gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	55
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.3 KiB
Average record size in memory	135.3 B

Variable types

Text	2
Numeric	13

Dataset

Description	언론인 의식조사 관련 "언론인 전반 직업 만족도"에 관한 자료입니다. 자세한 내용은 재단 홈페이지에 방문하여 확인 바랍니다.
Author	한국언론진흥재단
URL	https://www.data.go.kr/data/15060163/fileData.do

Alerts

`2점` is highly overall correlated with `10점 평균`	High correlation
`3점` is highly overall correlated with `10점 평균`	High correlation
`5점` is highly overall correlated with `7점`	High correlation
`7점` is highly overall correlated with `5점`	High correlation
`10점` is highly overall correlated with `10점 평균`	High correlation
`10점 평균` is highly overall correlated with `2점` and 2 other fields	High correlation
`구분` has unique values	Unique
`0점` has 10 (18.2%) zeros	Zeros
`1점` has 8 (14.5%) zeros	Zeros
`2점` has 5 (9.1%) zeros	Zeros
`3점` has 2 (3.6%) zeros	Zeros
`4점` has 5 (9.1%) zeros	Zeros
`6점` has 2 (3.6%) zeros	Zeros
`8점` has 1 (1.8%) zeros	Zeros
`10점` has 3 (5.5%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 09:45:28.007653
Analysis finished	2024-03-14 09:46:09.472374
Duration	41.46 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	55
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	568.0 B

Length

Max length	6
Median length	5
Mean length	4.3818182
Min length	2

Characters and Unicode

Total characters	241
Distinct characters	29
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	55 ?
Unique (%)	100.0%

Sample

1st row	전체
2nd row	성별1
3rd row	성별2
4th row	연령1
5th row	연령2

Value	Count	Frequency (%)
전체	1	1.8%
소속부서4	1	1.8%
소속부서6	1	1.8%
소속부서7	1	1.8%
소속부서8	1	1.8%
소속부서9	1	1.8%
소속부서10	1	1.8%
소속부서11	1	1.8%
소속부서12	1	1.8%
소속부서13	1	1.8%
Other values (45)	45	81.8%

Most occurring characters

Value	Count	Frequency (%)
소	29	12.0%
속	29	12.0%
1	21	8.7%
서	18	7.5%
부	18	7.5%
체	16	6.6%
매	15	6.2%
2	9	3.7%
3	7	2.9%
연	7	2.9%
Other values (19)	72	29.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	176	73.0%
Decimal Number	65	27.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
소	29	16.5%
속	29	16.5%
서	18	10.2%
부	18	10.2%
체	16	9.1%
매	15	8.5%
연	7	4.0%
령	7	4.0%
경	5	2.8%
위	5	2.8%
Other values (9)	27	15.3%

Decimal Number

Value	Count	Frequency (%)
1	21	32.3%
2	9	13.8%
3	7	10.8%
4	7	10.8%
5	6	9.2%
7	4	6.2%
6	4	6.2%
8	3	4.6%
0	2	3.1%
9	2	3.1%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	176	73.0%
Common	65	27.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
소	29	16.5%
속	29	16.5%
서	18	10.2%
부	18	10.2%
체	16	9.1%
매	15	8.5%
연	7	4.0%
령	7	4.0%
경	5	2.8%
위	5	2.8%
Other values (9)	27	15.3%

Common

Value	Count	Frequency (%)
1	21	32.3%
2	9	13.8%
3	7	10.8%
4	7	10.8%
5	6	9.2%
7	4	6.2%
6	4	6.2%
8	3	4.6%
0	2	3.1%
9	2	3.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	176	73.0%
ASCII	65	27.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
소	29	16.5%
속	29	16.5%
서	18	10.2%
부	18	10.2%
체	16	9.1%
매	15	8.5%
연	7	4.0%
령	7	4.0%
경	5	2.8%
위	5	2.8%
Other values (9)	27	15.3%

ASCII

Value	Count	Frequency (%)
1	21	32.3%
2	9	13.8%
3	7	10.8%
4	7	10.8%
5	6	9.2%
7	4	6.2%
6	4	6.2%
8	3	4.6%
0	2	3.1%
9	2	3.1%

중분류
Text

Distinct	53
Distinct (%)	96.4%
Missing	0
Missing (%)	0.0%
Memory size	568.0 B

Length

Max length	12
Median length	9
Mean length	5.5090909
Min length	2

Characters and Unicode

Total characters	303
Distinct characters	105
Distinct categories	8 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	51 ?
Unique (%)	92.7%

Sample

1st row	전체1
2nd row	남자
3rd row	여자
4th row	20대
5th row	30~34세

Value	Count	Frequency (%)
인터넷언론사	2	3.4%
이상	2	3.4%
뉴스통신사	2	3.4%
기타	1	1.7%
영상부	1	1.7%
국장/국장대우	1	1.7%
국방/통일/북한	1	1.7%
편집(편성)/교열부	1	1.7%
여론/독자/심의부	1	1.7%
사진	1	1.7%
Other values (46)	46	78.0%

Most occurring characters

Value	Count	Frequency (%)
/	20	6.6%
부	14	4.6%
사	11	3.6%
국	10	3.3%
4	8	2.6%
~	8	2.6%
장	8	2.6%
일	7	2.3%
대	7	2.3%
0	7	2.3%
Other values (95)	203	67.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	225	74.3%
Decimal Number	37	12.2%
Other Punctuation	20	6.6%
Math Symbol	8	2.6%
Uppercase Letter	5	1.7%
Space Separator	4	1.3%
Close Punctuation	2	0.7%
Open Punctuation	2	0.7%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
부	14	6.2%
사	11	4.9%
국	10	4.4%
장	8	3.6%
일	7	3.1%
대	7	3.1%
지	6	2.7%
전	5	2.2%
스	5	2.2%
년	5	2.2%
Other values (80)	147	65.3%

Decimal Number

Value	Count	Frequency (%)
4	8	21.6%
0	7	18.9%
1	6	16.2%
5	5	13.5%
9	4	10.8%
3	4	10.8%
2	2	5.4%
6	1	2.7%

Uppercase Letter

Value	Count	Frequency (%)
I	4	80.0%
T	1	20.0%

Other Punctuation

Value	Count	Frequency (%)
/	20	100.0%

Math Symbol

Value	Count	Frequency (%)
~	8	100.0%

Space Separator

Value	Count	Frequency (%)
	4	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	225	74.3%
Common	73	24.1%
Latin	5	1.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
부	14	6.2%
사	11	4.9%
국	10	4.4%
장	8	3.6%
일	7	3.1%
대	7	3.1%
지	6	2.7%
전	5	2.2%
스	5	2.2%
년	5	2.2%
Other values (80)	147	65.3%

Common

Value	Count	Frequency (%)
/	20	27.4%
4	8	11.0%
~	8	11.0%
0	7	9.6%
1	6	8.2%
5	5	6.8%
9	4	5.5%
	4	5.5%
3	4	5.5%
)	2	2.7%
Other values (3)	5	6.8%

Latin

Value	Count	Frequency (%)
I	4	80.0%
T	1	20.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	225	74.3%
ASCII	78	25.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
/	20	25.6%
4	8	10.3%
~	8	10.3%
0	7	9.0%
1	6	7.7%
5	5	6.4%
I	4	5.1%
9	4	5.1%
	4	5.1%
3	4	5.1%
Other values (5)	8	10.3%

Hangul

Value	Count	Frequency (%)
부	14	6.2%
사	11	4.9%
국	10	4.4%
장	8	3.6%
일	7	3.1%
대	7	3.1%
지	6	2.7%
전	5	2.2%
스	5	2.2%
년	5	2.2%
Other values (80)	147	65.3%

사례수
Real number (ℝ)

Distinct	51
Distinct (%)	92.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	329.07273

Minimum	8
Maximum	2011
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	8
5-th percentile	20.3
Q1	80.5
median	209
Q3	406
95-th percentile	1158.3
Maximum	2011
Range	2003
Interquartile range (IQR)	325.5

Descriptive statistics

Standard deviation	386.16931
Coefficient of variation (CV)	1.1735075
Kurtosis	7.1894785
Mean	329.07273
Median Absolute Deviation (MAD)	163
Skewness	2.4878756
Sum	18099
Variance	149126.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
457	3	5.5%
406	2	3.6%
160	2	3.6%
71	1	1.8%
50	1	1.8%
12	1	1.8%
87	1	1.8%
14	1	1.8%
34	1	1.8%
52	1	1.8%
Other values (41)	41	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	1.8%
12	1	1.8%
14	1	1.8%
23	1	1.8%
26	1	1.8%
33	1	1.8%
34	1	1.8%
44	1	1.8%
50	1	1.8%
52	1	1.8%

Value	Count	Frequency (%)
2011	1	1.8%
1392	1	1.8%
1376	1	1.8%
1065	1	1.8%
1018	1	1.8%
635	1	1.8%
619	1	1.8%
457	3	5.5%
449	1	1.8%
432	1	1.8%

0점
Real number (ℝ)

ZEROS

Distinct	28
Distinct (%)	50.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9181818

Minimum	0
Maximum	12.5
Zeros	10
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.75
median	1.9
Q3	2.5
95-th percentile	3.83
Maximum	12.5
Range	12.5
Interquartile range (IQR)	1.75

Descriptive statistics

Standard deviation	1.866378
Coefficient of variation (CV)	0.97299329
Kurtosis	18.608448
Mean	1.9181818
Median Absolute Deviation (MAD)	0.8
Skewness	3.381796
Sum	105.5
Variance	3.483367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0.0	10	18.2%
2.1	4	7.3%
2.2	3	5.5%
3.1	3	5.5%
2.3	3	5.5%
2.6	2	3.6%
1.0	2	3.6%
1.1	2	3.6%
1.4	2	3.6%
0.6	2	3.6%
Other values (18)	22	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	10	18.2%
0.4	1	1.8%
0.6	2	3.6%
0.7	1	1.8%
0.8	1	1.8%
1.0	2	3.6%
1.1	2	3.6%
1.4	2	3.6%
1.6	2	3.6%
1.7	1	1.8%

Value	Count	Frequency (%)
12.5	1	1.8%
4.2	1	1.8%
3.9	1	1.8%
3.8	1	1.8%
3.7	1	1.8%
3.5	1	1.8%
3.1	3	5.5%
3.0	1	1.8%
2.7	1	1.8%
2.6	2	3.6%

1점
Real number (ℝ)

ZEROS

Distinct	26
Distinct (%)	47.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9509091

Minimum	0
Maximum	14.3
Zeros	8
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.05
median	1.8
Q3	2.2
95-th percentile	3.95
Maximum	14.3
Range	14.3
Interquartile range (IQR)	1.15

Descriptive statistics

Standard deviation	2.0083043
Coefficient of variation (CV)	1.0294197
Kurtosis	26.696573
Mean	1.9509091
Median Absolute Deviation (MAD)	0.6
Skewness	4.4054378
Sum	107.3
Variance	4.0332862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0.0	8	14.5%
2.0	5	9.1%
2.2	4	7.3%
1.8	3	5.5%
2.6	3	5.5%
1.9	3	5.5%
1.3	3	5.5%
1.6	2	3.6%
3.3	2	3.6%
1.5	2	3.6%
Other values (16)	20	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	8	14.5%
0.6	1	1.8%
0.7	2	3.6%
0.9	2	3.6%
1.0	1	1.8%
1.1	1	1.8%
1.3	3	5.5%
1.4	1	1.8%
1.5	2	3.6%
1.6	2	3.6%

Value	Count	Frequency (%)
14.3	1	1.8%
4.5	1	1.8%
4.3	1	1.8%
3.8	1	1.8%
3.3	2	3.6%
3.1	1	1.8%
2.9	1	1.8%
2.7	1	1.8%
2.6	3	5.5%
2.4	1	1.8%

2점
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	72.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5581818

Minimum	0
Maximum	10.8
Zeros	5
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.35
median	4.7
Q3	6.1
95-th percentile	7.63
Maximum	10.8
Range	10.8
Interquartile range (IQR)	2.75

Descriptive statistics

Standard deviation	2.2523807
Coefficient of variation (CV)	0.49414016
Kurtosis	0.42433079
Mean	4.5581818
Median Absolute Deviation (MAD)	1.4
Skewness	-0.15548712
Sum	250.7
Variance	5.0732189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.0	5	9.1%
4.9	2	3.6%
5.3	2	3.6%
5.0	2	3.6%
4.5	2	3.6%
6.1	2	3.6%
3.7	2	3.6%
3.8	2	3.6%
5.5	2	3.6%
7.1	2	3.6%
Other values (30)	32	58.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	5	9.1%
1.9	1	1.8%
2.0	1	1.8%
2.3	1	1.8%
2.4	1	1.8%
2.7	1	1.8%
2.8	1	1.8%
2.9	1	1.8%
3.0	1	1.8%
3.3	1	1.8%

Value	Count	Frequency (%)
10.8	1	1.8%
8.3	1	1.8%
7.7	1	1.8%
7.6	1	1.8%
7.1	2	3.6%
6.9	1	1.8%
6.8	1	1.8%
6.7	1	1.8%
6.6	1	1.8%
6.5	2	3.6%

3점
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	70.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9127273

Minimum	0
Maximum	25
Zeros	2
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	0
5-th percentile	1.25
Q1	3.3
median	5
Q3	5.9
95-th percentile	8.75
Maximum	25
Range	25
Interquartile range (IQR)	2.6

Descriptive statistics

Standard deviation	3.4403948
Coefficient of variation (CV)	0.70030242
Kurtosis	21.381127
Mean	4.9127273
Median Absolute Deviation (MAD)	1.3
Skewness	3.7351974
Sum	270.2
Variance	11.836316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
5.4	3	5.5%
3.3	3	5.5%
6.0	3	5.5%
1.9	3	5.5%
5.9	2	3.6%
0.0	2	3.6%
3.4	2	3.6%
3.2	2	3.6%
5.0	2	3.6%
3.8	2	3.6%
Other values (29)	31	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	3.6%
0.9	1	1.8%
1.4	1	1.8%
1.9	3	5.5%
2.4	1	1.8%
2.5	1	1.8%
2.8	1	1.8%
3.0	1	1.8%
3.2	2	3.6%
3.3	3	5.5%

Value	Count	Frequency (%)
25.0	1	1.8%
10.0	1	1.8%
9.8	1	1.8%
8.3	1	1.8%
7.1	1	1.8%
6.6	1	1.8%
6.5	1	1.8%
6.3	2	3.6%
6.1	1	1.8%
6.0	3	5.5%

4점
Real number (ℝ)

ZEROS

Distinct	32
Distinct (%)	58.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5454545

Minimum	0
Maximum	16.7
Zeros	5
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.75
median	3.2
Q3	4.25
95-th percentile	6.63
Maximum	16.7
Range	16.7
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	2.4361337
Coefficient of variation (CV)	0.68711464
Kurtosis	15.194073
Mean	3.5454545
Median Absolute Deviation (MAD)	0.7
Skewness	2.8204473
Sum	195
Variance	5.9347475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
3.2	7	12.7%
0.0	5	9.1%
3.0	3	5.5%
5.6	3	5.5%
2.0	2	3.6%
3.7	2	3.6%
4.7	2	3.6%
2.7	2	3.6%
3.5	2	3.6%
2.8	2	3.6%
Other values (22)	25	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	5	9.1%
0.5	1	1.8%
0.9	1	1.8%
1.9	1	1.8%
2.0	2	3.6%
2.3	1	1.8%
2.6	1	1.8%
2.7	2	3.6%
2.8	2	3.6%
2.9	1	1.8%

Value	Count	Frequency (%)
16.7	1	1.8%
6.8	1	1.8%
6.7	1	1.8%
6.6	1	1.8%
5.6	3	5.5%
5.1	1	1.8%
4.9	1	1.8%
4.7	2	3.6%
4.6	2	3.6%
4.3	1	1.8%

5점
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	72.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.547273

Minimum	8.3
Maximum	37.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	8.3
5-th percentile	15.07
Q1	19.75
median	22.3
Q3	24.85
95-th percentile	31.85
Maximum	37.5
Range	29.2
Interquartile range (IQR)	5.1

Descriptive statistics

Standard deviation	5.3897658
Coefficient of variation (CV)	0.23904292
Kurtosis	1.9797333
Mean	22.547273
Median Absolute Deviation (MAD)	2.6
Skewness	0.533754
Sum	1240.1
Variance	29.049576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
26.6	3	5.5%
23.1	2	3.6%
17.6	2	3.6%
24.8	2	3.6%
23.0	2	3.6%
28.2	2	3.6%
20.6	2	3.6%
19.7	2	3.6%
22.5	2	3.6%
26.7	2	3.6%
Other values (30)	34	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3	1	1.8%
11.5	1	1.8%
14.3	1	1.8%
15.4	1	1.8%
16.9	1	1.8%
17.4	1	1.8%
17.6	2	3.6%
17.7	1	1.8%
18.2	2	3.6%
19.4	1	1.8%

Value	Count	Frequency (%)
37.5	1	1.8%
37.4	1	1.8%
36.4	1	1.8%
29.9	1	1.8%
28.2	2	3.6%
26.7	2	3.6%
26.6	3	5.5%
26.1	1	1.8%
25.7	1	1.8%
24.9	1	1.8%

6점
Real number (ℝ)

ZEROS

Distinct	44
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.925455

Minimum	0
Maximum	25
Zeros	2
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	0
5-th percentile	5.6
Q1	9.1
median	10.6
Q3	12.55
95-th percentile	15.49
Maximum	25
Range	25
Interquartile range (IQR)	3.45

Descriptive statistics

Standard deviation	3.782622
Coefficient of variation (CV)	0.34622102
Kurtosis	4.2507061
Mean	10.925455
Median Absolute Deviation (MAD)	1.9
Skewness	0.084947409
Sum	600.9
Variance	14.308229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
10.3	3	5.5%
12.5	3	5.5%
10.6	2	3.6%
0.0	2	3.6%
9.1	2	3.6%
10.2	2	3.6%
11.3	2	3.6%
8.1	2	3.6%
12.4	2	3.6%
11.2	1	1.8%
Other values (34)	34	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	3.6%
4.9	1	1.8%
5.9	1	1.8%
6.1	1	1.8%
7.4	1	1.8%
8.1	2	3.6%
8.5	1	1.8%
8.6	1	1.8%
8.7	1	1.8%
8.9	1	1.8%

Value	Count	Frequency (%)
25.0	1	1.8%
16.0	1	1.8%
15.7	1	1.8%
15.4	1	1.8%
15.0	1	1.8%
14.9	1	1.8%
14.6	1	1.8%
14.5	1	1.8%
14.3	1	1.8%
13.8	1	1.8%

7점
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.341818

Minimum	8.3
Maximum	30.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	8.3
5-th percentile	10.9
Q1	17.65
median	19.4
Q3	20.8
95-th percentile	26.59
Maximum	30.8
Range	22.5
Interquartile range (IQR)	3.15

Descriptive statistics

Standard deviation	4.4341558
Coefficient of variation (CV)	0.22925227
Kurtosis	1.4790004
Mean	19.341818
Median Absolute Deviation (MAD)	1.7
Skewness	0.0038727833
Sum	1063.8
Variance	19.661737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
19.5	3	5.5%
20.6	3	5.5%
16.9	3	5.5%
20.5	2	3.6%
30.8	2	3.6%
18.3	2	3.6%
19.4	2	3.6%
17.0	2	3.6%
21.8	2	3.6%
18.0	2	3.6%
Other values (31)	32	58.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3	1	1.8%
9.1	1	1.8%
9.5	1	1.8%
11.5	1	1.8%
12.5	1	1.8%
14.0	1	1.8%
15.2	1	1.8%
16.2	1	1.8%
16.9	3	5.5%
17.0	2	3.6%

Value	Count	Frequency (%)
30.8	2	3.6%
26.8	1	1.8%
26.5	1	1.8%
26.1	1	1.8%
25.0	1	1.8%
24.3	1	1.8%
23.0	1	1.8%
22.3	1	1.8%
21.8	2	3.6%
21.4	1	1.8%

8점
Real number (ℝ)

ZEROS

Distinct	43
Distinct (%)	78.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.970909

Minimum	0
Maximum	32.4
Zeros	1
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	0
5-th percentile	14.47
Q1	16.45
median	17.6
Q3	19.15
95-th percentile	25.48
Maximum	32.4
Range	32.4
Interquartile range (IQR)	2.7

Descriptive statistics

Standard deviation	4.5174834
Coefficient of variation (CV)	0.25137757
Kurtosis	6.5338688
Mean	17.970909
Median Absolute Deviation (MAD)	1.5
Skewness	-0.17357417
Sum	988.4
Variance	20.407657
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
17.3	3	5.5%
18.0	3	5.5%
20.6	2	3.6%
16.9	2	3.6%
17.1	2	3.6%
18.2	2	3.6%
21.7	2	3.6%
18.7	2	3.6%
17.6	2	3.6%
17.8	2	3.6%
Other values (33)	33	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.8%
7.7	1	1.8%
14.4	1	1.8%
14.5	1	1.8%
14.7	1	1.8%
14.8	1	1.8%
15.0	1	1.8%
15.2	1	1.8%
15.5	1	1.8%
15.6	1	1.8%

Value	Count	Frequency (%)
32.4	1	1.8%
30.8	1	1.8%
26.6	1	1.8%
25.0	1	1.8%
21.7	2	3.6%
21.4	1	1.8%
20.6	2	3.6%
20.4	1	1.8%
20.2	1	1.8%
19.9	1	1.8%

9점
Real number (ℝ)

Distinct	39
Distinct (%)	70.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2818182

Minimum	2
Maximum	12.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	2
5-th percentile	3.65
Q1	5.9
median	7.1
Q3	8.55
95-th percentile	11.01
Maximum	12.5
Range	10.5
Interquartile range (IQR)	2.65

Descriptive statistics

Standard deviation	2.1704318
Coefficient of variation (CV)	0.2980618
Kurtosis	0.35087326
Mean	7.2818182
Median Absolute Deviation (MAD)	1.3
Skewness	0.043259235
Sum	400.5
Variance	4.7107744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
5.8	4	7.3%
7.1	3	5.5%
7.0	2	3.6%
6.7	2	3.6%
7.2	2	3.6%
11.5	2	3.6%
10.8	2	3.6%
6.9	2	3.6%
8.6	2	3.6%
6.5	2	3.6%
Other values (29)	32	58.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.0	1	1.8%
2.6	1	1.8%
3.3	1	1.8%
3.8	1	1.8%
4.2	1	1.8%
4.6	1	1.8%
5.1	1	1.8%
5.3	1	1.8%
5.7	2	3.6%
5.8	4	7.3%

Value	Count	Frequency (%)
12.5	1	1.8%
11.5	2	3.6%
10.8	2	3.6%
10.5	1	1.8%
9.8	1	1.8%
9.6	1	1.8%
9.2	1	1.8%
9.1	1	1.8%
8.8	1	1.8%
8.7	1	1.8%

10점
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	69.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0490909

Minimum	0
Maximum	14
Zeros	3
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	0
5-th percentile	1.33
Q1	3.75
median	4.9
Q3	6.3
95-th percentile	8.89
Maximum	14
Range	14
Interquartile range (IQR)	2.55

Descriptive statistics

Standard deviation	2.5453569
Coefficient of variation (CV)	0.50412182
Kurtosis	2.8762687
Mean	5.0490909
Median Absolute Deviation (MAD)	1.4
Skewness	0.91832961
Sum	277.7
Variance	6.4788418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
6.3	4	7.3%
3.5	3	5.5%
5.5	3	5.5%
4.9	3	5.5%
5.7	3	5.5%
0.0	3	5.5%
5.3	2	3.6%
4.3	2	3.6%
6.8	2	3.6%
3.8	2	3.6%
Other values (28)	28	50.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	5.5%
1.9	1	1.8%
2.0	1	1.8%
2.1	1	1.8%
2.3	1	1.8%
2.9	1	1.8%
3.3	1	1.8%
3.4	1	1.8%
3.5	3	5.5%
3.7	1	1.8%

Value	Count	Frequency (%)
14.0	1	1.8%
12.3	1	1.8%
9.1	1	1.8%
8.8	1	1.8%
8.7	1	1.8%
7.4	1	1.8%
7.3	1	1.8%
7.0	1	1.8%
6.8	2	3.6%
6.6	1	1.8%

10점 평균
Real number (ℝ)

HIGH CORRELATION

Distinct	38
Distinct (%)	69.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1345455

Minimum	4.63
Maximum	7.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	623.0 B

Quantile statistics

Minimum	4.63
5-th percentile	5.775
Q1	5.955
median	6.09
Q3	6.235
95-th percentile	6.745
Maximum	7.12
Range	2.49
Interquartile range (IQR)	0.28

Descriptive statistics

Standard deviation	0.37170686
Coefficient of variation (CV)	0.060592405
Kurtosis	4.6902897
Mean	6.1345455
Median Absolute Deviation (MAD)	0.14
Skewness	-0.46968332
Sum	337.4
Variance	0.13816599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
6.09	3	5.5%
6.13	3	5.5%
5.79	3	5.5%
6.22	3	5.5%
6.39	2	3.6%
5.97	2	3.6%
6.14	2	3.6%
6.07	2	3.6%
6.23	2	3.6%
6.1	2	3.6%
Other values (28)	31	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.63	1	1.8%
5.72	1	1.8%
5.74	1	1.8%
5.79	3	5.5%
5.8	1	1.8%
5.81	1	1.8%
5.85	1	1.8%
5.87	1	1.8%
5.89	2	3.6%
5.92	1	1.8%

Value	Count	Frequency (%)
7.12	1	1.8%
6.96	1	1.8%
6.78	1	1.8%
6.73	1	1.8%
6.72	1	1.8%
6.64	1	1.8%
6.56	1	1.8%
6.54	1	1.8%
6.53	1	1.8%
6.39	2	3.6%

Phik (φk)
Auto

Heatmap
Table

	구분	중분류	사례수	0점	1점	2점	3점	4점	5점	6점	7점	8점	9점	10점	10점 평균
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
중분류	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
사례수	1.000	1.000	1.000	0.077	0.000	0.000	0.229	0.000	0.000	0.000	0.000	0.000	0.370	0.000	0.000
0점	1.000	1.000	0.077	1.000	0.348	0.387	0.618	0.301	0.359	0.387	0.598	0.690	0.571	0.504	0.691
1점	1.000	1.000	0.000	0.348	1.000	0.560	0.091	0.442	0.487	0.488	0.429	0.070	0.000	0.461	0.441
2점	1.000	1.000	0.000	0.387	0.560	1.000	0.213	0.666	0.642	0.355	0.582	0.429	0.000	0.792	0.652
3점	1.000	1.000	0.229	0.618	0.091	0.213	1.000	0.768	0.519	0.722	0.554	0.755	0.619	0.601	0.677
4점	1.000	1.000	0.000	0.301	0.442	0.666	0.768	1.000	0.772	0.706	0.714	0.663	0.000	0.598	0.398
5점	1.000	1.000	0.000	0.359	0.487	0.642	0.519	0.772	1.000	0.572	0.637	0.701	0.176	0.693	0.461
6점	1.000	1.000	0.000	0.387	0.488	0.355	0.722	0.706	0.572	1.000	0.583	0.732	0.192	0.564	0.483
7점	1.000	1.000	0.000	0.598	0.429	0.582	0.554	0.714	0.637	0.583	1.000	0.675	0.000	0.616	0.594
8점	1.000	1.000	0.000	0.690	0.070	0.429	0.755	0.663	0.701	0.732	0.675	1.000	0.512	0.492	0.778
9점	1.000	1.000	0.370	0.571	0.000	0.000	0.619	0.000	0.176	0.192	0.000	0.512	1.000	0.000	0.526
10점	1.000	1.000	0.000	0.504	0.461	0.792	0.601	0.598	0.693	0.564	0.616	0.492	0.000	1.000	0.683
10점 평균	1.000	1.000	0.000	0.691	0.441	0.652	0.677	0.398	0.461	0.483	0.594	0.778	0.526	0.683	1.000

Heatmap
Table

	사례수	0점	1점	2점	3점	4점	5점	6점	7점	8점	9점	10점	10점 평균
사례수	1.000	0.444	0.094	0.170	0.248	0.202	0.123	0.028	-0.011	-0.290	-0.198	0.131	-0.155
0점	0.444	1.000	0.228	0.153	0.274	0.292	-0.001	0.082	-0.116	-0.219	-0.234	-0.215	-0.498
1점	0.094	0.228	1.000	0.287	0.187	0.252	-0.320	0.202	0.071	-0.054	-0.039	-0.219	-0.469
2점	0.170	0.153	0.287	1.000	0.281	0.389	-0.180	-0.106	0.152	-0.205	-0.145	-0.328	-0.514
3점	0.248	0.274	0.187	0.281	1.000	0.118	-0.059	-0.117	0.064	-0.228	-0.282	-0.327	-0.719
4점	0.202	0.292	0.252	0.389	0.118	1.000	-0.304	0.164	-0.067	-0.076	-0.153	-0.030	-0.270
5점	0.123	-0.001	-0.320	-0.180	-0.059	-0.304	1.000	-0.322	-0.596	-0.277	-0.048	0.143	-0.008
6점	0.028	0.082	0.202	-0.106	-0.117	0.164	-0.322	1.000	-0.026	-0.031	-0.317	-0.058	-0.037
7점	-0.011	-0.116	0.071	0.152	0.064	-0.067	-0.596	-0.026	1.000	-0.023	-0.091	-0.409	0.022
8점	-0.290	-0.219	-0.054	-0.205	-0.228	-0.076	-0.277	-0.031	-0.023	1.000	0.187	-0.000	0.336
9점	-0.198	-0.234	-0.039	-0.145	-0.282	-0.153	-0.048	-0.317	-0.091	0.187	1.000	0.174	0.411
10점	0.131	-0.215	-0.219	-0.328	-0.327	-0.030	0.143	-0.058	-0.409	-0.000	0.174	1.000	0.585
10점 평균	-0.155	-0.498	-0.469	-0.514	-0.719	-0.270	-0.008	-0.037	0.022	0.336	0.411	0.585	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	중분류	사례수	0점	1점	2점	3점	4점	5점	6점	7점	8점	9점	10점	10점 평균
0	전체	전체1	2011	2.1	1.8	4.9	5.0	3.6	22.5	11.2	19.5	17.3	7.0	5.1	6.09
1	성별1	남자	1376	2.3	1.8	3.9	4.4	3.0	23.0	11.5	20.0	17.1	7.6	5.5	6.19
2	성별2	여자	635	1.9	1.9	6.9	6.3	4.9	21.4	10.6	18.4	17.8	5.7	4.3	5.89
3	연령1	20대	217	1.8	0.9	6.0	5.5	3.7	19.8	13.8	20.3	17.5	5.1	5.5	6.09
4	연령2	30~34세	391	3.8	2.6	4.6	5.6	5.1	18.2	11.8	24.3	16.4	3.3	4.3	5.85
5	연령3	35~39세	382	3.1	2.1	6.5	6.0	4.7	20.9	12.6	19.1	14.4	7.1	3.4	5.79
6	연령4	40~44세	317	2.5	2.2	4.7	5.0	3.2	24.3	9.1	18.0	18.3	8.5	4.1	6.06
7	연령5	45~49세	225	0.4	2.2	6.7	5.3	2.7	24.9	10.2	16.9	19.1	7.1	4.4	6.08
8	연령6	50대	372	0.8	1.3	2.7	3.8	2.7	23.1	10.2	18.8	19.9	10.5	6.2	6.53
9	연령7	60대 이상	107	0.0	0.0	1.9	0.9	0.0	37.4	10.3	14.0	15.0	6.5	14.0	6.72

	구분	중분류	사례수	0점	1점	2점	3점	4점	5점	6점	7점	8점	9점	10점	10점 평균
45	직위3	부장/부장대우	209	1.0	1.4	3.3	3.3	3.3	28.2	9.1	18.7	14.8	11.5	5.3	6.33
46	직위4	차장/차장대우	457	2.6	2.2	6.1	5.7	2.8	22.5	10.3	18.2	18.8	7.2	3.5	5.95
47	직위5	평기자	1018	2.7	2.2	5.5	5.8	4.6	20.4	12.4	20.3	15.8	5.8	4.5	5.92
48	경력1	1~4년	426	2.6	0.9	4.2	5.9	3.1	23.0	11.3	20.7	15.5	6.6	6.3	6.13
49	경력2	5~9년	457	3.7	3.3	5.3	3.7	4.6	21.4	13.3	20.4	16.6	4.2	3.5	5.79
50	경력3	10~14년	399	2.3	2.0	6.8	6.3	4.3	24.8	9.0	18.3	16.8	5.8	3.8	5.81
51	경력4	15~19년	272	1.1	1.5	4.8	6.6	3.3	21.7	8.5	20.6	18.0	9.2	4.8	6.22
52	경력5	20년 이상	457	0.7	1.3	3.5	3.3	2.6	21.7	12.5	17.9	19.7	9.8	7.0	6.54
53	권역1	서울	1392	2.2	2.0	5.0	4.9	3.7	20.7	12.2	19.5	17.4	7.5	4.9	6.1
54	권역2	그 외 지역	619	2.1	1.5	4.5	5.2	3.2	26.7	8.9	19.4	17.1	5.8	5.7	6.07

Overview

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Other Letter

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Hangul

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Hangul

ASCII

Most occurring characters

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Most occurring scripts

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Hangul

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ASCII

Hangul

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Sample