gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	41
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.3 KiB
Average record size in memory	182.2 B

Variable types

Text	1
Numeric	11
Categorical	8

Dataset

Description	공무원연금 수급기간별, 사유별(사망,청산,유족승계, 재임용후 합산,퇴직처분취소 등) 연금수급 종결자 현황 데이터로 1년 미만부터 연 단위로 구분되어 있습니다.
URL	https://www.data.go.kr/data/15052987/fileData.do

Alerts

`청산(유족)` has constant value ""	Constant
`청산(장해)` has constant value ""	Constant
`합계` is highly overall correlated with `퇴직연금수급자(계)` and 2 other fields	High correlation
`퇴직연금수급자(계)` is highly overall correlated with `합계` and 2 other fields	High correlation
`사망(퇴직)` is highly overall correlated with `재임용후 합산(퇴직)` and 4 other fields	High correlation
`유족승계(퇴직)` is highly overall correlated with `합계` and 3 other fields	High correlation
`재임용후 합산(퇴직)` is highly overall correlated with `사망(퇴직)` and 7 other fields	High correlation
`기타(퇴직)` is highly overall correlated with `사망(퇴직)` and 4 other fields	High correlation
`유족연금수급자(계)` is highly overall correlated with `사망(퇴직)` and 7 other fields	High correlation
`사망(유족)` is highly overall correlated with `사망(퇴직)` and 4 other fields	High correlation
`기타(유족)` is highly overall correlated with `사망(퇴직)` and 7 other fields	High correlation
`장해연금수급자(계)` is highly overall correlated with `합계` and 2 other fields	High correlation
`유족승계(장해)` is highly overall correlated with `유족승계(퇴직)` and 2 other fields	High correlation
`청산(퇴직)` is highly overall correlated with `재임용후 합산(퇴직)` and 4 other fields	High correlation
`퇴직처분취소(퇴직)` is highly overall correlated with `재임용후 합산(퇴직)` and 5 other fields	High correlation
`재혼(유족)` is highly overall correlated with `사망(유족)`	High correlation
`직계비속 19세 도달(유족)` is highly overall correlated with `유족승계(장해)`	High correlation
`사망(장해)` is highly overall correlated with `퇴직연금수급자(계)`	High correlation
`기타(장해)` is highly overall correlated with `재임용후 합산(퇴직)` and 4 other fields	High correlation
`청산(퇴직)` is highly imbalanced (64.9%)	Imbalance
`퇴직처분취소(퇴직)` is highly imbalanced (71.7%)	Imbalance
`재혼(유족)` is highly imbalanced (53.9%)	Imbalance
`직계비속 19세 도달(유족)` is highly imbalanced (71.9%)	Imbalance
`기타(장해)` is highly imbalanced (51.2%)	Imbalance
`구분` has unique values	Unique
`사망(퇴직)` has 1 (2.4%) zeros	Zeros
`재임용후 합산(퇴직)` has 21 (51.2%) zeros	Zeros
`기타(퇴직)` has 36 (87.8%) zeros	Zeros
`유족연금수급자(계)` has 2 (4.9%) zeros	Zeros
`사망(유족)` has 2 (4.9%) zeros	Zeros
`기타(유족)` has 35 (85.4%) zeros	Zeros
`장해연금수급자(계)` has 10 (24.4%) zeros	Zeros
`유족승계(장해)` has 17 (41.5%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 02:08:35.105046
Analysis finished	2023-12-12 02:08:48.946819
Duration	13.84 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	460.0 B

Length

Max length	6
Median length	3
Mean length	2.9268293
Min length	2

Characters and Unicode

Total characters	120
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	41 ?
Unique (%)	100.0%

Sample

1st row	1년미만
2nd row	1년이상
3rd row	2년
4th row	3년
5th row	4년

Value	Count	Frequency (%)
1년미만	1	2.4%
31년	1	2.4%
23년	1	2.4%
24년	1	2.4%
25년	1	2.4%
26년	1	2.4%
27년	1	2.4%
28년	1	2.4%
29년	1	2.4%
30년	1	2.4%
Other values (32)	32	76.2%

Most occurring characters

Value	Count	Frequency (%)
년	41	34.2%
1	15	12.5%
2	14	11.7%
3	14	11.7%
4	5	4.2%
5	4	3.3%
6	4	3.3%
7	4	3.3%
8	4	3.3%
9	4	3.3%
Other values (6)	11	9.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	72	60.0%
Other Letter	47	39.2%
Space Separator	1	0.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	15	20.8%
2	14	19.4%
3	14	19.4%
4	5	6.9%
5	4	5.6%
6	4	5.6%
7	4	5.6%
8	4	5.6%
9	4	5.6%
0	4	5.6%

Other Letter

Value	Count	Frequency (%)
년	41	87.2%
이	2	4.3%
상	2	4.3%
미	1	2.1%
만	1	2.1%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	73	60.8%
Hangul	47	39.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	15	20.5%
2	14	19.2%
3	14	19.2%
4	5	6.8%
5	4	5.5%
6	4	5.5%
7	4	5.5%
8	4	5.5%
9	4	5.5%
0	4	5.5%

Hangul

Value	Count	Frequency (%)
년	41	87.2%
이	2	4.3%
상	2	4.3%
미	1	2.1%
만	1	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	73	60.8%
Hangul	47	39.2%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
년	41	87.2%
이	2	4.3%
상	2	4.3%
미	1	2.1%
만	1	2.1%

ASCII

Value	Count	Frequency (%)
1	15	20.5%
2	14	19.2%
3	14	19.2%
4	5	6.8%
5	4	5.5%
6	4	5.5%
7	4	5.5%
8	4	5.5%
9	4	5.5%
0	4	5.5%

합계
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	267.95122

Minimum	53
Maximum	1012
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	53
5-th percentile	61
Q1	192
median	238
Q3	310
95-th percentile	544
Maximum	1012
Range	959
Interquartile range (IQR)	118

Descriptive statistics

Standard deviation	179.05571
Coefficient of variation (CV)	0.66823995
Kurtosis	7.4004932
Mean	267.95122
Median Absolute Deviation (MAD)	70
Skewness	2.3003972
Sum	10986
Variance	32060.948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
346	2	4.9%
192	2	4.9%
245	2	4.9%
61	2	4.9%
390	1	2.4%
395	1	2.4%
310	1	2.4%
354	1	2.4%
247	1	2.4%
243	1	2.4%
Other values (27)	27	65.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53	1	2.4%
55	1	2.4%
61	2	4.9%
93	1	2.4%
133	1	2.4%
134	1	2.4%
135	1	2.4%
156	1	2.4%
168	1	2.4%
192	2	4.9%

Value	Count	Frequency (%)
1012	1	2.4%
743	1	2.4%
544	1	2.4%
491	1	2.4%
395	1	2.4%
390	1	2.4%
354	1	2.4%
346	2	4.9%
324	1	2.4%
310	1	2.4%

퇴직연금수급자(계)
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	215.58537

Minimum	51
Maximum	983
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	51
5-th percentile	57
Q1	123
median	164
Q3	231
95-th percentile	450
Maximum	983
Range	932
Interquartile range (IQR)	108

Descriptive statistics

Standard deviation	178.01488
Coefficient of variation (CV)	0.82572805
Kurtosis	8.8806226
Mean	215.58537
Median Absolute Deviation (MAD)	46
Skewness	2.6936882
Sum	8839
Variance	31689.299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
134	2	4.9%
122	2	4.9%
136	2	4.9%
164	2	4.9%
450	1	2.4%
127	1	2.4%
286	1	2.4%
336	1	2.4%
225	1	2.4%
229	1	2.4%
Other values (27)	27	65.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
51	1	2.4%
55	1	2.4%
57	1	2.4%
59	1	2.4%
87	1	2.4%
94	1	2.4%
95	1	2.4%
118	1	2.4%
122	2	4.9%
123	1	2.4%

Value	Count	Frequency (%)
983	1	2.4%
713	1	2.4%
450	1	2.4%
440	1	2.4%
369	1	2.4%
364	1	2.4%
336	1	2.4%
294	1	2.4%
286	1	2.4%
258	1	2.4%

사망(퇴직)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	82.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.756098

Minimum	0
Maximum	186
Zeros	1
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	14
median	23
Q3	59
95-th percentile	117
Maximum	186
Range	186
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	40.347107
Coefficient of variation (CV)	1.0148659
Kurtosis	3.2122876
Mean	39.756098
Median Absolute Deviation (MAD)	17
Skewness	1.668902
Sum	1630
Variance	1627.889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
18	3	7.3%
1	3	7.3%
23	3	7.3%
22	2	4.9%
0	1	2.4%
117	1	2.4%
59	1	2.4%
81	1	2.4%
58	1	2.4%
56	1	2.4%
Other values (24)	24	58.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.4%
1	3	7.3%
4	1	2.4%
6	1	2.4%
7	1	2.4%
8	1	2.4%
10	1	2.4%
11	1	2.4%
14	1	2.4%
15	1	2.4%

Value	Count	Frequency (%)
186	1	2.4%
125	1	2.4%
117	1	2.4%
98	1	2.4%
89	1	2.4%
81	1	2.4%
76	1	2.4%
72	1	2.4%
67	1	2.4%
64	1	2.4%

청산(퇴직)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Memory size	460.0 B

0	36
1	3
3	1
2	1

Length

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

Unique

Unique	2 ?
Unique (%)	4.9%

Sample

1st row	1
2nd row	3
3rd row	0
4th row	2
5th row	0

Common Values

Value	Count	Frequency (%)
0	36	87.8%
1	3	7.3%
3	1	2.4%
2	1	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	36	87.8%
1	3	7.3%
3	1	2.4%
2	1	2.4%

유족승계(퇴직)
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	160.60976

Minimum	29
Maximum	796
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	29
5-th percentile	31
Q1	82
median	116
Q3	186
95-th percentile	368
Maximum	796
Range	767
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	146.10833
Coefficient of variation (CV)	0.90971018
Kurtosis	9.5517382
Mean	160.60976
Median Absolute Deviation (MAD)	51
Skewness	2.7871531
Sum	6585
Variance	21347.644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
29	2	4.9%
114	2	4.9%
55	1	2.4%
65	1	2.4%
588	1	2.4%
275	1	2.4%
271	1	2.4%
210	1	2.4%
219	1	2.4%
166	1	2.4%
Other values (29)	29	70.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	2	4.9%
31	1	2.4%
34	1	2.4%
42	1	2.4%
55	1	2.4%
64	1	2.4%
65	1	2.4%
76	1	2.4%
81	1	2.4%
82	1	2.4%

Value	Count	Frequency (%)
796	1	2.4%
588	1	2.4%
368	1	2.4%
275	1	2.4%
271	1	2.4%
269	1	2.4%
232	1	2.4%
219	1	2.4%
213	1	2.4%
210	1	2.4%

재임용후 합산(퇴직)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	34.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2439024

Minimum	0
Maximum	54
Zeros	21
Zeros (%)	51.2%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	20
Maximum	54
Range	54
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	10.589571
Coefficient of variation (CV)	2.0194067
Kurtosis	11.463861
Mean	5.2439024
Median Absolute Deviation (MAD)	0
Skewness	3.1396989
Sum	215
Variance	112.13902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	21	51.2%
1	4	9.8%
5	3	7.3%
15	2	4.9%
2	2	4.9%
54	1	2.4%
8	1	2.4%
11	1	2.4%
33	1	2.4%
20	1	2.4%
Other values (4)	4	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	51.2%
1	4	9.8%
2	2	4.9%
3	1	2.4%
4	1	2.4%
5	3	7.3%
8	1	2.4%
10	1	2.4%
11	1	2.4%
15	2	4.9%

Value	Count	Frequency (%)
54	1	2.4%
33	1	2.4%
20	1	2.4%
19	1	2.4%
15	2	4.9%
11	1	2.4%
10	1	2.4%
8	1	2.4%
5	3	7.3%
4	1	2.4%

퇴직처분취소(퇴직)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	12.2%
Missing	0
Missing (%)	0.0%
Memory size	460.0 B

0	37
7	1
1	1
3	1
2	1

Length

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

Unique

Unique	4 ?
Unique (%)	9.8%

Sample

1st row	7
2nd row	1
3rd row	3
4th row	2
5th row	0

Common Values

Value	Count	Frequency (%)
0	37	90.2%
7	1	2.4%
1	1	2.4%
3	1	2.4%
2	1	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	37	90.2%
7	1	2.4%
1	1	2.4%
3	1	2.4%
2	1	2.4%

기타(퇴직)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.4634146

Minimum	0
Maximum	333
Zeros	36
Zeros (%)	87.8%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	19
Maximum	333
Range	333
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	52.108587
Coefficient of variation (CV)	5.5063198
Kurtosis	39.933277
Mean	9.4634146
Median Absolute Deviation (MAD)	0
Skewness	6.2871945
Sum	388
Variance	2715.3049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	36	87.8%
333	1	2.4%
32	1	2.4%
19	1	2.4%
3	1	2.4%
1	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	87.8%
1	1	2.4%
3	1	2.4%
19	1	2.4%
32	1	2.4%
333	1	2.4%

Value	Count	Frequency (%)
333	1	2.4%
32	1	2.4%
19	1	2.4%
3	1	2.4%
1	1	2.4%
0	36	87.8%

유족연금수급자(계)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	36
Distinct (%)	87.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.439024

Minimum	0
Maximum	214
Zeros	2
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	15
median	46
Q3	81
95-th percentile	109
Maximum	214
Range	214
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	44.812972
Coefficient of variation (CV)	0.88845834
Kurtosis	2.7455863
Mean	50.439024
Median Absolute Deviation (MAD)	32
Skewness	1.2804704
Sum	2068
Variance	2008.2024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
24	4	9.8%
0	2	4.9%
6	2	4.9%
14	1	2.4%
38	1	2.4%
47	1	2.4%
28	1	2.4%
21	1	2.4%
17	1	2.4%
20	1	2.4%
Other values (26)	26	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	4.9%
1	1	2.4%
2	1	2.4%
3	1	2.4%
4	1	2.4%
6	2	4.9%
12	1	2.4%
14	1	2.4%
15	1	2.4%
17	1	2.4%

Value	Count	Frequency (%)
214	1	2.4%
115	1	2.4%
109	1	2.4%
104	1	2.4%
100	1	2.4%
99	1	2.4%
95	1	2.4%
93	1	2.4%
92	1	2.4%
87	1	2.4%

사망(유족)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	34
Distinct (%)	82.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.390244

Minimum	0
Maximum	116
Zeros	2
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	15
median	46
Q3	77
95-th percentile	103
Maximum	116
Range	116
Interquartile range (IQR)	62

Descriptive statistics

Standard deviation	36.293855
Coefficient of variation (CV)	0.78235965
Kurtosis	-1.2346421
Mean	46.390244
Median Absolute Deviation (MAD)	31
Skewness	0.35232939
Sum	1902
Variance	1317.2439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
24	4	9.8%
92	2	4.9%
0	2	4.9%
6	2	4.9%
100	2	4.9%
3	1	2.4%
4	1	2.4%
1	1	2.4%
2	1	2.4%
38	1	2.4%
Other values (24)	24	58.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	4.9%
1	1	2.4%
2	1	2.4%
3	1	2.4%
4	1	2.4%
6	2	4.9%
12	1	2.4%
14	1	2.4%
15	1	2.4%
17	1	2.4%

Value	Count	Frequency (%)
116	1	2.4%
106	1	2.4%
103	1	2.4%
100	2	4.9%
98	1	2.4%
92	2	4.9%
86	1	2.4%
81	1	2.4%
77	1	2.4%
68	1	2.4%

청산(유족)
Categorical

CONSTANT

Distinct	1
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Memory size	460.0 B

0	41

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	41	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	41	100.0%

재혼(유족)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Memory size	460.0 B

0	37
1	4

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	37	90.2%
1	4	9.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	37	90.2%
1	4	9.8%

직계비속 19세 도달(유족)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Memory size	460.0 B

0	39
1	2

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	39	95.1%
1	2	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	39	95.1%
1	2	4.9%

기타(유족)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.902439

Minimum	0
Maximum	98
Zeros	35
Zeros (%)	85.4%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	15
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16.449627
Coefficient of variation (CV)	4.215217
Kurtosis	28.547866
Mean	3.902439
Median Absolute Deviation (MAD)	0
Skewness	5.192925
Sum	160
Variance	270.59024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	35	85.4%
3	2	4.9%
40	1	2.4%
98	1	2.4%
15	1	2.4%
1	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35	85.4%
1	1	2.4%
3	2	4.9%
15	1	2.4%
40	1	2.4%
98	1	2.4%

Value	Count	Frequency (%)
98	1	2.4%
40	1	2.4%
15	1	2.4%
3	2	4.9%
1	1	2.4%
0	35	85.4%

장해연금수급자(계)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	19.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9268293

Minimum	0
Maximum	7
Zeros	10
Zeros (%)	24.4%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	3
95-th percentile	6
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9286037
Coefficient of variation (CV)	1.0009209
Kurtosis	0.50578879
Mean	1.9268293
Median Absolute Deviation (MAD)	1
Skewness	1.1419117
Sum	79
Variance	3.7195122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	12	29.3%
0	10	24.4%
2	8	19.5%
4	3	7.3%
3	3	7.3%
6	3	7.3%
5	1	2.4%
7	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	24.4%
1	12	29.3%
2	8	19.5%
3	3	7.3%
4	3	7.3%
5	1	2.4%
6	3	7.3%
7	1	2.4%

Value	Count	Frequency (%)
7	1	2.4%
6	3	7.3%
5	1	2.4%
4	3	7.3%
3	3	7.3%
2	8	19.5%
1	12	29.3%
0	10	24.4%

사망(장해)
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Memory size	460.0 B

0	35
1	6

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	35	85.4%
1	6	14.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	35	85.4%
1	6	14.6%

청산(장해)
Categorical

CONSTANT

Distinct	1
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Memory size	460.0 B

0	41

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	41	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	41	100.0%

유족승계(장해)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	19.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4634146

Minimum	0
Maximum	7
Zeros	17
Zeros (%)	41.5%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	6
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9117735
Coefficient of variation (CV)	1.3063786
Kurtosis	1.4406031
Mean	1.4634146
Median Absolute Deviation (MAD)	1
Skewness	1.5033307
Sum	60
Variance	3.654878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	17	41.5%
1	11	26.8%
2	5	12.2%
4	3	7.3%
6	2	4.9%
3	1	2.4%
5	1	2.4%
7	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	41.5%
1	11	26.8%
2	5	12.2%
3	1	2.4%
4	3	7.3%
5	1	2.4%
6	2	4.9%
7	1	2.4%

Value	Count	Frequency (%)
7	1	2.4%
6	2	4.9%
5	1	2.4%
4	3	7.3%
3	1	2.4%
2	5	12.2%
1	11	26.8%
0	17	41.5%

기타(장해)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Memory size	460.0 B

0	32
1	7
4	1
2	1

Length

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

Unique

Unique	2 ?
Unique (%)	4.9%

Sample

1st row	1
2nd row	4
3rd row	0
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
0	32	78.0%
1	7	17.1%
4	1	2.4%
2	1	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32	78.0%
1	7	17.1%
4	1	2.4%
2	1	2.4%

Heatmap
Table

	구분	합계	퇴직연금수급자(계)	사망(퇴직)	청산(퇴직)	유족승계(퇴직)	재임용후 합산(퇴직)	퇴직처분취소(퇴직)	기타(퇴직)	유족연금수급자(계)	사망(유족)	재혼(유족)	직계비속 19세 도달(유족)	기타(유족)	장해연금수급자(계)	사망(장해)	유족승계(장해)	기타(장해)
구분	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	1.000	1.000
합계	1.000	1.000	0.912	0.861	0.463	0.919	0.555	0.608	1.000	0.537	0.563	0.000	0.000	0.858	0.722	0.425	0.657	0.000
퇴직연금수급자(계)	1.000	0.912	1.000	0.754	0.000	0.972	0.000	0.013	0.588	0.475	0.527	0.297	0.000	0.299	0.444	0.602	0.583	0.000
사망(퇴직)	1.000	0.861	0.754	1.000	0.000	0.743	0.000	0.000	0.000	0.405	0.429	0.000	0.000	0.000	0.000	0.708	0.000	0.000
청산(퇴직)	1.000	0.463	0.000	0.000	1.000	0.000	0.885	0.875	0.718	0.799	0.711	0.000	0.000	0.921	0.000	0.000	0.000	0.979
유족승계(퇴직)	1.000	0.919	0.972	0.743	0.000	1.000	0.000	0.000	0.000	0.615	0.542	0.000	0.000	0.000	0.548	0.358	0.558	0.000
재임용후 합산(퇴직)	1.000	0.555	0.000	0.000	0.885	0.000	1.000	0.882	1.000	0.696	0.666	0.000	0.481	0.868	0.000	0.000	0.000	0.896
퇴직처분취소(퇴직)	1.000	0.608	0.013	0.000	0.875	0.000	0.882	1.000	1.000	0.793	0.776	0.000	0.000	1.000	0.000	0.000	0.000	0.846
기타(퇴직)	1.000	1.000	0.588	0.000	0.718	0.000	1.000	1.000	1.000	0.000	0.160	0.000	0.000	1.000	0.000	0.000	0.000	0.342
유족연금수급자(계)	1.000	0.537	0.475	0.405	0.799	0.615	0.696	0.793	0.000	1.000	0.898	0.233	0.000	0.784	0.438	0.245	0.254	0.858
사망(유족)	1.000	0.563	0.527	0.429	0.711	0.542	0.666	0.776	0.160	0.898	1.000	0.740	0.000	0.537	0.377	0.356	0.208	0.738
재혼(유족)	1.000	0.000	0.297	0.000	0.000	0.000	0.000	0.000	0.000	0.233	0.740	1.000	0.000	0.000	0.000	0.000	0.184	0.169
직계비속 19세 도달(유족)	1.000	0.000	0.000	0.000	0.000	0.000	0.481	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.815	0.000
기타(유족)	1.000	0.858	0.299	0.000	0.921	0.000	0.868	1.000	1.000	0.784	0.537	0.000	0.000	1.000	0.000	0.000	0.000	0.892
장해연금수급자(계)	1.000	0.722	0.444	0.000	0.000	0.548	0.000	0.000	0.000	0.438	0.377	0.000	0.000	0.000	1.000	0.226	0.973	0.328
사망(장해)	1.000	0.425	0.602	0.708	0.000	0.358	0.000	0.000	0.000	0.245	0.356	0.000	0.000	0.000	0.226	1.000	0.000	0.000
유족승계(장해)	1.000	0.657	0.583	0.000	0.000	0.558	0.000	0.000	0.000	0.254	0.208	0.184	0.815	0.000	0.973	0.000	1.000	0.000
기타(장해)	1.000	0.000	0.000	0.000	0.979	0.000	0.896	0.846	0.342	0.858	0.738	0.169	0.000	0.892	0.328	0.000	0.000	1.000

Heatmap
Table

	직계비속 19세 도달(유족)	재혼(유족)	퇴직처분취소(퇴직)	사망(장해)	기타(장해)	청산(퇴직)
직계비속 19세 도달(유족)	1.000	0.000	0.000	0.000	0.000	0.000
재혼(유족)	0.000	1.000	0.000	0.000	0.100	0.000
퇴직처분취소(퇴직)	0.000	0.000	1.000	0.000	0.811	0.853
사망(장해)	0.000	0.000	0.000	1.000	0.000	0.000
기타(장해)	0.000	0.100	0.811	0.000	1.000	0.803
청산(퇴직)	0.000	0.000	0.853	0.000	0.803	1.000

Heatmap
Table

	합계	퇴직연금수급자(계)	사망(퇴직)	유족승계(퇴직)	재임용후 합산(퇴직)	기타(퇴직)	유족연금수급자(계)	사망(유족)	기타(유족)	장해연금수급자(계)	유족승계(장해)	청산(퇴직)	퇴직처분취소(퇴직)	재혼(유족)	직계비속 19세 도달(유족)	사망(장해)	기타(장해)
합계	1.000	0.877	0.154	0.804	0.228	0.161	0.407	0.381	0.191	0.568	0.373	0.198	0.408	0.000	0.000	0.287	0.000
퇴직연금수급자(계)	0.877	1.000	0.440	0.870	-0.069	-0.128	0.065	0.038	-0.095	0.472	0.450	0.000	0.000	0.292	0.000	0.604	0.000
사망(퇴직)	0.154	0.440	1.000	0.409	-0.773	-0.563	-0.755	-0.733	-0.587	-0.064	0.143	0.000	0.000	0.000	0.000	0.495	0.000
유족승계(퇴직)	0.804	0.870	0.409	1.000	-0.085	-0.300	0.149	0.178	-0.251	0.589	0.600	0.000	0.000	0.000	0.000	0.353	0.000
재임용후 합산(퇴직)	0.228	-0.069	-0.773	-0.085	1.000	0.511	0.872	0.850	0.598	0.086	-0.139	0.740	0.800	0.000	0.325	0.000	0.755
기타(퇴직)	0.161	-0.128	-0.563	-0.300	0.511	1.000	0.517	0.453	0.744	0.172	-0.143	0.498	0.961	0.000	0.000	0.000	0.218
유족연금수급자(계)	0.407	0.065	-0.755	0.149	0.872	0.517	1.000	0.991	0.588	0.359	0.076	0.666	0.650	0.225	0.000	0.238	0.754
사망(유족)	0.381	0.038	-0.733	0.178	0.850	0.453	0.991	1.000	0.525	0.378	0.100	0.466	0.394	0.514	0.000	0.232	0.494
기타(유족)	0.191	-0.095	-0.587	-0.251	0.598	0.744	0.588	0.525	1.000	-0.038	-0.270	0.628	0.986	0.000	0.000	0.000	0.570
장해연금수급자(계)	0.568	0.472	-0.064	0.589	0.086	0.172	0.359	0.378	-0.038	1.000	0.831	0.000	0.000	0.000	0.000	0.142	0.126
유족승계(장해)	0.373	0.450	0.143	0.600	-0.139	-0.143	0.076	0.100	-0.270	0.831	1.000	0.000	0.000	0.109	0.582	0.000	0.000
청산(퇴직)	0.198	0.000	0.000	0.000	0.740	0.498	0.666	0.466	0.628	0.000	0.000	1.000	0.853	0.000	0.000	0.000	0.803
퇴직처분취소(퇴직)	0.408	0.000	0.000	0.000	0.800	0.961	0.650	0.394	0.986	0.000	0.000	0.853	1.000	0.000	0.000	0.000	0.811
재혼(유족)	0.000	0.292	0.000	0.000	0.000	0.000	0.225	0.514	0.000	0.000	0.109	0.000	0.000	1.000	0.000	0.000	0.100
직계비속 19세 도달(유족)	0.000	0.000	0.000	0.000	0.325	0.000	0.000	0.000	0.000	0.000	0.582	0.000	0.000	0.000	1.000	0.000	0.000
사망(장해)	0.287	0.604	0.495	0.353	0.000	0.000	0.238	0.232	0.000	0.142	0.000	0.000	0.000	0.000	0.000	1.000	0.000
기타(장해)	0.000	0.000	0.000	0.000	0.755	0.218	0.754	0.494	0.570	0.126	0.000	0.803	0.811	0.100	0.000	0.000	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

	구분	합계	퇴직연금수급자(계)	사망(퇴직)	청산(퇴직)	유족승계(퇴직)	재임용후 합산(퇴직)	퇴직처분취소(퇴직)	기타(퇴직)	유족연금수급자(계)	사망(유족)	재혼(유족)	직계비속 19세 도달(유족)	기타(유족)	장해연금수급자(계)	유족승계(장해)	기타(장해)
0	1년미만	544	450	0	1	55	54	7	333	93	53	0	0	40	1	0	1
1	1년이상	346	128	1	3	83	8	1	32	214	116	0	0	98	4	0	4
2	2년	234	118	1	0	84	11	3	19	115	100	0	0	15	1	1	0
3	3년	245	134	1	2	93	33	2	3	109	106	0	0	3	2	0	2
4	4년	223	122	16	0	86	20	0	0	100	100	0	0	0	1	0	1
5	5년	232	136	7	0	114	15	0	0	95	92	0	0	3	1	1	0
6	6년	238	134	10	1	108	15	0	0	104	103	0	0	1	0	0	0
7	7년	254	164	11	0	134	19	0	0	87	86	1	0	0	3	2	1
8	8년	248	170	15	0	151	4	0	0	77	77	0	0	0	1	0	1
9	9년	195	95	4	0	81	10	0	0	99	98	0	1	0	1	0	1

	구분	합계	퇴직연금수급자(계)	사망(퇴직)	유족승계(퇴직)	유족연금수급자(계)	사망(유족)	장해연금수급자(계)	유족승계(장해)
31	31년	135	123	58	65	12	12	0	0
32	32년	168	152	56	96	15	15	1	1
33	33년	133	127	51	76	6	6	0	0
34	34년	93	87	45	42	6	6	0	0
35	35년	156	155	64	91	0	0	1	1
36	36년	53	51	20	31	2	2	0	0
37	37년	61	59	30	29	1	1	1	1
38	38년	55	55	26	29	0	0	0	0
39	39년	61	57	23	34	4	4	0	0
40	40년 이상	134	131	67	64	3	3	0	0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample