gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	22
Missing cells	2
Missing cells (%)	0.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.6 KiB
Average record size in memory	166.0 B

Variable types

Text	1
Categorical	2
Numeric	15

Dataset

Description	공무원 직종별(일반직, 정무직, 별정직, 경찰, 소방, 교육직, 기능직, 공안직, 군무원, 연구직 등), 급여종류별(퇴직일시금,퇴직연금공제일시금,정상연금,조기연금,유족급여, 유족연금 등) 퇴직자 수 데이터입니다.
URL	https://www.data.go.kr/data/15053013/fileData.do

Alerts

`계` is highly overall correlated with `정무직` and 14 other fields	High correlation
`정무직` is highly overall correlated with `계` and 14 other fields	High correlation
`별정직` is highly overall correlated with `계` and 14 other fields	High correlation
`일반직` is highly overall correlated with `계` and 14 other fields	High correlation
`경찰` is highly overall correlated with `계` and 13 other fields	High correlation
`소방` is highly overall correlated with `계` and 13 other fields	High correlation
`교육직` is highly overall correlated with `계` and 12 other fields	High correlation
`법관검사` is highly overall correlated with `계` and 14 other fields	High correlation
`기능직` is highly overall correlated with `계` and 14 other fields	High correlation
`공안직` is highly overall correlated with `계` and 14 other fields	High correlation
`군무원` is highly overall correlated with `계` and 14 other fields	High correlation
`연구직` is highly overall correlated with `계` and 14 other fields	High correlation
`지도직` is highly overall correlated with `계` and 14 other fields	High correlation
`계약직` is highly overall correlated with `계` and 14 other fields	High correlation
`기타` is highly overall correlated with `계` and 14 other fields	High correlation
`공중보건의` is highly overall correlated with `계` and 14 other fields	High correlation
`공중보건의` is highly imbalanced (56.1%)	Imbalance
`소방` has 1 (4.5%) missing values	Missing
`공안직` has 1 (4.5%) missing values	Missing
`계` has unique values	Unique
`정무직` has 14 (63.6%) zeros	Zeros
`별정직` has 10 (45.5%) zeros	Zeros
`법관검사` has 6 (27.3%) zeros	Zeros
`기능직` has 8 (36.4%) zeros	Zeros
`공안직` has 1 (4.5%) zeros	Zeros
`연구직` has 3 (13.6%) zeros	Zeros
`지도직` has 5 (22.7%) zeros	Zeros
`계약직` has 3 (13.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 10:43:50.233666
Analysis finished	2023-12-12 10:44:20.128993
Duration	29.9 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

Distinct	11
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	308.0 B

Length

Max length	14
Median length	9
Mean length	6.2727273
Min length	4

Characters and Unicode

Total characters	138
Distinct characters	23
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	0 ?
Unique (%)	0.0%

Sample

1st row	퇴직급여계(공제일시금제외)
2nd row	퇴직급여계(공제일시금제외)
3rd row	퇴직일시금
4th row	퇴직일시금
5th row	퇴직연금일시금

Value	Count	Frequency (%)
퇴직급여계(공제일시금제외	2	9.1%
퇴직일시금	2	9.1%
퇴직연금일시금	2	9.1%
정상연금	2	9.1%
조기연금	2	9.1%
수급대기자	2	9.1%
퇴직연금공제일시금	2	9.1%
유족급여계	2	9.1%
유족일시금	2	9.1%
유족연금일시금	2	9.1%

Most occurring characters

Value	Count	Frequency (%)
금	24	17.4%
일	12	8.7%
연	12	8.7%
시	12	8.7%
퇴	8	5.8%
유	8	5.8%
직	8	5.8%
족	8	5.8%
제	6	4.3%
급	6	4.3%
Other values (13)	34	24.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	134	97.1%
Open Punctuation	2	1.4%
Close Punctuation	2	1.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
금	24	17.9%
일	12	9.0%
연	12	9.0%
시	12	9.0%
퇴	8	6.0%
유	8	6.0%
직	8	6.0%
족	8	6.0%
제	6	4.5%
급	6	4.5%
Other values (11)	30	22.4%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	134	97.1%
Common	4	2.9%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
금	24	17.9%
일	12	9.0%
연	12	9.0%
시	12	9.0%
퇴	8	6.0%
유	8	6.0%
직	8	6.0%
족	8	6.0%
제	6	4.5%
급	6	4.5%
Other values (11)	30	22.4%

Common

Value	Count	Frequency (%)
(	2	50.0%
)	2	50.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	134	97.1%
ASCII	4	2.9%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
금	24	17.9%
일	12	9.0%
연	12	9.0%
시	12	9.0%
퇴	8	6.0%
유	8	6.0%
직	8	6.0%
족	8	6.0%
제	6	4.5%
급	6	4.5%
Other values (11)	30	22.4%

ASCII

Value	Count	Frequency (%)
(	2	50.0%
)	2	50.0%

남여구분
Categorical

Distinct	2
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	308.0 B

남	11
여	11

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	남
2nd row	여
3rd row	남
4th row	여
5th row	남

Common Values

Value	Count	Frequency (%)
남	11	50.0%
여	11	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남	11	50.0%
여	11	50.0%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	22
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4619.1818

Minimum	47
Maximum	32321
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	47
5-th percentile	81.55
Q1	219.25
median	450.5
Q3	4576
95-th percentile	21526.4
Maximum	32321
Range	32274
Interquartile range (IQR)	4356.75

Descriptive statistics

Standard deviation	8557.9941
Coefficient of variation (CV)	1.8527078
Kurtosis	4.882529
Mean	4619.1818
Median Absolute Deviation (MAD)	364
Skewness	2.2854452
Sum	101622
Variance	73239263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
32321	1	4.5%
432	1	4.5%
81	1	4.5%
306	1	4.5%
92	1	4.5%
126	1	4.5%
47	1	4.5%
95	1	4.5%
220	1	4.5%
527	1	4.5%
Other values (12)	12	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47	1	4.5%
81	1	4.5%
92	1	4.5%
95	1	4.5%
126	1	4.5%
219	1	4.5%
220	1	4.5%
232	1	4.5%
306	1	4.5%
347	1	4.5%

Value	Count	Frequency (%)
32321	1	4.5%
21743	1	4.5%
17411	1	4.5%
9874	1	4.5%
7185	1	4.5%
5452	1	4.5%
1948	1	4.5%
1397	1	4.5%
1098	1	4.5%
527	1	4.5%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	36.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.818182

Minimum	0
Maximum	110
Zeros	14
Zeros (%)	63.6%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4.25
95-th percentile	57.85
Maximum	110
Range	110
Interquartile range (IQR)	4.25

Descriptive statistics

Standard deviation	26.404611
Coefficient of variation (CV)	2.4407623
Kurtosis	9.9234987
Mean	10.818182
Median Absolute Deviation (MAD)	0
Skewness	3.0850601
Sum	238
Variance	697.20346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	14	63.6%
2	2	9.1%
110	1	4.5%
9	1	4.5%
36	1	4.5%
5	1	4.5%
59	1	4.5%
15	1	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	63.6%
2	2	9.1%
5	1	4.5%
9	1	4.5%
15	1	4.5%
36	1	4.5%
59	1	4.5%
110	1	4.5%

Value	Count	Frequency (%)
110	1	4.5%
59	1	4.5%
36	1	4.5%
15	1	4.5%
9	1	4.5%
5	1	4.5%
2	2	9.1%
0	14	63.6%

별정직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	54.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.681818

Minimum	0
Maximum	515
Zeros	10
Zeros (%)	45.5%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	26
95-th percentile	406.55
Maximum	515
Range	515
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	139.21323
Coefficient of variation (CV)	2.2941506
Kurtosis	6.5763237
Mean	60.681818
Median Absolute Deviation (MAD)	1.5
Skewness	2.6800605
Sum	1335
Variance	19380.323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	10	45.5%
2	2	9.1%
515	1	4.5%
151	1	4.5%
420	1	4.5%
140	1	4.5%
8	1	4.5%
53	1	4.5%
4	1	4.5%
32	1	4.5%
Other values (2)	2	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	45.5%
1	1	4.5%
2	2	9.1%
4	1	4.5%
7	1	4.5%
8	1	4.5%
32	1	4.5%
53	1	4.5%
140	1	4.5%
151	1	4.5%

Value	Count	Frequency (%)
515	1	4.5%
420	1	4.5%
151	1	4.5%
140	1	4.5%
53	1	4.5%
32	1	4.5%
8	1	4.5%
7	1	4.5%
4	1	4.5%
2	2	9.1%

일반직
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1704.6818

Minimum	20
Maximum	12987
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	20
5-th percentile	32.15
Q1	88.5
median	194
Q3	1263
95-th percentile	9839.45
Maximum	12987
Range	12967
Interquartile range (IQR)	1174.5

Descriptive statistics

Standard deviation	3444.8116
Coefficient of variation (CV)	2.0207945
Kurtosis	6.1463041
Mean	1704.6818
Median Absolute Deviation (MAD)	160.5
Skewness	2.5819872
Sum	37503
Variance	11866727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
35	2	9.1%
12987	1	4.5%
5326	1	4.5%
32	1	4.5%
132	1	4.5%
50	1	4.5%
20	1	4.5%
87	1	4.5%
217	1	4.5%
93	1	4.5%
Other values (11)	11	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1	4.5%
32	1	4.5%
35	2	9.1%
50	1	4.5%
87	1	4.5%
93	1	4.5%
95	1	4.5%
132	1	4.5%
176	1	4.5%
178	1	4.5%

Value	Count	Frequency (%)
12987	1	4.5%
10077	1	4.5%
5326	1	4.5%
2991	1	4.5%
1469	1	4.5%
1401	1	4.5%
849	1	4.5%
629	1	4.5%
414	1	4.5%
217	1	4.5%

경찰
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	330.90909

Minimum	1
Maximum	3424
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	1
5-th percentile	2
Q1	9
median	20.5
Q3	82.75
95-th percentile	2862.4
Maximum	3424
Range	3423
Interquartile range (IQR)	73.75

Descriptive statistics

Standard deviation	936.63038
Coefficient of variation (CV)	2.8304764
Kurtosis	8.2793758
Mean	330.90909
Median Absolute Deviation (MAD)	19
Skewness	3.0710841
Sum	7280
Variance	877276.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
9	2	9.1%
20	2	9.1%
2	2	9.1%
3424	1	4.5%
3	1	4.5%
62	1	4.5%
4	1	4.5%
14	1	4.5%
96	1	4.5%
52	1	4.5%
Other values (9)	9	40.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	4.5%
2	2	9.1%
3	1	4.5%
4	1	4.5%
9	2	9.1%
13	1	4.5%
14	1	4.5%
20	2	9.1%
21	1	4.5%
41	1	4.5%

Value	Count	Frequency (%)
3424	1	4.5%
3004	1	4.5%
172	1	4.5%
148	1	4.5%
96	1	4.5%
84	1	4.5%
79	1	4.5%
62	1	4.5%
52	1	4.5%
41	1	4.5%

소방
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	17
Distinct (%)	81.0%
Missing	1
Missing (%)	4.5%
Infinite	0
Infinite (%)	0.0%
Mean	111.14286

Minimum	1
Maximum	1093
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	14
Q3	32
95-th percentile	880
Maximum	1093
Range	1092
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	293.77871
Coefficient of variation (CV)	2.6432531
Kurtosis	8.103336
Mean	111.14286
Median Absolute Deviation (MAD)	12
Skewness	3.0163126
Sum	2334
Variance	86305.929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
2	2	9.1%
14	2	9.1%
1	2	9.1%
5	2	9.1%
38	1	4.5%
15	1	4.5%
12	1	4.5%
4	1	4.5%
32	1	4.5%
1093	1	4.5%
Other values (7)	7	31.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	9.1%
2	2	9.1%
3	1	4.5%
4	1	4.5%
5	2	9.1%
7	1	4.5%
12	1	4.5%
14	2	9.1%
15	1	4.5%
23	1	4.5%

Value	Count	Frequency (%)
1093	1	4.5%
880	1	4.5%
82	1	4.5%
70	1	4.5%
38	1	4.5%
32	1	4.5%
31	1	4.5%
23	1	4.5%
15	1	4.5%
14	2	9.1%

교육직
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1139.9091

Minimum	11
Maximum	7427
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	11
5-th percentile	15.75
Q1	43.25
median	102
Q3	376.75
95-th percentile	6180.95
Maximum	7427
Range	7416
Interquartile range (IQR)	333.5

Descriptive statistics

Standard deviation	2273.7175
Coefficient of variation (CV)	1.9946481
Kurtosis	2.5901356
Mean	1139.9091
Median Absolute Deviation (MAD)	71.5
Skewness	1.9873755
Sum	25078
Variance	5169791.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
30	2	9.1%
4831	1	4.5%
85	1	4.5%
40	1	4.5%
44	1	4.5%
43	1	4.5%
11	1	4.5%
15	1	4.5%
94	1	4.5%
89	1	4.5%
Other values (11)	11	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	4.5%
15	1	4.5%
30	2	9.1%
40	1	4.5%
43	1	4.5%
44	1	4.5%
85	1	4.5%
89	1	4.5%
94	1	4.5%
99	1	4.5%

Value	Count	Frequency (%)
7427	1	4.5%
6252	1	4.5%
4831	1	4.5%
4359	1	4.5%
473	1	4.5%
424	1	4.5%
235	1	4.5%
173	1	4.5%
111	1	4.5%
108	1	4.5%

법관검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	45.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.409091

Minimum	0
Maximum	187
Zeros	6
Zeros (%)	27.3%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.25
median	2
Q3	16.5
95-th percentile	121.85
Maximum	187
Range	187
Interquartile range (IQR)	16.25

Descriptive statistics

Standard deviation	46.193856
Coefficient of variation (CV)	2.3800113
Kurtosis	9.3941373
Mean	19.409091
Median Absolute Deviation (MAD)	2
Skewness	3.1130342
Sum	427
Variance	2133.8723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6	27.3%
2	4	18.2%
1	4	18.2%
21	2	9.1%
187	1	4.5%
15	1	4.5%
24	1	4.5%
127	1	4.5%
17	1	4.5%
3	1	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	27.3%
1	4	18.2%
2	4	18.2%
3	1	4.5%
15	1	4.5%
17	1	4.5%
21	2	9.1%
24	1	4.5%
127	1	4.5%
187	1	4.5%

Value	Count	Frequency (%)
187	1	4.5%
127	1	4.5%
24	1	4.5%
21	2	9.1%
17	1	4.5%
15	1	4.5%
3	1	4.5%
2	4	18.2%
1	4	18.2%
0	6	27.3%

기능직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.818182

Minimum	0
Maximum	106
Zeros	8
Zeros (%)	36.4%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5.75
95-th percentile	83.85
Maximum	106
Range	106
Interquartile range (IQR)	5.75

Descriptive statistics

Standard deviation	29.069107
Coefficient of variation (CV)	2.1036854
Kurtosis	5.466838
Mean	13.818182
Median Absolute Deviation (MAD)	2
Skewness	2.475126
Sum	304
Variance	845.01299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	8	36.4%
2	4	18.2%
1	2	9.1%
106	1	4.5%
43	1	4.5%
6	1	4.5%
9	1	4.5%
3	1	4.5%
5	1	4.5%
86	1	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	36.4%
1	2	9.1%
2	4	18.2%
3	1	4.5%
5	1	4.5%
6	1	4.5%
9	1	4.5%
36	1	4.5%
43	1	4.5%
86	1	4.5%

Value	Count	Frequency (%)
106	1	4.5%
86	1	4.5%
43	1	4.5%
36	1	4.5%
9	1	4.5%
6	1	4.5%
5	1	4.5%
3	1	4.5%
2	4	18.2%
1	2	9.1%

공안직
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	19
Distinct (%)	90.5%
Missing	1
Missing (%)	4.5%
Infinite	0
Infinite (%)	0.0%
Mean	122

Minimum	0
Maximum	1119
Zeros	1
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	18
Q3	64
95-th percentile	864
Maximum	1119
Range	1119
Interquartile range (IQR)	59

Descriptive statistics

Standard deviation	294.02245
Coefficient of variation (CV)	2.4100201
Kurtosis	8.1812174
Mean	122
Median Absolute Deviation (MAD)	16
Skewness	2.9987306
Sum	2562
Variance	86449.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
2	2	9.1%
18	2	9.1%
1119	1	4.5%
0	1	4.5%
1	1	4.5%
16	1	4.5%
3	1	4.5%
5	1	4.5%
6	1	4.5%
23	1	4.5%
Other values (9)	9	40.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	4.5%
1	1	4.5%
2	2	9.1%
3	1	4.5%
5	1	4.5%
6	1	4.5%
9	1	4.5%
11	1	4.5%
16	1	4.5%
18	2	9.1%

Value	Count	Frequency (%)
1119	1	4.5%
864	1	4.5%
124	1	4.5%
98	1	4.5%
90	1	4.5%
64	1	4.5%
49	1	4.5%
40	1	4.5%
23	1	4.5%
18	2	9.1%

군무원
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	139.81818

Minimum	1
Maximum	1169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3.75
median	16.5
Q3	123.75
95-th percentile	632.95
Maximum	1169
Range	1168
Interquartile range (IQR)	120

Descriptive statistics

Standard deviation	280.09873
Coefficient of variation (CV)	2.0033069
Kurtosis	8.8403778
Mean	139.81818
Median Absolute Deviation (MAD)	14.5
Skewness	2.8735922
Sum	3076
Variance	78455.299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
2	3	13.6%
3	2	9.1%
12	2	9.1%
102	1	4.5%
1	1	4.5%
7	1	4.5%
6	1	4.5%
21	1	4.5%
30	1	4.5%
1169	1	4.5%
Other values (8)	8	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	4.5%
2	3	13.6%
3	2	9.1%
6	1	4.5%
7	1	4.5%
8	1	4.5%
12	2	9.1%
21	1	4.5%
30	1	4.5%
34	1	4.5%

Value	Count	Frequency (%)
1169	1	4.5%
648	1	4.5%
347	1	4.5%
335	1	4.5%
163	1	4.5%
131	1	4.5%
102	1	4.5%
38	1	4.5%
34	1	4.5%
30	1	4.5%

연구직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	63.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.818182

Minimum	0
Maximum	272
Zeros	3
Zeros (%)	13.6%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	24.75
95-th percentile	201.25
Maximum	272
Range	272
Interquartile range (IQR)	23.75

Descriptive statistics

Standard deviation	70.212356
Coefficient of variation (CV)	2.206674
Kurtosis	7.752714
Mean	31.818182
Median Absolute Deviation (MAD)	3
Skewness	2.876281
Sum	700
Variance	4929.7749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
2	4	18.2%
1	4	18.2%
0	3	13.6%
272	1	4.5%
73	1	4.5%
31	1	4.5%
29	1	4.5%
4	1	4.5%
6	1	4.5%
208	1	4.5%
Other values (4)	4	18.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	13.6%
1	4	18.2%
2	4	18.2%
4	1	4.5%
5	1	4.5%
6	1	4.5%
11	1	4.5%
24	1	4.5%
25	1	4.5%
29	1	4.5%

Value	Count	Frequency (%)
272	1	4.5%
208	1	4.5%
73	1	4.5%
31	1	4.5%
29	1	4.5%
25	1	4.5%
24	1	4.5%
11	1	4.5%
6	1	4.5%
5	1	4.5%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	54.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.136364

Minimum	0
Maximum	163
Zeros	5
Zeros (%)	22.7%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	9.5
95-th percentile	130.35
Maximum	163
Range	163
Interquartile range (IQR)	8.5

Descriptive statistics

Standard deviation	43.36588
Coefficient of variation (CV)	2.2661505
Kurtosis	7.4611341
Mean	19.136364
Median Absolute Deviation (MAD)	2
Skewness	2.8650627
Sum	421
Variance	1880.5996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	5	22.7%
1	4	18.2%
2	3	13.6%
5	2	9.1%
163	1	4.5%
42	1	4.5%
8	1	4.5%
10	1	4.5%
135	1	4.5%
23	1	4.5%
Other values (2)	2	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	22.7%
1	4	18.2%
2	3	13.6%
5	2	9.1%
6	1	4.5%
8	1	4.5%
10	1	4.5%
14	1	4.5%
23	1	4.5%
42	1	4.5%

Value	Count	Frequency (%)
163	1	4.5%
135	1	4.5%
42	1	4.5%
23	1	4.5%
14	1	4.5%
10	1	4.5%
8	1	4.5%
6	1	4.5%
5	2	9.1%
2	3	13.6%

계약직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	77.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219.59091

Minimum	0
Maximum	1473
Zeros	3
Zeros (%)	13.6%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.25
median	7.5
Q3	117.25
95-th percentile	1058.25
Maximum	1473
Range	1473
Interquartile range (IQR)	115

Descriptive statistics

Standard deviation	426.67738
Coefficient of variation (CV)	1.9430558
Kurtosis	2.9793263
Mean	219.59091
Median Absolute Deviation (MAD)	7.5
Skewness	2.0100572
Sum	4831
Variance	182053.59
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	3	13.6%
1	2	9.1%
3	2	9.1%
7	2	9.1%
1473	1	4.5%
129	1	4.5%
2	1	4.5%
8	1	4.5%
82	1	4.5%
4	1	4.5%
Other values (7)	7	31.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	13.6%
1	2	9.1%
2	1	4.5%
3	2	9.1%
4	1	4.5%
7	2	9.1%
8	1	4.5%
21	1	4.5%
24	1	4.5%
49	1	4.5%

Value	Count	Frequency (%)
1473	1	4.5%
1065	1	4.5%
930	1	4.5%
799	1	4.5%
223	1	4.5%
129	1	4.5%
82	1	4.5%
49	1	4.5%
24	1	4.5%
21	1	4.5%

공중보건의
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	308.0 B

0	20
1192	2

Length

Max length	4
Median length	1
Mean length	1.2727273
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1192
2nd row	0
3rd row	1192
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20	90.9%
1192	2	9.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20	90.9%
1192	2	9.1%

기타
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	597.68182

Minimum	1
Maximum	3680
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	330.0 B

Quantile statistics

Minimum	1
5-th percentile	2.1
Q1	8.5
median	32
Q3	297
95-th percentile	2794.45
Maximum	3680
Range	3679
Interquartile range (IQR)	288.5

Descriptive statistics

Standard deviation	1094.89
Coefficient of variation (CV)	1.8318944
Kurtosis	2.302384
Mean	597.68182
Median Absolute Deviation (MAD)	29
Skewness	1.8520713
Sum	13149
Variance	1198784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
7	2	9.1%
3680	1	4.5%
2815	1	4.5%
1	1	4.5%
17	1	4.5%
2	1	4.5%
4	1	4.5%
14	1	4.5%
38	1	4.5%
13	1	4.5%
Other values (11)	11	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	4.5%
2	1	4.5%
4	1	4.5%
5	1	4.5%
7	2	9.1%
13	1	4.5%
14	1	4.5%
17	1	4.5%
19	1	4.5%
26	1	4.5%

Value	Count	Frequency (%)
3680	1	4.5%
2815	1	4.5%
2404	1	4.5%
2033	1	4.5%
1206	1	4.5%
308	1	4.5%
264	1	4.5%
151	1	4.5%
79	1	4.5%
56	1	4.5%

Heatmap
Table

	구분	남여구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
구분	1.000	0.000	0.520	0.317	0.446	0.755	0.315	0.000	0.480	0.279	0.480	0.271	0.480	0.757	0.480	0.479	0.000	0.479
남여구분	0.000	1.000	0.000	0.182	0.198	0.000	0.060	0.014	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.082	0.000	0.082
계	0.520	0.000	1.000	0.881	1.000	1.000	1.000	1.000	1.000	0.740	0.716	1.000	1.000	1.000	1.000	1.000	1.000	1.000
정무직	0.317	0.182	0.881	1.000	0.987	0.818	1.000	1.000	0.928	0.862	0.928	0.807	0.965	0.964	0.928	0.889	1.000	0.889
별정직	0.446	0.198	1.000	0.987	1.000	0.915	1.000	1.000	0.964	0.673	0.848	0.888	0.986	0.993	0.964	1.000	1.000	1.000
일반직	0.755	0.000	1.000	0.818	0.915	1.000	1.000	1.000	1.000	0.797	0.732	1.000	0.940	1.000	1.000	0.992	0.951	0.992
경찰	0.315	0.060	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.728	0.659	1.000	1.000	1.000	1.000	1.000	0.416	1.000
소방	0.000	0.014	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.725	0.655	1.000	1.000	1.000	1.000	1.000	0.414	1.000
교육직	0.480	0.000	1.000	0.928	0.964	1.000	1.000	1.000	1.000	0.726	0.928	1.000	0.985	0.987	1.000	0.889	0.498	0.889
법관검사	0.279	0.000	0.740	0.862	0.673	0.797	0.728	0.725	0.726	1.000	0.862	0.944	0.675	0.727	0.726	0.796	0.837	0.796
기능직	0.480	0.000	0.716	0.928	0.848	0.732	0.659	0.655	0.928	0.862	1.000	0.807	0.850	0.929	0.928	0.730	0.498	0.730
공안직	0.271	0.000	1.000	0.807	0.888	1.000	1.000	1.000	1.000	0.944	0.807	1.000	0.888	1.000	1.000	1.000	0.831	1.000
군무원	0.480	0.000	1.000	0.965	0.986	0.940	1.000	1.000	0.985	0.675	0.850	0.888	1.000	0.986	0.985	0.937	0.682	0.937
연구직	0.757	0.000	1.000	0.964	0.993	1.000	1.000	1.000	0.987	0.727	0.929	1.000	0.986	1.000	0.987	1.000	0.682	1.000
지도직	0.480	0.000	1.000	0.928	0.964	1.000	1.000	1.000	1.000	0.726	0.928	1.000	0.985	0.987	1.000	0.889	0.498	0.889
계약직	0.479	0.082	1.000	0.889	1.000	0.992	1.000	1.000	0.889	0.796	0.730	1.000	0.937	1.000	0.889	1.000	1.000	1.000
공중보건의	0.000	0.000	1.000	1.000	1.000	0.951	0.416	0.414	0.498	0.837	0.498	0.831	0.682	0.682	0.498	1.000	1.000	1.000
기타	0.479	0.082	1.000	0.889	1.000	0.992	1.000	1.000	0.889	0.796	0.730	1.000	0.937	1.000	0.889	1.000	1.000	1.000

Heatmap
Table

	공중보건의	남여구분
공중보건의	1.000	0.000
남여구분	0.000	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	기타	남여구분	공중보건의
계	1.000	0.843	0.868	0.995	0.764	0.772	0.864	0.730	0.833	0.927	0.949	0.930	0.950	0.880	0.963	0.000	0.866
정무직	0.843	1.000	0.868	0.843	0.585	0.629	0.741	0.660	0.733	0.798	0.834	0.856	0.848	0.828	0.826	0.183	0.922
별정직	0.868	0.868	1.000	0.862	0.656	0.744	0.731	0.682	0.806	0.824	0.872	0.826	0.828	0.916	0.907	0.204	0.922
일반직	0.995	0.843	0.862	1.000	0.750	0.767	0.862	0.712	0.845	0.928	0.956	0.945	0.951	0.877	0.953	0.000	0.715
경찰	0.764	0.585	0.656	0.750	1.000	0.959	0.407	0.708	0.747	0.895	0.828	0.624	0.729	0.562	0.796	0.071	0.634
소방	0.772	0.629	0.744	0.767	0.959	1.000	0.459	0.719	0.770	0.869	0.835	0.661	0.705	0.654	0.808	0.000	0.629
교육직	0.864	0.741	0.731	0.862	0.407	0.459	1.000	0.574	0.632	0.698	0.722	0.852	0.820	0.823	0.766	0.000	0.552
법관검사	0.730	0.660	0.682	0.712	0.708	0.719	0.574	1.000	0.696	0.721	0.716	0.629	0.720	0.678	0.710	0.000	0.597
기능직	0.833	0.733	0.806	0.845	0.747	0.770	0.632	0.696	1.000	0.862	0.841	0.770	0.852	0.735	0.826	0.000	0.552
공안직	0.927	0.798	0.824	0.928	0.895	0.869	0.698	0.721	0.862	1.000	0.972	0.876	0.934	0.780	0.920	0.000	0.588
군무원	0.949	0.834	0.872	0.956	0.828	0.835	0.722	0.716	0.841	0.972	1.000	0.909	0.928	0.823	0.943	0.000	0.749
연구직	0.930	0.856	0.826	0.945	0.624	0.661	0.852	0.629	0.770	0.876	0.909	1.000	0.911	0.876	0.865	0.000	0.749
지도직	0.950	0.848	0.828	0.951	0.729	0.705	0.820	0.720	0.852	0.934	0.928	0.911	1.000	0.823	0.911	0.000	0.552
계약직	0.880	0.828	0.916	0.877	0.562	0.654	0.823	0.678	0.735	0.780	0.823	0.876	0.823	1.000	0.884	0.000	0.894
기타	0.963	0.826	0.907	0.953	0.796	0.808	0.766	0.710	0.826	0.920	0.943	0.865	0.911	0.884	1.000	0.000	0.894
남여구분	0.000	0.183	0.204	0.000	0.071	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
공중보건의	0.866	0.922	0.922	0.715	0.634	0.629	0.552	0.597	0.552	0.588	0.749	0.749	0.552	0.894	0.894	0.000	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	구분	남여구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
0	퇴직급여계(공제일시금제외)	남	32321	110	515	12987	3424	1093	4831	187	106	1119	1169	272	163	1473	1192	3680
1	퇴직급여계(공제일시금제외)	여	17411	9	151	5326	84	31	7427	21	43	124	335	73	42	930	0	2815
2	퇴직일시금	남	7185	36	420	1469	148	82	235	15	6	98	347	31	8	1065	1192	2033
3	퇴직일시금	여	5452	5	140	1401	20	14	424	2	1	40	163	29	10	799	0	2404
4	퇴직연금일시금	남	1098	0	8	414	172	70	108	21	9	49	38	4	5	49	0	151
5	퇴직연금일시금	여	469	0	0	210	13	3	173	2	0	9	8	6	2	24	0	19
6	정상연금	남	21743	59	53	10077	3004	880	4359	24	3	864	648	208	135	223	0	1206
7	정상연금	여	9874	2	4	2991	41	7	6252	0	5	64	131	25	23	21	0	308
8	조기연금	남	347	0	2	178	21	23	30	0	2	18	34	5	1	7	0	26
9	조기연금	여	219	0	0	95	1	2	105	0	1	<NA>	3	2	1	4	0	5

	구분	남여구분	계	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	기타
12	퇴직연금공제일시금	남	432	2	176	52	14	85	2	2	18	12	1	5	7	56
13	퇴직연금공제일시금	여	232	1	93	2	<NA>	111	1	0	0	2	1	0	8	13
14	유족급여계	남	527	0	217	96	32	89	3	2	23	21	2	2	2	38
15	유족급여계	여	220	0	87	9	4	94	1	0	6	6	2	1	3	7
16	유족일시금	남	95	0	35	14	12	15	0	0	2	2	0	0	1	14
17	유족일시금	여	47	0	20	4	1	11	0	0	2	2	0	0	3	4
18	유족연금일시금	남	126	0	50	20	5	30	2	0	5	7	0	0	0	7
19	유족연금일시금	여	92	0	35	2	1	43	1	0	3	3	1	1	0	2
20	유족연금	남	306	0	132	62	15	44	1	2	16	12	2	2	1	17
21	유족연금	여	81	0	32	3	2	40	0	0	1	1	1	0	0	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample