gimi9 Pandas Profiling

Dataset statistics

Number of variables	10
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	927.7 KiB
Average record size in memory	95.0 B

Variable types

Numeric	7
Text	3

Dataset

Description	한국산업인력공단 국가직무능력표준(NCS) 경력개발경로에 대한 데이터로 대분류,중분류,소분류,직무코드,직무명,역량 등의 데이터가 있습니다.
Author	한국산업인력공단
URL	https://www.data.go.kr/data/15088716/fileData.do

Alerts

`직무역량수준(능력단위수준 이면서 세분류의 자식)` is highly overall correlated with `수준(직급수준)`	High correlation
`수준(직급수준)` is highly overall correlated with `직무역량수준(능력단위수준 이면서 세분류의 자식)`	High correlation

Reproduction

Analysis started	2023-12-12 22:15:19.764459
Analysis finished	2023-12-12 22:15:27.830608
Duration	8.07 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

대분류코드
Real number (ℝ)

Distinct	24
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.2056

Minimum	1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	12
median	15
Q3	19
95-th percentile	24
Maximum	24
Range	23
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.7427194
Coefficient of variation (CV)	0.37767135
Kurtosis	-0.37128845
Mean	15.2056
Median Absolute Deviation (MAD)	4
Skewness	-0.5340278
Sum	152056
Variance	32.978827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
15	1241	12.4%
14	1132	11.3%
19	1048	10.5%
20	895	8.9%
24	601	6.0%
8	592	5.9%
17	557	5.6%
23	525	5.2%
12	502	5.0%
16	492	4.9%
Other values (14)	2415	24.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	35	0.4%
2	202	2.0%
3	325	3.2%
4	90	0.9%
5	153	1.5%
6	93	0.9%
7	169	1.7%
8	592	5.9%
9	313	3.1%
10	169	1.7%

Value	Count	Frequency (%)
24	601	6.0%
23	525	5.2%
22	257	2.6%
21	211	2.1%
20	895	8.9%
19	1048	10.5%
18	245	2.5%
17	557	5.6%
16	492	4.9%
15	1241	12.4%

중분류코드
Real number (ℝ)

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9552

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	11
Range	10
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2875568
Coefficient of variation (CV)	0.77407852
Kurtosis	1.1914775
Mean	2.9552
Median Absolute Deviation (MAD)	1
Skewness	1.3936592
Sum	29552
Variance	5.2329163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	3351	33.5%
2	2176	21.8%
3	1860	18.6%
4	653	6.5%
5	527	5.3%
8	514	5.1%
6	352	3.5%
7	247	2.5%
9	159	1.6%
10	133	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3351	33.5%
2	2176	21.8%
3	1860	18.6%
4	653	6.5%
5	527	5.3%
6	352	3.5%
7	247	2.5%
8	514	5.1%
9	159	1.6%
10	133	1.3%

Value	Count	Frequency (%)
11	28	0.3%
10	133	1.3%
9	159	1.6%
8	514	5.1%
7	247	2.5%
6	352	3.5%
5	527	5.3%
4	653	6.5%
3	1860	18.6%
2	2176	21.8%

소분류코드
Real number (ℝ)

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8316

Minimum	0
Maximum	19
Zeros	36
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	8
Maximum	19
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.4804549
Coefficient of variation (CV)	0.87599058
Kurtosis	8.4344814
Mean	2.8316
Median Absolute Deviation (MAD)	1
Skewness	2.5354047
Sum	28316
Variance	6.1526567
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
1	3262	32.6%
2	2751	27.5%
3	1756	17.6%
4	626	6.3%
5	426	4.3%
6	350	3.5%
7	246	2.5%
8	155	1.6%
10	112	1.1%
9	71	0.7%
Other values (10)	245	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	0.4%
1	3262	32.6%
2	2751	27.5%
3	1756	17.6%
4	626	6.3%
5	426	4.3%
6	350	3.5%
7	246	2.5%
8	155	1.6%
9	71	0.7%

Value	Count	Frequency (%)
19	8	0.1%
18	16	0.2%
17	12	0.1%
16	3	< 0.1%
15	16	0.2%
14	28	0.3%
13	30	0.3%
12	59	0.6%
11	37	0.4%
10	112	1.1%

직무코드
Real number (ℝ)

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.339

Minimum	0
Maximum	19
Zeros	16
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	3
Q3	4
95-th percentile	9
Maximum	19
Range	19
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.7077319
Coefficient of variation (CV)	0.81094098
Kurtosis	5.3037408
Mean	3.339
Median Absolute Deviation (MAD)	1
Skewness	2.0193928
Sum	33390
Variance	7.3318122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
1	2599	26.0%
2	2298	23.0%
3	1726	17.3%
4	1118	11.2%
5	704	7.0%
6	431	4.3%
7	327	3.3%
8	218	2.2%
9	153	1.5%
10	119	1.2%
Other values (10)	307	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	0.2%
1	2599	26.0%
2	2298	23.0%
3	1726	17.3%
4	1118	11.2%
5	704	7.0%
6	431	4.3%
7	327	3.3%
8	218	2.2%
9	153	1.5%

Value	Count	Frequency (%)
19	8	0.1%
18	12	0.1%
17	11	0.1%
16	25	0.2%
15	24	0.2%
14	32	0.3%
13	28	0.3%
12	51	0.5%
11	100	1.0%
10	119	1.2%

직무명
Text

Distinct	1072
Distinct (%)	10.7%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	28
Median length	22
Mean length	6.6709
Min length	2

Characters and Unicode

Total characters	66709
Distinct characters	434
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

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

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	측정
2nd row	의장품질관리
3rd row	사회복지조직운영
4th row	PaaS엔지니어링
5th row	증권상장업무

Value	Count	Frequency (%)
이용	36	0.4%
제선	30	0.3%
네일미용	30	0.3%
지능형교통체계(its	29	0.3%
및	29	0.3%
건강운동관리	28	0.3%
목재가공	27	0.3%
선재가공	27	0.3%
이러닝콘텐츠개발	27	0.3%
펄프·종이제조	27	0.3%
Other values (1072)	9875	97.1%

Most occurring characters

Value	Count	Frequency (%)
기	1987	3.0%
설	1702	2.6%
리	1594	2.4%
공	1467	2.2%
관	1385	2.1%
비	1344	2.0%
전	1276	1.9%
제	1237	1.9%
계	1220	1.8%
지	1157	1.7%
Other values (424)	52340	78.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	63623	95.4%
Uppercase Letter	984	1.5%
Other Punctuation	929	1.4%
Lowercase Letter	560	0.8%
Close Punctuation	192	0.3%
Open Punctuation	192	0.3%
Space Separator	165	0.2%
Decimal Number	37	0.1%
Other Number	27	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	1987	3.1%
설	1702	2.7%
리	1594	2.5%
공	1467	2.3%
관	1385	2.2%
비	1344	2.1%
전	1276	2.0%
제	1237	1.9%
계	1220	1.9%
지	1157	1.8%
Other values (380)	49254	77.4%

Uppercase Letter

Value	Count	Frequency (%)
I	177	18.0%
T	165	16.8%
S	108	11.0%
W	75	7.6%
D	75	7.6%
C	63	6.4%
M	47	4.8%
R	43	4.4%
A	40	4.1%
Q	30	3.0%
Other values (9)	161	16.4%

Lowercase Letter

Value	Count	Frequency (%)
o	83	14.8%
a	76	13.6%
s	58	10.4%
r	55	9.8%
f	50	8.9%
c	47	8.4%
t	44	7.9%
i	25	4.5%
m	22	3.9%
y	22	3.9%
Other values (6)	78	13.9%

Other Punctuation

Value	Count	Frequency (%)
·	878	94.5%
,	28	3.0%
/	23	2.5%

Decimal Number

Value	Count	Frequency (%)
3	25	67.6%
2	12	32.4%

Close Punctuation

Value	Count	Frequency (%)
)	192	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	192	100.0%

Space Separator

Value	Count	Frequency (%)
	165	100.0%

Other Number

Value	Count	Frequency (%)
₂	27	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	63623	95.4%
Latin	1544	2.3%
Common	1542	2.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	1987	3.1%
설	1702	2.7%
리	1594	2.5%
공	1467	2.3%
관	1385	2.2%
비	1344	2.1%
전	1276	2.0%
제	1237	1.9%
계	1220	1.9%
지	1157	1.8%
Other values (380)	49254	77.4%

Latin

Value	Count	Frequency (%)
I	177	11.5%
T	165	10.7%
S	108	7.0%
o	83	5.4%
a	76	4.9%
W	75	4.9%
D	75	4.9%
C	63	4.1%
s	58	3.8%
r	55	3.6%
Other values (25)	609	39.4%

Common

Value	Count	Frequency (%)
·	878	56.9%
)	192	12.5%
(	192	12.5%
	165	10.7%
,	28	1.8%
₂	27	1.8%
3	25	1.6%
/	23	1.5%
2	12	0.8%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	63623	95.4%
ASCII	2181	3.3%
None	905	1.4%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
기	1987	3.1%
설	1702	2.7%
리	1594	2.5%
공	1467	2.3%
관	1385	2.2%
비	1344	2.1%
전	1276	2.0%
제	1237	1.9%
계	1220	1.9%
지	1157	1.8%
Other values (380)	49254	77.4%

None

Value	Count	Frequency (%)
·	878	97.0%
₂	27	3.0%

ASCII

Value	Count	Frequency (%)
)	192	8.8%
(	192	8.8%
I	177	8.1%
	165	7.6%
T	165	7.6%
S	108	5.0%
o	83	3.8%
a	76	3.5%
W	75	3.4%
D	75	3.4%
Other values (32)	873	40.0%

직무역량코드
Real number (ℝ)

Distinct	73
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.6239

Minimum	1
Maximum	73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	8
Q3	12
95-th percentile	25
Maximum	73
Range	72
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.4449974
Coefficient of variation (CV)	0.87750261
Kurtosis	9.5891321
Mean	9.6239
Median Absolute Deviation (MAD)	4
Skewness	2.4872855
Sum	96239
Variance	71.317981
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	714	7.1%
1	712	7.1%
5	693	6.9%
7	690	6.9%
6	690	6.9%
3	687	6.9%
2	680	6.8%
8	675	6.8%
9	609	6.1%
10	605	6.0%
Other values (63)	3245	32.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	712	7.1%
2	680	6.8%
3	687	6.9%
4	714	7.1%
5	693	6.9%
6	690	6.9%
7	690	6.9%
8	675	6.8%
9	609	6.1%
10	605	6.0%

Value	Count	Frequency (%)
73	1	< 0.1%
72	1	< 0.1%
71	1	< 0.1%
70	2	< 0.1%
69	2	< 0.1%
68	2	< 0.1%
67	2	< 0.1%
66	3	< 0.1%
65	1	< 0.1%
64	2	< 0.1%

직무역량수준(능력단위수준 이면서 세분류의 자식)
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1443

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	6
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3128023
Coefficient of variation (CV)	0.31677299
Kurtosis	-0.42957288
Mean	4.1443
Median Absolute Deviation (MAD)	1
Skewness	0.2485945
Sum	41443
Variance	1.7234499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
5	2713	27.1%
3	2438	24.4%
4	2405	24.1%
2	1047	10.5%
6	974	9.7%
7	364	3.6%
8	57	0.6%
1	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	1047	10.5%
3	2438	24.4%
4	2405	24.1%
5	2713	27.1%
6	974	9.7%
7	364	3.6%
8	57	0.6%

Value	Count	Frequency (%)
8	57	0.6%
7	364	3.6%
6	974	9.7%
5	2713	27.1%
4	2405	24.1%
3	2438	24.4%
2	1047	10.5%
1	2	< 0.1%

직무역량명
Text

Distinct	9797
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	55
Median length	49
Mean length	10.0408
Min length	2

Characters and Unicode

Total characters	100408
Distinct characters	752
Distinct categories	11 ?
Distinct scripts	4 ?
Distinct blocks	5 ?

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

Unique

Unique	9677 ?
Unique (%)	96.8%

Sample

1st row	정밀측정
2nd row	품질경영
3rd row	사회복지조직 사무관리
4th row	PaaS 프론트엔드 설계
5th row	공모예정가격 산출

Value	Count	Frequency (%)
관리	533	2.3%
설계	335	1.4%
수립	279	1.2%
분석	269	1.2%
개발	186	0.8%
작성	164	0.7%
기획	152	0.7%
운영	144	0.6%
작업	142	0.6%
계획	126	0.5%
Other values (8138)	21003	90.0%

Most occurring characters

Value	Count	Frequency (%)
	13337	13.3%
리	2717	2.7%
관	2356	2.3%
기	1962	2.0%
계	1853	1.8%
설	1841	1.8%
전	1543	1.5%
비	1516	1.5%
공	1408	1.4%
스	1343	1.3%
Other values (742)	70532	70.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	83010	82.7%
Space Separator	13337	13.3%
Uppercase Letter	1422	1.4%
Lowercase Letter	1363	1.4%
Other Punctuation	602	0.6%
Open Punctuation	265	0.3%
Close Punctuation	264	0.3%
Decimal Number	91	0.1%
Connector Punctuation	22	< 0.1%
Other Number	19	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
리	2717	3.3%
관	2356	2.8%
기	1962	2.4%
계	1853	2.2%
설	1841	2.2%
전	1543	1.9%
비	1516	1.8%
공	1408	1.7%
스	1343	1.6%
시	1314	1.6%
Other values (671)	65157	78.5%

Lowercase Letter

Value	Count	Frequency (%)
o	153	11.2%
i	144	10.6%
e	137	10.1%
a	124	9.1%
n	117	8.6%
t	103	7.6%
r	94	6.9%
s	66	4.8%
c	61	4.5%
l	57	4.2%
Other values (16)	307	22.5%

Uppercase Letter

Value	Count	Frequency (%)
T	156	11.0%
I	143	10.1%
S	141	9.9%
C	127	8.9%
P	117	8.2%
D	100	7.0%
M	74	5.2%
W	61	4.3%
U	55	3.9%
O	55	3.9%
Other values (15)	393	27.6%

Other Punctuation

Value	Count	Frequency (%)
·	532	88.4%
/	42	7.0%
,	11	1.8%
:	6	1.0%
&	5	0.8%
;	4	0.7%
.	2	0.3%

Decimal Number

Value	Count	Frequency (%)
3	40	44.0%
2	34	37.4%
1	6	6.6%
5	4	4.4%
0	3	3.3%
4	2	2.2%
6	2	2.2%

Space Separator

Value	Count	Frequency (%)
	13337	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	265	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	264	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	22	100.0%

Other Number

Value	Count	Frequency (%)
₂	19	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	13	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	82992	82.7%
Common	14613	14.6%
Latin	2785	2.8%
Han	18	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
리	2717	3.3%
관	2356	2.8%
기	1962	2.4%
계	1853	2.2%
설	1841	2.2%
전	1543	1.9%
비	1516	1.8%
공	1408	1.7%
스	1343	1.6%
시	1314	1.6%
Other values (664)	65139	78.5%

Latin

Value	Count	Frequency (%)
T	156	5.6%
o	153	5.5%
i	144	5.2%
I	143	5.1%
S	141	5.1%
e	137	4.9%
C	127	4.6%
a	124	4.5%
P	117	4.2%
n	117	4.2%
Other values (41)	1426	51.2%

Common

Value	Count	Frequency (%)
	13337	91.3%
·	532	3.6%
(	265	1.8%
)	264	1.8%
/	42	0.3%
3	40	0.3%
2	34	0.2%
_	22	0.2%
₂	19	0.1%
-	13	0.1%
Other values (10)	45	0.3%

Han

Value	Count	Frequency (%)
肢	4	22.2%
義	4	22.2%
上	3	16.7%
捲	2	11.1%
荷	2	11.1%
負	2	11.1%
機	1	5.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	82923	82.6%
ASCII	16847	16.8%
None	551	0.5%
Compat Jamo	69	0.1%
CJK	18	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	13337	79.2%
(	265	1.6%
)	264	1.6%
T	156	0.9%
o	153	0.9%
i	144	0.9%
I	143	0.8%
S	141	0.8%
e	137	0.8%
C	127	0.8%
Other values (59)	1980	11.8%

Hangul

Value	Count	Frequency (%)
리	2717	3.3%
관	2356	2.8%
기	1962	2.4%
계	1853	2.2%
설	1841	2.2%
전	1543	1.9%
비	1516	1.8%
공	1408	1.7%
스	1343	1.6%
시	1314	1.6%
Other values (663)	65070	78.5%

None

Value	Count	Frequency (%)
·	532	96.6%
₂	19	3.4%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	69	100.0%

CJK

Value	Count	Frequency (%)
肢	4	22.2%
義	4	22.2%
上	3	16.7%
捲	2	11.1%
荷	2	11.1%
負	2	11.1%
機	1	5.6%

수준(직급수준)
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1466

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	5
95-th percentile	6
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3184393
Coefficient of variation (CV)	0.31795672
Kurtosis	-0.42921164
Mean	4.1466
Median Absolute Deviation (MAD)	1
Skewness	0.24932182
Sum	41466
Variance	1.7382823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
5	2717	27.2%
3	2430	24.3%
4	2387	23.9%
2	1057	10.6%
6	976	9.8%
7	370	3.7%
8	60	0.6%
1	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	1057	10.6%
3	2430	24.3%
4	2387	23.9%
5	2717	27.2%
6	976	9.8%
7	370	3.7%
8	60	0.6%

Value	Count	Frequency (%)
8	60	0.6%
7	370	3.7%
6	976	9.8%
5	2717	27.2%
4	2387	23.9%
3	2430	24.3%
2	1057	10.6%
1	3	< 0.1%

직급명
Text

Distinct	3196
Distinct (%)	32.0%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	38
Median length	32
Mean length	8.688
Min length	2

Characters and Unicode

Total characters	86880
Distinct characters	488
Distinct categories	10 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

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

Unique

Unique	1301 ?
Unique (%)	13.0%

Sample

1st row	고급기능자
2nd row	부서장
3rd row	복지경영 선임관리자
4th row	선임 PaaS 엔지니어
5th row	상장(IPO) 실무책임자

Value	Count	Frequency (%)
실무자	902	4.8%
관리자	621	3.3%
담당자	328	1.7%
초급	321	1.7%
대리	282	1.5%
과장	262	1.4%
중급	260	1.4%
책임자	214	1.1%
고급	209	1.1%
초급기술자	205	1.1%
Other values (2211)	15371	81.0%

Most occurring characters

Value	Count	Frequency (%)
	9078	10.4%
자	6175	7.1%
리	2749	3.2%
기	2701	3.1%
관	2293	2.6%
급	2027	2.3%
무	1945	2.2%
실	1837	2.1%
사	1699	2.0%
임	1663	1.9%
Other values (478)	54713	63.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	73693	84.8%
Space Separator	9078	10.4%
Lowercase Letter	1214	1.4%
Uppercase Letter	928	1.1%
Other Punctuation	812	0.9%
Close Punctuation	430	0.5%
Open Punctuation	430	0.5%
Decimal Number	256	0.3%
Connector Punctuation	25	< 0.1%
Math Symbol	14	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
자	6175	8.4%
리	2749	3.7%
기	2701	3.7%
관	2293	3.1%
급	2027	2.8%
무	1945	2.6%
실	1837	2.5%
사	1699	2.3%
임	1663	2.3%
장	1524	2.1%
Other values (421)	49080	66.6%

Uppercase Letter

Value	Count	Frequency (%)
S	164	17.7%
I	102	11.0%
T	101	10.9%
W	93	10.0%
M	63	6.8%
D	62	6.7%
B	61	6.6%
P	49	5.3%
L	43	4.6%
J	31	3.3%
Other values (12)	159	17.1%

Lowercase Letter

Value	Count	Frequency (%)
r	231	19.0%
e	172	14.2%
a	145	11.9%
n	135	11.1%
o	135	11.1%
i	117	9.6%
s	79	6.5%
t	54	4.4%
b	36	3.0%
u	31	2.6%
Other values (9)	79	6.5%

Decimal Number

Value	Count	Frequency (%)
3	85	33.2%
2	63	24.6%
1	42	16.4%
4	38	14.8%
5	13	5.1%
6	8	3.1%
7	7	2.7%

Other Punctuation

Value	Count	Frequency (%)
/	404	49.8%
·	258	31.8%
,	140	17.2%
.	10	1.2%

Space Separator

Value	Count	Frequency (%)
	9078	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	430	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	430	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	25	100.0%

Math Symbol

Value	Count	Frequency (%)
~	14	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	73693	84.8%
Common	11045	12.7%
Latin	2142	2.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
자	6175	8.4%
리	2749	3.7%
기	2701	3.7%
관	2293	3.1%
급	2027	2.8%
무	1945	2.6%
실	1837	2.5%
사	1699	2.3%
임	1663	2.3%
장	1524	2.1%
Other values (421)	49080	66.6%

Latin

Value	Count	Frequency (%)
r	231	10.8%
e	172	8.0%
S	164	7.7%
a	145	6.8%
n	135	6.3%
o	135	6.3%
i	117	5.5%
I	102	4.8%
T	101	4.7%
W	93	4.3%
Other values (31)	747	34.9%

Common

Value	Count	Frequency (%)
	9078	82.2%
)	430	3.9%
(	430	3.9%
/	404	3.7%
·	258	2.3%
,	140	1.3%
3	85	0.8%
2	63	0.6%
1	42	0.4%
4	38	0.3%
Other values (6)	77	0.7%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	73686	84.8%
ASCII	12929	14.9%
None	258	0.3%
Compat Jamo	7	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	9078	70.2%
)	430	3.3%
(	430	3.3%
/	404	3.1%
r	231	1.8%
e	172	1.3%
S	164	1.3%
a	145	1.1%
,	140	1.1%
n	135	1.0%
Other values (46)	1600	12.4%

Hangul

Value	Count	Frequency (%)
자	6175	8.4%
리	2749	3.7%
기	2701	3.7%
관	2293	3.1%
급	2027	2.8%
무	1945	2.6%
실	1837	2.5%
사	1699	2.3%
임	1663	2.3%
장	1524	2.1%
Other values (420)	49073	66.6%

None

Value	Count	Frequency (%)
·	258	100.0%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	7	100.0%

Phik (φk)
Auto

Heatmap
Table

	대분류코드	중분류코드	소분류코드	직무코드	직무역량코드	직무역량수준(능력단위수준 이면서 세분류의 자식)	수준(직급수준)
대분류코드	1.000	0.685	0.547	0.380	0.361	0.231	0.233
중분류코드	0.685	1.000	0.419	0.199	0.176	0.179	0.178
소분류코드	0.547	0.419	1.000	0.201	0.132	0.074	0.075
직무코드	0.380	0.199	0.201	1.000	0.126	0.065	0.065
직무역량코드	0.361	0.176	0.132	0.126	1.000	0.126	0.138
직무역량수준(능력단위수준 이면서 세분류의 자식)	0.231	0.179	0.074	0.065	0.126	1.000	0.999
수준(직급수준)	0.233	0.178	0.075	0.065	0.138	0.999	1.000

Heatmap
Table

	대분류코드	중분류코드	소분류코드	직무코드	직무역량코드	직무역량수준(능력단위수준 이면서 세분류의 자식)	수준(직급수준)
대분류코드	1.000	-0.088	0.120	0.001	0.007	-0.083	-0.083
중분류코드	-0.088	1.000	0.014	-0.058	-0.106	-0.043	-0.041
소분류코드	0.120	0.014	1.000	-0.089	-0.063	0.015	0.016
직무코드	0.001	-0.058	-0.089	1.000	-0.074	-0.056	-0.054
직무역량코드	0.007	-0.106	-0.063	-0.074	1.000	-0.147	-0.150
직무역량수준(능력단위수준 이면서 세분류의 자식)	-0.083	-0.043	0.015	-0.056	-0.147	1.000	0.993
수준(직급수준)	-0.083	-0.041	0.016	-0.054	-0.150	0.993	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

	대분류코드	중분류코드	소분류코드	직무코드	직무명	직무역량코드	직무역량수준(능력단위수준 이면서 세분류의 자식)	직무역량명	수준(직급수준)	직급명
5159	15	2	1	5	측정	5	3	정밀측정	3	고급기능자
6027	15	8	4	2	의장품질관리	1	6	품질경영	6	부서장
1143	7	1	1	2	사회복지조직운영	6	7	사회복지조직 사무관리	7	복지경영 선임관리자
9884	20	1	2	16	PaaS엔지니어링	4	6	PaaS 프론트엔드 설계	6	선임 PaaS 엔지니어
571	3	1	6	4	증권상장업무	12	5	공모예정가격 산출	5	상장(IPO) 실무책임자
7974	18	1	1	2	방적	18	5	방적 원사 품질검사	5	과장
8349	19	1	2	4	원자력발전전기설비정비	8	3	차단기 정비	3	원자력발전 전기설비 정비사 (정류)
12304	24	1	3	3	농업환경개선	11	6	농업환경 보전관리	6	농업환경개선 관리총괄부장
3634	14	1	3	1	유지관리	9	7	보수·보강 성능 평가	7	유지관리 특급 기술자
4204	14	3	3	2	건축설비시공	8	2	특수설비공사	2	시공 초급자

	대분류코드	중분류코드	소분류코드	직무코드	직무명	직무역량코드	직무역량수준(능력단위수준 이면서 세분류의 자식)	직무역량명	수준(직급수준)	직급명
11171	22	1	2	3	특수인쇄	3	5	특수인쇄용 원고 제작	5	특수인쇄 전문가
9452	19	3	11	3	3D프린팅 소재개발	7	3	3D프린팅 소재 개발 안전관리	3	3D프린팅 소재 개발 안전관리자
8812	19	1	10	2	철도신호제어시공	1	6	신호제어시공계획 수립	6	철도신호제어 시공 프로젝트 매니저(FM)
11113	22	1	1	3	편집	5	3	편집 레이아웃 작업	3	편집 초급자
7038	16	1	4	2	금속도장	10	3	금속도장 소방·전기안전관리	3	금속도장 실무자
153	2	2	2	1	인사	10	4	복리후생관리	4	대리
9045	19	3	2	3	산업용전자기기소프트웨어개발	9	5	소프트웨어 운용시험검증	5	제품기획 관리자/미들웨어 기술자/소프트웨어 검증 기술자
4705	14	7	5	4	천장크레인운전(천장크레인조종)	12	2	비상응급대책 확인	2	초급 천장크레인
324	3	1	1	1	창구사무	3	3	제신고 처리	3	Senior Teller
7251	16	2	5	2	탄소재료품질관리	2	2	탄소재료 일반 분석	2	보조자

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Other Punctuation

Decimal Number

Close Punctuation

Open Punctuation

Space Separator

Other Number

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

Hangul

None

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Open Punctuation

Close Punctuation

Connector Punctuation

Other Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Compat Jamo

CJK

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Connector Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Compat Jamo

Interactions

Correlations

Missing values

Sample