gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	52.4 KiB
Average record size in memory	107.3 B

Variable types

Numeric	11
Text	1

Dataset

Description	샘플 데이터
Author	신한은행
URL	https://bigdata.seoul.go.kr/data/selectSampleData.do?sample_data_seq=320

Alerts

`총수신평잔_총액(DEP_TOT_AVJN_TOT)` has unique values	Unique
`유동성급여_가맹점매출_유동성연금_입금_건수(I_TOT_AMT_N)` has 175 (35.0%) zeros	Zeros
`유동성급여_가맹점매출_유동성연금_입금총액(I_TOT_AMT_TOT)` has 185 (37.0%) zeros	Zeros
`유동성급여_유동성연금_입금_건수(I_PAY_PENS_AMT_N)` has 177 (35.4%) zeros	Zeros
`유동성급여_유동성연금_입금_총액(I_PAY_PENS_AMT_TOT)` has 162 (32.4%) zeros	Zeros
`신용카드_체크카드_현금소비_현금인출_건수(C_TOT_AMT_N)` has 47 (9.4%) zeros	Zeros
`신용카드_체크카드_현금소비_현금인출_총액(C_TOT_AMT_TOT)` has 42 (8.4%) zeros	Zeros
`신용카드_체크카드_건수(C_CARDSUM_AMT_N)` has 45 (9.0%) zeros	Zeros
`신용카드_체크카드_총액(C_CARDSUM_AMT_TOT)` has 60 (12.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 14:57:03.766287
Analysis finished	2023-12-10 14:57:26.734124
Duration	22.97 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년월(BASE_YYMM)
Real number (ℝ)

Distinct	12
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201906.88

Minimum	201901
Maximum	201912
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	201901
5-th percentile	201901
Q1	201904
median	201907
Q3	201910
95-th percentile	201912
Maximum	201912
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5820752
Coefficient of variation (CV)	1.7741224 × 10^-5
Kurtosis	-1.284381
Mean	201906.88
Median Absolute Deviation (MAD)	3
Skewness	-0.1118095
Sum	1.0095344 × 10⁸
Variance	12.831263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
201912	58	11.6%
201911	56	11.2%
201908	46	9.2%
201906	41	8.2%
201903	40	8.0%
201909	39	7.8%
201901	39	7.8%
201902	38	7.6%
201905	38	7.6%
201910	38	7.6%
Other values (2)	67	13.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
201901	39	7.8%
201902	38	7.6%
201903	40	8.0%
201904	37	7.4%
201905	38	7.6%
201906	41	8.2%
201907	30	6.0%
201908	46	9.2%
201909	39	7.8%
201910	38	7.6%

Value	Count	Frequency (%)
201912	58	11.6%
201911	56	11.2%
201910	38	7.6%
201909	39	7.8%
201908	46	9.2%
201907	30	6.0%
201906	41	8.2%
201905	38	7.6%
201904	37	7.4%
201903	40	8.0%

그리드코드(GRID50_ID)
Text

Distinct	220
Distinct (%)	44.0%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

Length

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

Characters and Unicode

Total characters	5000
Distinct characters	12
Distinct categories	3 ?
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	74 ?
Unique (%)	14.8%

Sample

1st row	G0265*
2nd row	G0211*
3rd row	G0001*
4th row	G0278*
5th row	G0164*

Value	Count	Frequency (%)
g0079	7	1.4%
g0064	6	1.2%
g0076	6	1.2%
g0182	6	1.2%
g0160	6	1.2%
g0062	6	1.2%
g0052	5	1.0%
g0127	5	1.0%
g0195	5	1.0%
g0163	5	1.0%
Other values (210)	443	88.6%

Most occurring characters

Value	Count	Frequency (%)
*	2500	50.0%
0	811	16.2%
G	500	10.0%
1	327	6.5%
2	167	3.3%
7	114	2.3%
6	113	2.3%
3	99	2.0%
4	98	2.0%
9	94	1.9%
Other values (2)	177	3.5%

Most occurring categories

Value	Count	Frequency (%)
Other Punctuation	2500	50.0%
Decimal Number	2000	40.0%
Uppercase Letter	500	10.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	811	40.6%
1	327	16.4%
2	167	8.3%
7	114	5.7%
6	113	5.7%
3	99	5.0%
4	98	4.9%
9	94	4.7%
8	90	4.5%
5	87	4.3%

Other Punctuation

Value	Count	Frequency (%)
*	2500	100.0%

Uppercase Letter

Value	Count	Frequency (%)
G	500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4500	90.0%
Latin	500	10.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
*	2500	55.6%
0	811	18.0%
1	327	7.3%
2	167	3.7%
7	114	2.5%
6	113	2.5%
3	99	2.2%
4	98	2.2%
9	94	2.1%
8	90	2.0%

Latin

Value	Count	Frequency (%)
G	500	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
*	2500	50.0%
0	811	16.2%
G	500	10.0%
1	327	6.5%
2	167	3.3%
7	114	2.3%
6	113	2.3%
3	99	2.0%
4	98	2.0%
9	94	1.9%
Other values (2)	177	3.5%

총수신평잔_건수(DEP_TOT_AVJN_N)
Real number (ℝ)

Distinct	169
Distinct (%)	33.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.524

Minimum	8
Maximum	507
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	8
5-th percentile	12
Q1	31
median	57
Q3	90
95-th percentile	185.05
Maximum	507
Range	499
Interquartile range (IQR)	59

Descriptive statistics

Standard deviation	65.39151
Coefficient of variation (CV)	0.88938999
Kurtosis	10.911595
Mean	73.524
Median Absolute Deviation (MAD)	28
Skewness	2.7390326
Sum	36762
Variance	4276.0495
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	12	2.4%
11	11	2.2%
12	10	2.0%
69	9	1.8%
50	8	1.6%
13	8	1.6%
54	7	1.4%
71	7	1.4%
14	7	1.4%
20	7	1.4%
Other values (159)	414	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	0.2%
9	2	0.4%
10	4	0.8%
11	11	2.2%
12	10	2.0%
13	8	1.6%
14	7	1.4%
15	5	1.0%
16	5	1.0%
17	4	0.8%

Value	Count	Frequency (%)
507	1	0.2%
461	1	0.2%
446	1	0.2%
371	1	0.2%
352	1	0.2%
341	1	0.2%
336	1	0.2%
333	1	0.2%
314	1	0.2%
296	1	0.2%

총수신평잔_총액(DEP_TOT_AVJN_TOT)
Real number (ℝ)

UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3512371 × 10⁸

Minimum	423491.87
Maximum	3.21753 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	423491.87
5-th percentile	15562443
Q1	98661033
median	2.0461594 × 10⁸
Q3	3.9724026 × 10⁸
95-th percentile	1.1125473 × 10⁹
Maximum	3.21753 × 10⁹
Range	3.2171065 × 10⁹
Interquartile range (IQR)	2.9857923 × 10⁸

Descriptive statistics

Standard deviation	4.2910024 × 10⁸
Coefficient of variation (CV)	1.2804234
Kurtosis	13.208623
Mean	3.3512371 × 10⁸
Median Absolute Deviation (MAD)	1.3262942 × 10⁸
Skewness	3.2535744
Sum	1.6756186 × 10¹¹
Variance	1.8412702 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12134284.8696	1	0.2%
390965620.059	1	0.2%
85825970.058	1	0.2%
166344077.606	1	0.2%
344012081.902	1	0.2%
46352582.72	1	0.2%
162095412.04	1	0.2%
2406586901.158	1	0.2%
522425357.859	1	0.2%
573425848.944	1	0.2%
Other values (490)	490	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
423491.86998	1	0.2%
3283774.11	1	0.2%
3312003.3008	1	0.2%
3366440.07	1	0.2%
3990675.2295	1	0.2%
4367695.4805	1	0.2%
4420352.0598	1	0.2%
4551278.7008	1	0.2%
4599366.0603	1	0.2%
6496487.79	1	0.2%

Value	Count	Frequency (%)
3217529972.25	1	0.2%
2823043370.789	1	0.2%
2764818451.008	1	0.2%
2536002562.64	1	0.2%
2406586901.158	1	0.2%
2346889157.97	1	0.2%
2167476846.0	1	0.2%
2106131939.58	1	0.2%
2052703818.111	1	0.2%
2042367658.972	1	0.2%

유동성급여_가맹점매출_유동성연금_입금_건수(I_TOT_AMT_N)
Real number (ℝ)

ZEROS

Distinct	43
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.678

Minimum	0
Maximum	67
Zeros	175
Zeros (%)	35.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	15
95-th percentile	34
Maximum	67
Range	67
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.912772
Coefficient of variation (CV)	1.115637
Kurtosis	3.5780515
Mean	10.678
Median Absolute Deviation (MAD)	8
Skewness	1.6377449
Sum	5339
Variance	141.91414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	175	35.0%
6	31	6.2%
7	30	6.0%
8	25	5.0%
12	21	4.2%
14	19	3.8%
10	19	3.8%
11	19	3.8%
13	17	3.4%
17	11	2.2%
Other values (33)	133	26.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	175	35.0%
6	31	6.2%
7	30	6.0%
8	25	5.0%
9	11	2.2%
10	19	3.8%
11	19	3.8%
12	21	4.2%
13	17	3.4%
14	19	3.8%

Value	Count	Frequency (%)
67	2	0.4%
61	1	0.2%
58	1	0.2%
57	1	0.2%
56	1	0.2%
54	1	0.2%
52	2	0.4%
41	2	0.4%
40	3	0.6%
39	1	0.2%

유동성급여_가맹점매출_유동성연금_입금총액(I_TOT_AMT_TOT)
Real number (ℝ)

ZEROS

Distinct	316
Distinct (%)	63.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31851641

Minimum	0
Maximum	5.52026 × 10⁸
Zeros	185
Zeros (%)	37.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17849788
Q3	36659000
95-th percentile	1.3490302 × 10⁸
Maximum	5.52026 × 10⁸
Range	5.52026 × 10⁸
Interquartile range (IQR)	36659000

Descriptive statistics

Standard deviation	53820430
Coefficient of variation (CV)	1.6897224
Kurtosis	32.553918
Mean	31851641
Median Absolute Deviation (MAD)	17849788
Skewness	4.5702094
Sum	1.592582 × 10¹⁰
Variance	2.8966387 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	185	37.0%
183953644.98	1	0.2%
148175089.002	1	0.2%
18616558.0	1	0.2%
31459353.996	1	0.2%
32426542.995	1	0.2%
68689631.003	1	0.2%
23793729.0	1	0.2%
29152089.996	1	0.2%
88909692.994	1	0.2%
Other values (306)	306	61.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	185	37.0%
4378386.0	1	0.2%
6382377.0	1	0.2%
6632930.9997	1	0.2%
7820643.0	1	0.2%
8170111.0	1	0.2%
9047865.0	1	0.2%
9079009.998	1	0.2%
9238800.0	1	0.2%
9450897.0	1	0.2%

Value	Count	Frequency (%)
552026000.008	1	0.2%
518589555.0	1	0.2%
282491955.97	1	0.2%
240772891.008	1	0.2%
235399396.024	1	0.2%
221791750.005	1	0.2%
216286039.008	1	0.2%
203237314.014	1	0.2%
198288803.0	1	0.2%
190289312.012	1	0.2%

유동성급여_유동성연금_입금_건수(I_PAY_PENS_AMT_N)
Real number (ℝ)

ZEROS

Distinct	45
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.102

Minimum	0
Maximum	103
Zeros	177
Zeros (%)	35.4%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	14
95-th percentile	32.05
Maximum	103
Range	103
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	11.888746
Coefficient of variation (CV)	1.1768705
Kurtosis	9.3807449
Mean	10.102
Median Absolute Deviation (MAD)	8
Skewness	2.2729796
Sum	5051
Variance	141.34228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	177	35.4%
8	36	7.2%
6	30	6.0%
7	27	5.4%
10	27	5.4%
9	22	4.4%
12	19	3.8%
11	15	3.0%
13	14	2.8%
14	12	2.4%
Other values (35)	121	24.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	177	35.4%
6	30	6.0%
7	27	5.4%
8	36	7.2%
9	22	4.4%
10	27	5.4%
11	15	3.0%
12	19	3.8%
13	14	2.8%
14	12	2.4%

Value	Count	Frequency (%)
103	1	0.2%
62	1	0.2%
61	1	0.2%
54	1	0.2%
52	1	0.2%
50	1	0.2%
49	1	0.2%
48	2	0.4%
46	1	0.2%
44	1	0.2%

유동성급여_유동성연금_입금_총액(I_PAY_PENS_AMT_TOT)
Real number (ℝ)

ZEROS

Distinct	339
Distinct (%)	67.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27335191

Minimum	0
Maximum	5.1337571 × 10⁸
Zeros	162
Zeros (%)	32.4%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17971898
Q3	33877459
95-th percentile	93613342
Maximum	5.1337571 × 10⁸
Range	5.1337571 × 10⁸
Interquartile range (IQR)	33877459

Descriptive statistics

Standard deviation	41440931
Coefficient of variation (CV)	1.5160286
Kurtosis	45.615612
Mean	27335191
Median Absolute Deviation (MAD)	17971898
Skewness	5.1546405
Sum	1.3667595 × 10¹⁰
Variance	1.7173508 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	162	32.4%
136698313.0	1	0.2%
37408948.995	1	0.2%
9580096.998	1	0.2%
14891734.998	1	0.2%
15430057.998	1	0.2%
15420158.999	1	0.2%
40508563.004	1	0.2%
12166980.0	1	0.2%
13794453.0	1	0.2%
Other values (329)	329	65.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	162	32.4%
4998040.0002	1	0.2%
6722686.998	1	0.2%
7169460.998	1	0.2%
7323547.002	1	0.2%
7454851.998	1	0.2%
7773262.0	1	0.2%
7906699.998	1	0.2%
7976175.998	1	0.2%
7993937.0	1	0.2%

Value	Count	Frequency (%)
513375711.0	1	0.2%
337161916.014	1	0.2%
216570287.029	1	0.2%
214608507.02	1	0.2%
204556672.008	1	0.2%
164288455.018	1	0.2%
142238619.009	1	0.2%
141882918.012	1	0.2%
136698313.0	1	0.2%
136293114.986	1	0.2%

신용카드_체크카드_현금소비_현금인출_건수(C_TOT_AMT_N)
Real number (ℝ)

ZEROS

Distinct	88
Distinct (%)	17.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.466

Minimum	0
Maximum	236
Zeros	47
Zeros (%)	9.4%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12
median	24
Q3	41
95-th percentile	82.05
Maximum	236
Range	236
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	29.916263
Coefficient of variation (CV)	0.95074885
Kurtosis	9.8789214
Mean	31.466
Median Absolute Deviation (MAD)	14
Skewness	2.5119713
Sum	15733
Variance	894.98281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47	9.4%
10	17	3.4%
11	15	3.0%
12	15	3.0%
16	13	2.6%
18	13	2.6%
24	12	2.4%
27	12	2.4%
7	12	2.4%
15	11	2.2%
Other values (78)	333	66.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	9.4%
6	10	2.0%
7	12	2.4%
8	9	1.8%
9	11	2.2%
10	17	3.4%
11	15	3.0%
12	15	3.0%
13	6	1.2%
14	7	1.4%

Value	Count	Frequency (%)
236	1	0.2%
203	1	0.2%
188	1	0.2%
178	1	0.2%
151	2	0.4%
136	1	0.2%
135	1	0.2%
131	1	0.2%
125	1	0.2%
123	1	0.2%

신용카드_체크카드_현금소비_현금인출_총액(C_TOT_AMT_TOT)
Real number (ℝ)

ZEROS

Distinct	459
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57201017

Minimum	0
Maximum	4.5228078 × 10⁸
Zeros	42
Zeros (%)	8.4%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17968328
median	39187857
Q3	78244113
95-th percentile	1.7202179 × 10⁸
Maximum	4.5228078 × 10⁸
Range	4.5228078 × 10⁸
Interquartile range (IQR)	60275785

Descriptive statistics

Standard deviation	59277513
Coefficient of variation (CV)	1.0363017
Kurtosis	7.2805513
Mean	57201017
Median Absolute Deviation (MAD)	25007034
Skewness	2.247139
Sum	2.8600509 × 10¹⁰
Variance	3.5138235 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	42	8.4%
18702470.996	1	0.2%
37722722.0	1	0.2%
50808736.008	1	0.2%
137862588.994	1	0.2%
90453186.0	1	0.2%
40984283.987	1	0.2%
71207166.008	1	0.2%
27491994.0	1	0.2%
39431013.993	1	0.2%
Other values (449)	449	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	42	8.4%
1960124.0001	1	0.2%
3293367.0	1	0.2%
3546241.0	1	0.2%
4053311.0001	1	0.2%
4129858.0001	1	0.2%
5175422.0001	1	0.2%
5744548.9997	1	0.2%
6311196.0002	1	0.2%
6502465.002	1	0.2%

Value	Count	Frequency (%)
452280779.92	1	0.2%
338261239.89	1	0.2%
315689127.966	1	0.2%
303637219.971	1	0.2%
303401682.983	1	0.2%
298857741.0	1	0.2%
286911337.986	1	0.2%
256866493.968	1	0.2%
242722971.051	1	0.2%
241443743.002	1	0.2%

신용카드_체크카드_건수(C_CARDSUM_AMT_N)
Real number (ℝ)

ZEROS

Distinct	86
Distinct (%)	17.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.428

Minimum	0
Maximum	229
Zeros	45
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	23
Q3	40.25
95-th percentile	79.1
Maximum	229
Range	229
Interquartile range (IQR)	29.25

Descriptive statistics

Standard deviation	30.839113
Coefficient of variation (CV)	1.013511
Kurtosis	12.058056
Mean	30.428
Median Absolute Deviation (MAD)	14
Skewness	2.8967411
Sum	15214
Variance	951.05092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45	9.0%
8	20	4.0%
6	16	3.2%
19	15	3.0%
7	15	3.0%
17	14	2.8%
31	14	2.8%
22	13	2.6%
20	13	2.6%
9	13	2.6%
Other values (76)	322	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45	9.0%
6	16	3.2%
7	15	3.0%
8	20	4.0%
9	13	2.6%
10	7	1.4%
11	12	2.4%
12	13	2.6%
13	12	2.4%
14	6	1.2%

Value	Count	Frequency (%)
229	1	0.2%
225	1	0.2%
190	1	0.2%
189	1	0.2%
177	1	0.2%
176	1	0.2%
156	2	0.4%
155	1	0.2%
152	1	0.2%
129	1	0.2%

신용카드_체크카드_총액(C_CARDSUM_AMT_TOT)
Real number (ℝ)

ZEROS

Distinct	441
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34058121

Minimum	0
Maximum	4.5390562 × 10⁸
Zeros	60
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11730737
median	23650820
Q3	42630071
95-th percentile	1.056337 × 10⁸
Maximum	4.5390562 × 10⁸
Range	4.5390562 × 10⁸
Interquartile range (IQR)	30899334

Descriptive statistics

Standard deviation	39853408
Coefficient of variation (CV)	1.1701587
Kurtosis	29.510449
Mean	34058121
Median Absolute Deviation (MAD)	14105843
Skewness	4.0609652
Sum	1.7029061 × 10¹⁰
Variance	1.5882941 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	60	12.0%
69600365.002	1	0.2%
6884942.0002	1	0.2%
15175012.0	1	0.2%
35291093.994	1	0.2%
8061405.0003	1	0.2%
107276735.985	1	0.2%
28036074.0	1	0.2%
62174578.0	1	0.2%
38942368.0	1	0.2%
Other values (431)	431	86.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	60	12.0%
1977658.0002	1	0.2%
3128488.0002	1	0.2%
3550455.0004	1	0.2%
3874958.9998	1	0.2%
3991284.0	1	0.2%
4212876.9998	1	0.2%
4356534.0	1	0.2%
4612205.0002	1	0.2%
4659126.0001	1	0.2%

Value	Count	Frequency (%)
453905623.008	1	0.2%
282849738.054	1	0.2%
216440062.02	1	0.2%
207520278.0	1	0.2%
188077067.01	1	0.2%
181769388.012	1	0.2%
180526375.04	1	0.2%
149728230.97	1	0.2%
146090295.948	1	0.2%
144213412.042	1	0.2%

Phik (φk)
Auto

Heatmap
Table

	기준년월(BASE_YYMM)	총수신평잔_건수(DEP_TOT_AVJN_N)	총수신평잔_총액(DEP_TOT_AVJN_TOT)	유동성급여_가맹점매출_유동성연금_입금_건수(I_TOT_AMT_N)	유동성급여_가맹점매출_유동성연금_입금총액(I_TOT_AMT_TOT)	유동성급여_유동성연금_입금_건수(I_PAY_PENS_AMT_N)	유동성급여_유동성연금_입금_총액(I_PAY_PENS_AMT_TOT)	신용카드_체크카드_현금소비_현금인출_건수(C_TOT_AMT_N)	신용카드_체크카드_현금소비_현금인출_총액(C_TOT_AMT_TOT)	신용카드_체크카드_건수(C_CARDSUM_AMT_N)	신용카드_체크카드_총액(C_CARDSUM_AMT_TOT)
기준년월(BASE_YYMM)	1.000	0.126	0.100	0.000	0.000	0.134	0.000	0.000	0.087	0.241	0.094
총수신평잔_건수(DEP_TOT_AVJN_N)	0.126	1.000	0.277	0.000	0.000	0.000	0.000	0.403	0.000	0.499	0.066
총수신평잔_총액(DEP_TOT_AVJN_TOT)	0.100	0.277	1.000	0.000	0.106	0.000	0.000	0.451	0.252	0.000	0.000
유동성급여_가맹점매출_유동성연금_입금_건수(I_TOT_AMT_N)	0.000	0.000	0.000	1.000	0.066	0.000	0.000	0.000	0.000	0.000	0.000
유동성급여_가맹점매출_유동성연금_입금총액(I_TOT_AMT_TOT)	0.000	0.000	0.106	0.066	1.000	0.000	0.000	0.000	0.084	0.000	0.000
유동성급여_유동성연금_입금_건수(I_PAY_PENS_AMT_N)	0.134	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000
유동성급여_유동성연금_입금_총액(I_PAY_PENS_AMT_TOT)	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000
신용카드_체크카드_현금소비_현금인출_건수(C_TOT_AMT_N)	0.000	0.403	0.451	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.076
신용카드_체크카드_현금소비_현금인출_총액(C_TOT_AMT_TOT)	0.087	0.000	0.252	0.000	0.084	0.000	0.000	0.000	1.000	0.000	0.634
신용카드_체크카드_건수(C_CARDSUM_AMT_N)	0.241	0.499	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
신용카드_체크카드_총액(C_CARDSUM_AMT_TOT)	0.094	0.066	0.000	0.000	0.000	0.000	0.000	0.076	0.634	0.000	1.000

Heatmap
Table

	기준년월(BASE_YYMM)	총수신평잔_건수(DEP_TOT_AVJN_N)	총수신평잔_총액(DEP_TOT_AVJN_TOT)	유동성급여_가맹점매출_유동성연금_입금_건수(I_TOT_AMT_N)	유동성급여_가맹점매출_유동성연금_입금총액(I_TOT_AMT_TOT)	유동성급여_유동성연금_입금_건수(I_PAY_PENS_AMT_N)	유동성급여_유동성연금_입금_총액(I_PAY_PENS_AMT_TOT)	신용카드_체크카드_현금소비_현금인출_건수(C_TOT_AMT_N)	신용카드_체크카드_현금소비_현금인출_총액(C_TOT_AMT_TOT)	신용카드_체크카드_건수(C_CARDSUM_AMT_N)	신용카드_체크카드_총액(C_CARDSUM_AMT_TOT)
기준년월(BASE_YYMM)	1.000	-0.014	-0.062	-0.070	-0.046	-0.035	-0.043	0.025	0.047	-0.036	-0.017
총수신평잔_건수(DEP_TOT_AVJN_N)	-0.014	1.000	0.055	-0.071	0.003	-0.009	0.012	0.040	-0.049	-0.047	0.070
총수신평잔_총액(DEP_TOT_AVJN_TOT)	-0.062	0.055	1.000	0.003	-0.031	-0.013	-0.032	0.037	-0.053	-0.067	0.032
유동성급여_가맹점매출_유동성연금_입금_건수(I_TOT_AMT_N)	-0.070	-0.071	0.003	1.000	0.025	-0.007	-0.057	-0.075	-0.009	0.022	0.081
유동성급여_가맹점매출_유동성연금_입금총액(I_TOT_AMT_TOT)	-0.046	0.003	-0.031	0.025	1.000	-0.038	0.080	0.019	-0.043	-0.023	0.033
유동성급여_유동성연금_입금_건수(I_PAY_PENS_AMT_N)	-0.035	-0.009	-0.013	-0.007	-0.038	1.000	-0.033	0.068	-0.030	0.022	-0.005
유동성급여_유동성연금_입금_총액(I_PAY_PENS_AMT_TOT)	-0.043	0.012	-0.032	-0.057	0.080	-0.033	1.000	0.020	0.040	0.027	-0.077
신용카드_체크카드_현금소비_현금인출_건수(C_TOT_AMT_N)	0.025	0.040	0.037	-0.075	0.019	0.068	0.020	1.000	0.043	-0.104	0.052
신용카드_체크카드_현금소비_현금인출_총액(C_TOT_AMT_TOT)	0.047	-0.049	-0.053	-0.009	-0.043	-0.030	0.040	0.043	1.000	-0.012	0.076
신용카드_체크카드_건수(C_CARDSUM_AMT_N)	-0.036	-0.047	-0.067	0.022	-0.023	0.022	0.027	-0.104	-0.012	1.000	-0.050
신용카드_체크카드_총액(C_CARDSUM_AMT_TOT)	-0.017	0.070	0.032	0.081	0.033	-0.005	-0.077	0.052	0.076	-0.050	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	기준년월(BASE_YYMM)	그리드코드(GRID50_ID)	총수신평잔_건수(DEP_TOT_AVJN_N)	총수신평잔_총액(DEP_TOT_AVJN_TOT)	유동성급여_가맹점매출_유동성연금_입금_건수(I_TOT_AMT_N)	유동성급여_가맹점매출_유동성연금_입금총액(I_TOT_AMT_TOT)	유동성급여_유동성연금_입금_건수(I_PAY_PENS_AMT_N)	유동성급여_유동성연금_입금_총액(I_PAY_PENS_AMT_TOT)	신용카드_체크카드_현금소비_현금인출_건수(C_TOT_AMT_N)	신용카드_체크카드_현금소비_현금인출_총액(C_TOT_AMT_TOT)	신용카드_체크카드_건수(C_CARDSUM_AMT_N)	신용카드_체크카드_총액(C_CARDSUM_AMT_TOT)
0	201912	G0265*	21	12134284.8696	67	0.0	0	0.0	27	18702470.996	16	0.0
1	201911	G0211*	74	56576140.785	27	30014217.0	10	0.0	11	104010044.005	39	11202268.0
2	201902	G0001*	127	162865897.272	0	0.0	0	7169460.998	45	36962357.994	21	30883126.008
3	201905	G0278*	69	66161529.72	14	23512008.0	43	0.0	109	0.0	50	9449970.003
4	201910	G0164*	50	17234988.848	14	17449146.0	14	0.0	7	0.0	39	11994716.998
5	201912	G0191*	77	99664792.258	0	20306823.999	7	70243996.992	18	101601092.01	9	0.0
6	201906	G0076*	183	17843241.5706	0	25857288.0	0	21056502.0	15	50324674.0	33	49383420.004
7	201910	G0013*	87	127917755.863	0	27872352.998	11	0.0	44	10319349.996	53	0.0
8	201911	G0054*	20	286413760.268	10	0.0	0	15555337.0	15	124730728.992	43	18723873.0
9	201908	G0093*	111	45818083.058	19	0.0	16	0.0	56	315689127.966	28	99174938.99

	기준년월(BASE_YYMM)	그리드코드(GRID50_ID)	총수신평잔_건수(DEP_TOT_AVJN_N)	총수신평잔_총액(DEP_TOT_AVJN_TOT)	유동성급여_가맹점매출_유동성연금_입금_건수(I_TOT_AMT_N)	유동성급여_가맹점매출_유동성연금_입금총액(I_TOT_AMT_TOT)	유동성급여_유동성연금_입금_건수(I_PAY_PENS_AMT_N)	유동성급여_유동성연금_입금_총액(I_PAY_PENS_AMT_TOT)	신용카드_체크카드_현금소비_현금인출_건수(C_TOT_AMT_N)	신용카드_체크카드_현금소비_현금인출_총액(C_TOT_AMT_TOT)	신용카드_체크카드_건수(C_CARDSUM_AMT_N)	신용카드_체크카드_총액(C_CARDSUM_AMT_TOT)
490	201909	G0171*	51	181532185.835	26	0.0	10	0.0	30	21959804.995	70	12755376.0
491	201901	G0047*	53	441076196.85	17	11612683.002	11	104581523.992	0	12213401.0	15	36150752.007
492	201906	G0174*	51	306958690.026	7	0.0	0	25542722.997	34	89781529.986	40	21843568.0008
493	201905	G0090*	11	101033027.244	6	44754277.008	0	0.0	64	12669138.9994	15	22705775.9999
494	201903	G0016*	333	522622192.092	14	34741039.995	0	28298077.998	24	51485850.0	46	11418387.003
495	201907	G0201*	27	682779737.464	18	0.0	10	0.0	0	19075797.0009	22	23548914.999
496	201906	G0138*	28	7250347.87	13	17052460.0	0	61855956.008	0	8223622.002	24	21474973.0008
497	201912	G0287*	115	145867075.51	6	0.0	20	0.0	12	34521011.0	33	68655920.025
498	201905	G0019*	192	296210280.384	0	17221505.0	0	10624500.0	24	82753263.99	26	144213412.042
499	201909	G0054*	79	157287958.242	7	40889384.992	25	14422951.002	27	33817377.99	35	37287249.9998

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample