zeros	32820030
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	251.6 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	0.06632247368
Coefficient of variation (CV)	14.75639215
Kurtosis	218.1580434
Mean	0.004494491133
Median Absolute Deviation (MAD)	0
Skewness	14.81223303
Sum	148208.78
Variance	0.004398670515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32820030	99.5%
1	140346	0.4%
0.5	365	< 0.1%
0.98	218	< 0.1%
0.96	211	< 0.1%
0.95	207	< 0.1%
0.94	200	< 0.1%
0.33	197	< 0.1%
0.67	194	< 0.1%
0.9	193	< 0.1%
Other values (91)	13492	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32820030	99.5%
0.01	124	< 0.1%
0.02	167	< 0.1%
0.03	167	< 0.1%
0.04	172	< 0.1%

Value	Count	Frequency (%)
1	140346	0.4%
0.99	165	< 0.1%
0.98	218	< 0.1%
0.97	187	< 0.1%
0.96	211	< 0.1%

card_other_txn_amt_pct
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1031758088

Minimum	0
Maximum	1
Zeros	29428123
Zeros (%)	89.2%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.3018645816
Coefficient of variation (CV)	2.925730218
Kurtosis	4.845051684
Mean	0.1031758088
Median Absolute Deviation (MAD)	0
Skewness	2.609856377
Sum	3402289.67
Variance	0.09112222563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29428123	89.2%
1	3275944	9.9%
0.5	11702	< 0.1%
0.33	5121	< 0.1%
0.67	4857	< 0.1%
0.25	3735	< 0.1%
0.04	3414	< 0.1%
0.02	3358	< 0.1%
0.44	3347	< 0.1%
0.05	3301	< 0.1%
Other values (91)	232751	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29428123	89.2%
0.01	3140	< 0.1%
0.02	3358	< 0.1%
0.03	3287	< 0.1%
0.04	3414	< 0.1%

Value	Count	Frequency (%)
1	3275944	9.9%
0.99	1734	< 0.1%
0.98	1954	< 0.1%
0.97	2068	< 0.1%
0.96	2177	< 0.1%

masts
Real number (ℝ_≥0)

Distinct	3
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.525573103

Minimum	1
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	2
Maximum	3
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5006061021
Coefficient of variation (CV)	0.3281429787
Kurtosis	-1.952474677
Mean	1.525573103
Median Absolute Deviation (MAD)	0
Skewness	-0.08735502463
Sum	50306754
Variance	0.2506064695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
2	17289547	52.4%
1	15665314	47.5%
3	20782	0.1%
(Missing)	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	15665314	47.5%
2	17289547	52.4%
3	20782	0.1%

Value	Count	Frequency (%)
3	20782	0.1%
2	17289547	52.4%
1	15665314	47.5%

educd
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	< 0.1%
Missing	23
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.609409585

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.22747637
Coefficient of variation (CV)	0.3400767746
Kurtosis	-0.5932392668
Mean	3.609409585
Median Absolute Deviation (MAD)	1
Skewness	0.5025538811
Sum	119022555
Variance	1.506698239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	14253222	43.2%
4	5346988	16.2%
5	4991158	15.1%
2	4613185	14.0%
6	3384340	10.3%
1	386737	1.2%
(Missing)	23	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	386737	1.2%
2	4613185	14.0%
3	14253222	43.2%
4	5346988	16.2%
5	4991158	15.1%

Value	Count	Frequency (%)
6	3384340	10.3%
5	4991158	15.1%
4	5346988	16.2%
3	14253222	43.2%
2	4613185	14.0%

trdtp
Real number (ℝ_≥0)

Distinct	29
Distinct (%)	< 0.1%
Missing	435
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	10.27781724

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
median	11
Q3	15
95-th percentile	17
Maximum	29
Range	28
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	4.795699749
Coefficient of variation (CV)	0.4666068327
Kurtosis	-0.9219668555
Mean	10.27781724
Median Absolute Deviation (MAD)	4
Skewness	-0.3498769287
Sum	338913264
Variance	22.99873608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
15	7825854	23.7%
11	4547015	13.8%
2	4001232	12.1%
5	3610030	10.9%
12	3176881	9.6%
8	1758135	5.3%
17	1574283	4.8%
13	1547047	4.7%
10	1065720	3.2%
6	980622	3.0%
Other values (19)	2888399	8.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	20350	0.1%
2	4001232	12.1%
3	120825	0.4%
4	522944	1.6%
5	3610030	10.9%

Value	Count	Frequency (%)
29	189	< 0.1%
28	771	< 0.1%
27	24556	0.1%
26	10028	< 0.1%
25	3683	< 0.1%

naty
Real number (ℝ_≥0)

SKEWED

Distinct	2
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.002128662

Minimum	1
Maximum	2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.0460882948
Coefficient of variation (CV)	0.04599039679
Kurtosis	464.7808602
Mean	1.002128662
Median Absolute Deviation (MAD)	0
Skewness	21.60511125
Sum	33045837
Variance	0.002124130917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	32905449	99.8%
2	70194	0.2%
(Missing)	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	32905449	99.8%
2	70194	0.2%

Value	Count	Frequency (%)
2	70194	0.2%
1	32905449	99.8%

poscd
Real number (ℝ_≥0)

Distinct	11
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	33.61915778

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	99
95-th percentile	99
Maximum	99
Range	98
Interquartile range (IQR)	97

Descriptive statistics

Standard deviation	44.94454179
Coefficient of variation (CV)	1.336872925
Kurtosis	-1.410110247
Mean	33.61915778
Median Absolute Deviation (MAD)	2
Skewness	0.7650852277
Sum	1108613345
Variance	2020.011837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2	11135019	33.8%
99	10574575	32.1%
3	3585983	10.9%
1	3417590	10.4%
8	1239771	3.8%
4	1089784	3.3%
6	1034959	3.1%
5	744763	2.3%
7	152673	0.5%
10	525	< 0.1%
(Missing)	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3417590	10.4%
2	11135019	33.8%
3	3585983	10.9%
4	1089784	3.3%
5	744763	2.3%

Value	Count	Frequency (%)
99	10574575	32.1%
10	525	< 0.1%
9	1	< 0.1%
8	1239771	3.8%
7	152673	0.5%

cuorg
Real number (ℝ_≥0)

Distinct	34
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	29.4865567

Minimum	1
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	1
5-th percentile	30
Q1	30
median	30
Q3	30
95-th percentile	30
Maximum	40
Range	39
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.259364483
Coefficient of variation (CV)	0.110537304
Kurtosis	43.51478211
Mean	29.4865567
Median Absolute Deviation (MAD)	0
Skewness	-6.585577793
Sum	972338167
Variance	10.62345683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
30	32009405	97.1%
6	262253	0.8%
14	162926	0.5%
4	92520	0.3%
18	80860	0.2%
15	50989	0.2%
32	47713	0.1%
24	38207	0.1%
2	34045	0.1%
17	25393	0.1%
Other values (24)	171332	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	30	< 0.1%
2	34045	0.1%
3	21627	0.1%
4	92520	0.3%
5	104	< 0.1%

Value	Count	Frequency (%)
40	23	< 0.1%
38	277	< 0.1%
35	3879	< 0.1%
32	47713	0.1%
31	3533	< 0.1%

slam
Real number (ℝ_≥0)

MISSING

Distinct	2643
Distinct (%)	< 0.1%
Missing	1749906
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.041374913 × 10²¹⁰

Minimum	8019.906666
Maximum	6.309747529 × 10²¹⁷
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	8019.906666
5-th percentile	42617.53154
Q1	60923.66399
median	79291.24024
Q3	102382.5696
95-th percentile	147825.1295
Maximum	6.309747529 × 10²¹⁷
Range	6.309747529 × 10²¹⁷
Interquartile range (IQR)	41458.90559

Descriptive statistics

Standard deviation	inf
Coefficient of variation (CV)	inf
Kurtosis	nan
Mean	4.041374913 × 10²¹⁰
Median Absolute Deviation (MAD)	19589.73288
Skewness	nan
Sum	1.261949506 × 10²¹⁸
Variance	inf
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68561.17912	2020470	6.1%
59701.50736	1824383	5.5%
87397.1015	1669003	5.1%
102382.5696	1443854	4.4%
112010.6117	1262827	3.8%
74152.14101	1213592	3.7%
53339.92832	913861	2.8%
99935.9844	894490	2.7%
48209.2775	880797	2.7%
42617.53154	752329	2.3%
Other values (2633)	18350141	55.6%
(Missing)	1749906	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8019.906666	29	< 0.1%
12991.45812	185	< 0.1%
16084.24182	82	< 0.1%
17341.90435	30	< 0.1%
18477.52128	76	< 0.1%

Value	Count	Frequency (%)
6.309747529 × 10²¹⁷	2	< 0.1%
7.193088507 × 10¹⁸⁴	7	< 0.1%
1.272157282 × 10¹⁵⁵	21	< 0.1%
1.824740991 × 10¹⁴³	7	< 0.1%
7.031357868 × 10¹³²	3	< 0.1%

gender_code
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	421667
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.448406103

Minimum	0
Maximum	1
Zeros	17956580
Zeros (%)	54.5%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.4973309536
Coefficient of variation (CV)	1.109108351
Kurtosis	-1.956950856
Mean	0.448406103
Median Absolute Deviation (MAD)	0
Skewness	0.207483165
Sum	14597406
Variance	0.2473380774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	17956580	54.5%
1	14597406	44.3%
(Missing)	421667	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17956580	54.5%
1	14597406	44.3%

Value	Count	Frequency (%)
1	14597406	44.3%
0	17956580	54.5%

age
Real number (ℝ_≥0)

MISSING

Distinct	9
Distinct (%)	< 0.1%
Missing	421667
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	3.654726552

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	4
95-th percentile	6
Maximum	9
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.165450005
Coefficient of variation (CV)	0.318888428
Kurtosis	-0.2022944225
Mean	3.654726552
Median Absolute Deviation (MAD)	1
Skewness	0.4640496826
Sum	118975917
Variance	1.358273714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
3	10896685	33.0%
4	9049127	27.4%
5	5172253	15.7%
2	5077139	15.4%
6	1938735	5.9%
7	307063	0.9%
1	87528	0.3%
8	24672	0.1%
9	784	< 0.1%
(Missing)	421667	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	87528	0.3%
2	5077139	15.4%
3	10896685	33.0%
4	9049127	27.4%
5	5172253	15.7%

Value	Count	Frequency (%)
9	784	< 0.1%
8	24672	0.1%
7	307063	0.9%
6	1938735	5.9%
5	5172253	15.7%

primary_card
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9163112555

Minimum	0
Maximum	1
Zeros	2759691
Zeros (%)	8.4%
Negative	0
Negative (%)	0.0%
Memory size	251.6 MiB

Quantile statistics

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

Descriptive statistics

Standard deviation	0.2769204595
Coefficient of variation (CV)	0.3022122209
Kurtosis	7.040371608
Mean	0.9163112555
Median Absolute Deviation (MAD)	0
Skewness	-3.006721002
Sum	30215962
Variance	0.0766849409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	30215962	91.6%
0	2759691	8.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2759691	8.4%
1	30215962	91.6%

Value	Count	Frequency (%)
1	30215962	91.6%
0	2759691	8.4%

Overview

Variables

Common Values