gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	49
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.4 KiB
Average record size in memory	154.7 B

Variable types

Text	1
Numeric	15
Categorical	1

Dataset

Description	공무원 직종별(정무직, 별정직, 일반직, 경찰, 소방, 교육, 법관검사, 기능직, 고용직 등) 연령별 퇴직연금수급자 현황 데이터(현재 연령기준)입니다.
URL	https://www.data.go.kr/data/15052974/fileData.do

Alerts

`계` is highly overall correlated with `정무직` and 13 other fields	High correlation
`정무직` is highly overall correlated with `계` and 10 other fields	High correlation
`별정직` is highly overall correlated with `계` and 9 other fields	High correlation
`일반직` is highly overall correlated with `계` and 13 other fields	High correlation
`경찰` is highly overall correlated with `계` and 11 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 13 other fields	High correlation
`법관검사` is highly overall correlated with `계` and 8 other fields	High correlation
`기능직` is highly overall correlated with `계` and 10 other fields	High correlation
`공안직` is highly overall correlated with `계` and 13 other fields	High correlation
`군무원` is highly overall correlated with `계` and 11 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 7 other fields	High correlation
`기타` is highly overall correlated with `계` and 10 other fields	High correlation
`고용직` is highly overall correlated with `정무직` and 1 other fields	High correlation
`구분` has unique values	Unique
`계` has unique values	Unique
`일반직` has unique values	Unique
`교육직` has unique values	Unique
`정무직` has 15 (30.6%) zeros	Zeros
`별정직` has 1 (2.0%) zeros	Zeros
`법관검사` has 1 (2.0%) zeros	Zeros
`기능직` has 3 (6.1%) zeros	Zeros
`군무원` has 4 (8.2%) zeros	Zeros
`지도직` has 5 (10.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 03:36:01.168804
Analysis finished	2023-12-12 03:36:30.374925
Duration	29.21 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	49
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	524.0 B

Length

Max length	7
Median length	5
Mean length	5.0816327
Min length	5

Characters and Unicode

Total characters	249
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	49 ?
Unique (%)	100.0%

Sample

1st row	38세 미만
2nd row	38세 이상
3rd row	39세
4th row	40세
5th row	41세

Value	Count	Frequency (%)
38세	2	3.8%
이상	2	3.8%
74세	1	1.9%
64세	1	1.9%
65세	1	1.9%
66세	1	1.9%
67세	1	1.9%
68세	1	1.9%
69세	1	1.9%
70세	1	1.9%
Other values (40)	40	76.9%

Most occurring characters

Value	Count	Frequency (%)
	96	38.6%
세	49	19.7%
4	15	6.0%
5	15	6.0%
6	14	5.6%
7	14	5.6%
8	12	4.8%
3	8	3.2%
9	5	2.0%
0	5	2.0%
Other values (6)	16	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	98	39.4%
Space Separator	96	38.6%
Other Letter	55	22.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	15	15.3%
5	15	15.3%
6	14	14.3%
7	14	14.3%
8	12	12.2%
3	8	8.2%
9	5	5.1%
0	5	5.1%
1	5	5.1%
2	5	5.1%

Other Letter

Value	Count	Frequency (%)
세	49	89.1%
이	2	3.6%
상	2	3.6%
미	1	1.8%
만	1	1.8%

Space Separator

Value	Count	Frequency (%)
	96	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	194	77.9%
Hangul	55	22.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
	96	49.5%
4	15	7.7%
5	15	7.7%
6	14	7.2%
7	14	7.2%
8	12	6.2%
3	8	4.1%
9	5	2.6%
0	5	2.6%
1	5	2.6%

Hangul

Value	Count	Frequency (%)
세	49	89.1%
이	2	3.6%
상	2	3.6%
미	1	1.8%
만	1	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	194	77.9%
Hangul	55	22.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	96	49.5%
4	15	7.7%
5	15	7.7%
6	14	7.2%
7	14	7.2%
8	12	6.2%
3	8	4.1%
9	5	2.6%
0	5	2.6%
1	5	2.6%

Hangul

Value	Count	Frequency (%)
세	49	89.1%
이	2	3.6%
상	2	3.6%
미	1	1.8%
만	1	1.8%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	49
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11143.061

Minimum	104
Maximum	32004
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	104
5-th percentile	216.8
Q1	1522
median	8525
Q3	16919
95-th percentile	30099.2
Maximum	32004
Range	31900
Interquartile range (IQR)	15397

Descriptive statistics

Standard deviation	10453.176
Coefficient of variation (CV)	0.93808839
Kurtosis	-0.88973665
Mean	11143.061
Median Absolute Deviation (MAD)	7656
Skewness	0.67710385
Sum	546010
Variance	1.092689 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
139	1	2.0%
15925	1	2.0%
28669	1	2.0%
30056	1	2.0%
28256	1	2.0%
28376	1	2.0%
23383	1	2.0%
20472	1	2.0%
22338	1	2.0%
16156	1	2.0%
Other values (39)	39	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
104	1	2.0%
139	1	2.0%
180	1	2.0%
272	1	2.0%
359	1	2.0%
436	1	2.0%
482	1	2.0%
509	1	2.0%
589	1	2.0%
710	1	2.0%

Value	Count	Frequency (%)
32004	1	2.0%
30632	1	2.0%
30128	1	2.0%
30056	1	2.0%
28669	1	2.0%
28376	1	2.0%
28256	1	2.0%
25621	1	2.0%
23383	1	2.0%
22858	1	2.0%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	57.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.653061

Minimum	0
Maximum	221
Zeros	15
Zeros (%)	30.6%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	27
Q3	37
95-th percentile	58.8
Maximum	221
Range	221
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	34.203771
Coefficient of variation (CV)	1.2832962
Kurtosis	21.643767
Mean	26.653061
Median Absolute Deviation (MAD)	16
Skewness	3.8954467
Sum	1306
Variance	1169.898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	15	30.6%
30	3	6.1%
43	3	6.1%
37	2	4.1%
27	2	4.1%
36	2	4.1%
221	1	2.0%
32	1	2.0%
38	1	2.0%
29	1	2.0%
Other values (18)	18	36.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	30.6%
2	1	2.0%
3	1	2.0%
6	1	2.0%
15	1	2.0%
22	1	2.0%
23	1	2.0%
24	1	2.0%
25	1	2.0%
27	2	4.1%

Value	Count	Frequency (%)
221	1	2.0%
65	1	2.0%
64	1	2.0%
51	1	2.0%
47	1	2.0%
43	3	6.1%
42	1	2.0%
40	1	2.0%
39	1	2.0%
38	1	2.0%

별정직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	83.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	186.10204

Minimum	0
Maximum	1842
Zeros	1
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	39
Q3	297
95-th percentile	515.8
Maximum	1842
Range	1842
Interquartile range (IQR)	291

Descriptive statistics

Standard deviation	303.04663
Coefficient of variation (CV)	1.6283896
Kurtosis	18.148671
Mean	186.10204
Median Absolute Deviation (MAD)	38
Skewness	3.6253177
Sum	9119
Variance	91837.26
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
3	3	6.1%
1	3	6.1%
2	2	4.1%
5	2	4.1%
9	2	4.1%
294	2	4.1%
341	1	2.0%
264	1	2.0%
352	1	2.0%
273	1	2.0%
Other values (31)	31	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.0%
1	3	6.1%
2	2	4.1%
3	3	6.1%
4	1	2.0%
5	2	4.1%
6	1	2.0%
7	1	2.0%
9	2	4.1%
10	1	2.0%

Value	Count	Frequency (%)
1842	1	2.0%
616	1	2.0%
533	1	2.0%
490	1	2.0%
488	1	2.0%
476	1	2.0%
446	1	2.0%
366	1	2.0%
364	1	2.0%
360	1	2.0%

일반직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	49
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3960.7755

Minimum	36
Maximum	15180
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	36
5-th percentile	90.6
Q1	387
median	2119
Q3	4411
95-th percentile	14280.8
Maximum	15180
Range	15144
Interquartile range (IQR)	4024

Descriptive statistics

Standard deviation	4679.1948
Coefficient of variation (CV)	1.1813835
Kurtosis	0.6119935
Mean	3960.7755
Median Absolute Deviation (MAD)	1881
Skewness	1.3813977
Sum	194078
Variance	21894864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
36	1	2.0%
4372	1	2.0%
13700	1	2.0%
13493	1	2.0%
12118	1	2.0%
11753	1	2.0%
8709	1	2.0%
5140	1	2.0%
5653	1	2.0%
4175	1	2.0%
Other values (39)	39	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36	1	2.0%
37	1	2.0%
77	1	2.0%
111	1	2.0%
179	1	2.0%
214	1	2.0%
223	1	2.0%
238	1	2.0%
250	1	2.0%
261	1	2.0%

Value	Count	Frequency (%)
15180	1	2.0%
14996	1	2.0%
14668	1	2.0%
13700	1	2.0%
13493	1	2.0%
12118	1	2.0%
12073	1	2.0%
11753	1	2.0%
8709	1	2.0%
6339	1	2.0%

경찰
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	93.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	964.53061

Minimum	5
Maximum	3308
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	5
5-th percentile	9.4
Q1	35
median	641
Q3	1312
95-th percentile	2802
Maximum	3308
Range	3303
Interquartile range (IQR)	1277

Descriptive statistics

Standard deviation	981.14001
Coefficient of variation (CV)	1.0172202
Kurtosis	-0.48027606
Mean	964.53061
Median Absolute Deviation (MAD)	622
Skewness	0.81682108
Sum	47262
Variance	962635.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
13	2	4.1%
16	2	4.1%
5	2	4.1%
1950	1	2.0%
1222	1	2.0%
3308	1	2.0%
2902	1	2.0%
2323	1	2.0%
1991	1	2.0%
1967	1	2.0%
Other values (36)	36	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	4.1%
7	1	2.0%
13	2	4.1%
14	1	2.0%
15	1	2.0%
16	2	4.1%
19	1	2.0%
25	1	2.0%
33	1	2.0%
35	1	2.0%

Value	Count	Frequency (%)
3308	1	2.0%
3057	1	2.0%
2902	1	2.0%
2652	1	2.0%
2561	1	2.0%
2448	1	2.0%
2323	1	2.0%
2191	1	2.0%
2075	1	2.0%
1991	1	2.0%

소방
Real number (ℝ)

HIGH CORRELATION

Distinct	39
Distinct (%)	79.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180.02041

Minimum	2
Maximum	832
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	2
5-th percentile	2
Q1	10
median	76
Q3	219
95-th percentile	685.6
Maximum	832
Range	830
Interquartile range (IQR)	209

Descriptive statistics

Standard deviation	231.00464
Coefficient of variation (CV)	1.2832136
Kurtosis	1.0293969
Mean	180.02041
Median Absolute Deviation (MAD)	71
Skewness	1.4639695
Sum	8821
Variance	53363.145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
2	5	10.2%
5	3	6.1%
50	2	4.1%
211	2	4.1%
73	2	4.1%
6	2	4.1%
44	1	2.0%
90	1	2.0%
319	1	2.0%
332	1	2.0%
Other values (29)	29	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	5	10.2%
5	3	6.1%
6	2	4.1%
7	1	2.0%
8	1	2.0%
10	1	2.0%
11	1	2.0%
14	1	2.0%
20	1	2.0%
34	1	2.0%

Value	Count	Frequency (%)
832	1	2.0%
755	1	2.0%
710	1	2.0%
649	1	2.0%
567	1	2.0%
549	1	2.0%
537	1	2.0%
516	1	2.0%
441	1	2.0%
332	1	2.0%

교육직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	49
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3467.4694

Minimum	37
Maximum	8813
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	37
5-th percentile	61
Q1	146
median	3395
Q3	6222
95-th percentile	8204.2
Maximum	8813
Range	8776
Interquartile range (IQR)	6076

Descriptive statistics

Standard deviation	3073.2381
Coefficient of variation (CV)	0.88630576
Kurtosis	-1.4326075
Mean	3467.4694
Median Absolute Deviation (MAD)	3179
Skewness	0.26183623
Sum	169906
Variance	9444792.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
48	1	2.0%
5518	1	2.0%
7088	1	2.0%
7742	1	2.0%
7393	1	2.0%
8188	1	2.0%
7439	1	2.0%
7307	1	2.0%
8012	1	2.0%
5899	1	2.0%
Other values (39)	39	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37	1	2.0%
48	1	2.0%
53	1	2.0%
73	1	2.0%
79	1	2.0%
94	1	2.0%
106	1	2.0%
115	1	2.0%
120	1	2.0%
124	1	2.0%

Value	Count	Frequency (%)
8813	1	2.0%
8617	1	2.0%
8215	1	2.0%
8188	1	2.0%
8012	1	2.0%
7742	1	2.0%
7439	1	2.0%
7393	1	2.0%
7307	1	2.0%
7088	1	2.0%

법관검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	77.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.489796

Minimum	0
Maximum	99
Zeros	1
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	0
5-th percentile	2.4
Q1	24
median	37
Q3	66
95-th percentile	86.2
Maximum	99
Range	99
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	27.107904
Coefficient of variation (CV)	0.6379862
Kurtosis	-0.99013395
Mean	42.489796
Median Absolute Deviation (MAD)	21
Skewness	0.24659937
Sum	2082
Variance	734.83844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
28	3	6.1%
57	2	4.1%
67	2	4.1%
9	2	4.1%
2	2	4.1%
24	2	4.1%
31	2	4.1%
29	2	4.1%
30	2	4.1%
22	2	4.1%
Other values (28)	28	57.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.0%
2	2	4.1%
3	1	2.0%
6	1	2.0%
9	2	4.1%
11	1	2.0%
14	1	2.0%
17	1	2.0%
22	2	4.1%
24	2	4.1%

Value	Count	Frequency (%)
99	1	2.0%
91	1	2.0%
87	1	2.0%
85	1	2.0%
84	1	2.0%
81	1	2.0%
74	1	2.0%
71	1	2.0%
69	1	2.0%
68	1	2.0%

기능직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1162.2449

Minimum	0
Maximum	3589
Zeros	3
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	0
5-th percentile	0.4
Q1	734
median	1000
Q3	1534
95-th percentile	2669.4
Maximum	3589
Range	3589
Interquartile range (IQR)	800

Descriptive statistics

Standard deviation	916.09906
Coefficient of variation (CV)	0.78821517
Kurtosis	0.1181207
Mean	1162.2449
Median Absolute Deviation (MAD)	499
Skewness	0.76544436
Sum	56950
Variance	839237.48
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	3	6.1%
1	1	2.0%
1339	1	2.0%
1346	1	2.0%
1534	1	2.0%
1404	1	2.0%
3270	1	2.0%
3589	1	2.0%
2596	1	2.0%
2661	1	2.0%
Other values (37)	37	75.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	6.1%
1	1	2.0%
7	1	2.0%
17	1	2.0%
28	1	2.0%
40	1	2.0%
79	1	2.0%
163	1	2.0%
312	1	2.0%
501	1	2.0%

Value	Count	Frequency (%)
3589	1	2.0%
3270	1	2.0%
2675	1	2.0%
2661	1	2.0%
2637	1	2.0%
2596	1	2.0%
2573	1	2.0%
2488	1	2.0%
2047	1	2.0%
1692	1	2.0%

고용직
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	10.2%
Missing	0
Missing (%)	0.0%
Memory size	524.0 B

0	35
1	8
2	3
3	2
4	1

Length

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

Unique

Unique	1 ?
Unique (%)	2.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	35	71.4%
1	8	16.3%
2	3	6.1%
3	2	4.1%
4	1	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	35	71.4%
1	8	16.3%
2	3	6.1%
3	2	4.1%
4	1	2.0%

공안직
Real number (ℝ)

HIGH CORRELATION

Distinct	45
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	295.7551

Minimum	1
Maximum	804
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	1
5-th percentile	3.8
Q1	26
median	211
Q3	511
95-th percentile	755.4
Maximum	804
Range	803
Interquartile range (IQR)	485

Descriptive statistics

Standard deviation	265.67293
Coefficient of variation (CV)	0.89828689
Kurtosis	-1.2266743
Mean	295.7551
Median Absolute Deviation (MAD)	203
Skewness	0.4447429
Sum	14492
Variance	70582.105
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
7	2	4.1%
12	2	4.1%
468	2	4.1%
511	2	4.1%
1	1	2.0%
489	1	2.0%
774	1	2.0%
699	1	2.0%
586	1	2.0%
535	1	2.0%
Other values (35)	35	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.0%
2	1	2.0%
3	1	2.0%
5	1	2.0%
7	2	4.1%
8	1	2.0%
11	1	2.0%
12	2	4.1%
19	1	2.0%
20	1	2.0%

Value	Count	Frequency (%)
804	1	2.0%
774	1	2.0%
761	1	2.0%
747	1	2.0%
699	1	2.0%
672	1	2.0%
654	1	2.0%
635	1	2.0%
622	1	2.0%
586	1	2.0%

군무원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	83.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	293.40816

Minimum	0
Maximum	924
Zeros	4
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	85
Q3	649
95-th percentile	906.8
Maximum	924
Range	924
Interquartile range (IQR)	640

Descriptive statistics

Standard deviation	355.52941
Coefficient of variation (CV)	1.211723
Kurtosis	-1.1101803
Mean	293.40816
Median Absolute Deviation (MAD)	85
Skewness	0.80808589
Sum	14377
Variance	126401.16
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	4	8.2%
1	2	4.1%
7	2	4.1%
914	2	4.1%
4	2	4.1%
10	2	4.1%
2	1	2.0%
697	1	2.0%
924	1	2.0%
868	1	2.0%
Other values (31)	31	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	8.2%
1	2	4.1%
2	1	2.0%
4	2	4.1%
7	2	4.1%
8	1	2.0%
9	1	2.0%
10	2	4.1%
11	1	2.0%
15	1	2.0%

Value	Count	Frequency (%)
924	1	2.0%
914	2	4.1%
896	1	2.0%
871	1	2.0%
868	1	2.0%
862	1	2.0%
860	1	2.0%
858	1	2.0%
781	1	2.0%
721	1	2.0%

연구직
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	81.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.734694

Minimum	1
Maximum	260
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	1
5-th percentile	3
Q1	9
median	46
Q3	86
95-th percentile	217.2
Maximum	260
Range	259
Interquartile range (IQR)	77

Descriptive statistics

Standard deviation	72.239698
Coefficient of variation (CV)	1.0824909
Kurtosis	0.41755117
Mean	66.734694
Median Absolute Deviation (MAD)	38
Skewness	1.2285257
Sum	3270
Variance	5218.574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
7	4	8.2%
1	2	4.1%
4	2	4.1%
9	2	4.1%
3	2	4.1%
41	2	4.1%
31	2	4.1%
76	1	2.0%
98	1	2.0%
60	1	2.0%
Other values (30)	30	61.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	4.1%
3	2	4.1%
4	2	4.1%
6	1	2.0%
7	4	8.2%
8	1	2.0%
9	2	4.1%
10	1	2.0%
11	1	2.0%
13	1	2.0%

Value	Count	Frequency (%)
260	1	2.0%
219	1	2.0%
218	1	2.0%
216	1	2.0%
212	1	2.0%
199	1	2.0%
158	1	2.0%
155	1	2.0%
152	1	2.0%
142	1	2.0%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.142857

Minimum	0
Maximum	399
Zeros	5
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	77
Q3	164
95-th percentile	271.2
Maximum	399
Range	399
Interquartile range (IQR)	162

Descriptive statistics

Standard deviation	100.11868
Coefficient of variation (CV)	1.0634761
Kurtosis	0.2717746
Mean	94.142857
Median Absolute Deviation (MAD)	75
Skewness	0.89971612
Sum	4613
Variance	10023.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
1	6	12.2%
0	5	10.2%
2	3	6.1%
107	2	4.1%
5	2	4.1%
10	2	4.1%
133	1	2.0%
164	1	2.0%
175	1	2.0%
218	1	2.0%
Other values (25)	25	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	10.2%
1	6	12.2%
2	3	6.1%
5	2	4.1%
7	1	2.0%
10	2	4.1%
13	1	2.0%
18	1	2.0%
25	1	2.0%
28	1	2.0%

Value	Count	Frequency (%)
399	1	2.0%
285	1	2.0%
280	1	2.0%
258	1	2.0%
255	1	2.0%
218	1	2.0%
205	1	2.0%
200	1	2.0%
190	1	2.0%
175	1	2.0%

계약직
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	89.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.877551

Minimum	1
Maximum	137
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	1
5-th percentile	3
Q1	20
median	40
Q3	66
95-th percentile	132
Maximum	137
Range	136
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	39.767361
Coefficient of variation (CV)	0.7972998
Kurtosis	-0.057932913
Mean	49.877551
Median Absolute Deviation (MAD)	23
Skewness	0.95586551
Sum	2444
Variance	1581.443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
44	2	4.1%
3	2	4.1%
24	2	4.1%
34	2	4.1%
52	2	4.1%
26	1	2.0%
100	1	2.0%
111	1	2.0%
89	1	2.0%
75	1	2.0%
Other values (34)	34	69.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.0%
2	1	2.0%
3	2	4.1%
5	1	2.0%
9	1	2.0%
11	1	2.0%
12	1	2.0%
14	1	2.0%
15	1	2.0%
16	1	2.0%

Value	Count	Frequency (%)
137	1	2.0%
135	1	2.0%
134	1	2.0%
129	1	2.0%
127	1	2.0%
126	1	2.0%
111	1	2.0%
100	1	2.0%
89	1	2.0%
80	1	2.0%

기타
Real number (ℝ)

HIGH CORRELATION

Distinct	45
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	352.36735

Minimum	7
Maximum	1745
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	573.0 B

Quantile statistics

Minimum	7
5-th percentile	8.4
Q1	22
median	101
Q3	422
95-th percentile	1444.2
Maximum	1745
Range	1738
Interquartile range (IQR)	400

Descriptive statistics

Standard deviation	510.86453
Coefficient of variation (CV)	1.4498067
Kurtosis	1.2042731
Mean	352.36735
Median Absolute Deviation (MAD)	92
Skewness	1.6013358
Sum	17266
Variance	260982.57
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
8	2	4.1%
18	2	4.1%
9	2	4.1%
204	2	4.1%
19	1	2.0%
294	1	2.0%
1365	1	2.0%
1230	1	2.0%
1170	1	2.0%
956	1	2.0%
Other values (35)	35	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	2.0%
8	2	4.1%
9	2	4.1%
12	1	2.0%
15	1	2.0%
18	2	4.1%
19	1	2.0%
20	1	2.0%
21	1	2.0%
22	1	2.0%

Value	Count	Frequency (%)
1745	1	2.0%
1674	1	2.0%
1497	1	2.0%
1365	1	2.0%
1314	1	2.0%
1298	1	2.0%
1230	1	2.0%
1170	1	2.0%
956	1	2.0%
477	1	2.0%

Phik (φk)
Auto

Heatmap
Table

	구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	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	0.818	0.909	0.901	0.810	0.885	0.943	0.654	0.848	0.745	0.904	0.869	0.925	0.783	0.866	0.820
정무직	1.000	0.818	1.000	0.713	0.936	0.895	0.694	0.782	0.446	0.624	0.656	0.766	0.547	0.952	0.875	0.662	0.713
별정직	1.000	0.909	0.713	1.000	0.816	0.773	0.475	0.841	0.608	0.626	0.818	0.814	0.261	0.946	0.821	0.000	0.000
일반직	1.000	0.901	0.936	0.816	1.000	0.962	0.965	0.728	0.566	0.906	0.683	0.804	0.845	0.936	0.939	0.823	0.862
경찰	1.000	0.810	0.895	0.773	0.962	1.000	0.917	0.811	0.648	0.853	0.461	0.740	0.776	0.875	0.876	0.767	0.780
소방	1.000	0.885	0.694	0.475	0.965	0.917	1.000	0.710	0.604	0.877	0.371	0.804	0.901	0.829	0.868	0.776	0.932
교육직	1.000	0.943	0.782	0.841	0.728	0.811	0.710	1.000	0.661	0.724	0.360	0.892	0.767	0.857	0.611	0.720	0.697
법관검사	1.000	0.654	0.446	0.608	0.566	0.648	0.604	0.661	1.000	0.549	0.303	0.788	0.299	0.749	0.378	0.716	0.593
기능직	1.000	0.848	0.624	0.626	0.906	0.853	0.877	0.724	0.549	1.000	0.594	0.745	0.925	0.703	0.867	0.620	0.628
고용직	1.000	0.745	0.656	0.818	0.683	0.461	0.371	0.360	0.303	0.594	1.000	0.611	0.645	0.797	0.795	0.000	0.000
공안직	1.000	0.904	0.766	0.814	0.804	0.740	0.804	0.892	0.788	0.745	0.611	1.000	0.773	0.849	0.653	0.832	0.774
군무원	1.000	0.869	0.547	0.261	0.845	0.776	0.901	0.767	0.299	0.925	0.645	0.773	1.000	0.764	0.784	0.676	0.660
연구직	1.000	0.925	0.952	0.946	0.936	0.875	0.829	0.857	0.749	0.703	0.797	0.849	0.764	1.000	0.863	0.867	0.759
지도직	1.000	0.783	0.875	0.821	0.939	0.876	0.868	0.611	0.378	0.867	0.795	0.653	0.784	0.863	1.000	0.585	0.728
계약직	1.000	0.866	0.662	0.000	0.823	0.767	0.776	0.720	0.716	0.620	0.000	0.832	0.676	0.867	0.585	1.000	0.897
기타	1.000	0.820	0.713	0.000	0.862	0.780	0.932	0.697	0.593	0.628	0.000	0.774	0.660	0.759	0.728	0.897	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	기타	고용직
계	1.000	0.816	0.681	0.998	0.974	0.971	0.982	0.545	0.809	0.963	0.788	0.985	0.944	0.555	0.751	0.375
정무직	0.816	1.000	0.855	0.812	0.848	0.759	0.836	0.309	0.801	0.775	0.479	0.833	0.869	0.135	0.381	0.580
별정직	0.681	0.855	1.000	0.670	0.725	0.589	0.707	0.162	0.825	0.591	0.257	0.701	0.764	-0.140	0.121	0.442
일반직	0.998	0.812	0.670	1.000	0.969	0.972	0.979	0.559	0.798	0.966	0.788	0.984	0.938	0.563	0.755	0.457
경찰	0.974	0.848	0.725	0.969	1.000	0.941	0.949	0.495	0.823	0.941	0.760	0.971	0.931	0.481	0.687	0.268
소방	0.971	0.759	0.589	0.972	0.941	1.000	0.941	0.581	0.758	0.979	0.854	0.950	0.893	0.644	0.829	0.206
교육직	0.982	0.836	0.707	0.979	0.949	0.941	1.000	0.537	0.833	0.939	0.747	0.960	0.935	0.507	0.714	0.134
법관검사	0.545	0.309	0.162	0.559	0.495	0.581	0.537	1.000	0.270	0.627	0.539	0.502	0.422	0.704	0.704	0.105
기능직	0.809	0.801	0.825	0.798	0.823	0.758	0.833	0.270	1.000	0.735	0.611	0.803	0.814	0.194	0.453	0.373
공안직	0.963	0.775	0.591	0.966	0.941	0.979	0.939	0.627	0.735	1.000	0.844	0.941	0.885	0.656	0.827	0.274
군무원	0.788	0.479	0.257	0.788	0.760	0.854	0.747	0.539	0.611	0.844	1.000	0.738	0.642	0.809	0.919	0.419
연구직	0.985	0.833	0.701	0.984	0.971	0.950	0.960	0.502	0.803	0.941	0.738	1.000	0.946	0.494	0.696	0.423
지도직	0.944	0.869	0.764	0.938	0.931	0.893	0.935	0.422	0.814	0.885	0.642	0.946	1.000	0.366	0.604	0.588
계약직	0.555	0.135	-0.140	0.563	0.481	0.644	0.507	0.704	0.194	0.656	0.809	0.494	0.366	1.000	0.930	0.000
기타	0.751	0.381	0.121	0.755	0.687	0.829	0.714	0.704	0.453	0.827	0.919	0.696	0.604	0.930	1.000	0.000
고용직	0.375	0.580	0.442	0.457	0.268	0.206	0.134	0.105	0.373	0.274	0.419	0.423	0.588	0.000	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	구분	계	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	기타
0	38세 미만	139	3	36	13	2	48	0	0	1	1	1	0	15	19
1	38세 이상	104	1	37	5	2	37	2	0	2	1	1	0	9	7
2	39세	180	0	77	5	2	53	3	0	5	4	3	0	20	8
3	40세	272	2	111	16	5	79	2	1	7	10	4	1	16	18
4	41세	359	4	179	19	2	73	11	7	3	11	4	0	24	22
5	42세	436	1	214	13	6	94	9	17	12	4	7	1	33	25
6	43세	509	1	250	15	10	115	6	28	7	7	7	1	32	30
7	44세	482	3	238	14	2	106	9	40	12	8	8	0	24	18
8	45세	589	2	261	7	6	120	17	79	11	9	3	2	37	35
9	46세	710	3	273	16	5	146	31	163	8	7	7	1	30	20

	구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
39	76세	12794	35	364	3319	1273	152	4405	22	2047	3	401	324	76	200	26	147
40	77세	10253	31	341	2578	1163	104	3623	28	1680	0	258	247	55	107	14	24
41	78세	10162	33	360	2464	1120	76	3843	24	1692	1	199	182	51	77	12	28
42	79세	9439	37	490	2348	1079	80	3528	26	1436	1	205	45	53	72	18	21
43	80세	10962	42	616	2700	1191	73	4193	30	1686	0	223	10	65	107	11	15
44	81세	8525	29	488	2119	816	57	3395	28	1233	0	178	2	41	129	2	8
45	82세	6976	38	446	1777	596	61	2873	37	849	0	128	0	48	106	5	12
46	83세	7142	32	533	1867	687	44	2603	24	1004	0	159	0	46	131	3	9
47	84세	6061	43	476	1538	616	34	2219	14	839	0	116	0	41	115	1	9
48	85세 이상	22858	221	1842	6339	1950	90	8813	67	2573	4	376	0	158	399	3	23

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample