gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	72
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.2 KiB
Average record size in memory	144.8 B

Variable types

DateTime	1
Numeric	15

Dataset

Description	공간이 보유한 웹EDI 적용사업장 현황 목록 : 사업장 내역변경신고, 사업장 탈퇴신고, 사업장가입자 명부발급, 사업장가입자 등등
URL	https://www.data.go.kr/data/3049052/fileData.do

Alerts

`계` is highly overall correlated with `사업장 내역변경신고` and 11 other fields	High correlation
`사업장 내역변경신고` is highly overall correlated with `계` and 10 other fields	High correlation
`사업장 탈퇴신고` is highly overall correlated with `계` and 11 other fields	High correlation
`사업장가입자 명부발급` is highly overall correlated with `계` and 10 other fields	High correlation
`사업장가입자 자격취득신고` is highly overall correlated with `계` and 10 other fields	High correlation
`사업장가입자 상실신고` is highly overall correlated with `계` and 10 other fields	High correlation
`사업장가입자 내역변경` is highly overall correlated with `계` and 11 other fields	High correlation
`건강보험증신고서` is highly overall correlated with `사업장 탈퇴신고` and 2 other fields	High correlation
`피부양자 자격취득신고` is highly overall correlated with `계` and 10 other fields	High correlation
`피부양자 자격상실신고` is highly overall correlated with `계` and 10 other fields	High correlation
`휴직자 납부유예 신청서` is highly overall correlated with `계` and 9 other fields	High correlation
`보수월액 변경신청서` is highly overall correlated with `계` and 11 other fields	High correlation
`보수총액 통보서` is highly overall correlated with `계` and 1 other fields	High correlation
`보험료 납부확인서 발급` is highly overall correlated with `계` and 10 other fields	High correlation
`연월` has unique values	Unique
`계` has unique values	Unique
`사업장 내역변경신고` has unique values	Unique
`사업장가입자 명부발급` has unique values	Unique
`사업장가입자 자격취득신고` has unique values	Unique
`사업장가입자 상실신고` has unique values	Unique
`피부양자 자격취득신고` has unique values	Unique
`휴직자 납부유예 신청서` has unique values	Unique
`보수월액 변경신청서` has unique values	Unique
`보험료 납부확인서 발급` has unique values	Unique
`보수총액 통보서` has 1 (1.4%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 21:09:05.809580
Analysis finished	2023-12-12 21:09:29.949667
Duration	24.14 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연월
Date

UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	708.0 B

Minimum	2017-01-01 00:00:00
Maximum	2022-12-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	479030.28

Minimum	222286
Maximum	1215767
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	222286
5-th percentile	286885.8
Q1	348172.5
median	431708.5
Q3	527212.75
95-th percentile	859810.25
Maximum	1215767
Range	993481
Interquartile range (IQR)	179040.25

Descriptive statistics

Standard deviation	200765.93
Coefficient of variation (CV)	0.41910907
Kurtosis	4.4295424
Mean	479030.28
Median Absolute Deviation (MAD)	89340
Skewness	1.9560965
Sum	34490180
Variance	4.0306961 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
321284	1	1.4%
685320	1	1.4%
702801	1	1.4%
636540	1	1.4%
520911	1	1.4%
1150016	1	1.4%
971738	1	1.4%
572044	1	1.4%
434390	1	1.4%
395388	1	1.4%
Other values (62)	62	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
222286	1	1.4%
275368	1	1.4%
279423	1	1.4%
281762	1	1.4%
291078	1	1.4%
297223	1	1.4%
299230	1	1.4%
300873	1	1.4%
301958	1	1.4%
304341	1	1.4%

Value	Count	Frequency (%)
1215767	1	1.4%
1150016	1	1.4%
1148240	1	1.4%
971738	1	1.4%
768233	1	1.4%
741170	1	1.4%
734763	1	1.4%
702801	1	1.4%
685320	1	1.4%
644345	1	1.4%

사업장 내역변경신고
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5430.1806

Minimum	2631
Maximum	10054
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	2631
5-th percentile	3169.7
Q1	4087.5
median	5445.5
Q3	6312
95-th percentile	8156.65
Maximum	10054
Range	7423
Interquartile range (IQR)	2224.5

Descriptive statistics

Standard deviation	1621.1824
Coefficient of variation (CV)	0.29855036
Kurtosis	0.15870504
Mean	5430.1806
Median Absolute Deviation (MAD)	1062
Skewness	0.56195273
Sum	390973
Variance	2628232.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3626	1	1.4%
6321	1	1.4%
6340	1	1.4%
5921	1	1.4%
8032	1	1.4%
9717	1	1.4%
6162	1	1.4%
6563	1	1.4%
4837	1	1.4%
4920	1	1.4%
Other values (62)	62	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2631	1	1.4%
3111	1	1.4%
3122	1	1.4%
3162	1	1.4%
3176	1	1.4%
3206	1	1.4%
3356	1	1.4%
3386	1	1.4%
3396	1	1.4%
3612	1	1.4%

Value	Count	Frequency (%)
10054	1	1.4%
9717	1	1.4%
8818	1	1.4%
8276	1	1.4%
8059	1	1.4%
8032	1	1.4%
7372	1	1.4%
7326	1	1.4%
7303	1	1.4%
7188	1	1.4%

사업장 탈퇴신고
Real number (ℝ)

HIGH CORRELATION

Distinct	71
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1828.2778

Minimum	942
Maximum	3859
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	942
5-th percentile	1051
Q1	1258.25
median	1866.5
Q3	2162.75
95-th percentile	2786.95
Maximum	3859
Range	2917
Interquartile range (IQR)	904.5

Descriptive statistics

Standard deviation	619.0144
Coefficient of variation (CV)	0.33857787
Kurtosis	0.95407067
Mean	1828.2778
Median Absolute Deviation (MAD)	413.5
Skewness	0.79667435
Sum	131636
Variance	383178.82
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2208	2	2.8%
1734	1	1.4%
2135	1	1.4%
2137	1	1.4%
1943	1	1.4%
1869	1	1.4%
3610	1	1.4%
2530	1	1.4%
1985	1	1.4%
1927	1	1.4%
Other values (61)	61	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
942	1	1.4%
1020	1	1.4%
1033	1	1.4%
1040	1	1.4%
1060	1	1.4%
1070	1	1.4%
1071	1	1.4%
1075	1	1.4%
1086	1	1.4%
1123	1	1.4%

Value	Count	Frequency (%)
3859	1	1.4%
3610	1	1.4%
3155	1	1.4%
2815	1	1.4%
2764	1	1.4%
2607	1	1.4%
2530	1	1.4%
2525	1	1.4%
2474	1	1.4%
2447	1	1.4%

사업장가입자 명부발급
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46559.667

Minimum	26881
Maximum	66841
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	26881
5-th percentile	33114
Q1	39082.5
median	46227
Q3	53235.25
95-th percentile	61827.5
Maximum	66841
Range	39960
Interquartile range (IQR)	14152.75

Descriptive statistics

Standard deviation	8987.5204
Coefficient of variation (CV)	0.19303232
Kurtosis	-0.62329186
Mean	46559.667
Median Absolute Deviation (MAD)	7063.5
Skewness	0.056513399
Sum	3352296
Variance	80775524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36361	1	1.4%
62647	1	1.4%
54220	1	1.4%
51968	1	1.4%
58228	1	1.4%
62754	1	1.4%
61157	1	1.4%
66841	1	1.4%
52979	1	1.4%
49668	1	1.4%
Other values (62)	62	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26881	1	1.4%
28818	1	1.4%
32179	1	1.4%
32201	1	1.4%
33861	1	1.4%
34476	1	1.4%
34663	1	1.4%
35299	1	1.4%
35709	1	1.4%
35776	1	1.4%

Value	Count	Frequency (%)
66841	1	1.4%
63067	1	1.4%
62754	1	1.4%
62647	1	1.4%
61157	1	1.4%
60163	1	1.4%
59237	1	1.4%
58228	1	1.4%
56683	1	1.4%
56396	1	1.4%

사업장가입자 자격취득신고
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	103925.46

Minimum	60400
Maximum	162218
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	60400
5-th percentile	72749.75
Q1	86474
median	98440.5
Q3	121196.75
95-th percentile	136868.2
Maximum	162218
Range	101818
Interquartile range (IQR)	34722.75

Descriptive statistics

Standard deviation	22302.827
Coefficient of variation (CV)	0.21460408
Kurtosis	-0.63202571
Mean	103925.46
Median Absolute Deviation (MAD)	17787
Skewness	0.31342522
Sum	7482633
Variance	4.974161 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78033	1	1.4%
97958	1	1.4%
123644	1	1.4%
115732	1	1.4%
129372	1	1.4%
149837	1	1.4%
95892	1	1.4%
125519	1	1.4%
108884	1	1.4%
106682	1	1.4%
Other values (62)	62	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
60400	1	1.4%
69364	1	1.4%
72077	1	1.4%
72252	1	1.4%
73157	1	1.4%
75731	1	1.4%
76502	1	1.4%
76730	1	1.4%
77119	1	1.4%
77267	1	1.4%

Value	Count	Frequency (%)
162218	1	1.4%
149837	1	1.4%
143819	1	1.4%
137185	1	1.4%
136609	1	1.4%
135606	1	1.4%
133542	1	1.4%
133279	1	1.4%
131881	1	1.4%
131504	1	1.4%

사업장가입자 상실신고
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	109781.89

Minimum	63113
Maximum	169987
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	63113
5-th percentile	75909.45
Q1	87287.5
median	103364.5
Q3	128331.5
95-th percentile	152358.3
Maximum	169987
Range	106874
Interquartile range (IQR)	41044

Descriptive statistics

Standard deviation	25057.584
Coefficient of variation (CV)	0.2282488
Kurtosis	-0.70025994
Mean	109781.89
Median Absolute Deviation (MAD)	19222
Skewness	0.37214911
Sum	7904296
Variance	6.2788253 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91302	1	1.4%
103438	1	1.4%
128227	1	1.4%
117986	1	1.4%
126980	1	1.4%
153950	1	1.4%
103165	1	1.4%
155332	1	1.4%
118571	1	1.4%
109761	1	1.4%
Other values (62)	62	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
63113	1	1.4%
74962	1	1.4%
75108	1	1.4%
75734	1	1.4%
76053	1	1.4%
78426	1	1.4%
79250	1	1.4%
80110	1	1.4%
80260	1	1.4%
80912	1	1.4%

Value	Count	Frequency (%)
169987	1	1.4%
166682	1	1.4%
155332	1	1.4%
153950	1	1.4%
151056	1	1.4%
144193	1	1.4%
141934	1	1.4%
141482	1	1.4%
141317	1	1.4%
139329	1	1.4%

사업장가입자 내역변경
Real number (ℝ)

HIGH CORRELATION

Distinct	70
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2606.6111

Minimum	681
Maximum	5455
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	681
5-th percentile	938.75
Q1	1207
median	2433
Q3	3853.25
95-th percentile	4784.3
Maximum	5455
Range	4774
Interquartile range (IQR)	2646.25

Descriptive statistics

Standard deviation	1438.5142
Coefficient of variation (CV)	0.55187143
Kurtosis	-1.4165468
Mean	2606.6111
Median Absolute Deviation (MAD)	1308.5
Skewness	0.26657672
Sum	187676
Variance	2069323.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4414	2	2.8%
1109	2	2.8%
992	1	1.4%
3477	1	1.4%
3505	1	1.4%
4031	1	1.4%
4641	1	1.4%
3319	1	1.4%
4219	1	1.4%
3881	1	1.4%
Other values (60)	60	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
681	1	1.4%
770	1	1.4%
826	1	1.4%
925	1	1.4%
950	1	1.4%
958	1	1.4%
970	1	1.4%
971	1	1.4%
981	1	1.4%
992	1	1.4%

Value	Count	Frequency (%)
5455	1	1.4%
5116	1	1.4%
4992	1	1.4%
4825	1	1.4%
4751	1	1.4%
4680	1	1.4%
4641	1	1.4%
4583	1	1.4%
4510	1	1.4%
4454	1	1.4%

건강보험증신고서
Real number (ℝ)

HIGH CORRELATION

Distinct	45
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.736111

Minimum	8
Maximum	373
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	8
5-th percentile	9
Q1	14
median	19.5
Q3	190.25
95-th percentile	287.75
Maximum	373
Range	365
Interquartile range (IQR)	176.25

Descriptive statistics

Standard deviation	108.18841
Coefficient of variation (CV)	1.095733
Kurtosis	-0.79197165
Mean	98.736111
Median Absolute Deviation (MAD)	9.5
Skewness	0.79545196
Sum	7109
Variance	11704.732
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
13	5	6.9%
17	5	6.9%
9	4	5.6%
14	4	5.6%
16	3	4.2%
10	3	4.2%
12	3	4.2%
18	3	4.2%
25	2	2.8%
20	2	2.8%
Other values (35)	38	52.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	1.4%
9	4	5.6%
10	3	4.2%
11	1	1.4%
12	3	4.2%
13	5	6.9%
14	4	5.6%
15	2	2.8%
16	3	4.2%
17	5	6.9%

Value	Count	Frequency (%)
373	1	1.4%
343	1	1.4%
316	1	1.4%
296	1	1.4%
281	1	1.4%
272	1	1.4%
257	1	1.4%
248	1	1.4%
247	1	1.4%
245	1	1.4%

피부양자 자격취득신고
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35921.097

Minimum	19513
Maximum	63035
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	19513
5-th percentile	23250.3
Q1	28150.25
median	36279
Q3	41997
95-th percentile	52699.3
Maximum	63035
Range	43522
Interquartile range (IQR)	13846.75

Descriptive statistics

Standard deviation	9604.8435
Coefficient of variation (CV)	0.26738725
Kurtosis	0.17159531
Mean	35921.097
Median Absolute Deviation (MAD)	7057.5
Skewness	0.64268623
Sum	2586319
Variance	92253019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31085	1	1.4%
42642	1	1.4%
39545	1	1.4%
37280	1	1.4%
43411	1	1.4%
52099	1	1.4%
44223	1	1.4%
63035	1	1.4%
39550	1	1.4%
29933	1	1.4%
Other values (62)	62	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19513	1	1.4%
22336	1	1.4%
23229	1	1.4%
23247	1	1.4%
23253	1	1.4%
23386	1	1.4%
23668	1	1.4%
23794	1	1.4%
24088	1	1.4%
25688	1	1.4%

Value	Count	Frequency (%)
63035	1	1.4%
62134	1	1.4%
55612	1	1.4%
53433	1	1.4%
52099	1	1.4%
50092	1	1.4%
49750	1	1.4%
46621	1	1.4%
46036	1	1.4%
45770	1	1.4%

피부양자 자격상실신고
Real number (ℝ)

HIGH CORRELATION

Distinct	66
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	539.76389

Minimum	297
Maximum	778
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	297
5-th percentile	353
Q1	450.75
median	556.5
Q3	617.25
95-th percentile	734.15
Maximum	778
Range	481
Interquartile range (IQR)	166.5

Descriptive statistics

Standard deviation	115.05216
Coefficient of variation (CV)	0.21315276
Kurtosis	-0.6573227
Mean	539.76389
Median Absolute Deviation (MAD)	81.5
Skewness	-0.048742916
Sum	38863
Variance	13237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
474	3	4.2%
353	3	4.2%
578	2	2.8%
621	2	2.8%
777	1	1.4%
618	1	1.4%
606	1	1.4%
659	1	1.4%
738	1	1.4%
684	1	1.4%
Other values (56)	56	77.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
297	1	1.4%
333	1	1.4%
353	3	4.2%
358	1	1.4%
360	1	1.4%
388	1	1.4%
394	1	1.4%
397	1	1.4%
403	1	1.4%
406	1	1.4%

Value	Count	Frequency (%)
778	1	1.4%
777	1	1.4%
747	1	1.4%
738	1	1.4%
731	1	1.4%
715	1	1.4%
684	1	1.4%
678	1	1.4%
659	1	1.4%
655	1	1.4%

직장가입자 변동통보서
Real number (ℝ)

Distinct	71
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12106.931

Minimum	6800
Maximum	25504
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	6800
5-th percentile	7340.15
Q1	8650.25
median	10883
Q3	14171.5
95-th percentile	21232.45
Maximum	25504
Range	18704
Interquartile range (IQR)	5521.25

Descriptive statistics

Standard deviation	4505.1484
Coefficient of variation (CV)	0.37211318
Kurtosis	0.74348
Mean	12106.931
Median Absolute Deviation (MAD)	2795.5
Skewness	1.1368185
Sum	871699
Variance	20296362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10883	2	2.8%
13947	1	1.4%
6800	1	1.4%
7963	1	1.4%
23466	1	1.4%
9185	1	1.4%
15795	1	1.4%
7573	1	1.4%
6822	1	1.4%
11725	1	1.4%
Other values (61)	61	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6800	1	1.4%
6822	1	1.4%
6869	1	1.4%
7311	1	1.4%
7364	1	1.4%
7470	1	1.4%
7573	1	1.4%
7656	1	1.4%
7698	1	1.4%
7736	1	1.4%

Value	Count	Frequency (%)
25504	1	1.4%
23887	1	1.4%
23466	1	1.4%
22696	1	1.4%
20035	1	1.4%
19465	1	1.4%
18998	1	1.4%
18296	1	1.4%
18188	1	1.4%
17656	1	1.4%

휴직자 납부유예 신청서
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21018.056

Minimum	10368
Maximum	49968
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	10368
5-th percentile	11180.9
Q1	14734
median	20341.5
Q3	25775.5
95-th percentile	33865.5
Maximum	49968
Range	39600
Interquartile range (IQR)	11041.5

Descriptive statistics

Standard deviation	7997.9148
Coefficient of variation (CV)	0.38052591
Kurtosis	2.0618189
Mean	21018.056
Median Absolute Deviation (MAD)	5529
Skewness	1.1771256
Sum	1513300
Variance	63966641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12050	1	1.4%
17209	1	1.4%
23243	1	1.4%
22418	1	1.4%
24142	1	1.4%
44466	1	1.4%
20389	1	1.4%
25743	1	1.4%
20294	1	1.4%
19217	1	1.4%
Other values (62)	62	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10368	1	1.4%
10878	1	1.4%
10996	1	1.4%
11127	1	1.4%
11225	1	1.4%
11662	1	1.4%
11754	1	1.4%
11799	1	1.4%
12050	1	1.4%
12323	1	1.4%

Value	Count	Frequency (%)
49968	1	1.4%
44466	1	1.4%
41227	1	1.4%
34003	1	1.4%
33753	1	1.4%
31319	1	1.4%
30843	1	1.4%
29595	1	1.4%
28801	1	1.4%
28388	1	1.4%

보수월액 변경신청서
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39644.708

Minimum	15759
Maximum	83899
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	15759
5-th percentile	19721.1
Q1	28897
median	39680.5
Q3	48528.75
95-th percentile	63331.45
Maximum	83899
Range	68140
Interquartile range (IQR)	19631.75

Descriptive statistics

Standard deviation	14099.349
Coefficient of variation (CV)	0.35564265
Kurtosis	0.35862159
Mean	39644.708
Median Absolute Deviation (MAD)	10440
Skewness	0.58222511
Sum	2854419
Variance	1.9879165 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30552	1	1.4%
51492	1	1.4%
48774	1	1.4%
51874	1	1.4%
62395	1	1.4%
51264	1	1.4%
56322	1	1.4%
73730	1	1.4%
33616	1	1.4%
34667	1	1.4%
Other values (62)	62	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15759	1	1.4%
16103	1	1.4%
18320	1	1.4%
19016	1	1.4%
20298	1	1.4%
20992	1	1.4%
21772	1	1.4%
21935	1	1.4%
22310	1	1.4%
23685	1	1.4%

Value	Count	Frequency (%)
83899	1	1.4%
73730	1	1.4%
67033	1	1.4%
64476	1	1.4%
62395	1	1.4%
59193	1	1.4%
58602	1	1.4%
57463	1	1.4%
56322	1	1.4%
53785	1	1.4%

보수총액 통보서
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75837.181

Minimum	0
Maximum	667584
Zeros	1
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	0
5-th percentile	26.65
Q1	520.75
median	5953.5
Q3	40996.5
95-th percentile	390222.3
Maximum	667584
Range	667584
Interquartile range (IQR)	40475.75

Descriptive statistics

Standard deviation	148703.65
Coefficient of variation (CV)	1.9608278
Kurtosis	6.5652655
Mean	75837.181
Median Absolute Deviation (MAD)	5915
Skewness	2.5811273
Sum	5460277
Variance	2.2112776 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
810	2	2.8%
3206	1	1.4%
238949	1	1.4%
29193	1	1.4%
565905	1	1.4%
543614	1	1.4%
4185	1	1.4%
152	1	1.4%
388	1	1.4%
176	1	1.4%
Other values (61)	61	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.4%
4	1	1.4%
9	1	1.4%
25	1	1.4%
28	1	1.4%
49	1	1.4%
101	1	1.4%
120	1	1.4%
143	1	1.4%
152	1	1.4%

Value	Count	Frequency (%)
667584	1	1.4%
598041	1	1.4%
565905	1	1.4%
543614	1	1.4%
264720	1	1.4%
257558	1	1.4%
252946	1	1.4%
238949	1	1.4%
216132	1	1.4%
197762	1	1.4%

보험료 납부확인서 발급
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	72
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23731.722

Minimum	13065
Maximum	46833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	780.0 B

Quantile statistics

Minimum	13065
5-th percentile	15442.55
Q1	20036.25
median	22911.5
Q3	25779
95-th percentile	34872.5
Maximum	46833
Range	33768
Interquartile range (IQR)	5742.75

Descriptive statistics

Standard deviation	6318.7745
Coefficient of variation (CV)	0.26625857
Kurtosis	4.1876619
Mean	23731.722
Median Absolute Deviation (MAD)	2878
Skewness	1.6523131
Sum	1708684
Variance	39926911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17609	1	1.4%
27792	1	1.4%
25931	1	1.4%
22293	1	1.4%
24354	1	1.4%
29219	1	1.4%
25748	1	1.4%
26673	1	1.4%
40933	1	1.4%
27350	1	1.4%
Other values (62)	62	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13065	1	1.4%
14236	1	1.4%
15052	1	1.4%
15409	1	1.4%
15470	1	1.4%
17408	1	1.4%
17609	1	1.4%
17666	1	1.4%
18115	1	1.4%
18187	1	1.4%

Value	Count	Frequency (%)
46833	1	1.4%
46751	1	1.4%
40933	1	1.4%
38233	1	1.4%
32123	1	1.4%
31823	1	1.4%
31307	1	1.4%
29221	1	1.4%
29219	1	1.4%
28566	1	1.4%

Phik (φk)
Auto

Heatmap
Table

	연월	계	사업장 내역변경신고	사업장 탈퇴신고	사업장가입자 명부발급	사업장가입자 자격취득신고	사업장가입자 상실신고	사업장가입자 내역변경	건강보험증신고서	피부양자 자격취득신고	피부양자 자격상실신고	직장가입자 변동통보서	휴직자 납부유예 신청서	보수월액 변경신청서	보수총액 통보서	보험료 납부확인서 발급
연월	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
계	1.000	1.000	0.705	0.416	0.708	0.650	0.633	0.685	0.263	0.745	0.678	0.409	0.730	0.615	0.812	0.513
사업장 내역변경신고	1.000	0.705	1.000	0.383	0.728	0.853	0.681	0.810	0.000	0.823	0.785	0.653	0.804	0.797	0.594	0.389
사업장 탈퇴신고	1.000	0.416	0.383	1.000	0.520	0.605	0.816	0.713	0.664	0.820	0.376	0.627	0.673	0.716	0.000	0.844
사업장가입자 명부발급	1.000	0.708	0.728	0.520	1.000	0.797	0.632	0.737	0.709	0.843	0.786	0.000	0.577	0.856	0.676	0.693
사업장가입자 자격취득신고	1.000	0.650	0.853	0.605	0.797	1.000	0.843	0.854	0.388	0.825	0.697	0.698	0.841	0.610	0.484	0.545
사업장가입자 상실신고	1.000	0.633	0.681	0.816	0.632	0.843	1.000	0.646	0.614	0.704	0.652	0.515	0.882	0.700	0.308	0.603
사업장가입자 내역변경	1.000	0.685	0.810	0.713	0.737	0.854	0.646	1.000	0.391	0.768	0.492	0.320	0.680	0.729	0.262	0.582
건강보험증신고서	1.000	0.263	0.000	0.664	0.709	0.388	0.614	0.391	1.000	0.352	0.544	0.000	0.418	0.000	0.637	0.644
피부양자 자격취득신고	1.000	0.745	0.823	0.820	0.843	0.825	0.704	0.768	0.352	1.000	0.857	0.712	0.645	0.870	0.547	0.667
피부양자 자격상실신고	1.000	0.678	0.785	0.376	0.786	0.697	0.652	0.492	0.544	0.857	1.000	0.604	0.554	0.818	0.000	0.427
직장가입자 변동통보서	1.000	0.409	0.653	0.627	0.000	0.698	0.515	0.320	0.000	0.712	0.604	1.000	0.736	0.518	0.258	0.000
휴직자 납부유예 신청서	1.000	0.730	0.804	0.673	0.577	0.841	0.882	0.680	0.418	0.645	0.554	0.736	1.000	0.274	0.628	0.431
보수월액 변경신청서	1.000	0.615	0.797	0.716	0.856	0.610	0.700	0.729	0.000	0.870	0.818	0.518	0.274	1.000	0.559	0.421
보수총액 통보서	1.000	0.812	0.594	0.000	0.676	0.484	0.308	0.262	0.637	0.547	0.000	0.258	0.628	0.559	1.000	0.000
보험료 납부확인서 발급	1.000	0.513	0.389	0.844	0.693	0.545	0.603	0.582	0.644	0.667	0.427	0.000	0.431	0.421	0.000	1.000

Heatmap
Table

	계	사업장 내역변경신고	사업장 탈퇴신고	사업장가입자 명부발급	사업장가입자 자격취득신고	사업장가입자 상실신고	사업장가입자 내역변경	건강보험증신고서	피부양자 자격취득신고	피부양자 자격상실신고	직장가입자 변동통보서	휴직자 납부유예 신청서	보수월액 변경신청서	보수총액 통보서	보험료 납부확인서 발급
계	1.000	0.841	0.638	0.861	0.781	0.788	0.794	-0.358	0.850	0.831	0.325	0.791	0.833	0.685	0.586
사업장 내역변경신고	0.841	1.000	0.711	0.810	0.910	0.874	0.892	-0.466	0.829	0.799	0.306	0.881	0.769	0.398	0.539
사업장 탈퇴신고	0.638	0.711	1.000	0.790	0.793	0.870	0.836	-0.616	0.833	0.741	0.251	0.694	0.703	0.054	0.727
사업장가입자 명부발급	0.861	0.810	0.790	1.000	0.777	0.806	0.838	-0.476	0.892	0.836	0.173	0.684	0.844	0.473	0.736
사업장가입자 자격취득신고	0.781	0.910	0.793	0.777	1.000	0.972	0.924	-0.490	0.830	0.778	0.349	0.932	0.734	0.282	0.552
사업장가입자 상실신고	0.788	0.874	0.870	0.806	0.972	1.000	0.910	-0.484	0.888	0.814	0.408	0.913	0.760	0.258	0.604
사업장가입자 내역변경	0.794	0.892	0.836	0.838	0.924	0.910	1.000	-0.648	0.830	0.765	0.160	0.859	0.761	0.292	0.670
건강보험증신고서	-0.358	-0.466	-0.616	-0.476	-0.490	-0.484	-0.648	1.000	-0.374	-0.362	0.180	-0.464	-0.342	0.045	-0.551
피부양자 자격취득신고	0.850	0.829	0.833	0.892	0.830	0.888	0.830	-0.374	1.000	0.932	0.385	0.774	0.873	0.427	0.658
피부양자 자격상실신고	0.831	0.799	0.741	0.836	0.778	0.814	0.765	-0.362	0.932	1.000	0.334	0.775	0.867	0.466	0.579
직장가입자 변동통보서	0.325	0.306	0.251	0.173	0.349	0.408	0.160	0.180	0.385	0.334	1.000	0.416	0.227	0.185	-0.020
휴직자 납부유예 신청서	0.791	0.881	0.694	0.684	0.932	0.913	0.859	-0.464	0.774	0.775	0.416	1.000	0.666	0.330	0.458
보수월액 변경신청서	0.833	0.769	0.703	0.844	0.734	0.760	0.761	-0.342	0.873	0.867	0.227	0.666	1.000	0.584	0.505
보수총액 통보서	0.685	0.398	0.054	0.473	0.282	0.258	0.292	0.045	0.427	0.466	0.185	0.330	0.584	1.000	0.112
보험료 납부확인서 발급	0.586	0.539	0.727	0.736	0.552	0.604	0.670	-0.551	0.658	0.579	-0.020	0.458	0.505	0.112	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

	연월	계	사업장 내역변경신고	사업장 탈퇴신고	사업장가입자 명부발급	사업장가입자 자격취득신고	사업장가입자 상실신고	사업장가입자 내역변경	건강보험증신고서	피부양자 자격취득신고	피부양자 자격상실신고	직장가입자 변동통보서	휴직자 납부유예 신청서	보수월액 변경신청서	보수총액 통보서	보험료 납부확인서 발급
0	2017-01	321284	3626	1734	36361	78033	91302	992	343	31085	444	13947	12050	30552	3206	17609
1	2017-02	427438	4495	1268	46769	72077	76053	1217	316	27490	474	9459	10368	30516	125085	21851
2	2017-03	543118	5821	1033	39347	104655	102280	1554	373	32678	533	17656	25632	28210	164409	18937
3	2017-04	304341	4241	1020	35709	81062	78426	1132	245	23794	360	7736	11662	34735	8749	15470
4	2017-05	297223	3111	942	34663	73157	75108	925	248	23229	358	8191	11799	28952	18874	17666
5	2017-06	309596	3356	1123	36779	77267	79250	970	257	23247	388	8485	11754	24739	23652	18329
6	2017-07	301958	3612	1263	33861	79133	86173	971	234	26788	353	14145	13107	25254	2828	14236
7	2017-08	279423	3122	1075	32201	75731	80912	958	247	24088	394	10104	13461	21935	143	15052
8	2017-09	299230	4811	1086	32179	85958	85171	981	230	23253	353	11185	16276	22310	28	15409
9	2017-10	222286	2631	1060	26881	60400	63113	681	178	19513	297	7364	10996	16103	4	13065

	연월	계	사업장 내역변경신고	사업장 탈퇴신고	사업장가입자 명부발급	사업장가입자 자격취득신고	사업장가입자 상실신고	사업장가입자 내역변경	건강보험증신고서	피부양자 자격취득신고	피부양자 자격상실신고	직장가입자 변동통보서	휴직자 납부유예 신청서	보수월액 변경신청서	보수총액 통보서	보험료 납부확인서 발급
62	2022-03	1215767	10054	2208	59237	162218	166682	5455	20	53433	678	25504	49968	53048	598041	29221
63	2022-04	549250	8818	2134	56396	136609	135930	4992	14	45184	609	10067	27537	67033	29787	24140
64	2022-05	768233	6991	1756	55411	133542	135936	4680	25	43642	603	10586	26541	59193	264720	24607
65	2022-06	741170	6766	2146	53266	129851	137455	4583	13	38252	580	10883	26533	52024	252946	25872
66	2022-07	539251	7326	2442	53780	137185	151056	4751	17	45479	641	18188	31319	51791	11811	23465
67	2022-08	496098	6977	2344	48912	131881	141482	4414	9	39689	592	14230	30843	48447	2288	23990
68	2022-09	506009	8276	2447	48403	135606	144193	4384	13	40914	616	17131	34003	46767	621	22635
69	2022-10	467838	6274	2335	48140	128074	133642	4414	17	36802	578	10883	27106	43558	349	25666
70	2022-11	500564	6283	2525	55493	133279	139329	4825	17	42878	602	11225	26390	44359	1536	31823
71	2022-12	521186	6369	2815	55833	125675	141317	5116	18	55612	619	12310	25873	42068	810	46751

Overview

Variables

Interactions

Correlations

Missing values

Sample