gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	34
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.0 KiB
Average record size in memory	181.9 B

Variable types

Categorical	1
Text	1
Numeric	18

Dataset

Description	창업기업의 업력별, 창업기업의 업종별, 창업기업의 기업형태별, 창업기업의 성별, 창업기업의 연령별 인력구성 정보(2020년 창업기업실태조사 통계자료)
URL	https://www.data.go.kr/data/15049004/fileData.do

Alerts

`경영관리 전체인원` is highly overall correlated with `기능생산 전체인원`	High correlation
`경영관리 전체인원(남성)` is highly overall correlated with `경영관리 전체인원(여성)`	High correlation
`경영관리 전체인원(여성)` is highly overall correlated with `경영관리 전체인원(남성)`	High correlation
`연구개발 전체인원` is highly overall correlated with `일반사무 전체인원`	High correlation
`연구개발 전체인원(남성)` is highly overall correlated with `연구개발 전체인원(여성)` and 1 other fields	High correlation
`연구개발 전체인원(여성)` is highly overall correlated with `연구개발 전체인원(남성)` and 1 other fields	High correlation
`일반사무 전체인원` is highly overall correlated with `연구개발 전체인원`	High correlation
`일반사무 전체인원(남성)` is highly overall correlated with `일반사무 전체인원(여성)` and 2 other fields	High correlation
`일반사무 전체인원(여성)` is highly overall correlated with `일반사무 전체인원(남성)` and 1 other fields	High correlation
`기능생산 전체인원` is highly overall correlated with `경영관리 전체인원` and 2 other fields	High correlation
`기능생산 전체인원(남성)` is highly overall correlated with `기능생산 전체인원` and 1 other fields	High correlation
`기능생산 전체인원(여성)` is highly overall correlated with `기능생산 전체인원` and 1 other fields	High correlation
`영업판매 전체인원(남성)` is highly overall correlated with `연구개발 전체인원(남성)` and 1 other fields	High correlation
`영업판매 전체인원(여성)` is highly overall correlated with `연구개발 전체인원(여성)` and 1 other fields	High correlation
`단순노무 전체인원` is highly overall correlated with `일반사무 전체인원(여성)` and 2 other fields	High correlation
`단순노무 전체인원(남성)` is highly overall correlated with `일반사무 전체인원(남성)` and 2 other fields	High correlation
`단순노무 전체인원(여성)` is highly overall correlated with `일반사무 전체인원(남성)` and 2 other fields	High correlation
`구분별(2)` has unique values	Unique
`기능생산 전체인원(남성)` has unique values	Unique
`기능생산 전체인원(여성)` has unique values	Unique
`단순노무 전체인원(남성)` has unique values	Unique
`단순노무 전체인원(여성)` has unique values	Unique
`경영관리 전체인원(여성)` has 1 (2.9%) zeros	Zeros
`연구개발 전체인원` has 1 (2.9%) zeros	Zeros
`연구개발 전체인원(남성)` has 3 (8.8%) zeros	Zeros
`연구개발 전체인원(여성)` has 4 (11.8%) zeros	Zeros
`일반사무 전체인원` has 1 (2.9%) zeros	Zeros
`일반사무 전체인원(남성)` has 2 (5.9%) zeros	Zeros
`일반사무 전체인원(여성)` has 1 (2.9%) zeros	Zeros
`기능생산 전체인원(여성)` has 1 (2.9%) zeros	Zeros
`영업판매 전체인원` has 1 (2.9%) zeros	Zeros
`영업판매 전체인원(남성)` has 1 (2.9%) zeros	Zeros
`영업판매 전체인원(여성)` has 3 (8.8%) zeros	Zeros
`단순노무 전체인원(남성)` has 1 (2.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 06:13:54.034352
Analysis finished	2023-12-12 06:14:27.062750
Duration	33.03 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분별(1)
Categorical

Distinct	5
Distinct (%)	14.7%
Missing	0
Missing (%)	0.0%
Memory size	404.0 B

업종	18
업력	7
창업자 연령	5
기업형태	2
창업자 성별	2

Length

Max length	6
Median length	2
Mean length	2.9411765
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
업종	18	52.9%
업력	7	20.6%
창업자 연령	5	14.7%
기업형태	2	5.9%
창업자 성별	2	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
업종	18	43.9%
업력	7	17.1%
창업자	7	17.1%
연령	5	12.2%
기업형태	2	4.9%
성별	2	4.9%

구분별(2)
Text

UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	404.0 B

Length

Max length	24
Median length	22
Mean length	7.1764706
Min length	2

Characters and Unicode

Total characters	244
Distinct characters	88
Distinct categories	4 ?
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	34 ?
Unique (%)	100.0%

Sample

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

Value	Count	Frequency (%)
및	12	15.0%
서비스업	6	7.5%
개인	2	2.5%
1년	1	1.2%
예술	1	1.2%
50대	1	1.2%
40대	1	1.2%
30대	1	1.2%
20대	1	1.2%
이하	1	1.2%
Other values (53)	53	66.2%

Most occurring characters

Value	Count	Frequency (%)
	46	18.9%
업	23	9.4%
및	12	4.9%
,	8	3.3%
스	8	3.3%
년	7	2.9%
기	6	2.5%
비	6	2.5%
대	6	2.5%
서	6	2.5%
Other values (78)	116	47.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	173	70.9%
Space Separator	46	18.9%
Decimal Number	17	7.0%
Other Punctuation	8	3.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
업	23	13.3%
및	12	6.9%
스	8	4.6%
년	7	4.0%
기	6	3.5%
비	6	3.5%
대	6	3.5%
서	6	3.5%
수	4	2.3%
사	3	1.7%
Other values (68)	92	53.2%

Decimal Number

Value	Count	Frequency (%)
0	5	29.4%
6	2	11.8%
5	2	11.8%
4	2	11.8%
3	2	11.8%
2	2	11.8%
1	1	5.9%
7	1	5.9%

Space Separator

Value	Count	Frequency (%)
	46	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	173	70.9%
Common	71	29.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
업	23	13.3%
및	12	6.9%
스	8	4.6%
년	7	4.0%
기	6	3.5%
비	6	3.5%
대	6	3.5%
서	6	3.5%
수	4	2.3%
사	3	1.7%
Other values (68)	92	53.2%

Common

Value	Count	Frequency (%)
	46	64.8%
,	8	11.3%
0	5	7.0%
6	2	2.8%
5	2	2.8%
4	2	2.8%
3	2	2.8%
2	2	2.8%
1	1	1.4%
7	1	1.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	173	70.9%
ASCII	71	29.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	46	64.8%
,	8	11.3%
0	5	7.0%
6	2	2.8%
5	2	2.8%
4	2	2.8%
3	2	2.8%
2	2	2.8%
1	1	1.4%
7	1	1.4%

Hangul

Value	Count	Frequency (%)
업	23	13.3%
및	12	6.9%
스	8	4.6%
년	7	4.0%
기	6	3.5%
비	6	3.5%
대	6	3.5%
서	6	3.5%
수	4	2.3%
사	3	1.7%
Other values (68)	92	53.2%

경영관리 전체인원
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.844118

Minimum	24.8
Maximum	53.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	24.8
5-th percentile	27.725
Q1	33.1
median	36.35
Q3	40.225
95-th percentile	46.58
Maximum	53.5
Range	28.7
Interquartile range (IQR)	7.125

Descriptive statistics

Standard deviation	6.3171336
Coefficient of variation (CV)	0.17145569
Kurtosis	0.35642495
Mean	36.844118
Median Absolute Deviation (MAD)	3.8
Skewness	0.40578229
Sum	1252.7
Variance	39.906176
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
29.1	2	5.9%
38.6	2	5.9%
31.1	2	5.9%
42.2	1	2.9%
40.3	1	2.9%
39.1	1	2.9%
26.1	1	2.9%
53.5	1	2.9%
40.0	1	2.9%
39.8	1	2.9%
Other values (21)	21	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.8	1	2.9%
26.1	1	2.9%
28.6	1	2.9%
29.1	2	5.9%
31.1	2	5.9%
32.0	1	2.9%
32.8	1	2.9%
34.0	1	2.9%
34.2	1	2.9%
34.4	1	2.9%

Value	Count	Frequency (%)
53.5	1	2.9%
48.4	1	2.9%
45.6	1	2.9%
45.3	1	2.9%
43.6	1	2.9%
42.6	1	2.9%
42.2	1	2.9%
41.2	1	2.9%
40.3	1	2.9%
40.0	1	2.9%

경영관리 전체인원(남성)
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.770588

Minimum	39.2
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	39.2
5-th percentile	56.115
Q1	76.225
median	78
Q3	80.7
95-th percentile	90.12
Maximum	100
Range	60.8
Interquartile range (IQR)	4.475

Descriptive statistics

Standard deviation	11.604167
Coefficient of variation (CV)	0.15115381
Kurtosis	4.4462367
Mean	76.770588
Median Absolute Deviation (MAD)	2.7
Skewness	-1.6064398
Sum	2610.2
Variance	134.65668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
80.7	2	5.9%
77.8	2	5.9%
78.0	2	5.9%
76.2	1	2.9%
79.6	1	2.9%
76.3	1	2.9%
89.0	1	2.9%
65.0	1	2.9%
79.9	1	2.9%
76.6	1	2.9%
Other values (21)	21	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39.2	1	2.9%
42.4	1	2.9%
63.5	1	2.9%
64.9	1	2.9%
65.0	1	2.9%
72.4	1	2.9%
73.0	1	2.9%
74.7	1	2.9%
76.2	1	2.9%
76.3	1	2.9%

Value	Count	Frequency (%)
100.0	1	2.9%
92.2	1	2.9%
89.0	1	2.9%
88.5	1	2.9%
85.7	1	2.9%
84.2	1	2.9%
83.2	1	2.9%
81.8	1	2.9%
80.7	2	5.9%
80.3	1	2.9%

경영관리 전체인원(여성)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.229412

Minimum	0
Maximum	60.8
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	9.88
Q1	19.3
median	22
Q3	23.775
95-th percentile	43.885
Maximum	60.8
Range	60.8
Interquartile range (IQR)	4.475

Descriptive statistics

Standard deviation	11.604167
Coefficient of variation (CV)	0.4995463
Kurtosis	4.4462367
Mean	23.229412
Median Absolute Deviation (MAD)	2.7
Skewness	1.6064398
Sum	789.8
Variance	134.65668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
19.3	2	5.9%
22.2	2	5.9%
22.0	2	5.9%
23.8	1	2.9%
20.4	1	2.9%
23.7	1	2.9%
11.0	1	2.9%
35.0	1	2.9%
20.1	1	2.9%
23.4	1	2.9%
Other values (21)	21	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	2.9%
7.8	1	2.9%
11.0	1	2.9%
11.5	1	2.9%
14.3	1	2.9%
15.8	1	2.9%
16.8	1	2.9%
18.2	1	2.9%
19.3	2	5.9%
19.7	1	2.9%

Value	Count	Frequency (%)
60.8	1	2.9%
57.6	1	2.9%
36.5	1	2.9%
35.1	1	2.9%
35.0	1	2.9%
27.6	1	2.9%
27.0	1	2.9%
25.3	1	2.9%
23.8	1	2.9%
23.7	1	2.9%

연구개발 전체인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	85.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1176471

Minimum	0
Maximum	16.5
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0.665
Q1	1.875
median	3.85
Q3	4.925
95-th percentile	9.6
Maximum	16.5
Range	16.5
Interquartile range (IQR)	3.05

Descriptive statistics

Standard deviation	3.3356178
Coefficient of variation (CV)	0.8100786
Kurtosis	4.6437055
Mean	4.1176471
Median Absolute Deviation (MAD)	1.8
Skewness	1.7945043
Sum	140
Variance	11.126346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
9.6	2	5.9%
4.1	2	5.9%
1.8	2	5.9%
4.7	2	5.9%
2.2	2	5.9%
7.9	1	2.9%
4.6	1	2.9%
5.8	1	2.9%
2.3	1	2.9%
0.7	1	2.9%
Other values (19)	19	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	2.9%
0.6	1	2.9%
0.7	1	2.9%
0.8	1	2.9%
1.0	1	2.9%
1.1	1	2.9%
1.5	1	2.9%
1.8	2	5.9%
2.1	1	2.9%
2.2	2	5.9%

Value	Count	Frequency (%)
16.5	1	2.9%
9.6	2	5.9%
8.7	1	2.9%
7.9	1	2.9%
5.9	1	2.9%
5.8	1	2.9%
5.7	1	2.9%
5.0	1	2.9%
4.7	2	5.9%
4.6	1	2.9%

연구개발 전체인원(남성)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.773529

Minimum	0
Maximum	100
Zeros	3
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	31.275
median	68.45
Q3	81.1
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	49.825

Descriptive statistics

Standard deviation	31.875766
Coefficient of variation (CV)	0.55173651
Kurtosis	-1.0259251
Mean	57.773529
Median Absolute Deviation (MAD)	22.25
Skewness	-0.4877481
Sum	1964.3
Variance	1016.0644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
100.0	3	8.8%
0.0	3	8.8%
21.5	1	2.9%
34.0	1	2.9%
91.5	1	2.9%
75.3	1	2.9%
46.8	1	2.9%
37.3	1	2.9%
32.1	1	2.9%
61.0	1	2.9%
Other values (20)	20	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	8.8%
4.2	1	2.9%
21.3	1	2.9%
21.5	1	2.9%
25.5	1	2.9%
30.0	1	2.9%
31.0	1	2.9%
32.1	1	2.9%
34.0	1	2.9%
37.3	1	2.9%

Value	Count	Frequency (%)
100.0	3	8.8%
91.5	1	2.9%
91.3	1	2.9%
90.0	1	2.9%
89.1	1	2.9%
87.6	1	2.9%
81.4	1	2.9%
80.2	1	2.9%
77.3	1	2.9%
76.3	1	2.9%

연구개발 전체인원(여성)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.285294

Minimum	0
Maximum	100
Zeros	4
Zeros (%)	11.8%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13.95
median	27.9
Q3	67.425
95-th percentile	97.27
Maximum	100
Range	100
Interquartile range (IQR)	53.475

Descriptive statistics

Standard deviation	30.984504
Coefficient of variation (CV)	0.7887049
Kurtosis	-0.89916473
Mean	39.285294
Median Absolute Deviation (MAD)	19.3
Skewness	0.54434939
Sum	1335.7
Variance	960.03947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.0	4	11.8%
100.0	2	5.9%
78.5	1	2.9%
66.0	1	2.9%
8.5	1	2.9%
24.7	1	2.9%
53.2	1	2.9%
62.7	1	2.9%
67.9	1	2.9%
39.0	1	2.9%
Other values (20)	20	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	11.8%
8.5	1	2.9%
8.7	1	2.9%
10.0	1	2.9%
10.9	1	2.9%
12.4	1	2.9%
18.6	1	2.9%
19.8	1	2.9%
22.7	1	2.9%
23.7	1	2.9%

Value	Count	Frequency (%)
100.0	2	5.9%
95.8	1	2.9%
78.7	1	2.9%
78.5	1	2.9%
74.5	1	2.9%
70.0	1	2.9%
69.0	1	2.9%
67.9	1	2.9%
66.0	1	2.9%
62.7	1	2.9%

일반사무 전체인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	85.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.176471

Minimum	0
Maximum	32.1
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	3.905
Q1	12.025
median	14.7
Q3	16.45
95-th percentile	21.01
Maximum	32.1
Range	32.1
Interquartile range (IQR)	4.425

Descriptive statistics

Standard deviation	5.8077304
Coefficient of variation (CV)	0.40967393
Kurtosis	2.5241058
Mean	14.176471
Median Absolute Deviation (MAD)	2.15
Skewness	0.10241735
Sum	482
Variance	33.729733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
16.3	3	8.8%
14.6	2	5.9%
13.9	2	5.9%
14.3	2	5.9%
21.4	1	2.9%
17.1	1	2.9%
13.0	1	2.9%
9.8	1	2.9%
15.8	1	2.9%
15.4	1	2.9%
Other values (19)	19	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	2.9%
2.8	1	2.9%
4.5	1	2.9%
6.7	1	2.9%
7.3	1	2.9%
9.1	1	2.9%
9.8	1	2.9%
11.8	1	2.9%
11.9	1	2.9%
12.4	1	2.9%

Value	Count	Frequency (%)
32.1	1	2.9%
21.4	1	2.9%
20.8	1	2.9%
19.6	1	2.9%
19.3	1	2.9%
17.1	1	2.9%
17.0	1	2.9%
16.7	1	2.9%
16.5	1	2.9%
16.3	3	8.8%

일반사무 전체인원(남성)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.385294

Minimum	0
Maximum	86.5
Zeros	2
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	3.9
Q1	26.525
median	36.25
Q3	41.325
95-th percentile	56.29
Maximum	86.5
Range	86.5
Interquartile range (IQR)	14.8

Descriptive statistics

Standard deviation	16.772906
Coefficient of variation (CV)	0.48779301
Kurtosis	2.2097443
Mean	34.385294
Median Absolute Deviation (MAD)	7.05
Skewness	0.35089752
Sum	1169.1
Variance	281.33038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
30.9	2	5.9%
23.4	2	5.9%
0.0	2	5.9%
36.8	1	2.9%
29.0	1	2.9%
6.0	1	2.9%
55.1	1	2.9%
19.1	1	2.9%
45.9	1	2.9%
38.7	1	2.9%
Other values (21)	21	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	5.9%
6.0	1	2.9%
10.5	1	2.9%
19.1	1	2.9%
23.4	2	5.9%
23.6	1	2.9%
25.7	1	2.9%
29.0	1	2.9%
29.1	1	2.9%
29.4	1	2.9%

Value	Count	Frequency (%)
86.5	1	2.9%
58.5	1	2.9%
55.1	1	2.9%
54.1	1	2.9%
46.1	1	2.9%
45.9	1	2.9%
43.2	1	2.9%
43.1	1	2.9%
41.4	1	2.9%
41.1	1	2.9%

일반사무 전체인원(여성)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.673529

Minimum	0
Maximum	100
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	31.7
Q1	57.325
median	62.95
Q3	70.975
95-th percentile	91.075
Maximum	100
Range	100
Interquartile range (IQR)	13.65

Descriptive statistics

Standard deviation	19.158609
Coefficient of variation (CV)	0.30568901
Kurtosis	3.5461457
Mean	62.673529
Median Absolute Deviation (MAD)	7.8
Skewness	-1.2216832
Sum	2130.9
Variance	367.05231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
69.1	2	5.9%
76.6	2	5.9%
63.2	1	2.9%
61.3	1	2.9%
94.0	1	2.9%
44.9	1	2.9%
100.0	1	2.9%
80.9	1	2.9%
54.1	1	2.9%
64.3	1	2.9%
Other values (22)	22	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	2.9%
13.5	1	2.9%
41.5	1	2.9%
44.9	1	2.9%
45.9	1	2.9%
53.9	1	2.9%
54.1	1	2.9%
56.8	1	2.9%
56.9	1	2.9%
58.6	1	2.9%

Value	Count	Frequency (%)
100.0	1	2.9%
94.0	1	2.9%
89.5	1	2.9%
80.9	1	2.9%
76.6	2	5.9%
76.4	1	2.9%
74.3	1	2.9%
71.0	1	2.9%
70.9	1	2.9%
70.6	1	2.9%

기능생산 전체인원
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.432353

Minimum	4.2
Maximum	58.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	4.2
5-th percentile	5.88
Q1	14.35
median	19.45
Q3	23.575
95-th percentile	37.405
Maximum	58.1
Range	53.9
Interquartile range (IQR)	9.225

Descriptive statistics

Standard deviation	10.705697
Coefficient of variation (CV)	0.52395812
Kurtosis	3.6969732
Mean	20.432353
Median Absolute Deviation (MAD)	5.05
Skewness	1.4696453
Sum	694.7
Variance	114.61195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
20.5	2	5.9%
35.2	2	5.9%
14.3	1	2.9%
21.6	1	2.9%
5.1	1	2.9%
8.7	1	2.9%
18.3	1	2.9%
13.0	1	2.9%
24.0	1	2.9%
20.7	1	2.9%
Other values (22)	22	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.2	1	2.9%
5.1	1	2.9%
6.3	1	2.9%
8.7	1	2.9%
11.5	1	2.9%
12.4	1	2.9%
13.0	1	2.9%
13.5	1	2.9%
14.3	1	2.9%
14.5	1	2.9%

Value	Count	Frequency (%)
58.1	1	2.9%
41.5	1	2.9%
35.2	2	5.9%
30.7	1	2.9%
28.3	1	2.9%
26.3	1	2.9%
24.8	1	2.9%
24.0	1	2.9%
22.3	1	2.9%
21.6	1	2.9%

기능생산 전체인원(남성)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.773529

Minimum	42.6
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	42.6
5-th percentile	63.705
Q1	74.325
median	80.7
Q3	86.25
95-th percentile	96.755
Maximum	100
Range	57.4
Interquartile range (IQR)	11.925

Descriptive statistics

Standard deviation	11.499758
Coefficient of variation (CV)	0.14415506
Kurtosis	2.3719371
Mean	79.773529
Median Absolute Deviation (MAD)	6
Skewness	-0.92543233
Sum	2712.3
Variance	132.24443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
80.3	1	2.9%
82.1	1	2.9%
85.4	1	2.9%
86.3	1	2.9%
70.0	1	2.9%
56.1	1	2.9%
79.2	1	2.9%
75.2	1	2.9%
82.3	1	2.9%
86.1	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42.6	1	2.9%
56.1	1	2.9%
67.8	1	2.9%
70.0	1	2.9%
70.4	1	2.9%
70.5	1	2.9%
71.0	1	2.9%
73.4	1	2.9%
74.2	1	2.9%
74.7	1	2.9%

Value	Count	Frequency (%)
100.0	1	2.9%
97.6	1	2.9%
96.3	1	2.9%
96.0	1	2.9%
90.5	1	2.9%
89.6	1	2.9%
87.6	1	2.9%
86.7	1	2.9%
86.3	1	2.9%
86.1	1	2.9%

기능생산 전체인원(여성)
Real number (ℝ)

HIGH CORRELATION UNIQUE ZEROS

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.226471

Minimum	0
Maximum	57.4
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	3.245
Q1	13.75
median	19.3
Q3	25.675
95-th percentile	36.295
Maximum	57.4
Range	57.4
Interquartile range (IQR)	11.925

Descriptive statistics

Standard deviation	11.499758
Coefficient of variation (CV)	0.5685499
Kurtosis	2.3719371
Mean	20.226471
Median Absolute Deviation (MAD)	6
Skewness	0.92543233
Sum	687.7
Variance	132.24443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
19.7	1	2.9%
17.9	1	2.9%
14.6	1	2.9%
13.7	1	2.9%
30.0	1	2.9%
43.9	1	2.9%
20.8	1	2.9%
24.8	1	2.9%
17.7	1	2.9%
13.9	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	2.9%
2.4	1	2.9%
3.7	1	2.9%
4.0	1	2.9%
9.5	1	2.9%
10.4	1	2.9%
12.4	1	2.9%
13.3	1	2.9%
13.7	1	2.9%
13.9	1	2.9%

Value	Count	Frequency (%)
57.4	1	2.9%
43.9	1	2.9%
32.2	1	2.9%
30.0	1	2.9%
29.6	1	2.9%
29.5	1	2.9%
29.0	1	2.9%
26.6	1	2.9%
25.8	1	2.9%
25.3	1	2.9%

영업판매 전체인원
Real number (ℝ)

ZEROS

Distinct	30
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.9882353

Minimum	0
Maximum	20.8
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	1.19
Q1	3.95
median	6.6
Q3	7.9
95-th percentile	18.16
Maximum	20.8
Range	20.8
Interquartile range (IQR)	3.95

Descriptive statistics

Standard deviation	4.8536625
Coefficient of variation (CV)	0.69454766
Kurtosis	2.0683084
Mean	6.9882353
Median Absolute Deviation (MAD)	2.1
Skewness	1.3846012
Sum	237.6
Variance	23.558039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
6.6	3	8.8%
7.9	2	5.9%
4.5	2	5.9%
3.2	1	2.9%
2.7	1	2.9%
6.4	1	2.9%
7.0	1	2.9%
7.2	1	2.9%
3.1	1	2.9%
7.3	1	2.9%
Other values (20)	20	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	2.9%
0.8	1	2.9%
1.4	1	2.9%
1.7	1	2.9%
2.7	1	2.9%
3.0	1	2.9%
3.1	1	2.9%
3.2	1	2.9%
3.8	1	2.9%
4.4	1	2.9%

Value	Count	Frequency (%)
20.8	1	2.9%
19.2	1	2.9%
17.6	1	2.9%
14.7	1	2.9%
10.0	1	2.9%
9.6	1	2.9%
8.5	1	2.9%
8.1	1	2.9%
7.9	2	5.9%
7.4	1	2.9%

영업판매 전체인원(남성)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.117647

Minimum	0
Maximum	100
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	31.115
Q1	48.6
median	61.3
Q3	73.75
95-th percentile	95.775
Maximum	100
Range	100
Interquartile range (IQR)	25.15

Descriptive statistics

Standard deviation	20.489724
Coefficient of variation (CV)	0.3408271
Kurtosis	1.2865033
Mean	60.117647
Median Absolute Deviation (MAD)	13.15
Skewness	-0.39176418
Sum	2044
Variance	419.82877
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
100.0	2	5.9%
65.2	2	5.9%
48.5	1	2.9%
30.4	1	2.9%
46.8	1	2.9%
76.1	1	2.9%
51.9	1	2.9%
63.4	1	2.9%
62.6	1	2.9%
51.6	1	2.9%
Other values (22)	22	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	2.9%
30.4	1	2.9%
31.5	1	2.9%
34.9	1	2.9%
41.2	1	2.9%
41.6	1	2.9%
46.8	1	2.9%
47.8	1	2.9%
48.5	1	2.9%
48.9	1	2.9%

Value	Count	Frequency (%)
100.0	2	5.9%
93.5	1	2.9%
80.4	1	2.9%
78.9	1	2.9%
78.5	1	2.9%
78.0	1	2.9%
76.1	1	2.9%
75.7	1	2.9%
67.9	1	2.9%
66.7	1	2.9%

영업판매 전체인원(여성)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.941176

Minimum	0
Maximum	69.6
Zeros	3
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	24
median	37
Q3	50.425
95-th percentile	66.29
Maximum	69.6
Range	69.6
Interquartile range (IQR)	26.425

Descriptive statistics

Standard deviation	18.697514
Coefficient of variation (CV)	0.5061429
Kurtosis	-0.25669076
Mean	36.941176
Median Absolute Deviation (MAD)	13.6
Skewness	-0.36145175
Sum	1256
Variance	349.59704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0.0	3	8.8%
34.8	2	5.9%
51.5	1	2.9%
69.6	1	2.9%
53.2	1	2.9%
23.9	1	2.9%
48.1	1	2.9%
36.6	1	2.9%
37.4	1	2.9%
48.4	1	2.9%
Other values (21)	21	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	8.8%
6.5	1	2.9%
19.6	1	2.9%
21.1	1	2.9%
21.5	1	2.9%
22.0	1	2.9%
23.9	1	2.9%
24.3	1	2.9%
32.1	1	2.9%
33.3	1	2.9%

Value	Count	Frequency (%)
69.6	1	2.9%
68.5	1	2.9%
65.1	1	2.9%
58.8	1	2.9%
58.4	1	2.9%
53.2	1	2.9%
52.2	1	2.9%
51.5	1	2.9%
51.1	1	2.9%
48.4	1	2.9%

단순노무 전체인원
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.429412

Minimum	6.7
Maximum	36.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	6.7
5-th percentile	6.765
Q1	13.45
median	15.2
Q3	20.925
95-th percentile	32.95
Maximum	36.6
Range	29.9
Interquartile range (IQR)	7.475

Descriptive statistics

Standard deviation	7.4381706
Coefficient of variation (CV)	0.4267597
Kurtosis	0.77927763
Mean	17.429412
Median Absolute Deviation (MAD)	3.55
Skewness	0.94279435
Sum	592.6
Variance	55.326381
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
6.7	2	5.9%
15.0	2	5.9%
15.2	2	5.9%
14.0	1	2.9%
31.9	1	2.9%
11.0	1	2.9%
34.9	1	2.9%
20.5	1	2.9%
13.8	1	2.9%
17.6	1	2.9%
Other values (21)	21	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.7	2	5.9%
6.8	1	2.9%
7.9	1	2.9%
11.0	1	2.9%
11.6	1	2.9%
12.2	1	2.9%
13.0	1	2.9%
13.4	1	2.9%
13.6	1	2.9%
13.8	1	2.9%

Value	Count	Frequency (%)
36.6	1	2.9%
34.9	1	2.9%
31.9	1	2.9%
27.8	1	2.9%
24.9	1	2.9%
24.3	1	2.9%
22.7	1	2.9%
21.5	1	2.9%
21.0	1	2.9%
20.7	1	2.9%

단순노무 전체인원(남성)
Real number (ℝ)

HIGH CORRELATION UNIQUE ZEROS

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.311765

Minimum	0
Maximum	58.4
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	0
5-th percentile	7.335
Q1	19.125
median	35.45
Q3	42.95
95-th percentile	55.735
Maximum	58.4
Range	58.4
Interquartile range (IQR)	23.825

Descriptive statistics

Standard deviation	15.812476
Coefficient of variation (CV)	0.4893721
Kurtosis	-0.72782703
Mean	32.311765
Median Absolute Deviation (MAD)	10.35
Skewness	-0.26203489
Sum	1098.6
Variance	250.0344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
17.0	1	2.9%
40.7	1	2.9%
49.9	1	2.9%
10.7	1	2.9%
12.2	1	2.9%
43.7	1	2.9%
4.8	1	2.9%
20.7	1	2.9%
35.5	1	2.9%
34.3	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	2.9%
4.8	1	2.9%
8.7	1	2.9%
10.2	1	2.9%
10.7	1	2.9%
12.2	1	2.9%
17.0	1	2.9%
18.4	1	2.9%
18.6	1	2.9%
20.7	1	2.9%

Value	Count	Frequency (%)
58.4	1	2.9%
57.1	1	2.9%
55.0	1	2.9%
54.9	1	2.9%
51.3	1	2.9%
49.9	1	2.9%
45.2	1	2.9%
44.0	1	2.9%
43.7	1	2.9%
40.7	1	2.9%

단순노무 전체인원(여성)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.688235

Minimum	41.6
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	41.6
5-th percentile	44.265
Q1	57.05
median	64.55
Q3	80.875
95-th percentile	92.665
Maximum	100
Range	58.4
Interquartile range (IQR)	23.825

Descriptive statistics

Standard deviation	15.812476
Coefficient of variation (CV)	0.23360745
Kurtosis	-0.72782703
Mean	67.688235
Median Absolute Deviation (MAD)	10.35
Skewness	0.26203489
Sum	2301.4
Variance	250.0344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
83.0	1	2.9%
59.3	1	2.9%
50.1	1	2.9%
89.3	1	2.9%
87.8	1	2.9%
56.3	1	2.9%
95.2	1	2.9%
79.3	1	2.9%
64.5	1	2.9%
65.7	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
41.6	1	2.9%
42.9	1	2.9%
45.0	1	2.9%
45.1	1	2.9%
48.7	1	2.9%
50.1	1	2.9%
54.8	1	2.9%
56.0	1	2.9%
56.3	1	2.9%
59.3	1	2.9%

Value	Count	Frequency (%)
100.0	1	2.9%
95.2	1	2.9%
91.3	1	2.9%
89.8	1	2.9%
89.3	1	2.9%
87.8	1	2.9%
83.0	1	2.9%
81.6	1	2.9%
81.4	1	2.9%
79.3	1	2.9%

Phik (φk)
Auto

Heatmap
Table

	구분별(1)	구분별(2)	경영관리 전체인원	경영관리 전체인원(남성)	경영관리 전체인원(여성)	연구개발 전체인원	연구개발 전체인원(남성)	연구개발 전체인원(여성)	일반사무 전체인원	일반사무 전체인원(남성)	일반사무 전체인원(여성)	기능생산 전체인원	기능생산 전체인원(남성)	기능생산 전체인원(여성)	영업판매 전체인원	영업판매 전체인원(남성)	영업판매 전체인원(여성)	단순노무 전체인원	단순노무 전체인원(남성)	단순노무 전체인원(여성)
구분별(1)	1.000	1.000	0.000	0.000	0.000	0.000	0.601	0.597	0.000	0.027	0.000	0.000	0.000	0.000	0.000	0.000	0.520	0.000	0.480	0.480
구분별(2)	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	1.000	1.000	1.000
경영관리 전체인원	0.000	1.000	1.000	0.482	0.482	0.000	0.000	0.000	0.477	0.393	0.400	0.338	0.747	0.747	0.308	0.315	0.632	0.579	0.197	0.197
경영관리 전체인원(남성)	0.000	1.000	0.482	1.000	1.000	0.000	0.204	0.000	0.689	0.860	0.868	0.833	0.533	0.533	0.871	0.788	0.236	0.644	0.700	0.700
경영관리 전체인원(여성)	0.000	1.000	0.482	1.000	1.000	0.000	0.204	0.000	0.689	0.860	0.868	0.833	0.533	0.533	0.871	0.788	0.236	0.644	0.700	0.700
연구개발 전체인원	0.000	1.000	0.000	0.000	0.000	1.000	0.000	0.285	0.215	0.000	0.000	0.000	0.000	0.000	0.297	0.000	0.185	0.632	0.167	0.167
연구개발 전체인원(남성)	0.601	1.000	0.000	0.204	0.204	0.000	1.000	1.000	0.000	0.000	0.133	0.000	0.521	0.521	0.154	0.401	0.457	0.487	0.530	0.530
연구개발 전체인원(여성)	0.597	1.000	0.000	0.000	0.000	0.285	1.000	1.000	0.000	0.000	0.000	0.000	0.591	0.591	0.237	0.261	0.640	0.570	0.587	0.587
일반사무 전체인원	0.000	1.000	0.477	0.689	0.689	0.215	0.000	0.000	1.000	0.851	0.881	0.857	0.000	0.000	0.611	0.677	0.511	0.526	0.687	0.687
일반사무 전체인원(남성)	0.027	1.000	0.393	0.860	0.860	0.000	0.000	0.000	0.851	1.000	0.972	0.774	0.375	0.375	0.842	0.610	0.000	0.347	0.649	0.649
일반사무 전체인원(여성)	0.000	1.000	0.400	0.868	0.868	0.000	0.133	0.000	0.881	0.972	1.000	0.872	0.677	0.677	0.716	0.830	0.222	0.434	0.725	0.725
기능생산 전체인원	0.000	1.000	0.338	0.833	0.833	0.000	0.000	0.000	0.857	0.774	0.872	1.000	0.506	0.506	0.679	0.844	0.264	0.151	0.324	0.324
기능생산 전체인원(남성)	0.000	1.000	0.747	0.533	0.533	0.000	0.521	0.591	0.000	0.375	0.677	0.506	1.000	1.000	0.505	0.671	0.550	0.408	0.000	0.000
기능생산 전체인원(여성)	0.000	1.000	0.747	0.533	0.533	0.000	0.521	0.591	0.000	0.375	0.677	0.506	1.000	1.000	0.505	0.671	0.550	0.408	0.000	0.000
영업판매 전체인원	0.000	1.000	0.308	0.871	0.871	0.297	0.154	0.237	0.611	0.842	0.716	0.679	0.505	0.505	1.000	0.466	0.000	0.619	0.541	0.541
영업판매 전체인원(남성)	0.000	1.000	0.315	0.788	0.788	0.000	0.401	0.261	0.677	0.610	0.830	0.844	0.671	0.671	0.466	1.000	0.956	0.644	0.630	0.630
영업판매 전체인원(여성)	0.520	1.000	0.632	0.236	0.236	0.185	0.457	0.640	0.511	0.000	0.222	0.264	0.550	0.550	0.000	0.956	1.000	0.635	0.570	0.570
단순노무 전체인원	0.000	1.000	0.579	0.644	0.644	0.632	0.487	0.570	0.526	0.347	0.434	0.151	0.408	0.408	0.619	0.644	0.635	1.000	0.757	0.757
단순노무 전체인원(남성)	0.480	1.000	0.197	0.700	0.700	0.167	0.530	0.587	0.687	0.649	0.725	0.324	0.000	0.000	0.541	0.630	0.570	0.757	1.000	1.000
단순노무 전체인원(여성)	0.480	1.000	0.197	0.700	0.700	0.167	0.530	0.587	0.687	0.649	0.725	0.324	0.000	0.000	0.541	0.630	0.570	0.757	1.000	1.000

Heatmap
Table

	경영관리 전체인원	경영관리 전체인원(남성)	경영관리 전체인원(여성)	연구개발 전체인원	연구개발 전체인원(남성)	연구개발 전체인원(여성)	일반사무 전체인원	일반사무 전체인원(남성)	일반사무 전체인원(여성)	기능생산 전체인원	기능생산 전체인원(남성)	기능생산 전체인원(여성)	영업판매 전체인원	영업판매 전체인원(남성)	영업판매 전체인원(여성)	단순노무 전체인원	단순노무 전체인원(남성)	단순노무 전체인원(여성)	구분별(1)
경영관리 전체인원	1.000	-0.239	0.239	0.010	-0.097	0.165	-0.169	-0.048	0.124	-0.510	-0.211	0.211	0.175	-0.405	0.483	-0.047	-0.150	0.150	0.000
경영관리 전체인원(남성)	-0.239	1.000	-1.000	0.114	0.122	-0.279	-0.099	0.314	-0.482	0.367	0.323	-0.323	-0.120	0.199	-0.366	-0.146	0.278	-0.278	0.000
경영관리 전체인원(여성)	0.239	-1.000	1.000	-0.114	-0.122	0.279	0.099	-0.314	0.482	-0.367	-0.323	0.323	0.120	-0.199	0.366	0.146	-0.278	0.278	0.000
연구개발 전체인원	0.010	0.114	-0.114	1.000	-0.020	0.182	0.513	0.221	-0.050	-0.256	-0.171	0.171	-0.024	-0.083	0.252	-0.079	0.204	-0.204	0.000
연구개발 전체인원(남성)	-0.097	0.122	-0.122	-0.020	1.000	-0.853	-0.095	0.457	-0.300	0.319	-0.074	0.074	0.150	0.561	-0.409	-0.314	0.459	-0.459	0.392
연구개발 전체인원(여성)	0.165	-0.279	0.279	0.182	-0.853	1.000	0.263	-0.305	0.461	-0.473	-0.087	0.087	0.005	-0.404	0.560	0.442	-0.299	0.299	0.375
일반사무 전체인원	-0.169	-0.099	0.099	0.513	-0.095	0.263	1.000	0.008	0.163	-0.148	-0.076	0.076	-0.244	-0.142	0.313	-0.046	0.207	-0.207	0.000
일반사무 전체인원(남성)	-0.048	0.314	-0.314	0.221	0.457	-0.305	0.008	1.000	-0.834	0.162	0.137	-0.137	0.471	0.233	-0.072	-0.383	0.531	-0.531	0.000
일반사무 전체인원(여성)	0.124	-0.482	0.482	-0.050	-0.300	0.461	0.163	-0.834	1.000	-0.330	-0.305	0.305	-0.300	-0.066	0.233	0.519	-0.360	0.360	0.000
기능생산 전체인원	-0.510	0.367	-0.367	-0.256	0.319	-0.473	-0.148	0.162	-0.330	1.000	0.554	-0.554	-0.219	0.316	-0.484	-0.488	0.405	-0.405	0.000
기능생산 전체인원(남성)	-0.211	0.323	-0.323	-0.171	-0.074	-0.087	-0.076	0.137	-0.305	0.554	1.000	-1.000	-0.227	-0.067	-0.102	-0.232	0.281	-0.281	0.000
기능생산 전체인원(여성)	0.211	-0.323	0.323	0.171	0.074	0.087	0.076	-0.137	0.305	-0.554	-1.000	1.000	0.227	0.067	0.102	0.232	-0.281	0.281	0.000
영업판매 전체인원	0.175	-0.120	0.120	-0.024	0.150	0.005	-0.244	0.471	-0.300	-0.219	-0.227	0.227	1.000	0.143	0.022	-0.094	0.127	-0.127	0.000
영업판매 전체인원(남성)	-0.405	0.199	-0.199	-0.083	0.561	-0.404	-0.142	0.233	-0.066	0.316	-0.067	0.067	0.143	1.000	-0.839	-0.057	0.278	-0.278	0.000
영업판매 전체인원(여성)	0.483	-0.366	0.366	0.252	-0.409	0.560	0.313	-0.072	0.233	-0.484	-0.102	0.102	0.022	-0.839	1.000	0.193	-0.112	0.112	0.297
단순노무 전체인원	-0.047	-0.146	0.146	-0.079	-0.314	0.442	-0.046	-0.383	0.519	-0.488	-0.232	0.232	-0.094	-0.057	0.193	1.000	-0.545	0.545	0.000
단순노무 전체인원(남성)	-0.150	0.278	-0.278	0.204	0.459	-0.299	0.207	0.531	-0.360	0.405	0.281	-0.281	0.127	0.278	-0.112	-0.545	1.000	-1.000	0.176
단순노무 전체인원(여성)	0.150	-0.278	0.278	-0.204	-0.459	0.299	-0.207	-0.531	0.360	-0.405	-0.281	0.281	-0.127	-0.278	0.112	0.545	-1.000	1.000	0.176
구분별(1)	0.000	0.000	0.000	0.000	0.392	0.375	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.297	0.000	0.176	0.176	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

	구분별(1)	구분별(2)	경영관리 전체인원	경영관리 전체인원(남성)	경영관리 전체인원(여성)	연구개발 전체인원	연구개발 전체인원(남성)	연구개발 전체인원(여성)	일반사무 전체인원	일반사무 전체인원(남성)	일반사무 전체인원(여성)	기능생산 전체인원	기능생산 전체인원(남성)	기능생산 전체인원(여성)	영업판매 전체인원	영업판매 전체인원(남성)	영업판매 전체인원(여성)	단순노무 전체인원	단순노무 전체인원(남성)	단순노무 전체인원(여성)
0	업력	1년	42.2	80.7	19.3	5.9	21.5	78.5	16.7	36.8	63.2	14.3	80.3	19.7	3.2	51.6	48.4	17.6	17.0	83.0
1	업력	2년	41.2	78.0	22.0	3.8	74.0	26.0	12.4	34.9	65.1	19.2	71.0	29.0	8.1	66.7	33.3	15.3	29.4	70.6
2	업력	3년	36.6	81.8	18.2	2.1	77.3	22.7	11.9	30.9	69.1	20.5	81.0	19.0	7.9	67.9	32.1	21.0	30.3	69.7
3	업력	4년	34.6	64.9	35.1	3.4	55.9	44.1	17.0	30.9	69.1	28.3	90.5	9.5	4.5	57.8	42.2	12.2	39.9	60.1
4	업력	5년	34.4	77.8	22.2	8.7	89.1	10.9	16.3	40.8	59.2	19.0	85.5	14.5	6.5	54.2	45.8	15.1	36.2	63.8
5	업력	6년	34.7	79.3	20.7	4.2	65.6	34.4	16.1	39.2	60.8	20.2	67.8	32.2	9.6	47.8	52.2	15.0	44.0	56.0
6	업력	7년	32.0	79.7	20.3	4.1	71.3	28.7	19.6	46.1	53.9	20.5	80.4	19.6	8.5	65.2	34.8	15.2	38.0	62.0
7	업종	농업, 임업 및 어업	35.6	76.9	23.1	3.9	76.3	23.7	7.3	23.4	76.6	35.2	82.6	17.4	4.4	78.5	21.5	13.6	51.3	48.7
8	업종	광업	24.8	92.2	7.8	1.8	100.0	0.0	4.5	86.5	13.5	41.5	96.3	3.7	20.8	100.0	0.0	6.7	58.4	41.6
9	업종	제조업	29.1	84.2	15.8	5.7	90.0	10.0	13.9	58.5	41.5	35.2	76.0	24.0	4.5	78.9	21.1	11.6	54.9	45.1

	구분별(1)	구분별(2)	경영관리 전체인원	경영관리 전체인원(남성)	경영관리 전체인원(여성)	연구개발 전체인원	연구개발 전체인원(남성)	연구개발 전체인원(여성)	일반사무 전체인원	일반사무 전체인원(남성)	일반사무 전체인원(여성)	기능생산 전체인원	기능생산 전체인원(남성)	기능생산 전체인원(여성)	영업판매 전체인원	영업판매 전체인원(남성)	영업판매 전체인원(여성)	단순노무 전체인원	단순노무 전체인원(남성)	단순노무 전체인원(여성)
24	업종	수리 및 기타 개인 서비스업	40.0	74.7	25.3	1.0	100.0	0.0	2.8	0.0	100.0	18.3	79.2	20.8	3.0	100.0	0.0	34.9	4.8	95.2
25	기업형태	개인	39.8	76.6	23.4	4.4	31.0	69.0	15.6	19.1	80.9	13.0	75.2	24.8	6.6	51.9	48.1	20.5	20.7	79.3
26	기업형태	법인	35.3	77.8	22.2	4.7	80.2	19.8	15.4	45.9	54.1	24.0	82.1	17.9	6.8	63.4	36.6	13.8	40.7	59.3
27	창업자 성별	남성	36.9	80.3	19.7	5.0	65.1	34.9	15.8	38.7	61.3	21.6	82.3	17.7	6.6	62.6	37.4	14.0	35.5	64.5
28	창업자 성별	여성	36.1	65.0	35.0	2.7	61.0	39.0	14.3	29.0	71.0	15.2	70.5	29.5	7.3	48.5	51.5	24.3	24.5	75.5
29	창업자 연령	20대 이하	29.1	89.0	11.0	0.7	32.1	67.9	9.8	35.7	64.3	20.7	74.2	25.8	3.1	80.4	19.6	36.6	8.7	91.3
30	창업자 연령	30대	45.3	78.0	22.0	2.3	37.3	62.7	13.0	32.6	67.4	13.5	75.3	24.7	7.2	41.2	58.8	18.7	36.3	63.7
31	창업자 연령	40대	38.6	76.3	23.7	5.8	46.8	53.2	16.3	29.4	70.6	17.7	73.4	26.6	6.6	64.9	35.1	15.0	30.4	69.6
32	창업자 연령	50대	34.2	76.2	23.8	4.7	75.3	24.7	17.1	43.1	56.9	22.3	83.4	16.6	7.0	63.6	36.4	14.6	35.9	64.1
33	창업자 연령	60대 이상	32.8	79.6	20.4	4.6	91.5	8.5	13.9	41.1	58.9	26.3	86.7	13.3	6.4	57.9	42.1	15.9	31.4	68.6

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