gimi9 Pandas Profiling

Dataset statistics

Number of variables	44
Number of observations	52
Missing cells	860
Missing cells (%)	37.6%
Duplicate rows	1
Duplicate rows (%)	1.9%
Total size in memory	19.0 KiB
Average record size in memory	373.5 B

Variable types

Text	13
Categorical	24
Numeric	3
Unsupported	4

Dataset

Description	샘플 데이터
Author	나이스디앤비
URL	https://kdx.kr/data/view/31236

Alerts

Dataset has 1 (1.9%) duplicate rows	Duplicates
`뉴스식별번호` is highly imbalanced (55.8%)	Imbalance
`뉴스작성시간` is highly imbalanced (55.8%)	Imbalance
`법인번호` is highly imbalanced (52.2%)	Imbalance
`기업업태(대표)` is highly imbalanced (51.6%)	Imbalance
`기업업태(상세)` is highly imbalanced (51.6%)	Imbalance
`산업코드차수` is highly imbalanced (58.1%)	Imbalance
`산업대분류명` is highly imbalanced (55.0%)	Imbalance
`산업명` is highly imbalanced (55.0%)	Imbalance
`개인법인구분` is highly imbalanced (58.1%)	Imbalance
`종업원수기준일` is highly imbalanced (58.1%)	Imbalance
`주주기준일자` is highly imbalanced (56.6%)	Imbalance
`주주명1` is highly imbalanced (58.1%)	Imbalance
`주식비율1` is highly imbalanced (59.0%)	Imbalance
`주주명2` is highly imbalanced (59.0%)	Imbalance
`사업자등록번호` has 22 (42.3%) missing values	Missing
`언론사명` has 32 (61.5%) missing values	Missing
`뉴스제목` has 32 (61.5%) missing values	Missing
`뉴스요약` has 38 (73.1%) missing values	Missing
`뉴스작성자` has 42 (80.8%) missing values	Missing
`뉴스ESG관련도` has 42 (80.8%) missing values	Missing
`뉴스ESG스코어` has 42 (80.8%) missing values	Missing
`주요사업` has 48 (92.3%) missing values	Missing
`기업규모` has 48 (92.3%) missing values	Missing
`기업규모형태` has 48 (92.3%) missing values	Missing
`기업업종(대표)` has 48 (92.3%) missing values	Missing
`산업대분류코드` has 42 (80.8%) missing values	Missing
`산업코드` has 42 (80.8%) missing values	Missing
`종업원수` has 42 (80.8%) missing values	Missing
`주주명3` has 42 (80.8%) missing values	Missing
`주식비율3` has 42 (80.8%) missing values	Missing
`결산일` has 52 (100.0%) missing values	Missing
`매출액` has 52 (100.0%) missing values	Missing
`영업이익` has 52 (100.0%) missing values	Missing
`Unnamed: 43` has 52 (100.0%) missing values	Missing
`결산일` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`매출액` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`영업이익` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Unnamed: 43` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`주주명3` has 3 (5.8%) zeros	Zeros
`주식비율3` has 3 (5.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 21:35:09.701743
Analysis finished	2023-12-11 21:35:10.567137
Duration	0.87 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

사업자등록번호
Text

MISSING

Distinct	26
Distinct (%)	86.7%
Missing	22
Missing (%)	42.3%
Memory size	548.0 B

Length

Max length	137
Median length	109
Mean length	62.5
Min length	10

Characters and Unicode

Total characters	1875
Distinct characters	327
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	23 ?
Unique (%)	76.7%

Sample

1st row	2018******
2nd row	두산밥캣(241560)은 1일(현지시간) 미국 노스캐롤라이나주에 있는 공장 1곳 가동을 4일부터, 미네소타·노스다코타주에 있는 공장 3곳 가동을 6일부터 각각 일시 중단한다고 밝혔다.
3rd row	미국 공장 5곳 가운데 가장 규모가 작은 노스다코타주 와페튼 공장 1곳은 정상 가동한다.
4th row	6098******
5th row	정동익 현대증권 연구원은 "이번 수주는 국내 최초의 1000MW급 민자발전소 프로젝트에 핵심기기를 공급하는 건으로 향후 유사한 민자석탄 발전소용 주기기 수주입찰에서 유리한 고지를 선점했다"고 평가했다.

Value	Count	Frequency (%)
수	4	1.0%
국내	4	1.0%
공장	4	1.0%
있는	4	1.0%
3988	3	0.7%
이번	3	0.7%
10	3	0.7%
밝혔다	3	0.7%
혜택을	2	0.5%
리조트	2	0.5%
Other values (349)	373	92.1%

Most occurring characters

Value	Count	Frequency (%)
	376	20.1%
*	60	3.2%
다	34	1.8%
이	31	1.7%
는	27	1.4%
.	25	1.3%
리	24	1.3%
에	22	1.2%
주	20	1.1%
은	20	1.1%
Other values (317)	1236	65.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1226	65.4%
Space Separator	376	20.1%
Other Punctuation	125	6.7%
Decimal Number	109	5.8%
Initial Punctuation	10	0.5%
Uppercase Letter	9	0.5%
Final Punctuation	7	0.4%
Open Punctuation	6	0.3%
Close Punctuation	6	0.3%
Math Symbol	1	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
다	34	2.8%
이	31	2.5%
는	27	2.2%
리	24	2.0%
에	22	1.8%
주	20	1.6%
은	20	1.6%
고	20	1.6%
지	19	1.5%
을	19	1.5%
Other values (284)	990	80.8%

Decimal Number

Value	Count	Frequency (%)
0	19	17.4%
1	19	17.4%
8	16	14.7%
3	13	11.9%
2	13	11.9%
4	8	7.3%
5	7	6.4%
6	7	6.4%
9	6	5.5%
7	1	0.9%

Uppercase Letter

Value	Count	Frequency (%)
I	2	22.2%
P	1	11.1%
C	1	11.1%
B	1	11.1%
L	1	11.1%
O	1	11.1%
W	1	11.1%
M	1	11.1%

Other Punctuation

Value	Count	Frequency (%)
*	60	48.0%
.	25	20.0%
,	13	10.4%
%	12	9.6%
"	8	6.4%
·	5	4.0%
'	2	1.6%

Initial Punctuation

Value	Count	Frequency (%)
“	8	80.0%
‘	2	20.0%

Final Punctuation

Value	Count	Frequency (%)
”	5	71.4%
’	2	28.6%

Space Separator

Value	Count	Frequency (%)
	376	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	6	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	6	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1226	65.4%
Common	640	34.1%
Latin	9	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
다	34	2.8%
이	31	2.5%
는	27	2.2%
리	24	2.0%
에	22	1.8%
주	20	1.6%
은	20	1.6%
고	20	1.6%
지	19	1.5%
을	19	1.5%
Other values (284)	990	80.8%

Common

Value	Count	Frequency (%)
	376	58.8%
*	60	9.4%
.	25	3.9%
0	19	3.0%
1	19	3.0%
8	16	2.5%
,	13	2.0%
3	13	2.0%
2	13	2.0%
%	12	1.9%
Other values (15)	74	11.6%

Latin

Value	Count	Frequency (%)
I	2	22.2%
P	1	11.1%
C	1	11.1%
B	1	11.1%
L	1	11.1%
O	1	11.1%
W	1	11.1%
M	1	11.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1226	65.4%
ASCII	627	33.4%
Punctuation	17	0.9%
None	5	0.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	376	60.0%
*	60	9.6%
.	25	4.0%
0	19	3.0%
1	19	3.0%
8	16	2.6%
,	13	2.1%
3	13	2.1%
2	13	2.1%
%	12	1.9%
Other values (18)	61	9.7%

Hangul

Value	Count	Frequency (%)
다	34	2.8%
이	31	2.5%
는	27	2.2%
리	24	2.0%
에	22	1.8%
주	20	1.6%
은	20	1.6%
고	20	1.6%
지	19	1.5%
을	19	1.5%
Other values (284)	990	80.8%

Punctuation

Value	Count	Frequency (%)
“	8	47.1%
”	5	29.4%
’	2	11.8%
‘	2	11.8%

None

Value	Count	Frequency (%)
·	5	100.0%

언론사명
Text

MISSING

Distinct	16
Distinct (%)	80.0%
Missing	32
Missing (%)	61.5%
Memory size	548.0 B

Length

Max length	8
Median length	6.5
Mean length	6.1
Min length	3

Characters and Unicode

Total characters	122
Distinct characters	33
Distinct categories	5 ?
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	12 ?
Unique (%)	60.0%

Sample

1st row	이데일리
2nd row	8.97E+17
3rd row	아시아경제
4th row	3.23E+17
5th row	아시아경제

Value	Count	Frequency (%)
3.23e+17	2	10.0%
3.22e+17	2	10.0%
이데일리	2	10.0%
아시아경제	2	10.0%
kbs	1	5.0%
8.97e+17	1	5.0%
헤럴드경제	1	5.0%
3.84e+17	1	5.0%
한국경제v	1	5.0%
1.10e+18	1	5.0%
Other values (6)	6	30.0%

Most occurring characters

Value	Count	Frequency (%)
1	16	13.1%
E	10	8.2%
+	10	8.2%
.	10	8.2%
3	7	5.7%
7	7	5.7%
2	6	4.9%
8	6	4.9%
경	5	4.1%
제	5	4.1%
Other values (23)	40	32.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50	41.0%
Other Letter	38	31.1%
Uppercase Letter	14	11.5%
Math Symbol	10	8.2%
Other Punctuation	10	8.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
경	5	13.2%
제	5	13.2%
일	4	10.5%
아	4	10.5%
시	3	7.9%
리	3	7.9%
데	3	7.9%
이	2	5.3%
국	1	2.6%
뉴	1	2.6%
Other values (7)	7	18.4%

Decimal Number

Value	Count	Frequency (%)
1	16	32.0%
3	7	14.0%
7	7	14.0%
2	6	12.0%
8	6	12.0%
0	4	8.0%
9	2	4.0%
6	1	2.0%
4	1	2.0%

Uppercase Letter

Value	Count	Frequency (%)
E	10	71.4%
V	1	7.1%
B	1	7.1%
S	1	7.1%
K	1	7.1%

Math Symbol

Value	Count	Frequency (%)
+	10	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	70	57.4%
Hangul	38	31.1%
Latin	14	11.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
경	5	13.2%
제	5	13.2%
일	4	10.5%
아	4	10.5%
시	3	7.9%
리	3	7.9%
데	3	7.9%
이	2	5.3%
국	1	2.6%
뉴	1	2.6%
Other values (7)	7	18.4%

Common

Value	Count	Frequency (%)
1	16	22.9%
+	10	14.3%
.	10	14.3%
3	7	10.0%
7	7	10.0%
2	6	8.6%
8	6	8.6%
0	4	5.7%
9	2	2.9%
6	1	1.4%

Latin

Value	Count	Frequency (%)
E	10	71.4%
V	1	7.1%
B	1	7.1%
S	1	7.1%
K	1	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	84	68.9%
Hangul	38	31.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	16	19.0%
E	10	11.9%
+	10	11.9%
.	10	11.9%
3	7	8.3%
7	7	8.3%
2	6	7.1%
8	6	7.1%
0	4	4.8%
9	2	2.4%
Other values (6)	6	7.1%

Hangul

Value	Count	Frequency (%)
경	5	13.2%
제	5	13.2%
일	4	10.5%
아	4	10.5%
시	3	7.9%
리	3	7.9%
데	3	7.9%
이	2	5.3%
국	1	2.6%
뉴	1	2.6%
Other values (7)	7	18.4%

뉴스제목
Text

MISSING

Distinct	11
Distinct (%)	55.0%
Missing	32
Missing (%)	61.5%
Memory size	548.0 B

Length

Max length	35
Median length	34
Mean length	18.75
Min length	8

Characters and Unicode

Total characters	375
Distinct characters	144
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	10 ?
Unique (%)	50.0%

Sample

1st row	두산밥캣, 코로나에 美공장 5곳 중 4곳 일시 가동중단
2nd row	2.02E+13
3rd row	"두산중공업, 올 1분기 누적수주액 1조5000억원 달성"
4th row	2.02E+13
5th row	신한카드, 스키장 10곳 할인·리조트 연계 이벤트 진행

Value	Count	Frequency (%)
2.02e+13	10	12.8%
첫	2	2.6%
예보	1	1.3%
포함	1	1.3%
18곳	1	1.3%
숏리스트에	1	1.3%
소수지분	1	1.3%
우리금융지주	1	1.3%
보유	1	1.3%
단독	1	1.3%
Other values (58)	58	74.4%

Most occurring characters

Value	Count	Frequency (%)
	59	15.7%
2	22	5.9%
1	17	4.5%
0	15	4.0%
.	11	2.9%
E	10	2.7%
+	10	2.7%
3	10	2.7%
리	7	1.9%
,	6	1.6%
Other values (134)	208	55.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	195	52.0%
Decimal Number	69	18.4%
Space Separator	59	15.7%
Other Punctuation	27	7.2%
Uppercase Letter	10	2.7%
Math Symbol	10	2.7%
Open Punctuation	1	0.3%
Final Punctuation	1	0.3%
Close Punctuation	1	0.3%
Dash Punctuation	1	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
리	7	3.6%
기	5	2.6%
주	5	2.6%
스	4	2.1%
조	4	2.1%
중	4	2.1%
곳	4	2.1%
트	4	2.1%
공	4	2.1%
수	3	1.5%
Other values (112)	151	77.4%

Decimal Number

Value	Count	Frequency (%)
2	22	31.9%
1	17	24.6%
0	15	21.7%
3	10	14.5%
5	2	2.9%
8	1	1.4%
4	1	1.4%
9	1	1.4%

Other Punctuation

Value	Count	Frequency (%)
.	11	40.7%
,	6	22.2%
'	4	14.8%
"	2	7.4%
·	2	7.4%
…	2	7.4%

Space Separator

Value	Count	Frequency (%)
	59	100.0%

Uppercase Letter

Value	Count	Frequency (%)
E	10	100.0%

Math Symbol

Value	Count	Frequency (%)
+	10	100.0%

Open Punctuation

Value	Count	Frequency (%)
[	1	100.0%

Final Punctuation

Value	Count	Frequency (%)
”	1	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	1	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Initial Punctuation

Value	Count	Frequency (%)
“	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	193	51.5%
Common	170	45.3%
Latin	10	2.7%
Han	2	0.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
리	7	3.6%
기	5	2.6%
주	5	2.6%
스	4	2.1%
조	4	2.1%
중	4	2.1%
곳	4	2.1%
트	4	2.1%
공	4	2.1%
수	3	1.6%
Other values (110)	149	77.2%

Common

Value	Count	Frequency (%)
	59	34.7%
2	22	12.9%
1	17	10.0%
0	15	8.8%
.	11	6.5%
+	10	5.9%
3	10	5.9%
,	6	3.5%
'	4	2.4%
"	2	1.2%
Other values (11)	14	8.2%

Han

Value	Count	Frequency (%)
檢	1	50.0%
美	1	50.0%

Latin

Value	Count	Frequency (%)
E	10	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	193	51.5%
ASCII	174	46.4%
Punctuation	4	1.1%
None	2	0.5%
CJK	2	0.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	59	33.9%
2	22	12.6%
1	17	9.8%
0	15	8.6%
.	11	6.3%
E	10	5.7%
+	10	5.7%
3	10	5.7%
,	6	3.4%
'	4	2.3%
Other values (8)	10	5.7%

Hangul

Value	Count	Frequency (%)
리	7	3.6%
기	5	2.6%
주	5	2.6%
스	4	2.1%
조	4	2.1%
중	4	2.1%
곳	4	2.1%
트	4	2.1%
공	4	2.1%
수	3	1.6%
Other values (110)	149	77.2%

None

Value	Count	Frequency (%)
·	2	100.0%

Punctuation

Value	Count	Frequency (%)
…	2	50.0%
”	1	25.0%
“	1	25.0%

CJK

Value	Count	Frequency (%)
檢	1	50.0%
美	1	50.0%

뉴스요약
Text

MISSING

Distinct	14
Distinct (%)	100.0%
Missing	38
Missing (%)	73.1%
Memory size	548.0 B

Length

Max length	225
Median length	77
Mean length	63.714286
Min length	3

Characters and Unicode

Total characters	892
Distinct characters	249
Distinct categories	9 ?
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	14 ?
Unique (%)	100.0%

Sample

1st row	19일까지 2주가량 셧다운…1곳만 정상 가동 두산밥캣이 ‘코로나19’(신종 코로나바이러스 감염증) 확산한 데 따라 미국 공장 5곳 가운데 4곳 가동을 중단키로 했다.
2nd row	경계*
3rd row	최근 두산중공업은 대규모 수주 소식을 전하고 있다.
4th row	이정*
5th row	신한카드는 곤지암리조트, 비발디파크, 무주덕유산리조트, 용평리조트, 오크밸리리조트, 지산리조트, 엘리시안 강촌, 하이원리조트, 웰리힐리파크, 알페시아리조트 등 국내 10곳의 스키장과 제휴를 맺고 리프트·렌탈·강습 등 스키 관련 할인과 함께 리조트와 연계된 다양한 혜택을 제공하는 이벤트를 오는 29일부터 내년 2월까지 진행한다고 26일 밝혔다.

Value	Count	Frequency (%)
관련	2	1.1%
등	2	1.1%
위한	2	1.1%
했다	2	1.1%
고	2	1.1%
위원장은	2	1.1%
있다	2	1.1%
예금보험공사(예보)가	1	0.5%
보유한	1	0.5%
중소기업·소상공인을	1	0.5%
Other values (170)	170	90.9%

Most occurring characters

Value	Count	Frequency (%)
	173	19.4%
리	20	2.2%
다	17	1.9%
이	16	1.8%
,	14	1.6%
가	13	1.5%
트	12	1.3%
한	12	1.3%
지	11	1.2%
조	11	1.2%
Other values (239)	593	66.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	628	70.4%
Space Separator	173	19.4%
Decimal Number	36	4.0%
Other Punctuation	34	3.8%
Close Punctuation	6	0.7%
Open Punctuation	6	0.7%
Initial Punctuation	3	0.3%
Final Punctuation	3	0.3%
Uppercase Letter	3	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
리	20	3.2%
다	17	2.7%
이	16	2.5%
가	13	2.1%
트	12	1.9%
한	12	1.9%
지	11	1.8%
조	11	1.8%
고	9	1.4%
을	9	1.4%
Other values (214)	498	79.3%

Decimal Number

Value	Count	Frequency (%)
1	9	25.0%
0	7	19.4%
9	5	13.9%
2	5	13.9%
3	3	8.3%
6	2	5.6%
4	2	5.6%
8	1	2.8%
5	1	2.8%
7	1	2.8%

Other Punctuation

Value	Count	Frequency (%)
,	14	41.2%
.	10	29.4%
·	5	14.7%
*	4	11.8%
…	1	2.9%

Uppercase Letter

Value	Count	Frequency (%)
L	1	33.3%
O	1	33.3%
I	1	33.3%

Initial Punctuation

Value	Count	Frequency (%)
‘	2	66.7%
“	1	33.3%

Final Punctuation

Value	Count	Frequency (%)
’	2	66.7%
”	1	33.3%

Space Separator

Value	Count	Frequency (%)
	173	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	6	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	628	70.4%
Common	261	29.3%
Latin	3	0.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
리	20	3.2%
다	17	2.7%
이	16	2.5%
가	13	2.1%
트	12	1.9%
한	12	1.9%
지	11	1.8%
조	11	1.8%
고	9	1.4%
을	9	1.4%
Other values (214)	498	79.3%

Common

Value	Count	Frequency (%)
	173	66.3%
,	14	5.4%
.	10	3.8%
1	9	3.4%
0	7	2.7%
)	6	2.3%
(	6	2.3%
·	5	1.9%
9	5	1.9%
2	5	1.9%
Other values (12)	21	8.0%

Latin

Value	Count	Frequency (%)
L	1	33.3%
O	1	33.3%
I	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	628	70.4%
ASCII	252	28.3%
Punctuation	7	0.8%
None	5	0.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	173	68.7%
,	14	5.6%
.	10	4.0%
1	9	3.6%
0	7	2.8%
)	6	2.4%
(	6	2.4%
9	5	2.0%
2	5	2.0%
*	4	1.6%
Other values (9)	13	5.2%

Hangul

Value	Count	Frequency (%)
리	20	3.2%
다	17	2.7%
이	16	2.5%
가	13	2.1%
트	12	1.9%
한	12	1.9%
지	11	1.8%
조	11	1.8%
고	9	1.4%
을	9	1.4%
Other values (214)	498	79.3%

None

Value	Count	Frequency (%)
·	5	100.0%

Punctuation

Value	Count	Frequency (%)
‘	2	28.6%
’	2	28.6%
”	1	14.3%
“	1	14.3%
…	1	14.3%

뉴스식별번호
Categorical

IMBALANCE

Distinct	4
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
U	8
G	1
S	1

Length

Max length	4
Median length	4
Mean length	3.4230769
Min length	1

Unique

Unique	2 ?
Unique (%)	3.8%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
U	8	15.4%
G	1	1.9%
S	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
u	8	15.4%
g	1	1.9%
s	1	1.9%

뉴스작성시간
Categorical

IMBALANCE

Distinct	4
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
ESG아님	8
지배구조	1
사회	1

Length

Max length	5
Median length	4
Mean length	4.1153846
Min length	2

Unique

Unique	2 ?
Unique (%)	3.8%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
ESG아님	8	15.4%
지배구조	1	1.9%
사회	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
esg아님	8	15.4%
지배구조	1	1.9%
사회	1	1.9%

뉴스작성자
Real number (ℝ)

MISSING

Distinct	8
Distinct (%)	80.0%
Missing	42
Missing (%)	80.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.9934

Minimum	0.982
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	600.0 B

Quantile statistics

Minimum	0.982
5-th percentile	0.9829
Q1	0.98825
median	0.9965
Q3	0.9985
95-th percentile	1
Maximum	1
Range	0.018
Interquartile range (IQR)	0.01025

Descriptive statistics

Standard deviation	0.0067692113
Coefficient of variation (CV)	0.006814185
Kurtosis	-1.0609513
Mean	0.9934
Median Absolute Deviation (MAD)	0.0035
Skewness	-0.76815537
Sum	9.934
Variance	4.5822222 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0.997	2	3.8%
1.0	2	3.8%
0.982	1	1.9%
0.999	1	1.9%
0.987	1	1.9%
0.996	1	1.9%
0.984	1	1.9%
0.992	1	1.9%
(Missing)	42	80.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.982	1	1.9%
0.984	1	1.9%
0.987	1	1.9%
0.992	1	1.9%
0.996	1	1.9%
0.997	2	3.8%
0.999	1	1.9%
1.0	2	3.8%

Value	Count	Frequency (%)
1.0	2	3.8%
0.999	1	1.9%
0.997	2	3.8%
0.996	1	1.9%
0.992	1	1.9%
0.987	1	1.9%
0.984	1	1.9%
0.982	1	1.9%

뉴스ESG분류
Categorical

Distinct	3
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
1100000000000	8
2150000000000	2

Length

Max length	13
Median length	4
Mean length	5.7307692
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
1100000000000	8	15.4%
2150000000000	2	3.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
1100000000000	8	15.4%
2150000000000	2	3.8%

뉴스ESG관련도
Text

MISSING

Distinct	5
Distinct (%)	50.0%
Missing	42
Missing (%)	80.8%
Memory size	548.0 B

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	30
Distinct characters	11
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	3 ?
Unique (%)	30.0%

Sample

1st row	진대*
2nd row	유수*
3rd row	손태*
4th row	손태*
5th row	손태*

Value	Count	Frequency (%)
손태	5	50.0%
이휘	2	20.0%
진대	1	10.0%
유수	1	10.0%
홍종	1	10.0%

Most occurring characters

Value	Count	Frequency (%)
*	10	33.3%
손	5	16.7%
태	5	16.7%
이	2	6.7%
휘	2	6.7%
진	1	3.3%
대	1	3.3%
유	1	3.3%
수	1	3.3%
홍	1	3.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	20	66.7%
Other Punctuation	10	33.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
손	5	25.0%
태	5	25.0%
이	2	10.0%
휘	2	10.0%
진	1	5.0%
대	1	5.0%
유	1	5.0%
수	1	5.0%
홍	1	5.0%
종	1	5.0%

Other Punctuation

Value	Count	Frequency (%)
*	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	20	66.7%
Common	10	33.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
손	5	25.0%
태	5	25.0%
이	2	10.0%
휘	2	10.0%
진	1	5.0%
대	1	5.0%
유	1	5.0%
수	1	5.0%
홍	1	5.0%
종	1	5.0%

Common

Value	Count	Frequency (%)
*	10	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	20	66.7%
ASCII	10	33.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
*	10	100.0%

Hangul

Value	Count	Frequency (%)
손	5	25.0%
태	5	25.0%
이	2	10.0%
휘	2	10.0%
진	1	5.0%
대	1	5.0%
유	1	5.0%
수	1	5.0%
홍	1	5.0%
종	1	5.0%

뉴스ESG스코어
Text

MISSING

Distinct	5
Distinct (%)	50.0%
Missing	42
Missing (%)	80.8%
Memory size	548.0 B

Length

Max length	43
Median length	40.5
Mean length	19.1
Min length	5

Characters and Unicode

Total characters	191
Distinct characters	47
Distinct categories	4 ?
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	3 ?
Unique (%)	30.0%

Sample

1st row	HBL 외
2nd row	연료전지 및 신재생에너지 사업, 설비의 개발, 제조, 판매, 서비스업
3rd row	경영관리에 관한 업무
4th row	경영관리에 관한 업무
5th row	경영관리에 관한 업무

Value	Count	Frequency (%)
경영관리에	5	10.0%
업무	5	10.0%
관한	5	10.0%
및	3	6.0%
공구	2	4.0%
등의	2	4.0%
화학약품	2	4.0%
산소	2	4.0%
제조매매	2	4.0%
전기기기	2	4.0%
Other values (16)	20	40.0%

Most occurring characters

Value	Count	Frequency (%)
	40	20.9%
,	16	8.4%
관	12	6.3%
기	8	4.2%
업	8	4.2%
강	6	3.1%
에	6	3.1%
매	5	2.6%
경	5	2.6%
무	5	2.6%
Other values (37)	80	41.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	132	69.1%
Space Separator	40	20.9%
Other Punctuation	16	8.4%
Uppercase Letter	3	1.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
관	12	9.1%
기	8	6.1%
업	8	6.1%
강	6	4.5%
에	6	4.5%
매	5	3.8%
경	5	3.8%
무	5	3.8%
한	5	3.8%
리	5	3.8%
Other values (32)	67	50.8%

Uppercase Letter

Value	Count	Frequency (%)
L	1	33.3%
B	1	33.3%
H	1	33.3%

Space Separator

Value	Count	Frequency (%)
	40	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	16	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	132	69.1%
Common	56	29.3%
Latin	3	1.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
관	12	9.1%
기	8	6.1%
업	8	6.1%
강	6	4.5%
에	6	4.5%
매	5	3.8%
경	5	3.8%
무	5	3.8%
한	5	3.8%
리	5	3.8%
Other values (32)	67	50.8%

Latin

Value	Count	Frequency (%)
L	1	33.3%
B	1	33.3%
H	1	33.3%

Common

Value	Count	Frequency (%)
	40	71.4%
,	16	28.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	132	69.1%
ASCII	59	30.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	40	67.8%
,	16	27.1%
L	1	1.7%
B	1	1.7%
H	1	1.7%

Hangul

Value	Count	Frequency (%)
관	12	9.1%
기	8	6.1%
업	8	6.1%
강	6	4.5%
에	6	4.5%
매	5	3.8%
경	5	3.8%
무	5	3.8%
한	5	3.8%
리	5	3.8%
Other values (32)	67	50.8%

법인번호
Categorical

IMBALANCE

Distinct	4
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
대기업	6
중견기업	3
중소기업	1

Length

Max length	4
Median length	4
Mean length	3.8846154
Min length	3

Unique

Unique	1 ?
Unique (%)	1.9%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
대기업	6	11.5%
중견기업	3	5.8%
중소기업	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
대기업	6	11.5%
중견기업	3	5.8%
중소기업	1	1.9%

대표자
Categorical

Distinct	3
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
거래소상장	9
코스닥등록	1

Length

Max length	5
Median length	4
Mean length	4.1923077
Min length	4

Unique

Unique	1 ?
Unique (%)	1.9%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
거래소상장	9	17.3%
코스닥등록	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
거래소상장	9	17.3%
코스닥등록	1	1.9%

주요사업
Text

MISSING

Distinct	3
Distinct (%)	75.0%
Missing	48
Missing (%)	92.3%
Memory size	548.0 B

Length

Max length	11
Median length	7.5
Mean length	4.75
Min length	2

Characters and Unicode

Total characters	19
Distinct characters	16
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	2 ?
Unique (%)	50.0%

Sample

1st row	발광 다이오드 제조업
2nd row	기타금융
3rd row	강관
4th row	강관

Value	Count	Frequency (%)
강관	2	33.3%
발광	1	16.7%
다이오드	1	16.7%
제조업	1	16.7%
기타금융	1	16.7%

Most occurring characters

Value	Count	Frequency (%)
강	2	10.5%
관	2	10.5%
	2	10.5%
발	1	5.3%
광	1	5.3%
다	1	5.3%
이	1	5.3%
오	1	5.3%
드	1	5.3%
제	1	5.3%
Other values (6)	6	31.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	17	89.5%
Space Separator	2	10.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
강	2	11.8%
관	2	11.8%
발	1	5.9%
광	1	5.9%
다	1	5.9%
이	1	5.9%
오	1	5.9%
드	1	5.9%
제	1	5.9%
조	1	5.9%
Other values (5)	5	29.4%

Space Separator

Value	Count	Frequency (%)
	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	17	89.5%
Common	2	10.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
강	2	11.8%
관	2	11.8%
발	1	5.9%
광	1	5.9%
다	1	5.9%
이	1	5.9%
오	1	5.9%
드	1	5.9%
제	1	5.9%
조	1	5.9%
Other values (5)	5	29.4%

Common

Value	Count	Frequency (%)
	2	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	17	89.5%
ASCII	2	10.5%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
강	2	11.8%
관	2	11.8%
발	1	5.9%
광	1	5.9%
다	1	5.9%
이	1	5.9%
오	1	5.9%
드	1	5.9%
제	1	5.9%
조	1	5.9%
Other values (5)	5	29.4%

ASCII

Value	Count	Frequency (%)
	2	100.0%

기업규모
Text

MISSING

Distinct	3
Distinct (%)	75.0%
Missing	48
Missing (%)	92.3%
Memory size	548.0 B

Length

Max length	94
Median length	49
Mean length	25.5
Min length	2

Characters and Unicode

Total characters	102
Distinct characters	45
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	2 ?
Unique (%)	50.0%

Sample

1st row	건강 기능 식품 제조업/기타 식품 첨가물 제조업/동박 및 전지박 제조/발광 다이오드 제조업/사료 도매업/식물성 유지 제조업/의약용 화합물 및 항생물질 제조업/화장품 원료
2nd row	기타금융
3rd row	강관
4th row	강관

Value	Count	Frequency (%)
강관	2	8.7%
식품	2	8.7%
및	2	8.7%
제조업/사료	1	4.3%
원료	1	4.3%
제조업/화장품	1	4.3%
항생물질	1	4.3%
화합물	1	4.3%
제조업/의약용	1	4.3%
유지	1	4.3%
Other values (10)	10	43.5%

Most occurring characters

Value	Count	Frequency (%)
	19	18.6%
/	7	6.9%
업	6	5.9%
조	6	5.9%
제	6	5.9%
물	4	3.9%
품	3	2.9%
강	3	2.9%
식	3	2.9%
기	3	2.9%
Other values (35)	42	41.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	76	74.5%
Space Separator	19	18.6%
Other Punctuation	7	6.9%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
업	6	7.9%
조	6	7.9%
제	6	7.9%
물	4	5.3%
품	3	3.9%
강	3	3.9%
식	3	3.9%
기	3	3.9%
관	2	2.6%
료	2	2.6%
Other values (33)	38	50.0%

Space Separator

Value	Count	Frequency (%)
	19	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	76	74.5%
Common	26	25.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
업	6	7.9%
조	6	7.9%
제	6	7.9%
물	4	5.3%
품	3	3.9%
강	3	3.9%
식	3	3.9%
기	3	3.9%
관	2	2.6%
료	2	2.6%
Other values (33)	38	50.0%

Common

Value	Count	Frequency (%)
	19	73.1%
/	7	26.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	76	74.5%
ASCII	26	25.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	19	73.1%
/	7	26.9%

Hangul

Value	Count	Frequency (%)
업	6	7.9%
조	6	7.9%
제	6	7.9%
물	4	5.3%
품	3	3.9%
강	3	3.9%
식	3	3.9%
기	3	3.9%
관	2	2.6%
료	2	2.6%
Other values (33)	38	50.0%

기업규모형태
Text

MISSING

Distinct	2
Distinct (%)	50.0%
Missing	48
Missing (%)	92.3%
Memory size	548.0 B

Length

Max length	3
Median length	3
Mean length	2.75
Min length	2

Characters and Unicode

Total characters	11
Distinct characters	5
Distinct categories	1 ?
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	1 ?
Unique (%)	25.0%

Sample

1st row	제조업
2nd row	금융
3rd row	제조업
4th row	제조업

Value	Count	Frequency (%)
제조업	3	75.0%
금융	1	25.0%

Most occurring characters

Value	Count	Frequency (%)
제	3	27.3%
조	3	27.3%
업	3	27.3%
금	1	9.1%
융	1	9.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	11	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
제	3	27.3%
조	3	27.3%
업	3	27.3%
금	1	9.1%
융	1	9.1%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	11	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
제	3	27.3%
조	3	27.3%
업	3	27.3%
금	1	9.1%
융	1	9.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	11	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
제	3	27.3%
조	3	27.3%
업	3	27.3%
금	1	9.1%
융	1	9.1%

기업업종(대표)
Text

MISSING

Distinct	3
Distinct (%)	75.0%
Missing	48
Missing (%)	92.3%
Memory size	548.0 B

Length

Max length	94
Median length	49
Mean length	25.5
Min length	2

Characters and Unicode

Total characters	102
Distinct characters	45
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	2 ?
Unique (%)	50.0%

Sample

1st row	건강 기능 식품 제조업/기타 식품 첨가물 제조업/동박 및 전지박 제조/발광 다이오드 제조업/사료 도매업/식물성 유지 제조업/의약용 화합물 및 항생물질 제조업/화장품 원료
2nd row	기타금융
3rd row	강관
4th row	강관

Value	Count	Frequency (%)
강관	2	8.7%
식품	2	8.7%
및	2	8.7%
제조업/사료	1	4.3%
원료	1	4.3%
제조업/화장품	1	4.3%
항생물질	1	4.3%
화합물	1	4.3%
제조업/의약용	1	4.3%
유지	1	4.3%
Other values (10)	10	43.5%

Most occurring characters

Value	Count	Frequency (%)
	19	18.6%
/	7	6.9%
업	6	5.9%
조	6	5.9%
제	6	5.9%
물	4	3.9%
품	3	2.9%
강	3	2.9%
식	3	2.9%
기	3	2.9%
Other values (35)	42	41.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	76	74.5%
Space Separator	19	18.6%
Other Punctuation	7	6.9%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
업	6	7.9%
조	6	7.9%
제	6	7.9%
물	4	5.3%
품	3	3.9%
강	3	3.9%
식	3	3.9%
기	3	3.9%
관	2	2.6%
료	2	2.6%
Other values (33)	38	50.0%

Space Separator

Value	Count	Frequency (%)
	19	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	76	74.5%
Common	26	25.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
업	6	7.9%
조	6	7.9%
제	6	7.9%
물	4	5.3%
품	3	3.9%
강	3	3.9%
식	3	3.9%
기	3	3.9%
관	2	2.6%
료	2	2.6%
Other values (33)	38	50.0%

Common

Value	Count	Frequency (%)
	19	73.1%
/	7	26.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	76	74.5%
ASCII	26	25.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	19	73.1%
/	7	26.9%

Hangul

Value	Count	Frequency (%)
업	6	7.9%
조	6	7.9%
제	6	7.9%
물	4	5.3%
품	3	3.9%
강	3	3.9%
식	3	3.9%
기	3	3.9%
관	2	2.6%
료	2	2.6%
Other values (33)	38	50.0%

기업업종(상세)
Categorical

Distinct	2
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
10	10

Length

Max length	4
Median length	4
Mean length	3.6153846
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
10	10	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
10	10	19.2%

기업업태(대표)
Categorical

IMBALANCE

Distinct	4
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
K	5
C	4
D	1

Length

Max length	4
Median length	4
Mean length	3.4230769
Min length	1

Unique

Unique	1 ?
Unique (%)	1.9%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
K	5	9.6%
C	4	7.7%
D	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
k	5	9.6%
c	4	7.7%
d	1	1.9%

기업업태(상세)
Categorical

IMBALANCE

Distinct	4
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
금융 및 보험업	5
제조업	4
전기, 가스, 증기 및 수도사업	1

Length

Max length	17
Median length	4
Mean length	4.5576923
Min length	3

Unique

Unique	1 ?
Unique (%)	1.9%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
금융 및 보험업	5	9.6%
제조업	4	7.7%
전기, 가스, 증기 및 수도사업	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	63.6%
및	6	9.1%
금융	5	7.6%
보험업	5	7.6%
제조업	4	6.1%
전기	1	1.5%
가스	1	1.5%
증기	1	1.5%
수도사업	1	1.5%

산업코드차수
Categorical

IMBALANCE

Distinct	6
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
64992	5
24132	2
26121	1
35119	1

Length

Max length	5
Median length	4
Mean length	4.1923077
Min length	4

Unique

Unique	3 ?
Unique (%)	5.8%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
64992	5	9.6%
24132	2	3.8%
26121	1	1.9%
35119	1	1.9%
21200	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
64992	5	9.6%
24132	2	3.8%
26121	1	1.9%
35119	1	1.9%
21200	1	1.9%

산업대분류코드
Text

MISSING

Distinct	5
Distinct (%)	50.0%
Missing	42
Missing (%)	80.8%
Memory size	548.0 B

Length

Max length	11
Median length	9
Mean length	5.6
Min length	4

Characters and Unicode

Total characters	56
Distinct characters	22
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	3 ?
Unique (%)	30.0%

Sample

1st row	발광 다이오드 제조업
2nd row	기타 발전업
3rd row	지주회사
4th row	지주회사
5th row	지주회사

Value	Count	Frequency (%)
지주회사	5	31.2%
제조업	4	25.0%
강관	2	12.5%
발광	1	6.2%
다이오드	1	6.2%
기타	1	6.2%
발전업	1	6.2%
의약품	1	6.2%

Most occurring characters

Value	Count	Frequency (%)
	6	10.7%
지	5	8.9%
회	5	8.9%
사	5	8.9%
업	5	8.9%
주	5	8.9%
제	4	7.1%
조	4	7.1%
강	2	3.6%
관	2	3.6%
Other values (12)	13	23.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	50	89.3%
Space Separator	6	10.7%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
지	5	10.0%
회	5	10.0%
사	5	10.0%
업	5	10.0%
주	5	10.0%
제	4	8.0%
조	4	8.0%
강	2	4.0%
관	2	4.0%
발	2	4.0%
Other values (11)	11	22.0%

Space Separator

Value	Count	Frequency (%)
	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	50	89.3%
Common	6	10.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
지	5	10.0%
회	5	10.0%
사	5	10.0%
업	5	10.0%
주	5	10.0%
제	4	8.0%
조	4	8.0%
강	2	4.0%
관	2	4.0%
발	2	4.0%
Other values (11)	11	22.0%

Common

Value	Count	Frequency (%)
	6	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	50	89.3%
ASCII	6	10.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	6	100.0%

Hangul

Value	Count	Frequency (%)
지	5	10.0%
회	5	10.0%
사	5	10.0%
업	5	10.0%
주	5	10.0%
제	4	8.0%
조	4	8.0%
강	2	4.0%
관	2	4.0%
발	2	4.0%
Other values (11)	11	22.0%

산업대분류명
Categorical

IMBALANCE

Distinct	5
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
20190111	5
20191001	2
20180903	2
20180911	1

Length

Max length	8
Median length	4
Mean length	4.7692308
Min length	4

Unique

Unique	1 ?
Unique (%)	1.9%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
20190111	5	9.6%
20191001	2	3.8%
20180903	2	3.8%
20180911	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
20190111	5	9.6%
20191001	2	3.8%
20180903	2	3.8%
20180911	1	1.9%

산업코드
Text

MISSING

Distinct	5
Distinct (%)	50.0%
Missing	42
Missing (%)	80.8%
Memory size	548.0 B

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	70
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	3 ?
Unique (%)	30.0%

Sample

1st row	A336370
2nd row	A336260
3rd row	A316140
4th row	A316140
5th row	A316140

Value	Count	Frequency (%)
a316140	5	50.0%
a306200	2	20.0%
a336370	1	10.0%
a336260	1	10.0%
a307750	1	10.0%

Most occurring characters

Value	Count	Frequency (%)
0	15	21.4%
3	13	18.6%
A	10	14.3%
1	10	14.3%
6	10	14.3%
4	5	7.1%
2	3	4.3%
7	3	4.3%
5	1	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60	85.7%
Uppercase Letter	10	14.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15	25.0%
3	13	21.7%
1	10	16.7%
6	10	16.7%
4	5	8.3%
2	3	5.0%
7	3	5.0%
5	1	1.7%

Uppercase Letter

Value	Count	Frequency (%)
A	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	60	85.7%
Latin	10	14.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15	25.0%
3	13	21.7%
1	10	16.7%
6	10	16.7%
4	5	8.3%
2	3	5.0%
7	3	5.0%
5	1	1.7%

Latin

Value	Count	Frequency (%)
A	10	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15	21.4%
3	13	18.6%
A	10	14.3%
1	10	14.3%
6	10	14.3%
4	5	7.1%
2	3	4.3%
7	3	4.3%
5	1	1.4%

산업명
Categorical

IMBALANCE

Distinct	5
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
20190213	5
20191018	2
20181005	2
20181219	1

Length

Max length	8
Median length	4
Mean length	4.7692308
Min length	4

Unique

Unique	1 ?
Unique (%)	1.9%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
20190213	5	9.6%
20191018	2	3.8%
20181005	2	3.8%
20181219	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
20190213	5	9.6%
20191018	2	3.8%
20181005	2	3.8%
20181219	1	1.9%

설립일
Categorical

Distinct	2
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
일반기업	10

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
일반기업	10	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
일반기업	10	19.2%

상장코드
Categorical

Distinct	2
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
법인	10

Length

Max length	4
Median length	4
Mean length	3.6153846
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
법인	10	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
법인	10	19.2%

상장일
Categorical

Distinct	2
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
본점	10

Length

Max length	4
Median length	4
Mean length	3.6153846
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
본점	10	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
본점	10	19.2%

공기업구분
Categorical

Distinct	2
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
무	10

Length

Max length	4
Median length	4
Mean length	3.4230769
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
무	10	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
무	10	19.2%

개인법인구분
Categorical

IMBALANCE

Distinct	6
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
176	5
652	2
266	1
448	1

Length

Max length	4
Median length	4
Mean length	3.8076923
Min length	3

Unique

Unique	3 ?
Unique (%)	5.8%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
176	5	9.6%
652	2	3.8%
266	1	1.9%
448	1	1.9%
115	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
176	5	9.6%
652	2	3.8%
266	1	1.9%
448	1	1.9%
115	1	1.9%

본점지점구분
Categorical

Distinct	3
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
202106	6
202109	4

Length

Max length	6
Median length	4
Mean length	4.3846154
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
202106	6	11.5%
202109	4	7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
202106	6	11.5%
202109	4	7.7%

외국투자법인
Categorical

Distinct	2
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
202106	10

Length

Max length	6
Median length	4
Mean length	4.3846154
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
202106	10	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
202106	10	19.2%

종업원수
Text

MISSING

Distinct	5
Distinct (%)	50.0%
Missing	42
Missing (%)	80.8%
Memory size	548.0 B

Length

Max length	15
Median length	12
Mean length	7.4
Min length	3

Characters and Unicode

Total characters	74
Distinct characters	34
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	3 ?
Unique (%)	30.0%

Sample

1st row	스카이레이크롱텀스트래티직인베
2nd row	두산중공업(주)
3rd row	예금보험공사
4th row	예금보험공사
5th row	예금보험공사

Value	Count	Frequency (%)
예금보험공사	5	50.0%
주)세아제강지주	2	20.0%
스카이레이크롱텀스트래티직인베	1	10.0%
두산중공업(주	1	10.0%
홍종호	1	10.0%

Most occurring characters

Value	Count	Frequency (%)
공	6	8.1%
예	5	6.8%
보	5	6.8%
험	5	6.8%
사	5	6.8%
주	5	6.8%
금	5	6.8%
(	3	4.1%
)	3	4.1%
지	2	2.7%
Other values (24)	30	40.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	68	91.9%
Open Punctuation	3	4.1%
Close Punctuation	3	4.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
공	6	8.8%
예	5	7.4%
보	5	7.4%
험	5	7.4%
사	5	7.4%
주	5	7.4%
금	5	7.4%
지	2	2.9%
이	2	2.9%
스	2	2.9%
Other values (22)	26	38.2%

Open Punctuation

Value	Count	Frequency (%)
(	3	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	68	91.9%
Common	6	8.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
공	6	8.8%
예	5	7.4%
보	5	7.4%
험	5	7.4%
사	5	7.4%
주	5	7.4%
금	5	7.4%
지	2	2.9%
이	2	2.9%
스	2	2.9%
Other values (22)	26	38.2%

Common

Value	Count	Frequency (%)
(	3	50.0%
)	3	50.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	68	91.9%
ASCII	6	8.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
공	6	8.8%
예	5	7.4%
보	5	7.4%
험	5	7.4%
사	5	7.4%
주	5	7.4%
금	5	7.4%
지	2	2.9%
이	2	2.9%
스	2	2.9%
Other values (22)	26	38.2%

ASCII

Value	Count	Frequency (%)
(	3	50.0%
)	3	50.0%

종업원수기준일
Categorical

IMBALANCE

Distinct	6
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
15.25	5
46.6	2
41.06	1
30.33	1

Length

Max length	5
Median length	4
Mean length	4.1538462
Min length	4

Unique

Unique	3 ?
Unique (%)	5.8%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
15.25	5	9.6%
46.6	2	3.8%
41.06	1	1.9%
30.33	1	1.9%
43.56	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
15.25	5	9.6%
46.6	2	3.8%
41.06	1	1.9%
30.33	1	1.9%
43.56	1	1.9%

주주기준일자
Categorical

IMBALANCE

Distinct	5
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
국민연금공단	6
이순형	2
진대제	1
홍종훈	1

Length

Max length	6
Median length	4
Mean length	4.1538462
Min length	3

Unique

Unique	2 ?
Unique (%)	3.8%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
국민연금공단	6	11.5%
이순형	2	3.8%
진대제	1	1.9%
홍종훈	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
국민연금공단	6	11.5%
이순형	2	3.8%
진대제	1	1.9%
홍종훈	1	1.9%

주주명1
Categorical

IMBALANCE

Distinct	6
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
9.8	5
7.82	2
0.0	1
5.48	1

Length

Max length	5
Median length	4
Mean length	3.9038462
Min length	3

Unique

Unique	3 ?
Unique (%)	5.8%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
9.8	5	9.6%
7.82	2	3.8%
0.0	1	1.9%
5.48	1	1.9%
11.77	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
9.8	5	9.6%
7.82	2	3.8%
0.0	1	1.9%
5.48	1	1.9%
11.77	1	1.9%

주식비율1
Categorical

IMBALANCE

Distinct	5
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	43
우리사주조합	5
국민연금공단	2
(재)두산연강재단	1
홍종학	1

Length

Max length	9
Median length	4
Mean length	4.3461538
Min length	3

Unique

Unique	2 ?
Unique (%)	3.8%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	43	82.7%
우리사주조합	5	9.6%
국민연금공단	2	3.8%
(재)두산연강재단	1	1.9%
홍종학	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	43	82.7%
우리사주조합	5	9.6%
국민연금공단	2	3.8%
재)두산연강재단	1	1.9%
홍종학	1	1.9%

주주명2
Categorical

IMBALANCE

Distinct	5
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	43
8.75	5
7.34	2
3.56	1
7.3	1

Length

Max length	4
Median length	4
Mean length	3.9807692
Min length	3

Unique

Unique	2 ?
Unique (%)	3.8%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	43	82.7%
8.75	5	9.6%
7.34	2	3.8%
3.56	1	1.9%
7.3	1	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	43	82.7%
8.75	5	9.6%
7.34	2	3.8%
3.56	1	1.9%
7.3	1	1.9%

주식비율2
Categorical

Distinct	2
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Memory size	548.0 B

<NA>	42
20201231	10

Length

Max length	8
Median length	4
Mean length	4.7692308
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	42	80.8%
20201231	10	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	42	80.8%
20201231	10	19.2%

주주명3
Real number (ℝ)

MISSING ZEROS

Distinct	6
Distinct (%)	60.0%
Missing	42
Missing (%)	80.8%
Infinite	0
Infinite (%)	0.0%
Mean	6.7487297 × 10⁸

Minimum	0
Maximum	3.4514449 × 10⁹
Zeros	3
Zeros (%)	5.8%
Negative	0
Negative (%)	0.0%
Memory size	600.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12586414
median	1.2715052 × 10⁸
Q3	1.0967508 × 10⁹
95-th percentile	2.5257589 × 10⁹
Maximum	3.4514449 × 10⁹
Range	3.4514449 × 10⁹
Interquartile range (IQR)	1.0841643 × 10⁹

Descriptive statistics

Standard deviation	1.1216502 × 10⁹
Coefficient of variation (CV)	1.6620167
Kurtosis	4.0683726
Mean	6.7487297 × 10⁸
Median Absolute Deviation (MAD)	1.2715052 × 10⁸
Skewness	2.022752
Sum	6.7487297 × 10⁹
Variance	1.2580991 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	3	5.8%
127150516	2	3.8%
1394364933	2	3.8%
203908240	1	1.9%
3451444903	1	1.9%
50345658	1	1.9%
(Missing)	42	80.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	5.8%
50345658	1	1.9%
127150516	2	3.8%
203908240	1	1.9%
1394364933	2	3.8%
3451444903	1	1.9%

Value	Count	Frequency (%)
3451444903	1	1.9%
1394364933	2	3.8%
203908240	1	1.9%
127150516	2	3.8%
50345658	1	1.9%
0	3	5.8%

주식비율3
Real number (ℝ)

MISSING ZEROS

Distinct	6
Distinct (%)	60.0%
Missing	42
Missing (%)	80.8%
Infinite	0
Infinite (%)	0.0%
Mean	-35948005

Minimum	-4.7306219 × 10⁸
Maximum	1.7113073 × 10⁸
Zeros	3
Zeros (%)	5.8%
Negative	5
Negative (%)	9.6%
Memory size	600.0 B

Quantile statistics

Minimum	-4.7306219 × 10⁸
5-th percentile	-2.712286 × 10⁸
Q1	-20101296
median	-3387929.5
Q3	0
95-th percentile	96412105
Maximum	1.7113073 × 10⁸
Range	6.4419292 × 10⁸
Interquartile range (IQR)	20101296

Descriptive statistics

Standard deviation	1.6379982 × 10⁸
Coefficient of variation (CV)	-4.556576
Kurtosis	7.289532
Mean	-35948005
Median Absolute Deviation (MAD)	5932599
Skewness	-2.3505599
Sum	-3.5948005 × 10⁸
Variance	2.683038 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	3	5.8%
-6775859	2	3.8%
-24543109	2	3.8%
171130732	1	1.9%
-473062187	1	1.9%
5089339	1	1.9%
(Missing)	42	80.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-473062187	1	1.9%
-24543109	2	3.8%
-6775859	2	3.8%
0	3	5.8%
5089339	1	1.9%
171130732	1	1.9%

Value	Count	Frequency (%)
171130732	1	1.9%
5089339	1	1.9%
0	3	5.8%
-6775859	2	3.8%
-24543109	2	3.8%
-473062187	1	1.9%

결산일
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	52
Missing (%)	100.0%
Memory size	600.0 B

매출액
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	52
Missing (%)	100.0%
Memory size	600.0 B

영업이익
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	52
Missing (%)	100.0%
Memory size	600.0 B

Unnamed: 43
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	52
Missing (%)	100.0%
Memory size	600.0 B

First rows
Last rows

	사업자등록번호	언론사명	뉴스제목	뉴스요약	뉴스식별번호	뉴스작성시간	뉴스작성자	뉴스ESG분류	뉴스ESG관련도	뉴스ESG스코어	법인번호	대표자	주요사업	기업규모	기업규모형태	기업업종(대표)	기업업종(상세)	기업업태(대표)	기업업태(상세)	산업코드차수	산업대분류코드	산업대분류명	산업코드	산업명	설립일	상장코드	상장일	공기업구분	개인법인구분	본점지점구분	외국투자법인	종업원수	종업원수기준일	주주기준일자	주주명1	주식비율1	주주명2	주식비율2	주주명3	주식비율3	결산일	매출액	영업이익	Unnamed: 43
0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1	2018******	이데일리	두산밥캣, 코로나에 美공장 5곳 중 4곳 일시 가동중단	19일까지 2주가량 셧다운…1곳만 정상 가동 두산밥캣이 ‘코로나19’(신종 코로나바이러스 감염증) 확산한 데 따라 미국 공장 5곳 가운데 4곳 가동을 중단키로 했다.	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
3	두산밥캣(241560)은 1일(현지시간) 미국 노스캐롤라이나주에 있는 공장 1곳 가동을 4일부터, 미네소타·노스다코타주에 있는 공장 3곳 가동을 6일부터 각각 일시 중단한다고 밝혔다.	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
4	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	미국 공장 5곳 가운데 가장 규모가 작은 노스다코타주 와페튼 공장 1곳은 정상 가동한다.	8.97E+17	2.02E+13	경계*	U	ESG아님	0.982	2150000000000	진대*	HBL 외	중견기업	거래소상장	발광 다이오드 제조업	건강 기능 식품 제조업/기타 식품 첨가물 제조업/동박 및 전지박 제조/발광 다이오드 제조업/사료 도매업/식물성 유지 제조업/의약용 화합물 및 항생물질 제조업/화장품 원료	제조업	건강 기능 식품 제조업/기타 식품 첨가물 제조업/동박 및 전지박 제조/발광 다이오드 제조업/사료 도매업/식물성 유지 제조업/의약용 화합물 및 항생물질 제조업/화장품 원료	10	C	제조업	26121	발광 다이오드 제조업	20191001	A336370	20191018	일반기업	법인	본점	무	266	202106	202106	스카이레이크롱텀스트래티직인베	41.06	진대제	0.0	<NA>	<NA>	20201231	203908240	171130732	<NA>	<NA>	<NA>	<NA>
6	6098******	아시아경제	"두산중공업, 올 1분기 누적수주액 1조5000억원 달성"	최근 두산중공업은 대규모 수주 소식을 전하고 있다.	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
8	정동익 현대증권 연구원은 "이번 수주는 국내 최초의 1000MW급 민자발전소 프로젝트에 핵심기기를 공급하는 건으로 향후 유사한 민자석탄 발전소용 주기기 수주입찰에서 유리한 고지를 선점했다"고 평가했다.	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
9	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

	사업자등록번호	언론사명	뉴스제목	뉴스요약	뉴스식별번호	뉴스작성시간	뉴스작성자	뉴스ESG분류	뉴스ESG관련도	뉴스ESG스코어	법인번호	대표자	주요사업	기업규모	기업규모형태	기업업종(대표)	기업업종(상세)	기업업태(대표)	기업업태(상세)	산업코드차수	산업대분류코드	산업대분류명	산업코드	산업명	설립일	상장코드	상장일	공기업구분	개인법인구분	본점지점구분	외국투자법인	종업원수	종업원수기준일	주주기준일자	주주명1	주식비율1	주주명2	주식비율2	주주명3	주식비율3	결산일	매출액	영업이익	Unnamed: 43
42	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
43	변종만 연구원은 “세아베스틸은 원가하락과 판매량 증가로 2분기 매출과 영업이익이 지난해 같은 기간보다 각각 8.4%, 4.4% 증가한 5959억원과 535억원으로 예상된다”며 “2분기 영업이익은 시장 컨센서스를 23.3% 웃돌 것”이라고 밝혔다.	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
44	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
45	그는 다만 “올 하반기에도 철강업황 부진이 지속될 것으로 예상되고, 2016년부터 국내 특수강 시장의 경쟁심화로 인해 수익성이 악화될 수 있다는 우려는 여전하다”며 중립 의견을 유지했다.	3.22E+17	2.02E+13	<NA>	U	ESG아님	1.0	1100000000000	이휘*	강관, 강판, 강재, 기계, 전기기기, 공구, 산소 및 화학약품 등의 제조매매	중견기업	거래소상장	강관	강관	제조업	강관	10	C	제조업	24132	강관 제조업	20180903	A306200	20181005	일반기업	법인	본점	무	652	202109	202106	(주)세아제강지주	46.6	이순형	7.82	국민연금공단	7.34	20201231	1394364933	-24543109	<NA>	<NA>	<NA>	<NA>
46	1138******	뉴시스	담합 조사 방해한 세아베스틸…공정위 檢 고발 '첫 사례'	담합 조사 과정에서 정당한 사유 없이 공정위의 출석 요구에 응하지 않은 현대제철의 전·현직 임직원 3명에게는 과태료를 부과했다.	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
47	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
48	공정위는 17일 "철스크랩(고철) 구매 담합 사건을 현장 조사하는 과정에서 세아베스틸 소속 직원의 자료 폐기·은닉, 전산 자료 삭제 등 조사 방해 행위를 적발했다"면서 "세아베스틸 법인과 소속 직원 3명을 검찰에 고발하기로 했다"고 밝혔다.	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
49	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
50	결국 공정위 조사 직원은 해당 PC 내 자료의 제목·생성 시간 등을 확인할 수 없었다.	1.01E+18	2.02E+13	김진*	S	사회	0.992	1100000000000	이휘*	강관, 강판, 강재, 기계, 전기기기, 공구, 산소 및 화학약품 등의 제조매매	중견기업	거래소상장	강관	강관	제조업	강관	10	C	제조업	24132	강관 제조업	20180903	A306200	20181005	일반기업	법인	본점	무	652	202109	202106	(주)세아제강지주	46.6	이순형	7.82	국민연금공단	7.34	20201231	1394364933	-24543109	<NA>	<NA>	<NA>	<NA>
51	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Most frequently occurring

	사업자등록번호	언론사명	뉴스제목	뉴스요약	뉴스식별번호	뉴스작성시간	뉴스작성자	뉴스ESG분류	뉴스ESG관련도	뉴스ESG스코어	법인번호	대표자	주요사업	기업규모	기업규모형태	기업업종(대표)	기업업종(상세)	기업업태(대표)	기업업태(상세)	산업코드차수	산업대분류코드	산업대분류명	산업코드	산업명	설립일	상장코드	상장일	공기업구분	개인법인구분	본점지점구분	외국투자법인	종업원수	종업원수기준일	주주기준일자	주주명1	주식비율1	주주명2	주식비율2	주주명3	주식비율3	# duplicates
0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	22

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