gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	48
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	154.8 B

Variable types

Text	1
Numeric	16

Dataset

Description	직종별(정무직, 별정직, 일반직, 경찰, 소방, 교육직 등) 연령별 퇴직자 현황에 대한 데이터입니다. 18세부터 시작됩니다.
URL	https://www.data.go.kr/data/15054052/fileData.do

Alerts

`계` is highly overall correlated with `정무직` and 6 other fields	High correlation
`정무직` is highly overall correlated with `계` and 1 other fields	High correlation
`별정직` is highly overall correlated with `법관검사` and 3 other fields	High correlation
`일반직` is highly overall correlated with `계` and 7 other fields	High correlation
`경찰` is highly overall correlated with `계` and 7 other fields	High correlation
`소방` is highly overall correlated with `계` and 8 other fields	High correlation
`교육직` is highly overall correlated with `계` and 2 other fields	High correlation
`법관검사` is highly overall correlated with `별정직` and 1 other fields	High correlation
`기능직` is highly overall correlated with `별정직` and 2 other fields	High correlation
`공안직` is highly overall correlated with `계` and 7 other fields	High correlation
`군무원` is highly overall correlated with `일반직` and 6 other fields	High correlation
`연구직` is highly overall correlated with `일반직` and 6 other fields	High correlation
`지도직` is highly overall correlated with `일반직` and 5 other fields	High correlation
`계약직` is highly overall correlated with `별정직` and 2 other fields	High correlation
`기타` is highly overall correlated with `계` and 8 other fields	High correlation
`구분` has unique values	Unique
`정무직` has 31 (64.6%) zeros	Zeros
`별정직` has 4 (8.3%) zeros	Zeros
`일반직` has 4 (8.3%) zeros	Zeros
`경찰` has 10 (20.8%) zeros	Zeros
`소방` has 11 (22.9%) zeros	Zeros
`교육직` has 4 (8.3%) zeros	Zeros
`법관검사` has 15 (31.2%) zeros	Zeros
`기능직` has 25 (52.1%) zeros	Zeros
`공안직` has 8 (16.7%) zeros	Zeros
`군무원` has 6 (12.5%) zeros	Zeros
`연구직` has 11 (22.9%) zeros	Zeros
`지도직` has 20 (41.7%) zeros	Zeros
`계약직` has 4 (8.3%) zeros	Zeros
`공중보건의` has 37 (77.1%) zeros	Zeros
`기타` has 3 (6.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 11:48:23.111910
Analysis finished	2023-12-12 11:48:53.351080
Duration	30.24 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	516.0 B

Length

Max length	5
Median length	3
Mean length	3.0416667
Min length	3

Characters and Unicode

Total characters	146
Distinct characters	13
Distinct categories	2 ?
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	48 ?
Unique (%)	100.0%

Sample

1st row	18세
2nd row	19세
3rd row	20세
4th row	21세
5th row	22세

Value	Count	Frequency (%)
18세	1	2.1%
19세	1	2.1%
53세	1	2.1%
44세	1	2.1%
45세	1	2.1%
46세	1	2.1%
47세	1	2.1%
48세	1	2.1%
49세	1	2.1%
50세	1	2.1%
Other values (38)	38	79.2%

Most occurring characters

Value	Count	Frequency (%)
세	48	32.9%
2	15	10.3%
3	15	10.3%
4	15	10.3%
5	15	10.3%
6	10	6.8%
1	7	4.8%
8	5	3.4%
9	5	3.4%
0	5	3.4%
Other values (3)	6	4.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	96	65.8%
Other Letter	50	34.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	15	15.6%
3	15	15.6%
4	15	15.6%
5	15	15.6%
6	10	10.4%
1	7	7.3%
8	5	5.2%
9	5	5.2%
0	5	5.2%
7	4	4.2%

Other Letter

Value	Count	Frequency (%)
세	48	96.0%
이	1	2.0%
상	1	2.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	96	65.8%
Hangul	50	34.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	15	15.6%
3	15	15.6%
4	15	15.6%
5	15	15.6%
6	10	10.4%
1	7	7.3%
8	5	5.2%
9	5	5.2%
0	5	5.2%
7	4	4.2%

Hangul

Value	Count	Frequency (%)
세	48	96.0%
이	1	2.0%
상	1	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	96	65.8%
Hangul	50	34.2%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
세	48	96.0%
이	1	2.0%
상	1	2.0%

ASCII

Value	Count	Frequency (%)
2	15	15.6%
3	15	15.6%
4	15	15.6%
5	15	15.6%
6	10	10.4%
1	7	7.3%
8	5	5.2%
9	5	5.2%
0	5	5.2%
7	4	4.2%

계
Real number (ℝ)

HIGH CORRELATION

Distinct	45
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1145.6875

Minimum	1
Maximum	16567
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	11.15
Q1	532.75
median	645.5
Q3	979.25
95-th percentile	2814.55
Maximum	16567
Range	16566
Interquartile range (IQR)	446.5

Descriptive statistics

Standard deviation	2376.8061
Coefficient of variation (CV)	2.0745675
Kurtosis	39.67925
Mean	1145.6875
Median Absolute Deviation (MAD)	296
Skewness	6.0716653
Sum	54993
Variance	5649207.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
594	2	4.2%
532	2	4.2%
677	2	4.2%
596	1	2.1%
538	1	2.1%
590	1	2.1%
608	1	2.1%
710	1	2.1%
709	1	2.1%
715	1	2.1%
Other values (35)	35	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
7	1	2.1%
8	1	2.1%
17	1	2.1%
39	1	2.1%
70	1	2.1%
84	1	2.1%
180	1	2.1%
344	1	2.1%
510	1	2.1%

Value	Count	Frequency (%)
16567	1	2.1%
3266	1	2.1%
2971	1	2.1%
2524	1	2.1%
2104	1	2.1%
1499	1	2.1%
1401	1	2.1%
1349	1	2.1%
1140	1	2.1%
1111	1	2.1%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	27.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6458333

Minimum	0
Maximum	19
Zeros	31
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.5
95-th percentile	14.65
Maximum	19
Range	19
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	4.9871733
Coefficient of variation (CV)	1.8849159
Kurtosis	3.0469643
Mean	2.6458333
Median Absolute Deviation (MAD)	0
Skewness	2.0066574
Sum	127
Variance	24.871897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	31	64.6%
1	3	6.2%
2	2	4.2%
5	2	4.2%
6	2	4.2%
4	1	2.1%
13	1	2.1%
19	1	2.1%
15	1	2.1%
14	1	2.1%
Other values (3)	3	6.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	64.6%
1	3	6.2%
2	2	4.2%
4	1	2.1%
5	2	4.2%
6	2	4.2%
7	1	2.1%
10	1	2.1%
13	1	2.1%
14	1	2.1%

Value	Count	Frequency (%)
19	1	2.1%
16	1	2.1%
15	1	2.1%
14	1	2.1%
13	1	2.1%
10	1	2.1%
7	1	2.1%
6	2	4.2%
5	2	4.2%
4	1	2.1%

별정직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	56.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.666667

Minimum	0
Maximum	43
Zeros	4
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11.5
median	22
Q3	29
95-th percentile	33
Maximum	43
Range	43
Interquartile range (IQR)	17.5

Descriptive statistics

Standard deviation	11.299281
Coefficient of variation (CV)	0.57453973
Kurtosis	-0.84341814
Mean	19.666667
Median Absolute Deviation (MAD)	8
Skewness	-0.3576522
Sum	944
Variance	127.67376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	4	8.3%
29	4	8.3%
26	3	6.2%
27	3	6.2%
30	3	6.2%
21	3	6.2%
23	2	4.2%
12	2	4.2%
7	2	4.2%
33	2	4.2%
Other values (17)	20	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	8.3%
1	1	2.1%
3	2	4.2%
4	1	2.1%
7	2	4.2%
8	1	2.1%
10	1	2.1%
12	2	4.2%
13	1	2.1%
14	1	2.1%

Value	Count	Frequency (%)
43	1	2.1%
37	1	2.1%
33	2	4.2%
31	2	4.2%
30	3	6.2%
29	4	8.3%
28	1	2.1%
27	3	6.2%
26	3	6.2%
24	1	2.1%

일반직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	413.08333

Minimum	0
Maximum	10203
Zeros	4
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	107.25
median	167
Q3	268.25
95-th percentile	687.1
Maximum	10203
Range	10203
Interquartile range (IQR)	161

Descriptive statistics

Standard deviation	1459.5536
Coefficient of variation (CV)	3.5333153
Kurtosis	45.737143
Mean	413.08333
Median Absolute Deviation (MAD)	93.5
Skewness	6.6967488
Sum	19828
Variance	2130296.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	4	8.3%
143	2	4.2%
164	2	4.2%
210	2	4.2%
1	1	2.1%
230	1	2.1%
140	1	2.1%
117	1	2.1%
133	1	2.1%
147	1	2.1%
Other values (32)	32	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	8.3%
1	1	2.1%
2	1	2.1%
6	1	2.1%
7	1	2.1%
12	1	2.1%
22	1	2.1%
35	1	2.1%
78	1	2.1%
117	1	2.1%

Value	Count	Frequency (%)
10203	1	2.1%
1282	1	2.1%
762	1	2.1%
548	1	2.1%
424	1	2.1%
381	1	2.1%
347	1	2.1%
324	1	2.1%
318	1	2.1%
303	1	2.1%

경찰
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	77.75

Minimum	0
Maximum	2192
Zeros	10
Zeros (%)	20.8%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8.5
median	15.5
Q3	26.25
95-th percentile	152.65
Maximum	2192
Range	2192
Interquartile range (IQR)	17.75

Descriptive statistics

Standard deviation	316.57714
Coefficient of variation (CV)	4.0717317
Kurtosis	44.900028
Mean	77.75
Median Absolute Deviation (MAD)	10.5
Skewness	6.6145756
Sum	3732
Variance	100221.09
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	10	20.8%
13	3	6.2%
10	3	6.2%
15	2	4.2%
18	2	4.2%
21	2	4.2%
26	2	4.2%
12	2	4.2%
16	2	4.2%
9	2	4.2%
Other values (18)	18	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	20.8%
2	1	2.1%
7	1	2.1%
9	2	4.2%
10	3	6.2%
12	2	4.2%
13	3	6.2%
15	2	4.2%
16	2	4.2%
17	1	2.1%

Value	Count	Frequency (%)
2192	1	2.1%
310	1	2.1%
153	1	2.1%
152	1	2.1%
120	1	2.1%
111	1	2.1%
105	1	2.1%
64	1	2.1%
38	1	2.1%
37	1	2.1%

소방
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	45.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25

Minimum	0
Maximum	716
Zeros	11
Zeros (%)	22.9%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.5
median	7.5
Q3	13.5
95-th percentile	38.6
Maximum	716
Range	716
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	102.52493
Coefficient of variation (CV)	4.1009973
Kurtosis	46.684543
Mean	25
Median Absolute Deviation (MAD)	6
Skewness	6.7912211
Sum	1200
Variance	10511.362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	11	22.9%
6	6	12.5%
11	5	10.4%
8	3	6.2%
5	2	4.2%
15	2	4.2%
16	2	4.2%
4	2	4.2%
9	2	4.2%
36	1	2.1%
Other values (12)	12	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	22.9%
1	1	2.1%
3	1	2.1%
4	2	4.2%
5	2	4.2%
6	6	12.5%
7	1	2.1%
8	3	6.2%
9	2	4.2%
10	1	2.1%

Value	Count	Frequency (%)
716	1	2.1%
55	1	2.1%
40	1	2.1%
36	1	2.1%
32	1	2.1%
30	1	2.1%
25	1	2.1%
19	1	2.1%
16	2	4.2%
15	2	4.2%

교육직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	77.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	263.58333

Minimum	0
Maximum	3118
Zeros	4
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	44
median	58.5
Q3	85.25
95-th percentile	1044.85
Maximum	3118
Range	3118
Interquartile range (IQR)	41.25

Descriptive statistics

Standard deviation	536.32242
Coefficient of variation (CV)	2.0347357
Kurtosis	16.894128
Mean	263.58333
Median Absolute Deviation (MAD)	14.5
Skewness	3.6895309
Sum	12652
Variance	287641.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	4	8.3%
61	3	6.2%
60	2	4.2%
65	2	4.2%
49	2	4.2%
50	2	4.2%
44	2	4.2%
67	2	4.2%
961	1	2.1%
3118	1	2.1%
Other values (27)	27	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	8.3%
2	1	2.1%
6	1	2.1%
10	1	2.1%
32	1	2.1%
38	1	2.1%
42	1	2.1%
43	1	2.1%
44	2	4.2%
45	1	2.1%

Value	Count	Frequency (%)
3118	1	2.1%
1301	1	2.1%
1090	1	2.1%
961	1	2.1%
895	1	2.1%
884	1	2.1%
823	1	2.1%
684	1	2.1%
492	1	2.1%
427	1	2.1%

법관검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6666667

Minimum	0
Maximum	18
Zeros	15
Zeros (%)	31.2%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	7
95-th percentile	14
Maximum	18
Range	18
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.8655687
Coefficient of variation (CV)	1.0426219
Kurtosis	0.24422277
Mean	4.6666667
Median Absolute Deviation (MAD)	4
Skewness	0.97036756
Sum	224
Variance	23.673759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	15	31.2%
6	7	14.6%
1	4	8.3%
4	4	8.3%
8	3	6.2%
2	2	4.2%
5	2	4.2%
14	2	4.2%
12	2	4.2%
7	2	4.2%
Other values (5)	5	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	31.2%
1	4	8.3%
2	2	4.2%
3	1	2.1%
4	4	8.3%
5	2	4.2%
6	7	14.6%
7	2	4.2%
8	3	6.2%
10	1	2.1%

Value	Count	Frequency (%)
18	1	2.1%
16	1	2.1%
14	2	4.2%
12	2	4.2%
11	1	2.1%
10	1	2.1%
8	3	6.2%
7	2	4.2%
6	7	14.6%
5	2	4.2%

기능직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1041667

Minimum	0
Maximum	17
Zeros	25
Zeros (%)	52.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	13.95
Maximum	17
Range	17
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.8913279
Coefficient of variation (CV)	1.5757298
Kurtosis	1.2731835
Mean	3.1041667
Median Absolute Deviation (MAD)	0
Skewness	1.5495186
Sum	149
Variance	23.925089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	25	52.1%
1	7	14.6%
6	3	6.2%
11	2	4.2%
3	2	4.2%
7	1	2.1%
10	1	2.1%
9	1	2.1%
16	1	2.1%
12	1	2.1%
Other values (4)	4	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25	52.1%
1	7	14.6%
2	1	2.1%
3	2	4.2%
6	3	6.2%
7	1	2.1%
8	1	2.1%
9	1	2.1%
10	1	2.1%
11	2	4.2%

Value	Count	Frequency (%)
17	1	2.1%
16	1	2.1%
15	1	2.1%
12	1	2.1%
11	2	4.2%
10	1	2.1%
9	1	2.1%
8	1	2.1%
7	1	2.1%
6	3	6.2%

공안직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	52.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.4375

Minimum	0
Maximum	364
Zeros	8
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	10.5
Q3	19
95-th percentile	131.5
Maximum	364
Range	364
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	59.67426
Coefficient of variation (CV)	2.0984355
Kurtosis	21.691763
Mean	28.4375
Median Absolute Deviation (MAD)	8.5
Skewness	4.2874138
Sum	1365
Variance	3561.0173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	8	16.7%
12	5	10.4%
10	4	8.3%
9	3	6.2%
1	3	6.2%
7	2	4.2%
19	2	4.2%
8	2	4.2%
16	2	4.2%
24	2	4.2%
Other values (15)	15	31.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	16.7%
1	3	6.2%
2	1	2.1%
6	1	2.1%
7	2	4.2%
8	2	4.2%
9	3	6.2%
10	4	8.3%
11	1	2.1%
12	5	10.4%

Value	Count	Frequency (%)
364	1	2.1%
137	1	2.1%
135	1	2.1%
125	1	2.1%
86	1	2.1%
67	1	2.1%
52	1	2.1%
34	1	2.1%
24	2	4.2%
21	1	2.1%

군무원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.875

Minimum	0
Maximum	635
Zeros	6
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8.25
median	18
Q3	31.5
95-th percentile	66
Maximum	635
Range	635
Interquartile range (IQR)	23.25

Descriptive statistics

Standard deviation	90.606144
Coefficient of variation (CV)	2.5980256
Kurtosis	43.333752
Mean	34.875
Median Absolute Deviation (MAD)	12.5
Skewness	6.437503
Sum	1674
Variance	8209.4734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	6	12.5%
16	3	6.2%
24	2	4.2%
28	2	4.2%
10	2	4.2%
13	2	4.2%
18	2	4.2%
20	2	4.2%
1	2	4.2%
15	2	4.2%
Other values (22)	23	47.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	12.5%
1	2	4.2%
2	1	2.1%
3	1	2.1%
4	1	2.1%
6	1	2.1%
9	1	2.1%
10	2	4.2%
11	1	2.1%
13	2	4.2%

Value	Count	Frequency (%)
635	1	2.1%
70	1	2.1%
66	2	4.2%
64	1	2.1%
53	1	2.1%
52	1	2.1%
48	1	2.1%
43	1	2.1%
41	1	2.1%
40	1	2.1%

연구직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	27.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2083333

Minimum	0
Maximum	203
Zeros	11
Zeros (%)	22.9%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	6
95-th percentile	13.95
Maximum	203
Range	203
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	28.97024
Coefficient of variation (CV)	3.5293694
Kurtosis	46.21449
Mean	8.2083333
Median Absolute Deviation (MAD)	2.5
Skewness	6.7415519
Sum	394
Variance	839.27482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	11	22.9%
6	8	16.7%
5	7	14.6%
1	5	10.4%
4	4	8.3%
3	3	6.2%
7	3	6.2%
2	2	4.2%
8	1	2.1%
12	1	2.1%
Other values (3)	3	6.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	22.9%
1	5	10.4%
2	2	4.2%
3	3	6.2%
4	4	8.3%
5	7	14.6%
6	8	16.7%
7	3	6.2%
8	1	2.1%
12	1	2.1%

Value	Count	Frequency (%)
203	1	2.1%
18	1	2.1%
15	1	2.1%
12	1	2.1%
8	1	2.1%
7	3	6.2%
6	8	16.7%
5	7	14.6%
4	4	8.3%
3	3	6.2%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4583333

Minimum	0
Maximum	137
Zeros	20
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	7.3
Maximum	137
Range	137
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	19.676056
Coefficient of variation (CV)	4.4133209
Kurtosis	46.577179
Mean	4.4583333
Median Absolute Deviation (MAD)	1
Skewness	6.7805069
Sum	214
Variance	387.14716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	20	41.7%
2	10	20.8%
1	9	18.8%
5	2	4.2%
6	2	4.2%
4	1	2.1%
3	1	2.1%
11	1	2.1%
8	1	2.1%
137	1	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	41.7%
1	9	18.8%
2	10	20.8%
3	1	2.1%
4	1	2.1%
5	2	4.2%
6	2	4.2%
8	1	2.1%
11	1	2.1%
137	1	2.1%

Value	Count	Frequency (%)
137	1	2.1%
11	1	2.1%
8	1	2.1%
6	2	4.2%
5	2	4.2%
4	1	2.1%
3	1	2.1%
2	10	20.8%
1	9	18.8%
0	20	41.7%

계약직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.375

Minimum	0
Maximum	126
Zeros	4
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	43.5
median	85.5
Q3	100
95-th percentile	121.95
Maximum	126
Range	126
Interquartile range (IQR)	56.5

Descriptive statistics

Standard deviation	40.231577
Coefficient of variation (CV)	0.57167427
Kurtosis	-0.92456756
Mean	70.375
Median Absolute Deviation (MAD)	21.5
Skewness	-0.6356678
Sum	3378
Variance	1618.5798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	4	8.3%
94	3	6.2%
73	2	4.2%
108	2	4.2%
100	2	4.2%
92	2	4.2%
107	2	4.2%
51	1	2.1%
30	1	2.1%
84	1	2.1%
Other values (28)	28	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	8.3%
1	1	2.1%
3	1	2.1%
6	1	2.1%
7	1	2.1%
14	1	2.1%
22	1	2.1%
29	1	2.1%
30	1	2.1%
48	1	2.1%

Value	Count	Frequency (%)
126	1	2.1%
125	1	2.1%
123	1	2.1%
120	1	2.1%
110	1	2.1%
108	2	4.2%
107	2	4.2%
105	1	2.1%
103	1	2.1%
100	2	4.2%

공중보건의
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.979167

Minimum	0
Maximum	222
Zeros	37
Zeros (%)	77.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	191.75
Maximum	222
Range	222
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	62.920581
Coefficient of variation (CV)	2.421963
Kurtosis	3.9909456
Mean	25.979167
Median Absolute Deviation (MAD)	0
Skewness	2.3404146
Sum	1247
Variance	3958.9996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	37	77.1%
2	1	2.1%
15	1	2.1%
158	1	2.1%
222	1	2.1%
210	1	2.1%
157	1	2.1%
204	1	2.1%
169	1	2.1%
61	1	2.1%
Other values (2)	2	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	77.1%
2	1	2.1%
15	1	2.1%
16	1	2.1%
33	1	2.1%
61	1	2.1%
157	1	2.1%
158	1	2.1%
169	1	2.1%
204	1	2.1%

Value	Count	Frequency (%)
222	1	2.1%
210	1	2.1%
204	1	2.1%
169	1	2.1%
158	1	2.1%
157	1	2.1%
61	1	2.1%
33	1	2.1%
16	1	2.1%
15	1	2.1%

기타
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	85.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	163.85417

Minimum	0
Maximum	1172
Zeros	3
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	1.05
Q1	81
median	170.5
Q3	190.25
95-th percentile	239.65
Maximum	1172
Range	1172
Interquartile range (IQR)	109.25

Descriptive statistics

Standard deviation	165.29393
Coefficient of variation (CV)	1.0087869
Kurtosis	30.414574
Mean	163.85417
Median Absolute Deviation (MAD)	21
Skewness	4.8871594
Sum	7865
Variance	27322.085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	3	6.2%
177	2	4.2%
191	2	4.2%
170	2	4.2%
171	2	4.2%
192	2	4.2%
193	1	2.1%
181	1	2.1%
187	1	2.1%
183	1	2.1%
Other values (31)	31	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	6.2%
3	1	2.1%
9	1	2.1%
16	1	2.1%
33	1	2.1%
46	1	2.1%
51	1	2.1%
64	1	2.1%
66	1	2.1%
69	1	2.1%

Value	Count	Frequency (%)
1172	1	2.1%
264	1	2.1%
240	1	2.1%
239	1	2.1%
226	1	2.1%
203	1	2.1%
201	1	2.1%
193	1	2.1%
192	2	4.2%
191	2	4.2%

Phik (φk)
Auto

Heatmap
Table

	구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
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
계	1.000	1.000	0.931	0.000	0.966	0.966	1.000	0.885	0.227	0.000	0.879	0.941	1.000	1.000	0.716	0.000	0.659
정무직	1.000	0.931	1.000	0.637	0.962	0.962	0.427	0.899	0.000	0.000	0.919	0.486	0.427	0.427	0.628	0.000	0.000
별정직	1.000	0.000	0.637	1.000	0.000	0.000	0.000	0.499	0.823	0.682	0.142	0.000	0.000	0.000	0.889	0.000	0.558
일반직	1.000	0.966	0.962	0.000	1.000	1.000	1.000	0.707	0.369	0.000	0.780	0.937	1.000	1.000	0.539	0.000	0.660
경찰	1.000	0.966	0.962	0.000	1.000	1.000	1.000	0.707	0.369	0.000	0.780	0.937	1.000	1.000	0.539	0.000	0.660
소방	1.000	1.000	0.427	0.000	1.000	1.000	1.000	0.526	0.522	0.000	1.000	1.000	0.676	0.676	0.773	0.000	1.000
교육직	1.000	0.885	0.899	0.499	0.707	0.707	0.526	1.000	0.000	0.000	0.677	0.445	0.526	0.526	0.755	0.000	0.286
법관검사	1.000	0.227	0.000	0.823	0.369	0.369	0.522	0.000	1.000	0.827	0.635	0.328	0.522	0.522	0.544	0.000	0.493
기능직	1.000	0.000	0.000	0.682	0.000	0.000	0.000	0.000	0.827	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
공안직	1.000	0.879	0.919	0.142	0.780	0.780	1.000	0.677	0.635	0.000	1.000	0.711	1.000	1.000	0.793	0.000	0.620
군무원	1.000	0.941	0.486	0.000	0.937	0.937	1.000	0.445	0.328	0.000	0.711	1.000	1.000	1.000	0.717	0.000	0.745
연구직	1.000	1.000	0.427	0.000	1.000	1.000	0.676	0.526	0.522	0.000	1.000	1.000	1.000	0.676	0.773	0.000	1.000
지도직	1.000	1.000	0.427	0.000	1.000	1.000	0.676	0.526	0.522	0.000	1.000	1.000	0.676	1.000	0.773	0.000	1.000
계약직	1.000	0.716	0.628	0.889	0.539	0.539	0.773	0.755	0.544	0.000	0.793	0.717	0.773	0.773	1.000	0.000	0.808
공중보건의	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.405
기타	1.000	0.659	0.000	0.558	0.660	0.660	1.000	0.286	0.493	0.000	0.620	0.745	1.000	1.000	0.808	0.405	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
계	1.000	0.644	0.240	0.602	0.596	0.622	0.825	0.335	0.064	0.595	0.456	0.479	0.478	0.191	0.159	0.542
정무직	0.644	1.000	-0.126	0.244	0.364	0.298	0.639	0.463	0.091	0.373	0.075	0.104	0.385	-0.205	-0.387	0.006
별정직	0.240	-0.126	1.000	0.290	0.439	0.340	0.103	0.501	0.581	0.443	0.174	0.491	0.159	0.849	0.163	0.674
일반직	0.602	0.244	0.290	1.000	0.871	0.900	0.466	0.204	0.239	0.874	0.880	0.760	0.770	0.230	0.281	0.635
경찰	0.596	0.364	0.439	0.871	1.000	0.883	0.442	0.476	0.424	0.920	0.755	0.679	0.719	0.317	0.175	0.653
소방	0.622	0.298	0.340	0.900	0.883	1.000	0.515	0.339	0.270	0.864	0.813	0.812	0.713	0.259	0.268	0.652
교육직	0.825	0.639	0.103	0.466	0.442	0.515	1.000	0.371	0.111	0.405	0.350	0.367	0.426	0.032	-0.031	0.278
법관검사	0.335	0.463	0.501	0.204	0.476	0.339	0.371	1.000	0.739	0.464	0.005	0.258	0.425	0.458	-0.448	0.281
기능직	0.064	0.091	0.581	0.239	0.424	0.270	0.111	0.739	1.000	0.420	0.069	0.198	0.330	0.525	-0.374	0.278
공안직	0.595	0.373	0.443	0.874	0.920	0.864	0.405	0.464	0.420	1.000	0.760	0.716	0.727	0.373	0.131	0.637
군무원	0.456	0.075	0.174	0.880	0.755	0.813	0.350	0.005	0.069	0.760	1.000	0.651	0.663	0.122	0.444	0.575
연구직	0.479	0.104	0.491	0.760	0.679	0.812	0.367	0.258	0.198	0.716	0.651	1.000	0.594	0.498	0.206	0.606
지도직	0.478	0.385	0.159	0.770	0.719	0.713	0.426	0.425	0.330	0.727	0.663	0.594	1.000	0.166	-0.012	0.395
계약직	0.191	-0.205	0.849	0.230	0.317	0.259	0.032	0.458	0.525	0.373	0.122	0.498	0.166	1.000	0.159	0.631
공중보건의	0.159	-0.387	0.163	0.281	0.175	0.268	-0.031	-0.448	-0.374	0.131	0.444	0.206	-0.012	0.159	1.000	0.474
기타	0.542	0.006	0.674	0.635	0.653	0.652	0.278	0.281	0.278	0.637	0.575	0.606	0.395	0.631	0.474	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	계	별정직	일반직	경찰	소방	교육직	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
0	18세	1	0	1	0	0	0	0	0	0	0	0	0	0	0
1	19세	7	0	6	0	0	0	0	0	1	0	0	0	0	0
2	20세	8	0	7	0	0	0	0	0	1	0	0	0	0	0
3	21세	17	0	12	0	0	0	0	0	2	0	0	0	0	3
4	22세	39	1	22	0	0	2	0	1	3	0	0	1	0	9
5	23세	70	3	35	2	0	6	0	1	4	0	0	3	0	16
6	24세	180	4	78	7	1	32	0	2	16	1	0	6	0	33
7	25세	344	3	170	9	5	42	0	7	33	1	1	7	0	66
8	26세	510	10	234	16	6	68	0	10	53	2	2	22	2	85
9	27세	665	8	265	16	11	67	1	18	66	3	2	30	15	163

	구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	기타
38	56세	1499	19	21	424	120	30	492	8	1	86	48	12	6	73	159
39	57세	2104	15	20	548	152	32	884	8	3	125	66	6	5	48	192
40	58세	2524	14	7	762	153	40	1090	7	0	135	43	18	11	72	172
41	59세	2971	10	13	1282	310	55	895	5	1	137	31	15	8	71	138
42	60세	16567	7	26	10203	2192	716	823	2	0	364	635	203	137	87	1172
43	61세	1111	6	14	2	0	0	961	4	0	0	0	0	0	60	64
44	62세	3266	5	19	0	0	0	3118	1	0	0	0	0	0	54	69
45	63세	1401	2	12	0	0	0	1301	6	0	0	0	0	0	29	51
46	64세	84	6	7	0	0	0	10	1	0	0	0	0	0	14	46
47	65세이상	972	16	12	0	0	0	684	6	0	1	0	0	0	84	169

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample