gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	30
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.8 KiB
Average record size in memory	164.4 B

Variable types

Text	1
Categorical	1
Numeric	16

Dataset

Description	공무원 직종별(정무직, 별정직, 일반직, 경찰, 소방, 교육직 등), 재직년수별(20년미만부터 33년 이상)퇴직연금수급자 현황 데이터로 연 단위로 구분됩니다.
URL	https://www.data.go.kr/data/15052966/fileData.do

Alerts

`계` is highly overall correlated with `정무직` and 11 other fields	High correlation
`정무직` is highly overall correlated with `계` and 12 other fields	High correlation
`별정직` is highly overall correlated with `계` and 13 other fields	High correlation
`일반직` is highly overall correlated with `계` and 12 other fields	High correlation
`경찰` is highly overall correlated with `계` and 12 other fields	High correlation
`소방` is highly overall correlated with `계` and 12 other fields	High correlation
`교육직` is highly overall correlated with `법관검사` and 1 other fields	High correlation
`법관검사` is highly overall correlated with `정무직` and 14 other fields	High correlation
`기능직` is highly overall correlated with `계` and 14 other fields	High correlation
`고용직` is highly overall correlated with `교육직` and 2 other fields	High correlation
`공안직` is highly overall correlated with `계` and 12 other fields	High correlation
`군무원` is highly overall correlated with `계` and 12 other fields	High correlation
`연구직` is highly overall correlated with `계` and 12 other fields	High correlation
`지도직` is highly overall correlated with `계` and 12 other fields	High correlation
`계약직` is highly overall correlated with `계` and 12 other fields	High correlation
`기타` is highly overall correlated with `계` and 13 other fields	High correlation
`남여구분` is highly overall correlated with `별정직` and 3 other fields	High correlation
`계` has unique values	Unique
`별정직` has unique values	Unique
`교육직` has unique values	Unique
`기능직` has unique values	Unique
`정무직` has 6 (20.0%) zeros	Zeros
`소방` has 2 (6.7%) zeros	Zeros
`법관검사` has 1 (3.3%) zeros	Zeros
`고용직` has 19 (63.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 20:05:00.160533
Analysis finished	2023-12-12 20:05:28.182960
Duration	28.02 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

Distinct	15
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

Length

Max length	5
Median length	3
Mean length	3.2666667
Min length	3

Characters and Unicode

Total characters	98
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	0 ?
Unique (%)	0.0%

Sample

1st row	20년미만
2nd row	20년미만
3rd row	20년
4th row	20년
5th row	21년

Value	Count	Frequency (%)
20년미만	2	6.7%
20년	2	6.7%
21년	2	6.7%
22년	2	6.7%
23년	2	6.7%
24년	2	6.7%
25년	2	6.7%
26년	2	6.7%
27년	2	6.7%
28년	2	6.7%
Other values (5)	10	33.3%

Most occurring characters

Value	Count	Frequency (%)
년	30	30.6%
2	26	26.5%
3	12	12.2%
0	6	6.1%
1	4	4.1%
미	2	2.0%
만	2	2.0%
4	2	2.0%
5	2	2.0%
6	2	2.0%
Other values (5)	10	10.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60	61.2%
Other Letter	38	38.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	26	43.3%
3	12	20.0%
0	6	10.0%
1	4	6.7%
4	2	3.3%
5	2	3.3%
6	2	3.3%
7	2	3.3%
8	2	3.3%
9	2	3.3%

Other Letter

Value	Count	Frequency (%)
년	30	78.9%
미	2	5.3%
만	2	5.3%
이	2	5.3%
상	2	5.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	60	61.2%
Hangul	38	38.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	26	43.3%
3	12	20.0%
0	6	10.0%
1	4	6.7%
4	2	3.3%
5	2	3.3%
6	2	3.3%
7	2	3.3%
8	2	3.3%
9	2	3.3%

Hangul

Value	Count	Frequency (%)
년	30	78.9%
미	2	5.3%
만	2	5.3%
이	2	5.3%
상	2	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	60	61.2%
Hangul	38	38.8%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
년	30	78.9%
미	2	5.3%
만	2	5.3%
이	2	5.3%
상	2	5.3%

ASCII

Value	Count	Frequency (%)
2	26	43.3%
3	12	20.0%
0	6	10.0%
1	4	6.7%
4	2	3.3%
5	2	3.3%
6	2	3.3%
7	2	3.3%
8	2	3.3%
9	2	3.3%

남여구분
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

남	15
여	15

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	15	50.0%
여	15	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남	15	50.0%
여	15	50.0%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18200.333

Minimum	2780
Maximum	246270
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	2780
5-th percentile	2819.15
Q1	3522.5
median	6956
Q3	12473.25
95-th percentile	45653.15
Maximum	246270
Range	243490
Interquartile range (IQR)	8950.75

Descriptive statistics

Standard deviation	44638.285
Coefficient of variation (CV)	2.4526081
Kurtosis	25.62171
Mean	18200.333
Median Absolute Deviation (MAD)	3768
Skewness	4.9457356
Sum	546010
Variance	1.9925765 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
3472	1	3.3%
11304	1	3.3%
63425	1	3.3%
246270	1	3.3%
7022	1	3.3%
23932	1	3.3%
6822	1	3.3%
21083	1	3.3%
6546	1	3.3%
18739	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2780	1	3.3%
2807	1	3.3%
2834	1	3.3%
3003	1	3.3%
3077	1	3.3%
3145	1	3.3%
3231	1	3.3%
3472	1	3.3%
3674	1	3.3%
4282	1	3.3%

Value	Count	Frequency (%)
246270	1	3.3%
63425	1	3.3%
23932	1	3.3%
21319	1	3.3%
21083	1	3.3%
18739	1	3.3%
15193	1	3.3%
12863	1	3.3%
11304	1	3.3%
10126	1	3.3%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.533333

Minimum	0
Maximum	453
Zeros	6
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.25
median	7
Q3	36
95-th percentile	146.45
Maximum	453
Range	453
Interquartile range (IQR)	34.75

Descriptive statistics

Standard deviation	89.297926
Coefficient of variation (CV)	2.051254
Kurtosis	15.658064
Mean	43.533333
Median Absolute Deviation (MAD)	7
Skewness	3.6606788
Sum	1306
Variance	7974.1195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	6	20.0%
3	3	10.0%
2	3	10.0%
1	2	6.7%
10	1	3.3%
83	1	3.3%
4	1	3.3%
453	1	3.3%
125	1	3.3%
164	1	3.3%
Other values (10)	10	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	20.0%
1	2	6.7%
2	3	10.0%
3	3	10.0%
4	1	3.3%
10	1	3.3%
19	1	3.3%
21	1	3.3%
22	1	3.3%
23	1	3.3%

Value	Count	Frequency (%)
453	1	3.3%
164	1	3.3%
125	1	3.3%
120	1	3.3%
112	1	3.3%
83	1	3.3%
40	1	3.3%
38	1	3.3%
30	1	3.3%
25	1	3.3%

별정직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	303.96667

Minimum	14
Maximum	2581
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	14
5-th percentile	15.45
Q1	52
median	94.5
Q3	399.5
95-th percentile	670.35
Maximum	2581
Range	2567
Interquartile range (IQR)	347.5

Descriptive statistics

Standard deviation	483.68916
Coefficient of variation (CV)	1.5912573
Kurtosis	17.596179
Mean	303.96667
Median Absolute Deviation (MAD)	80
Skewness	3.823801
Sum	9119
Variance	233955.21
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
101	1	3.3%
488	1	3.3%
88	1	3.3%
2581	1	3.3%
14	1	3.3%
641	1	3.3%
25	1	3.3%
678	1	3.3%
15	1	3.3%
661	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	1	3.3%
15	1	3.3%
16	1	3.3%
25	1	3.3%
27	1	3.3%
31	1	3.3%
42	1	3.3%
51	1	3.3%
55	1	3.3%
56	1	3.3%

Value	Count	Frequency (%)
2581	1	3.3%
678	1	3.3%
661	1	3.3%
641	1	3.3%
580	1	3.3%
518	1	3.3%
488	1	3.3%
402	1	3.3%
392	1	3.3%
319	1	3.3%

일반직
Real number (ℝ)

HIGH CORRELATION

Distinct	29
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6469.2667

Minimum	838
Maximum	98980
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	838
5-th percentile	892.95
Q1	983.25
median	1924.5
Q3	4767.5
95-th percentile	12093.2
Maximum	98980
Range	98142
Interquartile range (IQR)	3784.25

Descriptive statistics

Standard deviation	17767.491
Coefficient of variation (CV)	2.7464458
Kurtosis	27.846537
Mean	6469.2667
Median Absolute Deviation (MAD)	983
Skewness	5.2006459
Sum	194078
Variance	3.1568372 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
970	2	6.7%
1073	1	3.3%
935	1	3.3%
13967	1	3.3%
98980	1	3.3%
1141	1	3.3%
9803	1	3.3%
1211	1	3.3%
8739	1	3.3%
1400	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
838	1	3.3%
861	1	3.3%
932	1	3.3%
935	1	3.3%
948	1	3.3%
962	1	3.3%
970	2	6.7%
1023	1	3.3%
1073	1	3.3%
1141	1	3.3%

Value	Count	Frequency (%)
98980	1	3.3%
13967	1	3.3%
9803	1	3.3%
8739	1	3.3%
7784	1	3.3%
6395	1	3.3%
5350	1	3.3%
4832	1	3.3%
4574	1	3.3%
3996	1	3.3%

경찰
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1575.4

Minimum	9
Maximum	33280
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	9
5-th percentile	10
Q1	15
median	197.5
Q3	605.25
95-th percentile	2763.6
Maximum	33280
Range	33271
Interquartile range (IQR)	590.25

Descriptive statistics

Standard deviation	6035.1728
Coefficient of variation (CV)	3.8308828
Kurtosis	28.972958
Mean	1575.4
Median Absolute Deviation (MAD)	185.5
Skewness	5.3452873
Sum	47262
Variance	36423310
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
18	2	6.7%
15	2	6.7%
10	2	6.7%
13	2	6.7%
125	1	3.3%
851	1	3.3%
270	1	3.3%
33280	1	3.3%
14	1	3.3%
3147	1	3.3%
Other values (16)	16	53.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	1	3.3%
10	2	6.7%
11	1	3.3%
13	2	6.7%
14	1	3.3%
15	2	6.7%
17	1	3.3%
18	2	6.7%
24	1	3.3%
26	1	3.3%

Value	Count	Frequency (%)
33280	1	3.3%
3147	1	3.3%
2295	1	3.3%
1822	1	3.3%
1278	1	3.3%
870	1	3.3%
851	1	3.3%
619	1	3.3%
564	1	3.3%
522	1	3.3%

소방
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	294.03333

Minimum	0
Maximum	4993
Zeros	2
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0
5-th percentile	0.45
Q1	5
median	37.5
Q3	185
95-th percentile	707.9
Maximum	4993
Range	4993
Interquartile range (IQR)	180

Descriptive statistics

Standard deviation	909.12859
Coefficient of variation (CV)	3.0919236
Kurtosis	26.947634
Mean	294.03333
Median Absolute Deviation (MAD)	37.5
Skewness	5.0887272
Sum	8821
Variance	826514.79
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
5	4	13.3%
6	3	10.0%
0	2	6.7%
195	1	3.3%
37	1	3.3%
4993	1	3.3%
1	1	3.3%
743	1	3.3%
665	1	3.3%
488	1	3.3%
Other values (14)	14	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	6.7%
1	1	3.3%
3	1	3.3%
4	1	3.3%
5	4	13.3%
6	3	10.0%
11	1	3.3%
12	1	3.3%
37	1	3.3%
38	1	3.3%

Value	Count	Frequency (%)
4993	1	3.3%
743	1	3.3%
665	1	3.3%
488	1	3.3%
371	1	3.3%
274	1	3.3%
239	1	3.3%
195	1	3.3%
155	1	3.3%
152	1	3.3%

교육직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5663.5333

Minimum	365
Maximum	71787
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	365
5-th percentile	410.05
Q1	892.75
median	1405.5
Q3	2939.5
95-th percentile	27570.6
Maximum	71787
Range	71422
Interquartile range (IQR)	2046.75

Descriptive statistics

Standard deviation	14892.083
Coefficient of variation (CV)	2.6294687
Kurtosis	15.361481
Mean	5663.5333
Median Absolute Deviation (MAD)	851
Skewness	3.925352
Sum	169906
Variance	2.2177415 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
365	1	3.3%
1000	1	3.3%
45639	1	3.3%
71787	1	3.3%
5487	1	3.3%
3619	1	3.3%
5167	1	3.3%
2845	1	3.3%
4598	1	3.3%
2212	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
365	1	3.3%
406	1	3.3%
415	1	3.3%
467	1	3.3%
517	1	3.3%
592	1	3.3%
667	1	3.3%
857	1	3.3%
1000	1	3.3%
1158	1	3.3%

Value	Count	Frequency (%)
71787	1	3.3%
45639	1	3.3%
5487	1	3.3%
5167	1	3.3%
4598	1	3.3%
3931	1	3.3%
3619	1	3.3%
2971	1	3.3%
2845	1	3.3%
2301	1	3.3%

법관검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.4

Minimum	0
Maximum	228
Zeros	1
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3.25
median	38
Q3	126.25
95-th percentile	206.2
Maximum	228
Range	228
Interquartile range (IQR)	123

Descriptive statistics

Standard deviation	77.497319
Coefficient of variation (CV)	1.1166761
Kurtosis	-0.87938243
Mean	69.4
Median Absolute Deviation (MAD)	37
Skewness	0.76619828
Sum	2082
Variance	6005.8345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1	4	13.3%
4	2	6.7%
5	2	6.7%
2	2	6.7%
121	1	3.3%
84	1	3.3%
193	1	3.3%
45	1	3.3%
0	1	3.3%
61	1	3.3%
Other values (14)	14	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	3.3%
1	4	13.3%
2	2	6.7%
3	1	3.3%
4	2	6.7%
5	2	6.7%
6	1	3.3%
12	1	3.3%
31	1	3.3%
45	1	3.3%

Value	Count	Frequency (%)
228	1	3.3%
217	1	3.3%
193	1	3.3%
188	1	3.3%
177	1	3.3%
159	1	3.3%
158	1	3.3%
128	1	3.3%
121	1	3.3%
94	1	3.3%

기능직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1898.3333

Minimum	15
Maximum	14033
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	15
5-th percentile	73.65
Q1	243.5
median	1209.5
Q3	2365.75
95-th percentile	5600.6
Maximum	14033
Range	14018
Interquartile range (IQR)	2122.25

Descriptive statistics

Standard deviation	2795.9527
Coefficient of variation (CV)	1.472846
Kurtosis	12.734213
Mean	1898.3333
Median Absolute Deviation (MAD)	1060.5
Skewness	3.293087
Sum	56950
Variance	7817351.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
30	1	3.3%
2246	1	3.3%
669	1	3.3%
7973	1	3.3%
127	1	3.3%
2271	1	3.3%
178	1	3.3%
2346	1	3.3%
260	1	3.3%
2701	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	3.3%
30	1	3.3%
127	1	3.3%
178	1	3.3%
190	1	3.3%
193	1	3.3%
232	1	3.3%
238	1	3.3%
260	1	3.3%
356	1	3.3%

Value	Count	Frequency (%)
14033	1	3.3%
7973	1	3.3%
2701	1	3.3%
2552	1	3.3%
2524	1	3.3%
2512	1	3.3%
2406	1	3.3%
2370	1	3.3%
2353	1	3.3%
2346	1	3.3%

고용직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8

Minimum	0
Maximum	5
Zeros	19
Zeros (%)	63.3%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3.55
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3235272
Coefficient of variation (CV)	1.6544089
Kurtosis	2.9599991
Mean	0.8
Median Absolute Deviation (MAD)	0
Skewness	1.8281246
Sum	24
Variance	1.7517241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	19	63.3%
2	4	13.3%
1	4	13.3%
4	1	3.3%
5	1	3.3%
3	1	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	63.3%
1	4	13.3%
2	4	13.3%
3	1	3.3%
4	1	3.3%
5	1	3.3%

Value	Count	Frequency (%)
5	1	3.3%
4	1	3.3%
3	1	3.3%
2	4	13.3%
1	4	13.3%
0	19	63.3%

공안직
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	483.06667

Minimum	8
Maximum	7036
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	8
5-th percentile	9
Q1	19
median	116.5
Q3	373.25
95-th percentile	1162.2
Maximum	7036
Range	7028
Interquartile range (IQR)	354.25

Descriptive statistics

Standard deviation	1280.0956
Coefficient of variation (CV)	2.6499358
Kurtosis	25.810417
Mean	483.06667
Median Absolute Deviation (MAD)	108
Skewness	4.9408275
Sum	14492
Variance	1638644.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
19	3	10.0%
14	2	6.7%
9	2	6.7%
75	1	3.3%
561	1	3.3%
158	1	3.3%
7036	1	3.3%
35	1	3.3%
1218	1	3.3%
36	1	3.3%
Other values (16)	16	53.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	3.3%
9	2	6.7%
12	1	3.3%
14	2	6.7%
18	1	3.3%
19	3	10.0%
32	1	3.3%
35	1	3.3%
36	1	3.3%
37	1	3.3%

Value	Count	Frequency (%)
7036	1	3.3%
1218	1	3.3%
1094	1	3.3%
820	1	3.3%
667	1	3.3%
561	1	3.3%
456	1	3.3%
389	1	3.3%
326	1	3.3%
315	1	3.3%

군무원
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	479.23333

Minimum	21
Maximum	7873
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	21
5-th percentile	28
Q1	38
median	188
Q3	366.25
95-th percentile	746.5
Maximum	7873
Range	7852
Interquartile range (IQR)	328.25

Descriptive statistics

Standard deviation	1415.9173
Coefficient of variation (CV)	2.9545467
Kurtosis	28.209838
Mean	479.23333
Median Absolute Deviation (MAD)	150.5
Skewness	5.2438048
Sum	14377
Variance	2004821.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
28	2	6.7%
34	2	6.7%
38	2	6.7%
204	1	3.3%
385	1	3.3%
570	1	3.3%
7873	1	3.3%
778	1	3.3%
44	1	3.3%
708	1	3.3%
Other values (17)	17	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	1	3.3%
28	2	6.7%
30	1	3.3%
34	2	6.7%
37	1	3.3%
38	2	6.7%
39	1	3.3%
40	1	3.3%
41	1	3.3%
44	1	3.3%

Value	Count	Frequency (%)
7873	1	3.3%
778	1	3.3%
708	1	3.3%
694	1	3.3%
570	1	3.3%
528	1	3.3%
511	1	3.3%
385	1	3.3%
310	1	3.3%
270	1	3.3%

연구직
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	109

Minimum	7
Maximum	1596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	7
5-th percentile	9
Q1	14.25
median	41.5
Q3	81
95-th percentile	229.95
Maximum	1596
Range	1589
Interquartile range (IQR)	66.75

Descriptive statistics

Standard deviation	287.42591
Coefficient of variation (CV)	2.636935
Kurtosis	27.062075
Mean	109
Median Absolute Deviation (MAD)	28.5
Skewness	5.1017069
Sum	3270
Variance	82613.655
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
9	3	10.0%
54	2	6.7%
19	2	6.7%
34	2	6.7%
17	2	6.7%
13	2	6.7%
49	2	6.7%
164	1	3.3%
83	1	3.3%
1596	1	3.3%
Other values (12)	12	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	3.3%
9	3	10.0%
11	1	3.3%
13	2	6.7%
14	1	3.3%
15	1	3.3%
17	2	6.7%
19	2	6.7%
34	2	6.7%
49	2	6.7%

Value	Count	Frequency (%)
1596	1	3.3%
261	1	3.3%
192	1	3.3%
164	1	3.3%
137	1	3.3%
99	1	3.3%
97	1	3.3%
83	1	3.3%
75	1	3.3%
63	1	3.3%

지도직
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	153.76667

Minimum	4
Maximum	3220
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	4
5-th percentile	4.45
Q1	7.25
median	21.5
Q3	74.25
95-th percentile	204.8
Maximum	3220
Range	3216
Interquartile range (IQR)	67

Descriptive statistics

Standard deviation	582.06462
Coefficient of variation (CV)	3.7853758
Kurtosis	29.331893
Mean	153.76667
Median Absolute Deviation (MAD)	15.5
Skewness	5.3902706
Sum	4613
Variance	338799.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
7	4	13.3%
8	2	6.7%
5	2	6.7%
4	2	6.7%
12	1	3.3%
72	1	3.3%
150	1	3.3%
3220	1	3.3%
11	1	3.3%
221	1	3.3%
Other values (14)	14	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	6.7%
5	2	6.7%
7	4	13.3%
8	2	6.7%
9	1	3.3%
10	1	3.3%
11	1	3.3%
12	1	3.3%
14	1	3.3%
29	1	3.3%

Value	Count	Frequency (%)
3220	1	3.3%
221	1	3.3%
185	1	3.3%
150	1	3.3%
145	1	3.3%
102	1	3.3%
78	1	3.3%
75	1	3.3%
72	1	3.3%
62	1	3.3%

계약직
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.466667

Minimum	6
Maximum	684
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	6
5-th percentile	6.9
Q1	13.25
median	38.5
Q3	54.5
95-th percentile	437.35
Maximum	684
Range	678
Interquartile range (IQR)	41.25

Descriptive statistics

Standard deviation	155.86151
Coefficient of variation (CV)	1.9131936
Kurtosis	9.6357051
Mean	81.466667
Median Absolute Deviation (MAD)	25
Skewness	3.1645629
Sum	2444
Variance	24292.809
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
40	2	6.7%
46	2	6.7%
14	2	6.7%
8	2	6.7%
10	2	6.7%
6	2	6.7%
544	1	3.3%
56	1	3.3%
35	1	3.3%
684	1	3.3%
Other values (14)	14	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	2	6.7%
8	2	6.7%
10	2	6.7%
11	1	3.3%
13	1	3.3%
14	2	6.7%
18	1	3.3%
25	1	3.3%
27	1	3.3%
35	1	3.3%

Value	Count	Frequency (%)
684	1	3.3%
544	1	3.3%
307	1	3.3%
92	1	3.3%
73	1	3.3%
72	1	3.3%
68	1	3.3%
56	1	3.3%
50	1	3.3%
46	2	6.7%

기타
Real number (ℝ)

HIGH CORRELATION

Distinct	28
Distinct (%)	93.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	575.53333

Minimum	39
Maximum	5619
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	402.0 B

Quantile statistics

Minimum	39
5-th percentile	40.9
Q1	54
median	273.5
Q3	714.75
95-th percentile	1434.05
Maximum	5619
Range	5580
Interquartile range (IQR)	660.75

Descriptive statistics

Standard deviation	1041.5452
Coefficient of variation (CV)	1.8097044
Kurtosis	20.092887
Mean	575.53333
Median Absolute Deviation (MAD)	229.5
Skewness	4.1962576
Sum	17266
Variance	1084816.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
44	2	6.7%
42	2	6.7%
720	1	3.3%
828	1	3.3%
1754	1	3.3%
5619	1	3.3%
131	1	3.3%
968	1	3.3%
114	1	3.3%
1043	1	3.3%
Other values (18)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39	1	3.3%
40	1	3.3%
42	2	6.7%
44	2	6.7%
49	1	3.3%
53	1	3.3%
57	1	3.3%
64	1	3.3%
105	1	3.3%
114	1	3.3%

Value	Count	Frequency (%)
5619	1	3.3%
1754	1	3.3%
1043	1	3.3%
996	1	3.3%
968	1	3.3%
915	1	3.3%
828	1	3.3%
720	1	3.3%
699	1	3.3%
551	1	3.3%

Phik (φk)
Auto

Heatmap
Table

	구분	남여구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
구분	1.000	0.000	0.371	0.146	0.000	0.371	0.191	0.220	0.371	0.000	0.000	0.241	0.000	0.191	0.220	0.191	0.455	0.000
남여구분	0.000	1.000	0.008	0.301	0.911	0.008	0.000	0.132	0.008	0.997	0.973	0.156	0.186	0.000	0.132	0.000	0.063	0.764
계	0.371	0.008	1.000	0.677	0.649	1.000	1.000	0.932	1.000	0.000	0.655	0.000	0.932	1.000	0.932	1.000	0.676	1.000
정무직	0.146	0.301	0.677	1.000	0.841	0.677	1.000	0.852	0.677	0.938	0.644	0.000	0.880	1.000	0.852	1.000	0.843	0.749
별정직	0.000	0.911	0.649	0.841	1.000	0.649	1.000	0.780	0.649	0.831	0.952	0.141	0.848	1.000	0.780	1.000	0.644	0.946
일반직	0.371	0.008	1.000	0.677	0.649	1.000	1.000	0.932	1.000	0.000	0.655	0.000	0.932	1.000	0.932	1.000	0.676	1.000
경찰	0.191	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.657	1.000	0.365	1.000	0.655	1.000	0.655	1.000	1.000
소방	0.220	0.132	0.932	0.852	0.780	0.932	1.000	1.000	0.932	0.648	0.674	0.000	0.993	1.000	1.000	1.000	0.813	0.717
교육직	0.371	0.008	1.000	0.677	0.649	1.000	1.000	0.932	1.000	0.000	0.655	0.000	0.932	1.000	0.932	1.000	0.643	1.000
법관검사	0.000	0.997	0.000	0.938	0.831	0.000	0.657	0.648	0.000	1.000	0.779	0.747	0.809	0.657	0.648	0.657	0.855	0.642
기능직	0.000	0.973	0.655	0.644	0.952	0.655	1.000	0.674	0.655	0.779	1.000	0.776	0.689	1.000	0.674	1.000	0.595	0.901
고용직	0.241	0.156	0.000	0.000	0.141	0.000	0.365	0.000	0.000	0.747	0.776	1.000	0.000	0.365	0.000	0.365	0.000	0.000
공안직	0.000	0.186	0.932	0.880	0.848	0.932	1.000	0.993	0.932	0.809	0.689	0.000	1.000	1.000	0.993	1.000	0.769	0.753
군무원	0.191	0.000	1.000	1.000	1.000	1.000	0.655	1.000	1.000	0.657	1.000	0.365	1.000	1.000	1.000	0.655	1.000	1.000
연구직	0.220	0.132	0.932	0.852	0.780	0.932	1.000	1.000	0.932	0.648	0.674	0.000	0.993	1.000	1.000	1.000	0.813	0.717
지도직	0.191	0.000	1.000	1.000	1.000	1.000	0.655	1.000	1.000	0.657	1.000	0.365	1.000	0.655	1.000	1.000	1.000	1.000
계약직	0.455	0.063	0.676	0.843	0.644	0.676	1.000	0.813	0.643	0.855	0.595	0.000	0.769	1.000	0.813	1.000	1.000	0.640
기타	0.000	0.764	1.000	0.749	0.946	1.000	1.000	0.717	1.000	0.642	0.901	0.000	0.753	1.000	0.717	1.000	0.640	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타	남여구분
계	1.000	0.875	0.711	0.935	0.854	0.766	0.199	0.443	0.652	0.165	0.910	0.865	0.838	0.848	0.561	0.889	0.000
정무직	0.875	1.000	0.876	0.870	0.925	0.872	-0.032	0.650	0.724	0.226	0.935	0.857	0.861	0.847	0.675	0.875	0.341
별정직	0.711	0.876	1.000	0.791	0.860	0.915	-0.219	0.728	0.818	0.289	0.818	0.816	0.856	0.855	0.726	0.759	0.702
일반직	0.935	0.870	0.791	1.000	0.897	0.831	0.067	0.536	0.698	0.220	0.921	0.868	0.903	0.895	0.693	0.915	0.000
경찰	0.854	0.925	0.860	0.897	1.000	0.939	-0.077	0.672	0.702	0.222	0.952	0.857	0.909	0.856	0.730	0.906	0.000
소방	0.766	0.872	0.915	0.831	0.939	1.000	-0.174	0.737	0.736	0.205	0.888	0.866	0.908	0.880	0.766	0.826	0.209
교육직	0.199	-0.032	-0.219	0.067	-0.077	-0.174	1.000	-0.668	-0.313	-0.535	-0.020	0.056	-0.037	0.018	-0.352	0.059	0.000
법관검사	0.443	0.650	0.728	0.536	0.672	0.737	-0.668	1.000	0.768	0.667	0.639	0.516	0.608	0.557	0.712	0.502	0.803
기능직	0.652	0.724	0.818	0.698	0.702	0.736	-0.313	0.768	1.000	0.650	0.689	0.624	0.623	0.719	0.534	0.529	0.820
고용직	0.165	0.226	0.289	0.220	0.222	0.205	-0.535	0.667	0.650	1.000	0.201	0.018	0.115	0.130	0.270	0.061	0.070
공안직	0.910	0.935	0.818	0.921	0.952	0.888	-0.020	0.639	0.689	0.201	1.000	0.881	0.899	0.871	0.725	0.911	0.296
군무원	0.865	0.857	0.816	0.868	0.857	0.866	0.056	0.516	0.624	0.018	0.881	1.000	0.890	0.910	0.631	0.893	0.000
연구직	0.838	0.861	0.856	0.903	0.909	0.908	-0.037	0.608	0.623	0.115	0.899	0.890	1.000	0.872	0.771	0.907	0.209
지도직	0.848	0.847	0.855	0.895	0.856	0.880	0.018	0.557	0.719	0.130	0.871	0.910	0.872	1.000	0.606	0.856	0.000
계약직	0.561	0.675	0.726	0.693	0.730	0.766	-0.352	0.712	0.534	0.270	0.725	0.631	0.771	0.606	1.000	0.723	0.023
기타	0.889	0.875	0.759	0.915	0.906	0.826	0.059	0.502	0.529	0.061	0.911	0.893	0.907	0.856	0.723	1.000	0.533
남여구분	0.000	0.341	0.702	0.000	0.000	0.209	0.000	0.803	0.820	0.070	0.296	0.000	0.209	0.000	0.023	0.533	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	남여구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
0	20년미만	남	3472	10	101	1073	125	38	365	121	30	0	75	204	54	12	544	720
1	20년미만	여	3231	0	16	1306	24	12	1158	31	15	0	32	38	49	5	307	238
2	20년	남	21319	23	263	4832	307	89	517	217	14033	4	389	221	54	31	73	266
3	20년	여	5038	3	87	1483	18	11	1514	12	1750	2	19	21	19	8	38	53
4	21년	남	6931	22	249	2400	316	77	406	228	2370	5	283	187	34	33	40	281
5	21년	여	3077	0	55	970	15	4	1272	4	616	1	19	28	17	7	25	44
6	22년	남	6981	19	254	2366	353	126	415	159	2406	3	259	189	34	29	46	323
7	22년	여	2780	0	61	948	10	5	1209	5	422	0	14	34	9	9	14	40
8	23년	남	7590	25	281	2625	430	110	467	158	2552	2	260	206	49	36	46	343
9	23년	여	2834	1	73	970	13	3	1208	5	445	1	9	30	9	5	18	44

	구분	남여구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
20	29년	남	15193	120	580	6395	1278	371	1696	83	2277	0	667	528	137	102	44	915
21	29년	여	5339	3	27	1023	15	0	3931	1	190	0	18	39	13	4	11	64
22	30년	남	18739	112	661	7784	1822	488	2212	68	2701	0	820	694	164	145	72	996
23	30년	여	6546	2	15	1400	26	6	4598	2	260	0	37	64	11	14	6	105
24	31년	남	21083	164	678	8739	2295	665	2845	61	2346	0	1094	708	192	185	68	1043
25	31년	여	6822	2	25	1211	13	0	5167	0	178	0	36	44	17	7	8	114
26	32년	남	23932	125	641	9803	3147	743	3619	45	2271	0	1218	778	261	221	92	968
27	32년	여	7022	2	14	1141	14	1	5487	1	127	0	35	34	14	11	10	131
28	33년이상	남	246270	453	2581	98980	33280	4993	71787	193	7973	2	7036	7873	1596	3220	684	5619
29	33년이상	여	63425	4	88	13967	270	37	45639	1	669	0	158	570	83	150	35	1754

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