gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	8131
Missing cells	16709
Missing cells (%)	10.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	159.0 B

Variable types

Numeric	7
Categorical	5
Text	7

Dataset

Description	대구광역시 계획입지 공장등록 현황(팩토리온 검색 현황), 공장 연락처는 포함되어 제공하지 않음을 양지하여 주시기 바랍니다.
URL	https://www.data.go.kr/data/15073542/fileData.do

Alerts

`지식산업센터명` is highly overall correlated with `남종업원` and 7 other fields	High correlation
`단지명` is highly overall correlated with `지식산업센터명` and 2 other fields	High correlation
`관할조직명` is highly overall correlated with `단지명` and 2 other fields	High correlation
`대표업종번호` is highly overall correlated with `사업유형`	High correlation
`남종업원` is highly overall correlated with `여종업원` and 2 other fields	High correlation
`여종업원` is highly overall correlated with `남종업원` and 2 other fields	High correlation
`외국인(남)` is highly overall correlated with `외국인(여)` and 1 other fields	High correlation
`외국인(여)` is highly overall correlated with `외국인(남)`	High correlation
`종업원수` is highly overall correlated with `남종업원` and 2 other fields	High correlation
`설립구분` is highly overall correlated with `단지명` and 2 other fields	High correlation
`사업유형` is highly overall correlated with `대표업종번호` and 1 other fields	High correlation
`지식산업센터명` is highly imbalanced (81.4%)	Imbalance
`설립구분` is highly imbalanced (82.8%)	Imbalance
`공장대표주소(도로명)` has 137 (1.7%) missing values	Missing
`남종업원` has 799 (9.8%) missing values	Missing
`여종업원` has 1820 (22.4%) missing values	Missing
`외국인(남)` has 5093 (62.6%) missing values	Missing
`외국인(여)` has 5245 (64.5%) missing values	Missing
`주원자재` has 3542 (43.6%) missing values	Missing
`남종업원` is highly skewed (γ1 = 61.11016994)	Skewed
`여종업원` is highly skewed (γ1 = 31.53498767)	Skewed
`외국인(남)` is highly skewed (γ1 = 40.91659144)	Skewed
`종업원수` is highly skewed (γ1 = 55.03637369)	Skewed
`순번` has unique values	Unique
`남종업원` has 211 (2.6%) zeros	Zeros
`여종업원` has 751 (9.2%) zeros	Zeros
`외국인(남)` has 2626 (32.3%) zeros	Zeros
`외국인(여)` has 2746 (33.8%) zeros	Zeros
`종업원수` has 888 (10.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 19:51:01.601100
Analysis finished	2023-12-12 19:51:13.229339
Duration	11.63 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

순번
Real number (ℝ)

UNIQUE

Distinct	8131
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4066

Minimum	1
Maximum	8131
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	71.6 KiB

Quantile statistics

Minimum	1
5-th percentile	407.5
Q1	2033.5
median	4066
Q3	6098.5
95-th percentile	7724.5
Maximum	8131
Range	8130
Interquartile range (IQR)	4065

Descriptive statistics

Standard deviation	2347.3619
Coefficient of variation (CV)	0.57731477
Kurtosis	-1.2
Mean	4066
Median Absolute Deviation (MAD)	2033
Skewness	0
Sum	33060646
Variance	5510107.7
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
5418	1	< 0.1%
5431	1	< 0.1%
5430	1	< 0.1%
5429	1	< 0.1%
5428	1	< 0.1%
5427	1	< 0.1%
5426	1	< 0.1%
5425	1	< 0.1%
5424	1	< 0.1%
Other values (8121)	8121	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
8131	1	< 0.1%
8130	1	< 0.1%
8129	1	< 0.1%
8128	1	< 0.1%
8127	1	< 0.1%
8126	1	< 0.1%
8125	1	< 0.1%
8124	1	< 0.1%
8123	1	< 0.1%
8122	1	< 0.1%

단지명
Categorical

HIGH CORRELATION

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	63.7 KiB

성서지방산업단지	3157
서대구일반산업단지	1456
대구제3일반산업단지	996
북구검단지방산업단지	599
달성일반산업단지	383
Other values (16)	1540

Length

Max length	20
Median length	8
Mean length	8.9419506
Min length	6

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	성서지방산업단지
2nd row	서대구일반산업단지
3rd row	대구제3일반산업단지
4th row	달성2차일반산업단지
5th row	성서5차첨단산업단지

Common Values

Value	Count	Frequency (%)
성서지방산업단지	3157	38.8%
서대구일반산업단지	1456	17.9%
대구제3일반산업단지	996	12.2%
북구검단지방산업단지	599	7.4%
달성일반산업단지	383	4.7%
달성2차일반산업단지	284	3.5%
대구국가산업단지	261	3.2%
대구염색일반산업단지	157	1.9%
대구연구개발특구	127	1.6%
대구테크노폴리스일반산업단지	124	1.5%
Other values (11)	587	7.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
성서지방산업단지	3157	38.8%
서대구일반산업단지	1456	17.9%
대구제3일반산업단지	996	12.2%
북구검단지방산업단지	599	7.4%
달성일반산업단지	383	4.7%
달성2차일반산업단지	284	3.5%
대구국가산업단지	261	3.2%
대구염색일반산업단지	157	1.9%
대구연구개발특구	127	1.6%
대구테크노폴리스일반산업단지	124	1.5%
Other values (11)	587	7.2%

회사명
Text

Distinct	7263
Distinct (%)	89.3%
Missing	0
Missing (%)	0.0%
Memory size	63.7 KiB

Length

Max length	31
Median length	23
Mean length	6.5875046
Min length	1

Characters and Unicode

Total characters	53563
Distinct characters	703
Distinct categories	10 ?
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	6575 ?
Unique (%)	80.9%

Sample

1st row	( 주)명장
2nd row	(SM)컨설팅
3rd row	(사)한국장애인문화협회
4th row	(사)한국지체장애인협회 달성군장애인재활자립작업장
5th row	(유)대구특수금속

Value	Count	Frequency (%)
주식회사	253	2.9%
제2공장	34	0.4%
기숙사	17	0.2%
개인	17	0.2%
대구지점	16	0.2%
2공장	16	0.2%
대구공장	11	0.1%
주	8	0.1%
제1공장	8	0.1%
지점	6	0.1%
Other values (7343)	8420	95.6%

Most occurring characters

Value	Count	Frequency (%)
주	4002	7.5%
)	3876	7.2%
(	3875	7.2%
이	1642	3.1%
스	1348	2.5%
업	1033	1.9%
대	923	1.7%
에	871	1.6%
산	862	1.6%
성	847	1.6%
Other values (693)	34284	64.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	43469	81.2%
Close Punctuation	3876	7.2%
Open Punctuation	3875	7.2%
Uppercase Letter	1062	2.0%
Space Separator	751	1.4%
Decimal Number	301	0.6%
Other Punctuation	106	0.2%
Lowercase Letter	98	0.2%
Dash Punctuation	23	< 0.1%
Other Symbol	2	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
주	4002	9.2%
이	1642	3.8%
스	1348	3.1%
업	1033	2.4%
대	923	2.1%
에	871	2.0%
산	862	2.0%
성	847	1.9%
사	795	1.8%
공	768	1.8%
Other values (628)	30378	69.9%

Uppercase Letter

Value	Count	Frequency (%)
E	116	10.9%
T	88	8.3%
S	84	7.9%
C	76	7.2%
N	70	6.6%
D	63	5.9%
M	62	5.8%
G	53	5.0%
I	49	4.6%
A	48	4.5%
Other values (16)	353	33.2%

Lowercase Letter

Value	Count	Frequency (%)
e	17	17.3%
o	11	11.2%
h	7	7.1%
a	7	7.1%
n	6	6.1%
i	6	6.1%
t	6	6.1%
c	6	6.1%
l	4	4.1%
r	4	4.1%
Other values (10)	24	24.5%

Decimal Number

Value	Count	Frequency (%)
2	126	41.9%
1	62	20.6%
3	26	8.6%
9	17	5.6%
4	14	4.7%
0	14	4.7%
6	13	4.3%
5	13	4.3%
7	10	3.3%
8	6	2.0%

Other Punctuation

Value	Count	Frequency (%)
.	61	57.5%
&	34	32.1%
,	9	8.5%
/	2	1.9%

Close Punctuation

Value	Count	Frequency (%)
)	3876	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	3875	100.0%

Space Separator

Value	Count	Frequency (%)
	751	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	23	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	43471	81.2%
Common	8932	16.7%
Latin	1160	2.2%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
주	4002	9.2%
이	1642	3.8%
스	1348	3.1%
업	1033	2.4%
대	923	2.1%
에	871	2.0%
산	862	2.0%
성	847	1.9%
사	795	1.8%
공	768	1.8%
Other values (629)	30380	69.9%

Latin

Value	Count	Frequency (%)
E	116	10.0%
T	88	7.6%
S	84	7.2%
C	76	6.6%
N	70	6.0%
D	63	5.4%
M	62	5.3%
G	53	4.6%
I	49	4.2%
A	48	4.1%
Other values (36)	451	38.9%

Common

Value	Count	Frequency (%)
)	3876	43.4%
(	3875	43.4%
	751	8.4%
2	126	1.4%
1	62	0.7%
.	61	0.7%
&	34	0.4%
3	26	0.3%
-	23	0.3%
9	17	0.2%
Other values (8)	81	0.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	43469	81.2%
ASCII	10092	18.8%
None	2	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
주	4002	9.2%
이	1642	3.8%
스	1348	3.1%
업	1033	2.4%
대	923	2.1%
에	871	2.0%
산	862	2.0%
성	847	1.9%
사	795	1.8%
공	768	1.8%
Other values (628)	30378	69.9%

ASCII

Value	Count	Frequency (%)
)	3876	38.4%
(	3875	38.4%
	751	7.4%
2	126	1.2%
E	116	1.1%
T	88	0.9%
S	84	0.8%
C	76	0.8%
N	70	0.7%
D	63	0.6%
Other values (54)	967	9.6%

None

Value	Count	Frequency (%)
㈜	2	100.0%

지식산업센터명
Categorical

HIGH CORRELATION IMBALANCE

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	63.7 KiB

<NA>	7319
디센터 1976	219
이앤씨 벤처드림타워8	98
검단팩토리밸리	97
성서드림타운	64
Other values (16)	334

Length

Max length	16
Median length	4
Mean length	4.4566474
Min length	4

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	<NA>
2nd row	디센터 1976
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	7319	90.0%
디센터 1976	219	2.7%
이앤씨 벤처드림타워8	98	1.2%
검단팩토리밸리	97	1.2%
성서드림타운	64	0.8%
MJ테크노파크	60	0.7%
일신테크노밸리	56	0.7%
서대구산단 복합지식산업센터	35	0.4%
비젼지식산업센터	30	0.4%
뉴비젼 지식산업센터	28	0.3%
Other values (11)	125	1.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	7319	85.7%
1976	219	2.6%
디센터	219	2.6%
이앤씨	98	1.1%
벤처드림타워8	98	1.1%
검단팩토리밸리	97	1.1%
성서드림타운	64	0.7%
mj테크노파크	60	0.7%
일신테크노밸리	56	0.7%
서대구산단	35	0.4%
Other values (18)	271	3.2%

공장대표주소(도로명)
Text

MISSING

Distinct	6867
Distinct (%)	85.9%
Missing	137
Missing (%)	1.7%
Memory size	63.7 KiB

Length

Max length	105
Median length	69
Mean length	33.521016
Min length	18

Characters and Unicode

Total characters	267967
Distinct characters	334
Distinct categories	10 ?
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	5996 ?
Unique (%)	75.0%

Sample

1st row	대구광역시 달서구 호산동로7길 42, (3차단지 95B 1-7L) (호림동)
2nd row	대구광역시 서구 와룡로 307, 1층 104호(중리동) 1층 104호
3rd row	대구광역시 북구 노원로1길 160 (노원동3가)
4th row	대구광역시 달성군 구지면 달성2차로 221
5th row	대구광역시 달성군 다사읍 세천로3길 69, 성서5차첨단산업단지 6B 4L

Value	Count	Frequency (%)
대구광역시	7996	15.2%
달서구	3265	6.2%
서구	1604	3.0%
북구	1593	3.0%
달성군	1259	2.4%
2차단지	1102	2.1%
1차단지	910	1.7%
노원동3가	905	1.7%
갈산동	751	1.4%
월암동	601	1.1%
Other values (4018)	32730	62.1%

Most occurring characters

Value	Count	Frequency (%)
	44788	16.7%
구	15517	5.8%
1	11221	4.2%
대	9489	3.5%
서	8321	3.1%
)	8259	3.1%
(	8255	3.1%
시	8033	3.0%
광	8006	3.0%
역	8000	3.0%
Other values (324)	138078	51.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	141311	52.7%
Decimal Number	51537	19.2%
Space Separator	44788	16.7%
Close Punctuation	8260	3.1%
Open Punctuation	8256	3.1%
Uppercase Letter	6416	2.4%
Other Punctuation	4528	1.7%
Dash Punctuation	2825	1.1%
Lowercase Letter	40	< 0.1%
Math Symbol	6	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	15517	11.0%
대	9489	6.7%
서	8321	5.9%
시	8033	5.7%
광	8006	5.7%
역	8000	5.7%
동	7882	5.6%
로	7594	5.4%
단	6233	4.4%
달	5858	4.1%
Other values (276)	56378	39.9%

Uppercase Letter

Value	Count	Frequency (%)
B	3050	47.5%
L	2923	45.6%
A	214	3.3%
F	95	1.5%
R	29	0.5%
D	28	0.4%
M	17	0.3%
S	11	0.2%
J	10	0.2%
P	9	0.1%
Other values (11)	30	0.5%

Decimal Number

Value	Count	Frequency (%)
1	11221	21.8%
2	7585	14.7%
3	7409	14.4%
5	4479	8.7%
4	4191	8.1%
0	3981	7.7%
7	3761	7.3%
6	3470	6.7%
9	2852	5.5%
8	2588	5.0%

Lowercase Letter

Value	Count	Frequency (%)
l	9	22.5%
d	7	17.5%
r	7	17.5%
w	7	17.5%
o	7	17.5%
b	3	7.5%

Other Punctuation

Value	Count	Frequency (%)
,	4420	97.6%
/	78	1.7%
&	20	0.4%
.	10	0.2%

Close Punctuation

Value	Count	Frequency (%)
)	8259	> 99.9%
]	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	8255	> 99.9%
[	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	44788	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2825	100.0%

Math Symbol

Value	Count	Frequency (%)
~	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	141311	52.7%
Common	120200	44.9%
Latin	6456	2.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	15517	11.0%
대	9489	6.7%
서	8321	5.9%
시	8033	5.7%
광	8006	5.7%
역	8000	5.7%
동	7882	5.6%
로	7594	5.4%
단	6233	4.4%
달	5858	4.1%
Other values (276)	56378	39.9%

Latin

Value	Count	Frequency (%)
B	3050	47.2%
L	2923	45.3%
A	214	3.3%
F	95	1.5%
R	29	0.4%
D	28	0.4%
M	17	0.3%
S	11	0.2%
J	10	0.2%
l	9	0.1%
Other values (17)	70	1.1%

Common

Value	Count	Frequency (%)
	44788	37.3%
1	11221	9.3%
)	8259	6.9%
(	8255	6.9%
2	7585	6.3%
3	7409	6.2%
5	4479	3.7%
,	4420	3.7%
4	4191	3.5%
0	3981	3.3%
Other values (11)	15612	13.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	141311	52.7%
ASCII	126656	47.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	44788	35.4%
1	11221	8.9%
)	8259	6.5%
(	8255	6.5%
2	7585	6.0%
3	7409	5.8%
5	4479	3.5%
,	4420	3.5%
4	4191	3.3%
0	3981	3.1%
Other values (38)	22068	17.4%

Hangul

Value	Count	Frequency (%)
구	15517	11.0%
대	9489	6.7%
서	8321	5.9%
시	8033	5.7%
광	8006	5.7%
역	8000	5.7%
동	7882	5.6%
로	7594	5.4%
단	6233	4.4%
달	5858	4.1%
Other values (276)	56378	39.9%

공장대표주소(지번)
Text

Distinct	7085
Distinct (%)	87.2%
Missing	6
Missing (%)	0.1%
Memory size	63.7 KiB

Length

Max length	103
Median length	70
Mean length	27.234338
Min length	11

Characters and Unicode

Total characters	221279
Distinct characters	296
Distinct categories	10 ?
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	6298 ?
Unique (%)	77.5%

Sample

1st row	대구광역시 달서구 호림동 2-18번지
2nd row	대구광역시 서구 중리동 1166-1 1층 104호 1층 104호
3rd row	대구광역시 북구 노원동3가 39번지
4th row	대구광역시 달성군 구지면 예현리 757-12 달성군장애인재활자립작업장
5th row	대구광역시 달성군 다사읍 세천리 1670-4번지 성서5차첨단산업단지 6B 4L

Value	Count	Frequency (%)
대구광역시	8117	18.4%
달서구	3270	7.4%
북구	1662	3.8%
서구	1607	3.6%
달성군	1301	2.9%
노원동3가	978	2.2%
갈산동	831	1.9%
중리동	736	1.7%
이현동	724	1.6%
검단동	666	1.5%
Other values (6799)	24289	55.0%

Most occurring characters

Value	Count	Frequency (%)
	36526	16.5%
구	15621	7.1%
1	11829	5.3%
지	9014	4.1%
대	8685	3.9%
광	8120	3.7%
역	8120	3.7%
시	8118	3.7%
-	7802	3.5%
동	7534	3.4%
Other values (286)	99910	45.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	118055	53.4%
Decimal Number	52050	23.5%
Space Separator	36526	16.5%
Dash Punctuation	7802	3.5%
Uppercase Letter	4359	2.0%
Close Punctuation	1080	0.5%
Open Punctuation	1077	0.5%
Other Punctuation	286	0.1%
Lowercase Letter	40	< 0.1%
Math Symbol	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	15621	13.2%
지	9014	7.6%
대	8685	7.4%
광	8120	6.9%
역	8120	6.9%
시	8118	6.9%
동	7534	6.4%
번	6162	5.2%
서	5061	4.3%
달	4646	3.9%
Other values (240)	36974	31.3%

Uppercase Letter

Value	Count	Frequency (%)
B	1995	45.8%
L	1862	42.7%
A	282	6.5%
F	95	2.2%
R	30	0.7%
D	25	0.6%
M	16	0.4%
C	8	0.2%
S	8	0.2%
J	8	0.2%
Other values (9)	30	0.7%

Decimal Number

Value	Count	Frequency (%)
1	11829	22.7%
2	6867	13.2%
3	6282	12.1%
0	5246	10.1%
4	4229	8.1%
6	3744	7.2%
8	3698	7.1%
5	3657	7.0%
7	3652	7.0%
9	2846	5.5%

Lowercase Letter

Value	Count	Frequency (%)
l	9	22.5%
d	7	17.5%
r	7	17.5%
w	7	17.5%
o	7	17.5%
b	3	7.5%

Other Punctuation

Value	Count	Frequency (%)
,	229	80.1%
/	32	11.2%
&	18	6.3%
.	7	2.4%

Close Punctuation

Value	Count	Frequency (%)
)	1079	99.9%
]	1	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	1076	99.9%
[	1	0.1%

Space Separator

Value	Count	Frequency (%)
	36526	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7802	100.0%

Math Symbol

Value	Count	Frequency (%)
~	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	118055	53.4%
Common	98825	44.7%
Latin	4399	2.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	15621	13.2%
지	9014	7.6%
대	8685	7.4%
광	8120	6.9%
역	8120	6.9%
시	8118	6.9%
동	7534	6.4%
번	6162	5.2%
서	5061	4.3%
달	4646	3.9%
Other values (240)	36974	31.3%

Latin

Value	Count	Frequency (%)
B	1995	45.4%
L	1862	42.3%
A	282	6.4%
F	95	2.2%
R	30	0.7%
D	25	0.6%
M	16	0.4%
l	9	0.2%
C	8	0.2%
S	8	0.2%
Other values (15)	69	1.6%

Common

Value	Count	Frequency (%)
	36526	37.0%
1	11829	12.0%
-	7802	7.9%
2	6867	6.9%
3	6282	6.4%
0	5246	5.3%
4	4229	4.3%
6	3744	3.8%
8	3698	3.7%
5	3657	3.7%
Other values (11)	8945	9.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	118055	53.4%
ASCII	103224	46.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	36526	35.4%
1	11829	11.5%
-	7802	7.6%
2	6867	6.7%
3	6282	6.1%
0	5246	5.1%
4	4229	4.1%
6	3744	3.6%
8	3698	3.6%
5	3657	3.5%
Other values (36)	13344	12.9%

Hangul

Value	Count	Frequency (%)
구	15621	13.2%
지	9014	7.6%
대	8685	7.4%
광	8120	6.9%
역	8120	6.9%
시	8118	6.9%
동	7534	6.4%
번	6162	5.2%
서	5061	4.3%
달	4646	3.9%
Other values (240)	36974	31.3%

대표업종번호
Real number (ℝ)

HIGH CORRELATION

Distinct	566
Distinct (%)	7.0%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	30481.525

Minimum	10112
Maximum	96911
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	71.6 KiB

Quantile statistics

Minimum	10112
5-th percentile	13213
Q1	22251
median	27213
Q3	30320
95-th percentile	68112
Maximum	96911
Range	86799
Interquartile range (IQR)	8069

Descriptive statistics

Standard deviation	16526.274
Coefficient of variation (CV)	0.54217347
Kurtosis	2.5927612
Mean	30481.525
Median Absolute Deviation (MAD)	3118
Skewness	1.7153572
Sum	2.4778432 × 10⁸
Variance	2.7311775 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68112	494	6.1%
30399	410	5.0%
25924	329	4.0%
29294	287	3.5%
13213	206	2.5%
28123	203	2.5%
25929	165	2.0%
13402	147	1.8%
25922	145	1.8%
29299	124	1.5%
Other values (556)	5619	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10112	1	< 0.1%
10121	13	0.2%
10122	3	< 0.1%
10129	19	0.2%
10211	4	< 0.1%
10212	1	< 0.1%
10213	2	< 0.1%
10219	1	< 0.1%
10301	4	< 0.1%
10302	1	< 0.1%

Value	Count	Frequency (%)
96911	3	< 0.1%
95213	8	0.1%
95212	12	0.1%
95211	43	0.5%
91139	1	< 0.1%
91136	2	< 0.1%
91135	1	< 0.1%
91111	1	< 0.1%
90211	1	< 0.1%
87210	1	< 0.1%

업종번호
Text

Distinct	1963
Distinct (%)	24.1%
Missing	2
Missing (%)	< 0.1%
Memory size	63.7 KiB

Length

Max length	299
Median length	5
Mean length	9.480994
Min length	5

Characters and Unicode

Total characters	77071
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	1415 ?
Unique (%)	17.4%

Sample

1st row	30399+29294+30391+30392+30400
2nd row	68112
3rd row	17901+18111+18113+18119
4th row	16292+18119+22231+32029+33933
5th row	29294

Value	Count	Frequency (%)
68112	482	5.9%
25924	292	3.6%
30399+30391+30392+30400	260	3.2%
29294	246	3.0%
13213	178	2.2%
28123	153	1.9%
25929	146	1.8%
25922	140	1.7%
13402	133	1.6%
30399	88	1.1%
Other values (1953)	6011	73.9%

Most occurring characters

Value	Count	Frequency (%)
2	18506	24.0%
1	13203	17.1%
9	11145	14.5%
3	8904	11.6%
0	6168	8.0%
+	6071	7.9%
4	4138	5.4%
5	3191	4.1%
8	2116	2.7%
6	1928	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	71000	92.1%
Math Symbol	6071	7.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	18506	26.1%
1	13203	18.6%
9	11145	15.7%
3	8904	12.5%
0	6168	8.7%
4	4138	5.8%
5	3191	4.5%
8	2116	3.0%
6	1928	2.7%
7	1701	2.4%

Math Symbol

Value	Count	Frequency (%)
+	6071	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	77071	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	18506	24.0%
1	13203	17.1%
9	11145	14.5%
3	8904	11.6%
0	6168	8.0%
+	6071	7.9%
4	4138	5.4%
5	3191	4.1%
8	2116	2.7%
6	1928	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77071	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	18506	24.0%
1	13203	17.1%
9	11145	14.5%
3	8904	11.6%
0	6168	8.0%
+	6071	7.9%
4	4138	5.4%
5	3191	4.1%
8	2116	2.7%
6	1928	2.5%

업종명
Text

Distinct	1310
Distinct (%)	16.1%
Missing	2
Missing (%)	< 0.1%
Memory size	63.7 KiB

Length

Max length	36
Median length	30
Mean length	15.955714
Min length	3

Characters and Unicode

Total characters	129704
Distinct characters	378
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

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

Unique

Unique	628 ?
Unique (%)	7.7%

Sample

1st row	그 외 자동차용 신품 부품 제조업 외 4 종
2nd row	비주거용 건물 임대업
3rd row	문구용 종이제품 제조업 외 3 종
4th row	장식용 목제품 제조업 외 4 종
5th row	주형 및 금형 제조업

Value	Count	Frequency (%)
제조업	5182	12.5%
외	3918	9.4%
및	3302	7.9%
종	2667	6.4%
기타	1779	4.3%
1	1475	3.5%
그	1250	3.0%
신품	692	1.7%
자동차용	600	1.4%
부품	597	1.4%
Other values (921)	20118	48.4%

Most occurring characters

Value	Count	Frequency (%)
	33454	25.8%
업	8551	6.6%
제	6773	5.2%
조	6188	4.8%
외	3961	3.1%
기	3910	3.0%
및	3311	2.6%
종	2780	2.1%
품	2582	2.0%
용	2575	2.0%
Other values (368)	55619	42.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	92600	71.4%
Space Separator	33454	25.8%
Decimal Number	2808	2.2%
Other Punctuation	798	0.6%
Close Punctuation	22	< 0.1%
Open Punctuation	22	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
업	8551	9.2%
제	6773	7.3%
조	6188	6.7%
외	3961	4.3%
기	3910	4.2%
및	3311	3.6%
종	2780	3.0%
품	2582	2.8%
용	2575	2.8%
타	1806	2.0%
Other values (353)	50163	54.2%

Decimal Number

Value	Count	Frequency (%)
1	1612	57.4%
3	430	15.3%
2	423	15.1%
4	132	4.7%
5	78	2.8%
6	55	2.0%
7	29	1.0%
8	24	0.9%
9	16	0.6%
0	9	0.3%

Other Punctuation

Value	Count	Frequency (%)
,	781	97.9%
.	17	2.1%

Space Separator

Value	Count	Frequency (%)
	33454	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	22	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	22	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	92600	71.4%
Common	37104	28.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
업	8551	9.2%
제	6773	7.3%
조	6188	6.7%
외	3961	4.3%
기	3910	4.2%
및	3311	3.6%
종	2780	3.0%
품	2582	2.8%
용	2575	2.8%
타	1806	2.0%
Other values (353)	50163	54.2%

Common

Value	Count	Frequency (%)
	33454	90.2%
1	1612	4.3%
,	781	2.1%
3	430	1.2%
2	423	1.1%
4	132	0.4%
5	78	0.2%
6	55	0.1%
7	29	0.1%
8	24	0.1%
Other values (5)	86	0.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	92548	71.4%
ASCII	37104	28.6%
Compat Jamo	52	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	33454	90.2%
1	1612	4.3%
,	781	2.1%
3	430	1.2%
2	423	1.1%
4	132	0.4%
5	78	0.2%
6	55	0.1%
7	29	0.1%
8	24	0.1%
Other values (5)	86	0.2%

Hangul

Value	Count	Frequency (%)
업	8551	9.2%
제	6773	7.3%
조	6188	6.7%
외	3961	4.3%
기	3910	4.2%
및	3311	3.6%
종	2780	3.0%
품	2582	2.8%
용	2575	2.8%
타	1806	2.0%
Other values (352)	50111	54.1%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	52	100.0%

관할조직명
Categorical

HIGH CORRELATION

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	63.7 KiB

대구성서산업단지관리공단	3391
서대구산업단지관리공단	1456
대구제3산업단지관리공단	995
(사)대구검단산업단지관리공단	726
한국산업단지공단 대구지역본부 달성사무소	552
Other values (11)	1011

Length

Max length	30
Median length	12
Mean length	12.974419
Min length	7

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	대구성서산업단지관리공단
2nd row	서대구산업단지관리공단
3rd row	대구제3산업단지관리공단
4th row	한국산업단지공단 대구지역본부 달성사무소
5th row	대구성서산업단지관리공단

Common Values

Value	Count	Frequency (%)
대구성서산업단지관리공단	3391	41.7%
서대구산업단지관리공단	1456	17.9%
대구제3산업단지관리공단	995	12.2%
(사)대구검단산업단지관리공단	726	8.9%
한국산업단지공단 대구지역본부 달성사무소	552	6.8%
달성1차산업단지관리공단	383	4.7%
연구개발특구지원본부 대구기술사업화센터 운영지원팀	196	2.4%
대구염색산업단지관리공단	157	1.9%
대구경북경제자유구역청	98	1.2%
대구광역시 달성군	84	1.0%
Other values (6)	93	1.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
대구성서산업단지관리공단	3391	34.6%
서대구산업단지관리공단	1456	14.8%
대구제3산업단지관리공단	995	10.1%
사)대구검단산업단지관리공단	726	7.4%
한국산업단지공단	552	5.6%
대구지역본부	552	5.6%
달성사무소	552	5.6%
달성1차산업단지관리공단	383	3.9%
연구개발특구지원본부	196	2.0%
대구기술사업화센터	196	2.0%
Other values (16)	806	8.2%

설립구분
Categorical

HIGH CORRELATION IMBALANCE

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.7 KiB

일반산업단지	7525
국가산업단지	387
농공단지	167
지식산업센터	37
외국인투자지역	6
Other values (2)	9

Length

Max length	8
Median length	6
Mean length	5.9581847
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
일반산업단지	7525	92.5%
국가산업단지	387	4.8%
농공단지	167	2.1%
지식산업센터	37	0.5%
외국인투자지역	6	0.1%
일반	5	0.1%
도시첨단산업단지	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
일반산업단지	7525	92.5%
국가산업단지	387	4.8%
농공단지	167	2.1%
지식산업센터	37	0.5%
외국인투자지역	6	0.1%
일반	5	0.1%
도시첨단산업단지	4	< 0.1%

사업유형
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.7 KiB

제조업	6921
비제조업	1210

Length

Max length	4
Median length	3
Mean length	3.1488132
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	제조업
2nd row	비제조업
3rd row	제조업
4th row	제조업
5th row	제조업

Common Values

Value	Count	Frequency (%)
제조업	6921	85.1%
비제조업	1210	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
제조업	6921	85.1%
비제조업	1210	14.9%

남종업원
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	185
Distinct (%)	2.5%
Missing	799
Missing (%)	9.8%
Infinite	0
Infinite (%)	0.0%
Mean	15.198582

Minimum	0
Maximum	7210
Zeros	211
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	71.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	12
95-th percentile	46
Maximum	7210
Range	7210
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	94.882129
Coefficient of variation (CV)	6.2428279
Kurtosis	4529.5674
Mean	15.198582
Median Absolute Deviation (MAD)	3
Skewness	61.11017
Sum	111436
Variance	9002.6183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	834	10.3%
3	777	9.6%
1	742	9.1%
4	605	7.4%
5	559	6.9%
6	409	5.0%
7	341	4.2%
8	313	3.8%
10	255	3.1%
0	211	2.6%
Other values (175)	2286	28.1%
(Missing)	799	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	211	2.6%
1	742	9.1%
2	834	10.3%
3	777	9.6%
4	605	7.4%
5	559	6.9%
6	409	5.0%
7	341	4.2%
8	313	3.8%
9	203	2.5%

Value	Count	Frequency (%)
7210	1	< 0.1%
1643	1	< 0.1%
1000	2	< 0.1%
826	1	< 0.1%
772	1	< 0.1%
760	1	< 0.1%
738	1	< 0.1%
680	1	< 0.1%
656	1	< 0.1%
620	1	< 0.1%

여종업원
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	94
Distinct (%)	1.5%
Missing	1820
Missing (%)	22.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.6119474

Minimum	0
Maximum	1000
Zeros	751
Zeros (%)	9.2%
Negative	0
Negative (%)	0.0%
Memory size	71.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	5
95-th percentile	20
Maximum	1000
Range	1000
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	17.971481
Coefficient of variation (CV)	3.2023608
Kurtosis	1563.2868
Mean	5.6119474
Median Absolute Deviation (MAD)	1
Skewness	31.534988
Sum	35417
Variance	322.97411
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1747	21.5%
2	991	12.2%
0	751	9.2%
3	614	7.6%
5	349	4.3%
4	343	4.2%
6	235	2.9%
10	158	1.9%
7	158	1.9%
8	136	1.7%
Other values (84)	829	10.2%
(Missing)	1820	22.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	751	9.2%
1	1747	21.5%
2	991	12.2%
3	614	7.6%
4	343	4.2%
5	349	4.3%
6	235	2.9%
7	158	1.9%
8	136	1.7%
9	100	1.2%

Value	Count	Frequency (%)
1000	1	< 0.1%
415	1	< 0.1%
374	1	< 0.1%
176	1	< 0.1%
170	1	< 0.1%
150	1	< 0.1%
143	1	< 0.1%
142	1	< 0.1%
137	1	< 0.1%
132	1	< 0.1%

외국인(남)
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	26
Distinct (%)	0.9%
Missing	5093
Missing (%)	62.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.79098091

Minimum	0
Maximum	303
Zeros	2626
Zeros (%)	32.3%
Negative	0
Negative (%)	0.0%
Memory size	71.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	303
Range	303
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.08983
Coefficient of variation (CV)	7.699086
Kurtosis	2002.021
Mean	0.79098091
Median Absolute Deviation (MAD)	0
Skewness	40.916591
Sum	2403
Variance	37.08603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	2626	32.3%
1	93	1.1%
3	59	0.7%
2	57	0.7%
5	44	0.5%
4	30	0.4%
6	25	0.3%
8	18	0.2%
10	18	0.2%
7	15	0.2%
Other values (16)	53	0.7%
(Missing)	5093	62.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2626	32.3%
1	93	1.1%
2	57	0.7%
3	59	0.7%
4	30	0.4%
5	44	0.5%
6	25	0.3%
7	15	0.2%
8	18	0.2%
9	10	0.1%

Value	Count	Frequency (%)
303	1	< 0.1%
60	1	< 0.1%
39	1	< 0.1%
28	1	< 0.1%
22	1	< 0.1%
20	3	< 0.1%
19	2	< 0.1%
18	3	< 0.1%
17	2	< 0.1%
16	3	< 0.1%

외국인(여)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	15
Distinct (%)	0.5%
Missing	5245
Missing (%)	64.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.14414414

Minimum	0
Maximum	29
Zeros	2746
Zeros (%)	33.8%
Negative	0
Negative (%)	0.0%
Memory size	71.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	29
Range	29
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0376009
Coefficient of variation (CV)	7.1983562
Kurtosis	325.31091
Mean	0.14414414
Median Absolute Deviation (MAD)	0
Skewness	15.420209
Sum	416
Variance	1.0766156
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	2746	33.8%
1	54	0.7%
2	37	0.5%
3	18	0.2%
4	12	0.1%
5	6	0.1%
6	3	< 0.1%
20	2	< 0.1%
8	2	< 0.1%
12	1	< 0.1%
Other values (5)	5	0.1%
(Missing)	5245	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2746	33.8%
1	54	0.7%
2	37	0.5%
3	18	0.2%
4	12	0.1%
5	6	0.1%
6	3	< 0.1%
7	1	< 0.1%
8	2	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
29	1	< 0.1%
20	2	< 0.1%
13	1	< 0.1%
12	1	< 0.1%
11	1	< 0.1%
10	1	< 0.1%
8	2	< 0.1%
7	1	< 0.1%
6	3	< 0.1%
5	6	0.1%

종업원수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	214
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.407576

Minimum	0
Maximum	7225
Zeros	888
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	71.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	16
95-th percentile	60
Maximum	7225
Range	7225
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	95.967537
Coefficient of variation (CV)	5.2134804
Kurtosis	3956.0893
Mean	18.407576
Median Absolute Deviation (MAD)	5
Skewness	55.036374
Sum	149672
Variance	9209.7682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	888	10.9%
3	587	7.2%
4	586	7.2%
2	579	7.1%
5	494	6.1%
6	433	5.3%
1	417	5.1%
7	384	4.7%
8	331	4.1%
10	318	3.9%
Other values (204)	3114	38.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	888	10.9%
1	417	5.1%
2	579	7.1%
3	587	7.2%
4	586	7.2%
5	494	6.1%
6	433	5.3%
7	384	4.7%
8	331	4.1%
9	246	3.0%

Value	Count	Frequency (%)
7225	1	< 0.1%
2000	1	< 0.1%
1786	1	< 0.1%
1043	1	< 0.1%
1030	1	< 0.1%
876	1	< 0.1%
864	1	< 0.1%
851	1	< 0.1%
819	1	< 0.1%
730	1	< 0.1%

생산품
Text

Distinct	5553
Distinct (%)	68.8%
Missing	61
Missing (%)	0.8%
Memory size	63.7 KiB

Length

Max length	84
Median length	48
Mean length	7.7437423
Min length	1

Characters and Unicode

Total characters	62492
Distinct characters	771
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	4929 ?
Unique (%)	61.1%

Sample

1st row	실린더+댐퍼
2nd row	경영 컨설팅
3rd row	스케치북+수첩 등
4th row	쓰레기종량제봉투 외
5th row	자동차상업인쇄

Value	Count	Frequency (%)
및	321	2.7%
자동차부품	313	2.6%
등	213	1.8%
자동차	191	1.6%
부품	174	1.5%
금형	164	1.4%
임대업	138	1.2%
임대	134	1.1%
외	124	1.0%
기계부품	111	0.9%
Other values (5891)	10076	84.3%

Most occurring characters

Value	Count	Frequency (%)
	3981	6.4%
+	2403	3.8%
기	2207	3.5%
품	1907	3.1%
자	1764	2.8%
부	1686	2.7%
동	1642	2.6%
차	1204	1.9%
스	1074	1.7%
용	885	1.4%
Other values (761)	43739	70.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	52359	83.8%
Space Separator	3981	6.4%
Math Symbol	2403	3.8%
Uppercase Letter	1995	3.2%
Lowercase Letter	792	1.3%
Open Punctuation	374	0.6%
Close Punctuation	373	0.6%
Other Punctuation	130	0.2%
Decimal Number	65	0.1%
Dash Punctuation	20	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	2207	4.2%
품	1907	3.6%
자	1764	3.4%
부	1686	3.2%
동	1642	3.1%
차	1204	2.3%
스	1074	2.1%
용	885	1.7%
계	830	1.6%
제	815	1.6%
Other values (690)	38345	73.2%

Uppercase Letter

Value	Count	Frequency (%)
C	202	10.1%
P	187	9.4%
L	181	9.1%
E	175	8.8%
D	137	6.9%
T	133	6.7%
R	116	5.8%
S	100	5.0%
O	93	4.7%
A	89	4.5%
Other values (16)	582	29.2%

Lowercase Letter

Value	Count	Frequency (%)
e	92	11.6%
a	72	9.1%
l	67	8.5%
t	63	8.0%
r	61	7.7%
o	61	7.7%
n	45	5.7%
i	43	5.4%
s	43	5.4%
c	39	4.9%
Other values (15)	206	26.0%

Decimal Number

Value	Count	Frequency (%)
2	18	27.7%
0	10	15.4%
3	10	15.4%
8	6	9.2%
1	5	7.7%
4	5	7.7%
9	4	6.2%
5	3	4.6%
6	3	4.6%
7	1	1.5%

Other Punctuation

Value	Count	Frequency (%)
.	69	53.1%
/	50	38.5%
'	5	3.8%
&	3	2.3%
·	3	2.3%

Space Separator

Value	Count	Frequency (%)
	3981	100.0%

Math Symbol

Value	Count	Frequency (%)
+	2403	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	374	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	373	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	20	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	52359	83.8%
Common	7346	11.8%
Latin	2787	4.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	2207	4.2%
품	1907	3.6%
자	1764	3.4%
부	1686	3.2%
동	1642	3.1%
차	1204	2.3%
스	1074	2.1%
용	885	1.7%
계	830	1.6%
제	815	1.6%
Other values (690)	38345	73.2%

Latin

Value	Count	Frequency (%)
C	202	7.2%
P	187	6.7%
L	181	6.5%
E	175	6.3%
D	137	4.9%
T	133	4.8%
R	116	4.2%
S	100	3.6%
O	93	3.3%
e	92	3.3%
Other values (41)	1371	49.2%

Common

Value	Count	Frequency (%)
	3981	54.2%
+	2403	32.7%
(	374	5.1%
)	373	5.1%
.	69	0.9%
/	50	0.7%
-	20	0.3%
2	18	0.2%
0	10	0.1%
3	10	0.1%
Other values (10)	38	0.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	52356	83.8%
ASCII	10130	16.2%
None	3	< 0.1%
Compat Jamo	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	3981	39.3%
+	2403	23.7%
(	374	3.7%
)	373	3.7%
C	202	2.0%
P	187	1.8%
L	181	1.8%
E	175	1.7%
D	137	1.4%
T	133	1.3%
Other values (60)	1984	19.6%

Hangul

Value	Count	Frequency (%)
기	2207	4.2%
품	1907	3.6%
자	1764	3.4%
부	1686	3.2%
동	1642	3.1%
차	1204	2.3%
스	1074	2.1%
용	885	1.7%
계	830	1.6%
제	815	1.6%
Other values (688)	38342	73.2%

None

Value	Count	Frequency (%)
·	3	100.0%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	2	66.7%
ㅔ	1	33.3%

주원자재
Text

MISSING

Distinct	2502
Distinct (%)	54.5%
Missing	3542
Missing (%)	43.6%
Memory size	63.7 KiB

Length

Max length	75
Median length	43
Mean length	6.1699717
Min length	1

Characters and Unicode

Total characters	28314
Distinct characters	599
Distinct categories	11 ?
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	2176 ?
Unique (%)	47.4%

Sample

1st row	지류
2nd row	폴리에틸렌
3rd row	알루미늄+폴리에스터 필름
4th row	금속
5th row	도금

Value	Count	Frequency (%)
등	266	4.7%
철	232	4.1%
철판	182	3.2%
금속	182	3.2%
원사	116	2.0%
원단	108	1.9%
철강	107	1.9%
알루미늄	106	1.9%
염.조제	65	1.1%
외	59	1.0%
Other values (2554)	4238	74.9%

Most occurring characters

Value	Count	Frequency (%)
+	2615	9.2%
철	1268	4.5%
	1094	3.9%
스	850	3.0%
판	667	2.4%
원	454	1.6%
강	430	1.5%
P	394	1.4%
이	381	1.3%
늄	359	1.3%
Other values (589)	19802	69.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	19938	70.4%
Uppercase Letter	2832	10.0%
Math Symbol	2616	9.2%
Space Separator	1094	3.9%
Lowercase Letter	997	3.5%
Decimal Number	431	1.5%
Other Punctuation	147	0.5%
Open Punctuation	116	0.4%
Close Punctuation	116	0.4%
Dash Punctuation	26	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
철	1268	6.4%
스	850	4.3%
판	667	3.3%
원	454	2.3%
강	430	2.2%
이	381	1.9%
늄	359	1.8%
금	357	1.8%
미	354	1.8%
재	344	1.7%
Other values (515)	14474	72.6%

Uppercase Letter

Value	Count	Frequency (%)
P	394	13.9%
S	330	11.7%
C	312	11.0%
E	249	8.8%
L	242	8.5%
B	138	4.9%
A	135	4.8%
T	125	4.4%
D	119	4.2%
O	103	3.6%
Other values (16)	685	24.2%

Lowercase Letter

Value	Count	Frequency (%)
e	150	15.0%
l	94	9.4%
p	90	9.0%
s	86	8.6%
t	79	7.9%
o	61	6.1%
r	59	5.9%
c	56	5.6%
i	52	5.2%
a	48	4.8%
Other values (13)	222	22.3%

Decimal Number

Value	Count	Frequency (%)
4	98	22.7%
0	96	22.3%
1	57	13.2%
5	54	12.5%
3	44	10.2%
6	33	7.7%
2	26	6.0%
7	13	3.0%
8	9	2.1%
9	1	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	121	82.3%
/	20	13.6%
&	2	1.4%
'	2	1.4%
*	1	0.7%
%	1	0.7%

Math Symbol

Value	Count	Frequency (%)
+	2615	> 99.9%
~	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	115	99.1%
[	1	0.9%

Close Punctuation

Value	Count	Frequency (%)
)	115	99.1%
]	1	0.9%

Space Separator

Value	Count	Frequency (%)
	1094	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	26	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	19938	70.4%
Common	4547	16.1%
Latin	3829	13.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
철	1268	6.4%
스	850	4.3%
판	667	3.3%
원	454	2.3%
강	430	2.2%
이	381	1.9%
늄	359	1.8%
금	357	1.8%
미	354	1.8%
재	344	1.7%
Other values (515)	14474	72.6%

Latin

Value	Count	Frequency (%)
P	394	10.3%
S	330	8.6%
C	312	8.1%
E	249	6.5%
L	242	6.3%
e	150	3.9%
B	138	3.6%
A	135	3.5%
T	125	3.3%
D	119	3.1%
Other values (39)	1635	42.7%

Common

Value	Count	Frequency (%)
+	2615	57.5%
	1094	24.1%
.	121	2.7%
(	115	2.5%
)	115	2.5%
4	98	2.2%
0	96	2.1%
1	57	1.3%
5	54	1.2%
3	44	1.0%
Other values (15)	138	3.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	19935	70.4%
ASCII	8376	29.6%
Compat Jamo	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
+	2615	31.2%
	1094	13.1%
P	394	4.7%
S	330	3.9%
C	312	3.7%
E	249	3.0%
L	242	2.9%
e	150	1.8%
B	138	1.6%
A	135	1.6%
Other values (64)	2717	32.4%

Hangul

Value	Count	Frequency (%)
철	1268	6.4%
스	850	4.3%
판	667	3.3%
원	454	2.3%
강	430	2.2%
이	381	1.9%
늄	359	1.8%
금	357	1.8%
미	354	1.8%
재	344	1.7%
Other values (513)	14471	72.6%

Compat Jamo

Value	Count	Frequency (%)
ㄷ	2	66.7%
ㄱ	1	33.3%

Heatmap
Table

	순번	단지명	지식산업센터명	대표업종번호	관할조직명	설립구분	사업유형	남종업원	여종업원	외국인(남)	외국인(여)	종업원수
순번	1.000	0.219	0.361	0.144	0.195	0.096	0.082	0.011	0.031	0.000	0.069	0.023
단지명	0.219	1.000	1.000	0.617	0.980	0.984	0.541	0.131	0.048	0.443	0.389	0.153
지식산업센터명	0.361	1.000	1.000	0.590	1.000	0.693	0.756	NaN	NaN	NaN	0.612	NaN
대표업종번호	0.144	0.617	0.590	1.000	0.525	0.165	0.998	0.000	0.600	0.000	0.000	0.004
관할조직명	0.195	0.980	1.000	0.525	1.000	0.871	0.566	0.161	0.000	0.337	0.280	0.175
설립구분	0.096	0.984	0.693	0.165	0.871	1.000	0.092	0.018	0.000	0.000	0.059	0.044
사업유형	0.082	0.541	0.756	0.998	0.566	0.092	1.000	0.000	0.039	0.000	0.000	0.010
남종업원	0.011	0.131	NaN	0.000	0.161	0.018	0.000	1.000	0.422	0.000	0.000	0.988
여종업원	0.031	0.048	NaN	0.600	0.000	0.000	0.039	0.422	1.000	0.000	0.212	0.629
외국인(남)	0.000	0.443	NaN	0.000	0.337	0.000	0.000	0.000	0.000	1.000	0.655	0.000
외국인(여)	0.069	0.389	0.612	0.000	0.280	0.059	0.000	0.000	0.212	0.655	1.000	0.000
종업원수	0.023	0.153	NaN	0.004	0.175	0.044	0.010	0.988	0.629	0.000	0.000	1.000

Heatmap
Table

	지식산업센터명	사업유형	설립구분	단지명	관할조직명
지식산업센터명	1.000	0.608	0.552	0.991	0.991
사업유형	0.608	1.000	0.098	0.477	0.448
설립구분	0.552	0.098	1.000	0.816	0.646
단지명	0.991	0.477	0.816	1.000	0.838
관할조직명	0.991	0.448	0.646	0.838	1.000

Heatmap
Table

	순번	대표업종번호	남종업원	여종업원	외국인(남)	외국인(여)	종업원수	단지명	지식산업센터명	관할조직명	설립구분	사업유형
순번	1.000	0.036	-0.206	-0.135	-0.053	-0.031	-0.209	0.082	0.121	0.077	0.048	0.063
대표업종번호	0.036	1.000	-0.000	-0.190	-0.002	0.011	-0.175	0.280	0.224	0.236	0.084	0.963
남종업원	-0.206	-0.000	1.000	0.555	0.124	0.041	0.939	0.071	1.000	0.076	0.012	0.000
여종업원	-0.135	-0.190	0.555	1.000	0.163	0.156	0.758	0.000	1.000	0.000	0.000	0.050
외국인(남)	-0.053	-0.002	0.124	0.163	1.000	0.599	0.226	0.228	1.000	0.209	0.000	0.000
외국인(여)	-0.031	0.011	0.041	0.156	0.599	1.000	0.130	0.184	0.432	0.145	0.037	0.000
종업원수	-0.209	-0.175	0.939	0.758	0.226	0.130	1.000	0.083	1.000	0.083	0.030	0.007
단지명	0.082	0.280	0.071	0.000	0.228	0.184	0.083	1.000	0.991	0.838	0.816	0.477
지식산업센터명	0.121	0.224	1.000	1.000	1.000	0.432	1.000	0.991	1.000	0.991	0.552	0.608
관할조직명	0.077	0.236	0.076	0.000	0.209	0.145	0.083	0.838	0.991	1.000	0.646	0.448
설립구분	0.048	0.084	0.012	0.000	0.000	0.037	0.030	0.816	0.552	0.646	1.000	0.098
사업유형	0.063	0.963	0.000	0.050	0.000	0.000	0.007	0.477	0.608	0.448	0.098	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	순번	단지명	회사명	지식산업센터명	공장대표주소(도로명)	공장대표주소(지번)	대표업종번호	업종번호	업종명	관할조직명	설립구분	사업유형	남종업원	여종업원	외국인(남)	외국인(여)	종업원수	생산품	주원자재
0	1	성서지방산업단지	( 주)명장	<NA>	대구광역시 달서구 호산동로7길 42, (3차단지 95B 1-7L) (호림동)	대구광역시 달서구 호림동 2-18번지	30399	30399+29294+30391+30392+30400	그 외 자동차용 신품 부품 제조업 외 4 종	대구성서산업단지관리공단	일반산업단지	제조업	27	7	<NA>	<NA>	34	실린더+댐퍼	<NA>
1	2	서대구일반산업단지	(SM)컨설팅	디센터 1976	대구광역시 서구 와룡로 307, 1층 104호(중리동) 1층 104호	대구광역시 서구 중리동 1166-1 1층 104호 1층 104호	68112	68112	비주거용 건물 임대업	서대구산업단지관리공단	일반산업단지	비제조업	0	0	<NA>	<NA>	0	경영 컨설팅	<NA>
2	3	대구제3일반산업단지	(사)한국장애인문화협회	<NA>	대구광역시 북구 노원로1길 160 (노원동3가)	대구광역시 북구 노원동3가 39번지	17901	17901+18111+18113+18119	문구용 종이제품 제조업 외 3 종	대구제3산업단지관리공단	일반산업단지	제조업	3	0	0	0	3	스케치북+수첩 등	지류
3	4	달성2차일반산업단지	(사)한국지체장애인협회 달성군장애인재활자립작업장	<NA>	대구광역시 달성군 구지면 달성2차로 221	대구광역시 달성군 구지면 예현리 757-12 달성군장애인재활자립작업장	16292	16292+18119+22231+32029+33933	장식용 목제품 제조업 외 4 종	한국산업단지공단 대구지역본부 달성사무소	일반산업단지	제조업	37	21	0	0	58	쓰레기종량제봉투 외	폴리에틸렌
4	5	성서5차첨단산업단지	(유)대구특수금속	<NA>	대구광역시 달성군 다사읍 세천로3길 69, 성서5차첨단산업단지 6B 4L	대구광역시 달성군 다사읍 세천리 1670-4번지 성서5차첨단산업단지 6B 4L	29294	29294	주형 및 금형 제조업	대구성서산업단지관리공단	일반산업단지	제조업	141	43	<NA>	<NA>	184	자동차상업인쇄	<NA>
5	6	성서지방산업단지	(유)대구특수금속	<NA>	대구광역시 달서구 성서공단북로69길 39, 1차단지 35B 7L 1차단지 35B 7L (갈산동)	대구광역시 달서구 갈산동 100-62번지 1차단지 35B 7L	30399	30399+18112+26295+26299+29294+30391+30392+30400	그 외 자동차용 신품 부품 제조업 외 7 종	대구성서산업단지관리공단	일반산업단지	제조업	54	11	0	0	65	자동차부품+명판+라벨류	알루미늄+폴리에스터 필름
6	7	대구염색일반산업단지	(유)대안에이엔씨	<NA>	대구광역시 서구 염색공단로21길 8, (유)대안에이엔씨 (비산동)	대구광역시 서구 비산동 3194-6번지 (유)대안에이엔씨	13403	13403	날염 가공업	대구염색산업단지관리공단	일반산업단지	제조업	28	3	4	<NA>	35	나염	<NA>
7	8	성서지방산업단지	(유)딘텍스코리아	<NA>	대구광역시 달서구 성서공단남로32길 50, (2차단지 44B 6L) (월암동)	대구광역시 달서구 월암동 922-5번지 (2차단지 44B 6L)	18111	18111+18113	경 인쇄업 외 1 종	대구성서산업단지관리공단	일반산업단지	제조업	19	4	<NA>	<NA>	23	경인쇄	<NA>
8	9	성서지방산업단지	(유)시브코리아	<NA>	대구광역시 달서구 성서서로25안길 40, 2차단지 8B 2L (갈산동)	대구광역시 달서구 갈산동 358-57번지 2차단지 8B 2L	31920	31920+31999	모터사이클 제조업 외 1 종	대구성서산업단지관리공단	일반산업단지	제조업	2	1	<NA>	<NA>	3	모터사이클	<NA>
9	10	대구제3일반산업단지	(유)케이엠에스	<NA>	대구광역시 북구 노원로 157 (노원동3가)	대구광역시 북구 노원동3가 31-8	25933	25933	비동력식 수공구 제조업	대구제3산업단지관리공단	일반산업단지	제조업	32	6	<NA>	<NA>	38	툴홀더+보링바	금속

	순번	단지명	회사명	지식산업센터명	공장대표주소(도로명)	공장대표주소(지번)	대표업종번호	업종번호	업종명	관할조직명	설립구분	사업유형	남종업원	여종업원	외국인(남)	외국인(여)	종업원수	생산품	주원자재
8121	8122	달성일반산업단지	흥진섬유	<NA>	대구광역시 달성군 논공읍 논공로117길 40	대구광역시 달성군 논공읍 북리 1-122번지	68112	68112	비주거용 건물 임대업	달성1차산업단지관리공단	일반산업단지	비제조업	5	11	0	0	16	연사	원사
8122	8123	대구제3일반산업단지	흥진하이텍	<NA>	대구광역시 북구 3공단로 210-2 (노원동3가)	대구광역시 북구 노원동3가 53-4번지	30399	30399+30391+30392+30400	그 외 자동차용 신품 부품 제조업 외 3 종	대구제3산업단지관리공단	일반산업단지	제조업	2	1	0	0	3	자동차부품	철판
8123	8124	성서지방산업단지	흥창정밀	성서드림타운	대구광역시 달서구 성서공단남로 37, 1층 123 (월암동)	대구광역시 달서구 월암동 1-224번지 1층 123	25924	25924	절삭가공 및 유사처리업	대구성서산업단지관리공단	일반산업단지	제조업	1	1	<NA>	<NA>	2	절삭가공	<NA>
8124	8125	성서지방산업단지	희성글로벌	<NA>	대구광역시 달서구 성서로35길 49, 2차단지 23-2B 12-1L (월암동)	대구광역시 달서구 월암동 1-218번지 2차단지 23-2B 12-1L	13999	13999	그 외 기타 분류 안된 섬유제품 제조업	대구성서산업단지관리공단	일반산업단지	제조업	19	1	0	0	20	편조원단	<NA>
8125	8126	성서지방산업단지	희성전자(주)대구2공장	<NA>	대구광역시 달서구 성서공단북로 61, (3차단지 60B 5L) (호산동)	대구광역시 달서구 호산동 357-70번지 (3차단지 60B 5L)	26211	26211	액정 표시장치 제조업	대구성서산업단지관리공단	일반산업단지	제조업	50	20	0	0	70	액정표시장치	철
8126	8127	성서지방산업단지	희성전자(주)대구공장	<NA>	대구광역시 달서구 성서공단로11길 63, (3차단지 81B 1L) (호산동)	대구광역시 달서구 호산동 710번지	26211	26211+28410+28422	액정 표시장치 제조업 외 2 종	대구성서산업단지관리공단	일반산업단지	제조업	656	374	0	0	1030	B L U+LED조명장치	철
8127	8128	대구제3일반산업단지	희창기계	<NA>	대구광역시 북구 노원로9길 70 (노원동3가)	대구광역시 북구 노원동3가 200-5번지	29261	29261	산업용 섬유 세척, 염색, 정리 및 가공 기계 제조업	대구제3산업단지관리공단	일반산업단지	제조업	2	0	0	0	2	섬유기계	철재류
8128	8129	대구제3일반산업단지	희현테크	<NA>	대구광역시 북구 3공단로 97-12 (노원동3가)	대구광역시 북구 노원동3가 244-12	25924	25924	절삭가공 및 유사처리업	대구제3산업단지관리공단	일반산업단지	제조업	<NA>	1	<NA>	<NA>	1	기계부품	금속
8129	8130	성서지방산업단지	힉스정밀	<NA>	대구광역시 달서구 성서공단남로 170, 2차단지 39B 4L (월암동)	대구광역시 달서구 월암동 916-3번지 2차단지 39B 4L	29142	29142	기어 및 동력전달장치 제조업	대구성서산업단지관리공단	일반산업단지	제조업	7	1	<NA>	<NA>	8	풀리(PULLEY)	<NA>
8130	8131	대구제3일반산업단지	힐링워커	<NA>	대구광역시 북구 3공단로33길 27-2(노원동3가)	대구광역시 북구 노원동3가 59-8	29210	29210+30399+31202+31322	농업 및 임업용 기계 제조업 외 3 종	대구제3산업단지관리공단	일반산업단지	제조업	<NA>	<NA>	<NA>	<NA>	0	프레스금형	금속

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Close Punctuation

Open Punctuation

Space Separator

Dash Punctuation

Other Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Lowercase Letter

Other Punctuation

Close Punctuation

Open Punctuation

Space Separator

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Lowercase Letter

Other Punctuation

Close Punctuation

Open Punctuation

Space Separator

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Math Symbol

Most occurring scripts

Most frequent character per script