gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	41
Missing cells	60
Missing cells (%)	8.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.2 KiB
Average record size in memory	155.2 B

Variable types

Text	1
Numeric	15
Categorical	1

Dataset

Description	공무원 직종별, 재직년수별 퇴직자 현황 데이터(정무직,별정직,일반직,경찰,소방, 계약직 등)로 1년 미만부터 연 단위로 구분되어 있습니다.
URL	https://www.data.go.kr/data/15053020/fileData.do

Alerts

`계` is highly overall correlated with `일반직` and 9 other fields	High correlation
`정무직` is highly overall correlated with `소방` and 1 other fields	High correlation
`별정직` is highly overall correlated with `계약직` and 1 other fields	High correlation
`일반직` is highly overall correlated with `계` and 9 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 9 other fields	High correlation
`교육직` is highly overall correlated with `계` and 7 other fields	High correlation
`법관검사` is highly overall correlated with `기타` and 1 other fields	High correlation
`공안직` is highly overall correlated with `계` and 9 other fields	High correlation
`군무원` is highly overall correlated with `계` and 8 other fields	High correlation
`연구직` is highly overall correlated with `계` and 6 other fields	High correlation
`지도직` is highly overall correlated with `계` and 6 other fields	High correlation
`계약직` is highly overall correlated with `별정직` and 1 other fields	High correlation
`기타` is highly overall correlated with `계` and 7 other fields	High correlation
`기능직` is highly overall correlated with `계` and 2 other fields	High correlation
`정무직` has 17 (41.5%) missing values	Missing
`별정직` has 3 (7.3%) missing values	Missing
`법관검사` has 3 (7.3%) missing values	Missing
`공안직` has 1 (2.4%) missing values	Missing
`연구직` has 1 (2.4%) missing values	Missing
`지도직` has 3 (7.3%) missing values	Missing
`공중보건의` has 32 (78.0%) missing values	Missing
`구분` has unique values	Unique

Reproduction

Analysis started	2023-12-12 11:53:24.911806
Analysis finished	2023-12-12 11:53:55.674026
Duration	30.76 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	5
Median length	3
Mean length	2.902439
Min length	2

Characters and Unicode

Total characters	119
Distinct characters	15
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	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%
21년	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 (31)	31	75.6%

Most occurring characters

Value	Count	Frequency (%)
년	41	34.5%
1	15	12.6%
2	14	11.8%
3	14	11.8%
4	5	4.2%
5	4	3.4%
6	4	3.4%
7	4	3.4%
8	4	3.4%
9	4	3.4%
Other values (5)	10	8.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	72	60.5%
Other Letter	47	39.5%

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%

Most occurring scripts

Value	Count	Frequency (%)
Common	72	60.5%
Hangul	47	39.5%

Most frequent character per script

Common

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%

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	72	60.5%
Hangul	47	39.5%

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	20.8%
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%

계
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1341.2927

Minimum	205
Maximum	3706
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	205
5-th percentile	283
Q1	333
median	641
Q3	2305
95-th percentile	3584
Maximum	3706
Range	3501
Interquartile range (IQR)	1972

Descriptive statistics

Standard deviation	1228.2005
Coefficient of variation (CV)	0.91568415
Kurtosis	-0.95880659
Mean	1341.2927
Median Absolute Deviation (MAD)	347
Skewness	0.81821946
Sum	54993
Variance	1508476.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
641	2	4.9%
3123	1	2.4%
2894	1	2.4%
307	1	2.4%
381	1	2.4%
492	1	2.4%
575	1	2.4%
720	1	2.4%
863	1	2.4%
1498	1	2.4%
Other values (30)	30	73.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
205	1	2.4%
255	1	2.4%
283	1	2.4%
294	1	2.4%
307	1	2.4%
308	1	2.4%
310	1	2.4%
314	1	2.4%
322	1	2.4%
332	1	2.4%

Value	Count	Frequency (%)
3706	1	2.4%
3611	1	2.4%
3584	1	2.4%
3538	1	2.4%
3459	1	2.4%
3123	1	2.4%
3120	1	2.4%
2894	1	2.4%
2644	1	2.4%
2473	1	2.4%

정무직
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9
Distinct (%)	37.5%
Missing	17
Missing (%)	41.5%
Infinite	0
Infinite (%)	0.0%
Mean	5.2916667

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	7.25
95-th percentile	14
Maximum	29
Range	28
Interquartile range (IQR)	6.25

Descriptive statistics

Standard deviation	6.50404
Coefficient of variation (CV)	1.2291099
Kurtosis	7.0359893
Mean	5.2916667
Median Absolute Deviation (MAD)	2
Skewness	2.3967443
Sum	127
Variance	42.302536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	11	26.8%
3	2	4.9%
4	2	4.9%
8	2	4.9%
7	2	4.9%
14	2	4.9%
29	1	2.4%
5	1	2.4%
10	1	2.4%
(Missing)	17	41.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	26.8%
3	2	4.9%
4	2	4.9%
5	1	2.4%
7	2	4.9%
8	2	4.9%
10	1	2.4%
14	2	4.9%
29	1	2.4%

Value	Count	Frequency (%)
29	1	2.4%
14	2	4.9%
10	1	2.4%
8	2	4.9%
7	2	4.9%
5	1	2.4%
4	2	4.9%
3	2	4.9%
1	11	26.8%

별정직
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	21
Distinct (%)	55.3%
Missing	3
Missing (%)	7.3%
Infinite	0
Infinite (%)	0.0%
Mean	24.842105

Minimum	1
Maximum	188
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	18.5
95-th percentile	152.65
Maximum	188
Range	187
Interquartile range (IQR)	15.5

Descriptive statistics

Standard deviation	47.799992
Coefficient of variation (CV)	1.9241522
Kurtosis	6.1495936
Mean	24.842105
Median Absolute Deviation (MAD)	4
Skewness	2.6424487
Sum	944
Variance	2284.8393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3	6	14.6%
1	5	12.2%
2	4	9.8%
4	3	7.3%
5	2	4.9%
12	2	4.9%
20	2	4.9%
31	1	2.4%
14	1	2.4%
26	1	2.4%
Other values (11)	11	26.8%
(Missing)	3	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	12.2%
2	4	9.8%
3	6	14.6%
4	3	7.3%
5	2	4.9%
6	1	2.4%
7	1	2.4%
8	1	2.4%
9	1	2.4%
11	1	2.4%

Value	Count	Frequency (%)
188	1	2.4%
179	1	2.4%
148	1	2.4%
102	1	2.4%
54	1	2.4%
44	1	2.4%
31	1	2.4%
26	1	2.4%
20	2	4.9%
14	1	2.4%

일반직
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	483.60976

Minimum	54
Maximum	1503
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	54
5-th percentile	94
Q1	122
median	248
Q3	779
95-th percentile	1469
Maximum	1503
Range	1449
Interquartile range (IQR)	657

Descriptive statistics

Standard deviation	459.16979
Coefficient of variation (CV)	0.94946345
Kurtosis	-0.037260196
Mean	483.60976
Median Absolute Deviation (MAD)	146
Skewness	1.104672
Sum	19828
Variance	210836.89
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
110	2	4.9%
856	1	2.4%
1012	1	2.4%
179	1	2.4%
248	1	2.4%
306	1	2.4%
348	1	2.4%
351	1	2.4%
468	1	2.4%
831	1	2.4%
Other values (30)	30	73.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54	1	2.4%
91	1	2.4%
94	1	2.4%
102	1	2.4%
103	1	2.4%
105	1	2.4%
110	2	4.9%
114	1	2.4%
115	1	2.4%
122	1	2.4%

Value	Count	Frequency (%)
1503	1	2.4%
1502	1	2.4%
1469	1	2.4%
1442	1	2.4%
1208	1	2.4%
1146	1	2.4%
1012	1	2.4%
917	1	2.4%
856	1	2.4%
831	1	2.4%

경찰
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	75.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	91.02439

Minimum	4
Maximum	515
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	4
5-th percentile	7
Q1	12
median	25
Q3	61
95-th percentile	453
Maximum	515
Range	511
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	145.94819
Coefficient of variation (CV)	1.6033965
Kurtosis	2.476628
Mean	91.02439
Median Absolute Deviation (MAD)	14
Skewness	1.9444691
Sum	3732
Variance	21300.874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
12	4	9.8%
10	4	9.8%
7	3	7.3%
28	2	4.9%
25	2	4.9%
24	1	2.4%
147	1	2.4%
218	1	2.4%
339	1	2.4%
405	1	2.4%
Other values (21)	21	51.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	2.4%
7	3	7.3%
10	4	9.8%
12	4	9.8%
13	1	2.4%
16	1	2.4%
18	1	2.4%
19	1	2.4%
20	1	2.4%
21	1	2.4%

Value	Count	Frequency (%)
515	1	2.4%
479	1	2.4%
453	1	2.4%
405	1	2.4%
339	1	2.4%
314	1	2.4%
218	1	2.4%
148	1	2.4%
147	1	2.4%
72	1	2.4%

소방
Real number (ℝ)

HIGH CORRELATION

Distinct	28
Distinct (%)	68.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.268293

Minimum	2
Maximum	131
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	2
5-th percentile	3
Q1	7
median	11
Q3	27
95-th percentile	122
Maximum	131
Range	129
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	38.315157
Coefficient of variation (CV)	1.3091012
Kurtosis	1.4433055
Mean	29.268293
Median Absolute Deviation (MAD)	7
Skewness	1.6612779
Sum	1200
Variance	1468.0512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
7	4	9.8%
3	3	7.3%
8	3	7.3%
4	3	7.3%
5	2	4.9%
13	2	4.9%
11	2	4.9%
9	2	4.9%
131	1	2.4%
122	1	2.4%
Other values (18)	18	43.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.4%
3	3	7.3%
4	3	7.3%
5	2	4.9%
6	1	2.4%
7	4	9.8%
8	3	7.3%
9	2	4.9%
11	2	4.9%
12	1	2.4%

Value	Count	Frequency (%)
131	1	2.4%
128	1	2.4%
122	1	2.4%
99	1	2.4%
94	1	2.4%
93	1	2.4%
77	1	2.4%
64	1	2.4%
52	1	2.4%
35	1	2.4%

교육직
Real number (ℝ)

HIGH CORRELATION

Distinct	35
Distinct (%)	85.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	308.58537

Minimum	27
Maximum	1905
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	27
5-th percentile	34
Q1	49
median	97
Q3	267
95-th percentile	1106
Maximum	1905
Range	1878
Interquartile range (IQR)	218

Descriptive statistics

Standard deviation	436.16396
Coefficient of variation (CV)	1.4134305
Kurtosis	3.4024168
Mean	308.58537
Median Absolute Deviation (MAD)	58
Skewness	1.9093922
Sum	12652
Variance	190239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
47	3	7.3%
72	2	4.9%
49	2	4.9%
88	2	4.9%
163	2	4.9%
1021	1	2.4%
762	1	2.4%
1905	1	2.4%
757	1	2.4%
725	1	2.4%
Other values (25)	25	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	2.4%
33	1	2.4%
34	1	2.4%
36	1	2.4%
37	1	2.4%
39	1	2.4%
46	1	2.4%
47	3	7.3%
49	2	4.9%
54	1	2.4%

Value	Count	Frequency (%)
1905	1	2.4%
1107	1	2.4%
1106	1	2.4%
1021	1	2.4%
1017	1	2.4%
1010	1	2.4%
762	1	2.4%
757	1	2.4%
725	1	2.4%
587	1	2.4%

법관검사
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	16
Distinct (%)	42.1%
Missing	3
Missing (%)	7.3%
Infinite	0
Infinite (%)	0.0%
Mean	5.8947368

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	7.75
95-th percentile	16.15
Maximum	20
Range	19
Interquartile range (IQR)	5.75

Descriptive statistics

Standard deviation	5.1137836
Coefficient of variation (CV)	0.86751685
Kurtosis	0.72002028
Mean	5.8947368
Median Absolute Deviation (MAD)	2
Skewness	1.2700817
Sum	224
Variance	26.150782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
4	7	17.1%
2	6	14.6%
1	6	14.6%
6	3	7.3%
3	3	7.3%
7	2	4.9%
8	2	4.9%
14	1	2.4%
15	1	2.4%
16	1	2.4%
Other values (6)	6	14.6%
(Missing)	3	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	14.6%
2	6	14.6%
3	3	7.3%
4	7	17.1%
5	1	2.4%
6	3	7.3%
7	2	4.9%
8	2	4.9%
9	1	2.4%
12	1	2.4%

Value	Count	Frequency (%)
20	1	2.4%
17	1	2.4%
16	1	2.4%
15	1	2.4%
14	1	2.4%
13	1	2.4%
12	1	2.4%
9	1	2.4%
8	2	4.9%
7	2	4.9%

기능직
Categorical

HIGH CORRELATION

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

<NA>	29
1	7
2	3
4	1
132	1

Length

Max length	4
Median length	4
Mean length	3.1707317
Min length	1

Unique

Unique	2 ?
Unique (%)	4.9%

Sample

1st row	4
2nd row	1
3rd row	<NA>
4th row	1
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	29	70.7%
1	7	17.1%
2	3	7.3%
4	1	2.4%
132	1	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	29	70.7%
1	7	17.1%
2	3	7.3%
4	1	2.4%
132	1	2.4%

공안직
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	25
Distinct (%)	62.5%
Missing	1
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%
Mean	34.125

Minimum	3
Maximum	197
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	3
5-th percentile	5
Q1	9
median	16
Q3	28.5
95-th percentile	150.75
Maximum	197
Range	194
Interquartile range (IQR)	19.5

Descriptive statistics

Standard deviation	48.595762
Coefficient of variation (CV)	1.4240516
Kurtosis	4.9507366
Mean	34.125
Median Absolute Deviation (MAD)	9
Skewness	2.4138787
Sum	1365
Variance	2361.5481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
9	4	9.8%
19	4	9.8%
7	3	7.3%
16	2	4.9%
15	2	4.9%
6	2	4.9%
5	2	4.9%
27	2	4.9%
11	2	4.9%
21	2	4.9%
Other values (15)	15	36.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.4%
5	2	4.9%
6	2	4.9%
7	3	7.3%
8	1	2.4%
9	4	9.8%
11	2	4.9%
13	1	2.4%
14	1	2.4%
15	2	4.9%

Value	Count	Frequency (%)
197	1	2.4%
184	1	2.4%
149	1	2.4%
139	1	2.4%
97	1	2.4%
56	1	2.4%
42	1	2.4%
39	1	2.4%
31	1	2.4%
30	1	2.4%

군무원
Real number (ℝ)

HIGH CORRELATION

Distinct	36
Distinct (%)	87.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.829268

Minimum	3
Maximum	242
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	3
5-th percentile	6
Q1	12
median	24
Q3	57
95-th percentile	93
Maximum	242
Range	239
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	44.100398
Coefficient of variation (CV)	1.0801173
Kurtosis	10.2238
Mean	40.829268
Median Absolute Deviation (MAD)	17
Skewness	2.7272031
Sum	1674
Variance	1944.8451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
6	3	7.3%
19	2	4.9%
74	2	4.9%
18	2	4.9%
46	1	2.4%
23	1	2.4%
25	1	2.4%
30	1	2.4%
24	1	2.4%
40	1	2.4%
Other values (26)	26	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.4%
4	1	2.4%
6	3	7.3%
7	1	2.4%
8	1	2.4%
9	1	2.4%
10	1	2.4%
11	1	2.4%
12	1	2.4%
13	1	2.4%

Value	Count	Frequency (%)
242	1	2.4%
135	1	2.4%
93	1	2.4%
90	1	2.4%
84	1	2.4%
74	2	4.9%
66	1	2.4%
60	1	2.4%
59	1	2.4%
57	1	2.4%

연구직
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	20
Distinct (%)	50.0%
Missing	1
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%
Mean	9.85

Minimum	1
Maximum	39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	6.5
Q3	13
95-th percentile	29.35
Maximum	39
Range	38
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	9.365923
Coefficient of variation (CV)	0.95085512
Kurtosis	2.4743426
Mean	9.85
Median Absolute Deviation (MAD)	3.5
Skewness	1.681872
Sum	394
Variance	87.720513
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
5	6	14.6%
1	4	9.8%
7	3	7.3%
3	3	7.3%
13	3	7.3%
4	3	7.3%
2	2	4.9%
6	2	4.9%
8	2	4.9%
16	2	4.9%
Other values (10)	10	24.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	9.8%
2	2	4.9%
3	3	7.3%
4	3	7.3%
5	6	14.6%
6	2	4.9%
7	3	7.3%
8	2	4.9%
9	1	2.4%
10	1	2.4%

Value	Count	Frequency (%)
39	1	2.4%
36	1	2.4%
29	1	2.4%
25	1	2.4%
23	1	2.4%
21	1	2.4%
16	2	4.9%
13	3	7.3%
12	1	2.4%
11	1	2.4%

지도직
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	14
Distinct (%)	36.8%
Missing	3
Missing (%)	7.3%
Infinite	0
Infinite (%)	0.0%
Mean	5.6315789

Minimum	1
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	6
95-th percentile	18.15
Maximum	40
Range	39
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	7.4595162
Coefficient of variation (CV)	1.324587
Kurtosis	11.892443
Mean	5.6315789
Median Absolute Deviation (MAD)	2
Skewness	3.1181133
Sum	214
Variance	55.644381
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1	11	26.8%
3	6	14.6%
2	4	9.8%
4	3	7.3%
5	3	7.3%
6	3	7.3%
8	1	2.4%
7	1	2.4%
19	1	2.4%
18	1	2.4%
Other values (4)	4	9.8%
(Missing)	3	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	26.8%
2	4	9.8%
3	6	14.6%
4	3	7.3%
5	3	7.3%
6	3	7.3%
7	1	2.4%
8	1	2.4%
11	1	2.4%
12	1	2.4%

Value	Count	Frequency (%)
40	1	2.4%
19	1	2.4%
18	1	2.4%
17	1	2.4%
12	1	2.4%
11	1	2.4%
8	1	2.4%
7	1	2.4%
6	3	7.3%
5	3	7.3%

계약직
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	82.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.390244

Minimum	2
Maximum	596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	2
5-th percentile	5
Q1	9
median	22
Q3	65
95-th percentile	427
Maximum	596
Range	594
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	138.8544
Coefficient of variation (CV)	1.6853257
Kurtosis	5.4456244
Mean	82.390244
Median Absolute Deviation (MAD)	16
Skewness	2.4433765
Sum	3378
Variance	19280.544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
9	4	9.8%
13	2	4.9%
7	2	4.9%
5	2	4.9%
53	2	4.9%
297	1	2.4%
16	1	2.4%
12	1	2.4%
11	1	2.4%
17	1	2.4%
Other values (24)	24	58.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.4%
3	1	2.4%
5	2	4.9%
7	2	4.9%
8	1	2.4%
9	4	9.8%
11	1	2.4%
12	1	2.4%
13	2	4.9%
16	1	2.4%

Value	Count	Frequency (%)
596	1	2.4%
462	1	2.4%
427	1	2.4%
332	1	2.4%
297	1	2.4%
173	1	2.4%
128	1	2.4%
121	1	2.4%
93	1	2.4%
77	1	2.4%

공중보건의
Real number (ℝ)

MISSING

Distinct	8
Distinct (%)	88.9%
Missing	32
Missing (%)	78.0%
Infinite	0
Infinite (%)	0.0%
Mean	138.55556

Minimum	1
Maximum	1021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1
5-th percentile	2.6
Q1	5
median	25
Q3	72
95-th percentile	645.4
Maximum	1021
Range	1020
Interquartile range (IQR)	67

Descriptive statistics

Standard deviation	332.26161
Coefficient of variation (CV)	2.3980389
Kurtosis	8.7915625
Mean	138.55556
Median Absolute Deviation (MAD)	20
Skewness	2.9541711
Sum	1247
Variance	110397.78
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
5	2	4.9%
1	1	2.4%
6	1	2.4%
1021	1	2.4%
82	1	2.4%
25	1	2.4%
30	1	2.4%
72	1	2.4%
(Missing)	32	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.4%
5	2	4.9%
6	1	2.4%
25	1	2.4%
30	1	2.4%
72	1	2.4%
82	1	2.4%
1021	1	2.4%

Value	Count	Frequency (%)
1021	1	2.4%
82	1	2.4%
72	1	2.4%
30	1	2.4%
25	1	2.4%
6	1	2.4%
5	2	4.9%
1	1	2.4%

기타
Real number (ℝ)

HIGH CORRELATION

Distinct	38
Distinct (%)	92.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	191.82927

Minimum	16
Maximum	1413
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	16
5-th percentile	24
Q1	47
median	74
Q3	147
95-th percentile	1046
Maximum	1413
Range	1397
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	334.12041
Coefficient of variation (CV)	1.7417593
Kurtosis	7.4422918
Mean	191.82927
Median Absolute Deviation (MAD)	43
Skewness	2.8718937
Sum	7865
Variance	111636.45
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
151	2	4.9%
136	2	4.9%
92	2	4.9%
1413	1	2.4%
16	1	2.4%
27	1	2.4%
35	1	2.4%
57	1	2.4%
75	1	2.4%
95	1	2.4%
Other values (28)	28	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	1	2.4%
20	1	2.4%
24	1	2.4%
25	1	2.4%
27	1	2.4%
30	1	2.4%
31	1	2.4%
33	1	2.4%
35	1	2.4%
38	1	2.4%

Value	Count	Frequency (%)
1413	1	2.4%
1328	1	2.4%
1046	1	2.4%
812	1	2.4%
343	1	2.4%
262	1	2.4%
165	1	2.4%
164	1	2.4%
151	2	4.9%
147	1	2.4%

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	0.678	0.776	0.932	0.803	0.815	0.874	0.000	0.901	0.860	0.822	0.806	0.763	0.593	1.000	0.797
정무직	1.000	0.678	1.000	0.211	0.697	0.611	0.196	0.408	0.000	0.000	0.747	0.784	0.582	0.000	0.000	1.000	0.786
별정직	1.000	0.776	0.211	1.000	0.716	0.000	0.000	0.000	0.000	0.812	0.394	0.901	0.517	0.000	0.900	0.000	0.964
일반직	1.000	0.932	0.697	0.716	1.000	0.763	0.742	0.859	0.000	0.862	0.891	0.785	0.772	0.561	0.479	0.000	0.789
경찰	1.000	0.803	0.611	0.000	0.763	1.000	0.918	0.882	0.000	0.000	0.871	0.559	0.928	0.758	0.000	NaN	0.000
소방	1.000	0.815	0.196	0.000	0.742	0.918	1.000	0.848	0.000	0.000	0.806	0.559	0.809	0.693	0.000	0.000	0.000
교육직	1.000	0.874	0.408	0.000	0.859	0.882	0.848	1.000	0.000	0.000	0.841	0.619	0.689	0.777	0.000	NaN	0.000
법관검사	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.820	0.000	0.000	0.000	0.000	0.000	0.000	0.000
기능직	1.000	0.901	0.000	0.812	0.862	0.000	0.000	0.000	0.820	1.000	0.000	0.474	0.000	0.000	0.474	0.000	0.203
공안직	1.000	0.860	0.747	0.394	0.891	0.871	0.806	0.841	0.000	0.000	1.000	0.809	0.838	0.515	0.000	0.000	0.777
군무원	1.000	0.822	0.784	0.901	0.785	0.559	0.559	0.619	0.000	0.474	0.809	1.000	0.492	0.407	0.710	1.000	0.865
연구직	1.000	0.806	0.582	0.517	0.772	0.928	0.809	0.689	0.000	0.000	0.838	0.492	1.000	0.415	0.000	0.000	0.381
지도직	1.000	0.763	0.000	0.000	0.561	0.758	0.693	0.777	0.000	0.000	0.515	0.407	0.415	1.000	0.000	0.396	0.000
계약직	1.000	0.593	0.000	0.900	0.479	0.000	0.000	0.000	0.000	0.474	0.000	0.710	0.000	0.000	1.000	1.000	0.851
공중보건의	1.000	1.000	1.000	0.000	0.000	NaN	0.000	NaN	0.000	0.000	0.000	1.000	0.000	0.396	1.000	1.000	1.000
기타	1.000	0.797	0.786	0.964	0.789	0.000	0.000	0.000	0.000	0.203	0.777	0.865	0.381	0.000	0.851	1.000	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	공안직	군무원	연구직	지도직	계약직	공중보건의	기타	기능직
계	1.000	0.471	0.081	0.949	0.846	0.815	0.772	-0.474	0.843	0.808	0.659	0.710	-0.072	-0.151	0.766	0.603
정무직	0.471	1.000	0.105	0.440	0.150	0.510	0.305	0.216	0.587	0.399	0.470	0.036	0.097	-0.070	0.473	0.000
별정직	0.081	0.105	1.000	-0.139	-0.279	-0.209	-0.437	-0.456	-0.051	-0.051	0.102	-0.394	0.908	-0.084	0.549	0.426
일반직	0.949	0.440	-0.139	1.000	0.899	0.852	0.862	-0.354	0.868	0.795	0.688	0.794	-0.278	-0.477	0.636	0.613
경찰	0.846	0.150	-0.279	0.899	1.000	0.848	0.814	-0.308	0.742	0.757	0.629	0.751	-0.400	-0.489	0.499	0.000
소방	0.815	0.510	-0.209	0.852	0.848	1.000	0.767	-0.224	0.804	0.785	0.744	0.657	-0.253	-0.377	0.573	0.000
교육직	0.772	0.305	-0.437	0.862	0.814	0.767	1.000	-0.100	0.729	0.712	0.487	0.883	-0.544	-0.117	0.318	0.000
법관검사	-0.474	0.216	-0.456	-0.354	-0.308	-0.224	-0.100	1.000	-0.226	-0.312	-0.248	-0.159	-0.319	-0.205	-0.707	0.726
공안직	0.843	0.587	-0.051	0.868	0.742	0.804	0.729	-0.226	1.000	0.724	0.793	0.668	-0.150	-0.160	0.623	0.000
군무원	0.808	0.399	-0.051	0.795	0.757	0.785	0.712	-0.312	0.724	1.000	0.527	0.648	-0.136	-0.427	0.565	0.329
연구직	0.659	0.470	0.102	0.688	0.629	0.744	0.487	-0.248	0.793	0.527	1.000	0.441	0.087	0.393	0.624	0.000
지도직	0.710	0.036	-0.394	0.794	0.751	0.657	0.883	-0.159	0.668	0.648	0.441	1.000	-0.473	0.420	0.276	0.000
계약직	-0.072	0.097	0.908	-0.278	-0.400	-0.253	-0.544	-0.319	-0.150	-0.136	0.087	-0.473	1.000	-0.142	0.404	0.329
공중보건의	-0.151	-0.070	-0.084	-0.477	-0.489	-0.377	-0.117	-0.205	-0.160	-0.427	0.393	0.420	-0.142	1.000	-0.368	0.000
기타	0.766	0.473	0.549	0.636	0.499	0.573	0.318	-0.707	0.623	0.565	0.624	0.276	0.404	-0.368	1.000	0.079
기능직	0.603	0.000	0.426	0.613	0.000	0.000	0.000	0.726	0.000	0.329	0.000	0.000	0.329	0.000	0.079	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	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
0	1년미만	3123	3	148	856	24	27	72	<NA>	4	27	242	7	2	297	1	1413
1	1년이상	3120	29	179	712	39	19	159	4	1	30	135	13	4	462	6	1328
2	2년	2249	4	102	557	28	16	163	1	<NA>	31	90	10	3	427	5	812
3	3년	3584	8	188	441	23	21	128	2	1	28	60	16	5	596	1021	1046
4	4년	1245	1	54	398	25	12	75	1	<NA>	27	37	13	4	173	82	343
5	5년	1020	1	44	237	28	13	46	3	<NA>	14	21	13	1	332	5	262
6	6년	641	1	20	206	25	11	49	2	<NA>	11	7	8	1	128	25	147
7	7년	550	1	31	162	18	7	33	1	<NA>	19	18	<NA>	1	93	30	136
8	8년	478	<NA>	14	147	19	6	34	3	1	9	10	6	<NA>	65	72	92
9	9년	322	5	20	103	10	3	36	2	1	11	6	3	1	63	<NA>	58

	구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
31	31년	2202	14	3	1012	147	94	587	1	<NA>	97	46	21	6	9	<NA>	165
32	32년	2894	10	3	1146	218	128	1010	<NA>	<NA>	139	43	25	4	17	<NA>	151
33	33년	3611	14	3	1503	339	131	1106	4	<NA>	197	84	36	8	22	<NA>	164
34	34년	3459	8	9	1442	405	122	1017	5	<NA>	184	66	23	7	20	<NA>	151
35	35년	3538	1	6	1469	453	99	1107	2	1	149	57	39	19	19	<NA>	117
36	36년	2644	3	2	1208	314	93	725	<NA>	<NA>	56	74	29	18	18	<NA>	104
37	37년	2473	1	1	917	479	77	757	1	<NA>	39	93	12	17	5	<NA>	74
38	38년	2305	1	1	779	515	64	762	3	<NA>	21	74	5	12	2	<NA>	66
39	39년	1956	1	1	635	148	18	1021	1	<NA>	7	41	1	11	8	<NA>	63
40	40년이상	3706	<NA>	<NA>	1502	72	8	1905	2	<NA>	<NA>	54	2	40	3	<NA>	118

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

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample