gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	10000
Missing cells	41929
Missing cells (%)	23.3%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	1.5 MiB
Average record size in memory	159.0 B

Variable types

Text	5
Numeric	6
Categorical	5
DateTime	2

Dataset

Description	공공데이터 제공 표준데이터 속성정보(허용값, 표현형식/단위 등)는 [공공데이터 제공 표준] 전문을 참고하시기 바랍니다.(공공데이터포털>정보공유>자료실)
Author	지방자치단체
URL	https://www.data.go.kr/data/15107742/standard.do

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`주파수` is highly overall correlated with `설치면적` and 1 other fields	High correlation
`설치상세위치구분명` is highly overall correlated with `주파수`	High correlation
`위도` is highly overall correlated with `제공기관코드`	High correlation
`경도` is highly overall correlated with `세부용도`	High correlation
`설비용량` is highly overall correlated with `설치면적`	High correlation
`설치면적` is highly overall correlated with `설비용량` and 1 other fields	High correlation
`제공기관코드` is highly overall correlated with `위도` and 1 other fields	High correlation
`세부용도` is highly overall correlated with `경도` and 1 other fields	High correlation
`설치상세위치구분명` is highly imbalanced (72.3%)	Imbalance
`가동상태구분명` is highly imbalanced (61.4%)	Imbalance
`공급전압` is highly imbalanced (84.2%)	Imbalance
`주파수` is highly imbalanced (99.7%)	Imbalance
`세부용도` is highly imbalanced (55.0%)	Imbalance
`소재지도로명주소` has 6204 (62.0%) missing values	Missing
`소재지지번주소` has 2327 (23.3%) missing values	Missing
`위도` has 8609 (86.1%) missing values	Missing
`경도` has 8609 (86.1%) missing values	Missing
`허가일자` has 3169 (31.7%) missing values	Missing
`허가기관` has 4199 (42.0%) missing values	Missing
`설치면적` has 8812 (88.1%) missing values	Missing

Reproduction

Analysis started	2024-05-11 10:14:43.214421
Analysis finished	2024-05-11 10:15:02.136858
Duration	18.92 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

태양광발전시설명
Text

Distinct	9117
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	20
Median length	18
Mean length	10.3044
Min length	2

Characters and Unicode

Total characters	103044
Distinct characters	747
Distinct categories	13 ?
Distinct scripts	4 ?
Distinct blocks	6 ?

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

Unique

Unique	8483 ?
Unique (%)	84.8%

Sample

1st row	한성 태양광발전소
2nd row	주식회사 부산태양광1호(트렉스타 본사
3rd row	옥당태양광발전소
4th row	명보4호 태양광발전소
5th row	대흥3호 태양광발전소

Value	Count	Frequency (%)
태양광발전소	5211	31.2%
발전소	241	1.4%
태양광	184	1.1%
2호	65	0.4%
1호	61	0.4%
주식회사	59	0.4%
3호	36	0.2%
태양광발	32	0.2%
㈜강원학교태양광	28	0.2%
태양	22	0.1%
Other values (9260)	10769	64.5%

Most occurring characters

Value	Count	Frequency (%)
전	9280	9.0%
광	9250	9.0%
양	9222	8.9%
태	9208	8.9%
발	9193	8.9%
소	9193	8.9%
	6730	6.5%
호	3374	3.3%
1	1680	1.6%
2	1489	1.4%
Other values (737)	34425	33.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	88886	86.3%
Space Separator	6730	6.5%
Decimal Number	5162	5.0%
Uppercase Letter	736	0.7%
Open Punctuation	452	0.4%
Close Punctuation	373	0.4%
Lowercase Letter	264	0.3%
Dash Punctuation	192	0.2%
Other Punctuation	131	0.1%
Other Symbol	115	0.1%
Other values (3)	3	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
전	9280	10.4%
광	9250	10.4%
양	9222	10.4%
태	9208	10.4%
발	9193	10.3%
소	9193	10.3%
호	3374	3.8%
지	860	1.0%
에	773	0.9%
이	689	0.8%
Other values (665)	27844	31.3%

Uppercase Letter

Value	Count	Frequency (%)
S	125	17.0%
E	69	9.4%
J	53	7.2%
K	53	7.2%
H	47	6.4%
N	43	5.8%
C	39	5.3%
M	38	5.2%
G	31	4.2%
P	30	4.1%
Other values (14)	208	28.3%

Lowercase Letter

Value	Count	Frequency (%)
o	91	34.5%
k	27	10.2%
p	26	9.8%
c	24	9.1%
e	23	8.7%
n	11	4.2%
a	10	3.8%
r	10	3.8%
l	9	3.4%
s	8	3.0%
Other values (11)	25	9.5%

Decimal Number

Value	Count	Frequency (%)
1	1680	32.5%
2	1489	28.8%
3	709	13.7%
4	361	7.0%
5	276	5.3%
6	190	3.7%
7	125	2.4%
0	120	2.3%
9	113	2.2%
8	99	1.9%

Other Punctuation

Value	Count	Frequency (%)
*	115	87.8%
.	7	5.3%
/	5	3.8%
&	3	2.3%
,	1	0.8%

Open Punctuation

Value	Count	Frequency (%)
(	435	96.2%
[	14	3.1%
{	3	0.7%

Close Punctuation

Value	Count	Frequency (%)
)	370	99.2%
]	2	0.5%
}	1	0.3%

Space Separator

Value	Count	Frequency (%)
	6730	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	192	100.0%

Other Symbol

Value	Count	Frequency (%)
㈜	115	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Math Symbol

Value	Count	Frequency (%)
=	1	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	88998	86.4%
Common	13042	12.7%
Latin	1001	1.0%
Han	3	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
전	9280	10.4%
광	9250	10.4%
양	9222	10.4%
태	9208	10.3%
발	9193	10.3%
소	9193	10.3%
호	3374	3.8%
지	860	1.0%
에	773	0.9%
이	689	0.8%
Other values (663)	27956	31.4%

Latin

Value	Count	Frequency (%)
S	125	12.5%
o	91	9.1%
E	69	6.9%
J	53	5.3%
K	53	5.3%
H	47	4.7%
N	43	4.3%
C	39	3.9%
M	38	3.8%
G	31	3.1%
Other values (36)	412	41.2%

Common

Value	Count	Frequency (%)
	6730	51.6%
1	1680	12.9%
2	1489	11.4%
3	709	5.4%
(	435	3.3%
)	370	2.8%
4	361	2.8%
5	276	2.1%
-	192	1.5%
6	190	1.5%
Other values (15)	610	4.7%

Han

Value	Count	Frequency (%)
延	1	33.3%
光	1	33.3%
元	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	88849	86.2%
ASCII	14042	13.6%
None	115	0.1%
Compat Jamo	34	< 0.1%
CJK	3	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
전	9280	10.4%
광	9250	10.4%
양	9222	10.4%
태	9208	10.4%
발	9193	10.3%
소	9193	10.3%
호	3374	3.8%
지	860	1.0%
에	773	0.9%
이	689	0.8%
Other values (661)	27807	31.3%

ASCII

Value	Count	Frequency (%)
	6730	47.9%
1	1680	12.0%
2	1489	10.6%
3	709	5.0%
(	435	3.1%
)	370	2.6%
4	361	2.6%
5	276	2.0%
-	192	1.4%
6	190	1.4%
Other values (60)	1610	11.5%

None

Value	Count	Frequency (%)
㈜	115	100.0%

Compat Jamo

Value	Count	Frequency (%)
ㅇ	34	100.0%

CJK

Value	Count	Frequency (%)
延	1	33.3%
光	1	33.3%
元	1	33.3%

Number Forms

Value	Count	Frequency (%)
Ⅱ	1	100.0%

소재지도로명주소
Text

MISSING

Distinct	3403
Distinct (%)	89.6%
Missing	6204
Missing (%)	62.0%
Memory size	156.2 KiB

Length

Max length	88
Median length	63
Mean length	24.637513
Min length	11

Characters and Unicode

Total characters	93524
Distinct characters	540
Distinct categories	12 ?
Distinct scripts	3 ?
Distinct blocks	5 ?

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

Unique

Unique	3109 ?
Unique (%)	81.9%

Sample

1st row	충청북도 청주시 청원구 오창읍 두릉1길 63-22
2nd row	부산광역시 강서구 녹산산업중로192번길 23(송정동)
3rd row	충청남도 서산시 부석면 대두리 501-28, 501-29, 501-34
4th row	부산광역시 강서구 과학산단로333번길 32 (지사동)
5th row	경상남도 합천군 율곡면 임북1길 45

Value	Count	Frequency (%)
경기도	689	3.4%
충청남도	648	3.2%
충청북도	481	2.4%
경상남도	459	2.3%
강원도	452	2.2%
경상북도	437	2.2%
서산시	390	1.9%
인제군	257	1.3%
경산시	213	1.0%
천안시	204	1.0%
Other values (5819)	16094	79.2%

Most occurring characters

Value	Count	Frequency (%)
	16533	17.7%
도	3752	4.0%
1	3338	3.6%
시	2478	2.6%
2	2366	2.5%
면	2109	2.3%
-	1979	2.1%
로	1970	2.1%
경	1893	2.0%
3	1884	2.0%
Other values (530)	55222	59.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	55912	59.8%
Decimal Number	16737	17.9%
Space Separator	16533	17.7%
Dash Punctuation	1979	2.1%
Other Punctuation	980	1.0%
Open Punctuation	655	0.7%
Close Punctuation	654	0.7%
Uppercase Letter	59	0.1%
Lowercase Letter	10	< 0.1%
Other Symbol	3	< 0.1%
Other values (2)	2	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
도	3752	6.7%
시	2478	4.4%
면	2109	3.8%
로	1970	3.5%
경	1893	3.4%
남	1812	3.2%
길	1796	3.2%
산	1705	3.0%
청	1543	2.8%
북	1510	2.7%
Other values (482)	35344	63.2%

Uppercase Letter

Value	Count	Frequency (%)
C	11	18.6%
K	7	11.9%
E	7	11.9%
S	5	8.5%
A	5	8.5%
T	4	6.8%
M	3	5.1%
B	3	5.1%
P	2	3.4%
G	2	3.4%
Other values (7)	10	16.9%

Decimal Number

Value	Count	Frequency (%)
1	3338	19.9%
2	2366	14.1%
3	1884	11.3%
4	1573	9.4%
5	1418	8.5%
6	1358	8.1%
7	1273	7.6%
8	1196	7.1%
0	1196	7.1%
9	1135	6.8%

Lowercase Letter

Value	Count	Frequency (%)
m	2	20.0%
c	2	20.0%
e	1	10.0%
a	1	10.0%
i	1	10.0%
t	1	10.0%
l	1	10.0%
u	1	10.0%

Other Punctuation

Value	Count	Frequency (%)
,	976	99.6%
.	3	0.3%
·	1	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	637	97.3%
[	18	2.7%

Close Punctuation

Value	Count	Frequency (%)
)	636	97.2%
]	18	2.8%

Other Symbol

Value	Count	Frequency (%)
㈜	2	66.7%
㎡	1	33.3%

Space Separator

Value	Count	Frequency (%)
	16533	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1979	100.0%

Math Symbol

Value	Count	Frequency (%)
+	1	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅰ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	55914	59.8%
Common	37540	40.1%
Latin	70	0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
도	3752	6.7%
시	2478	4.4%
면	2109	3.8%
로	1970	3.5%
경	1893	3.4%
남	1812	3.2%
길	1796	3.2%
산	1705	3.0%
청	1543	2.8%
북	1510	2.7%
Other values (483)	35346	63.2%

Latin

Value	Count	Frequency (%)
C	11	15.7%
K	7	10.0%
E	7	10.0%
S	5	7.1%
A	5	7.1%
T	4	5.7%
M	3	4.3%
B	3	4.3%
P	2	2.9%
G	2	2.9%
Other values (16)	21	30.0%

Common

Value	Count	Frequency (%)
	16533	44.0%
1	3338	8.9%
2	2366	6.3%
-	1979	5.3%
3	1884	5.0%
4	1573	4.2%
5	1418	3.8%
6	1358	3.6%
7	1273	3.4%
8	1196	3.2%
Other values (11)	4622	12.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	55912	59.8%
ASCII	37607	40.2%
None	3	< 0.1%
Number Forms	1	< 0.1%
CJK Compat	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	16533	44.0%
1	3338	8.9%
2	2366	6.3%
-	1979	5.3%
3	1884	5.0%
4	1573	4.2%
5	1418	3.8%
6	1358	3.6%
7	1273	3.4%
8	1196	3.2%
Other values (34)	4689	12.5%

Hangul

Value	Count	Frequency (%)
도	3752	6.7%
시	2478	4.4%
면	2109	3.8%
로	1970	3.5%
경	1893	3.4%
남	1812	3.2%
길	1796	3.2%
산	1705	3.0%
청	1543	2.8%
북	1510	2.7%
Other values (482)	35344	63.2%

None

Value	Count	Frequency (%)
㈜	2	66.7%
·	1	33.3%

Number Forms

Value	Count	Frequency (%)
Ⅰ	1	100.0%

CJK Compat

Value	Count	Frequency (%)
㎡	1	100.0%

소재지지번주소
Text

MISSING

Distinct	6111
Distinct (%)	79.6%
Missing	2327
Missing (%)	23.3%
Memory size	156.2 KiB

Length

Max length	205
Median length	82
Mean length	24.404666
Min length	8

Characters and Unicode

Total characters	187257
Distinct characters	470
Distinct categories	12 ?
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	5523 ?
Unique (%)	72.0%

Sample

1st row	경기도 안성시 대덕면 무능리 309,314,315
2nd row	전북특별자치도 완주군 소양면 대흥리 887(답)(토지위)
3rd row	전북특별자치도 완주군 용진읍 간중리 877번지 건물상부
4th row	경상남도 합천군 율곡면 임북리 555번지 8호
5th row	충청북도 청주시 흥덕구 옥산면 호죽리 산 10번지 1호

Value	Count	Frequency (%)
강원도	1323	3.2%
경상북도	931	2.3%
전라북도	929	2.3%
경기도	910	2.2%
전북특별자치도	782	1.9%
완주군	764	1.9%
충청북도	682	1.7%
전라남도	658	1.6%
산	652	1.6%
충청남도	529	1.3%
Other values (8622)	32933	80.1%

Most occurring characters

Value	Count	Frequency (%)
	33567	17.9%
도	8093	4.3%
1	6893	3.7%
리	6525	3.5%
면	5688	3.0%
-	4883	2.6%
2	4621	2.5%
군	4524	2.4%
3	3628	1.9%
북	3618	1.9%
Other values (460)	105217	56.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	109016	58.2%
Space Separator	33567	17.9%
Decimal Number	33539	17.9%
Dash Punctuation	4883	2.6%
Other Punctuation	2697	1.4%
Close Punctuation	1726	0.9%
Open Punctuation	1726	0.9%
Uppercase Letter	61	< 0.1%
Other Symbol	26	< 0.1%
Lowercase Letter	11	< 0.1%
Other values (2)	5	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
도	8093	7.4%
리	6525	6.0%
면	5688	5.2%
군	4524	4.1%
북	3618	3.3%
시	3317	3.0%
산	2873	2.6%
전	2775	2.5%
경	2646	2.4%
지	2477	2.3%
Other values (413)	66480	61.0%

Uppercase Letter

Value	Count	Frequency (%)
A	15	24.6%
C	11	18.0%
B	8	13.1%
K	6	9.8%
W	5	8.2%
E	3	4.9%
T	2	3.3%
S	2	3.3%
I	2	3.3%
P	2	3.3%
Other values (5)	5	8.2%

Decimal Number

Value	Count	Frequency (%)
1	6893	20.6%
2	4621	13.8%
3	3628	10.8%
5	3230	9.6%
4	3148	9.4%
6	2636	7.9%
8	2466	7.4%
7	2445	7.3%
9	2243	6.7%
0	2229	6.6%

Lowercase Letter

Value	Count	Frequency (%)
m	2	18.2%
k	2	18.2%
c	1	9.1%
e	1	9.1%
a	1	9.1%
l	1	9.1%
t	1	9.1%
i	1	9.1%
u	1	9.1%

Other Punctuation

Value	Count	Frequency (%)
,	2680	99.4%
.	16	0.6%
/	1	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	1672	96.9%
]	54	3.1%

Open Punctuation

Value	Count	Frequency (%)
(	1672	96.9%
[	54	3.1%

Math Symbol

Value	Count	Frequency (%)
+	2	50.0%
~	2	50.0%

Space Separator

Value	Count	Frequency (%)
	33567	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4883	100.0%

Other Symbol

Value	Count	Frequency (%)
㎡	26	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅰ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	109006	58.2%
Common	78168	41.7%
Latin	73	< 0.1%
Han	10	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
도	8093	7.4%
리	6525	6.0%
면	5688	5.2%
군	4524	4.2%
북	3618	3.3%
시	3317	3.0%
산	2873	2.6%
전	2775	2.5%
경	2646	2.4%
지	2477	2.3%
Other values (409)	66470	61.0%

Latin

Value	Count	Frequency (%)
A	15	20.5%
C	11	15.1%
B	8	11.0%
K	6	8.2%
W	5	6.8%
E	3	4.1%
T	2	2.7%
S	2	2.7%
m	2	2.7%
k	2	2.7%
Other values (15)	17	23.3%

Common

Value	Count	Frequency (%)
	33567	42.9%
1	6893	8.8%
-	4883	6.2%
2	4621	5.9%
3	3628	4.6%
5	3230	4.1%
4	3148	4.0%
,	2680	3.4%
6	2636	3.4%
8	2466	3.2%
Other values (12)	10416	13.3%

Han

Value	Count	Frequency (%)
華	4	40.0%
山	4	40.0%
基	1	10.0%
岩	1	10.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	109006	58.2%
ASCII	78214	41.8%
CJK Compat	26	< 0.1%
CJK	10	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	33567	42.9%
1	6893	8.8%
-	4883	6.2%
2	4621	5.9%
3	3628	4.6%
5	3230	4.1%
4	3148	4.0%
,	2680	3.4%
6	2636	3.4%
8	2466	3.2%
Other values (35)	10462	13.4%

Hangul

Value	Count	Frequency (%)
도	8093	7.4%
리	6525	6.0%
면	5688	5.2%
군	4524	4.2%
북	3618	3.3%
시	3317	3.0%
산	2873	2.6%
전	2775	2.5%
경	2646	2.4%
지	2477	2.3%
Other values (409)	66470	61.0%

CJK Compat

Value	Count	Frequency (%)
㎡	26	100.0%

CJK

Value	Count	Frequency (%)
華	4	40.0%
山	4	40.0%
基	1	10.0%
岩	1	10.0%

Number Forms

Value	Count	Frequency (%)
Ⅰ	1	100.0%

위도
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1234
Distinct (%)	88.7%
Missing	8609
Missing (%)	86.1%
Infinite	0
Infinite (%)	0.0%
Mean	36.776659

Minimum	34.866278
Maximum	38.311596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	34.866278
5-th percentile	35.093602
Q1	36.292681
median	37.160814
Q3	37.438328
95-th percentile	37.99421
Maximum	38.311596
Range	3.4453175
Interquartile range (IQR)	1.1456468

Descriptive statistics

Standard deviation	0.93852394
Coefficient of variation (CV)	0.025519554
Kurtosis	-0.84336411
Mean	36.776659
Median Absolute Deviation (MAD)	0.72774526
Skewness	-0.49602995
Sum	51156.332
Variance	0.88082719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.22129654	9	0.1%
37.2178561	8	0.1%
37.31945268	5	0.1%
38.047818	5	0.1%
36.41925461	4	< 0.1%
37.35529654	4	< 0.1%
37.16081374	4	< 0.1%
37.98635	4	< 0.1%
37.28973476	4	< 0.1%
36.43969932	3	< 0.1%
Other values (1224)	1341	13.4%
(Missing)	8609	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.86627846	1	< 0.1%
34.86824956	1	< 0.1%
34.87405348	1	< 0.1%
34.87429276	1	< 0.1%
34.88871641	1	< 0.1%
34.90861635	1	< 0.1%
34.91766575	1	< 0.1%
34.91961994	1	< 0.1%
34.92060559	1	< 0.1%
34.92101756	1	< 0.1%

Value	Count	Frequency (%)
38.311596	1	< 0.1%
38.281012	2	< 0.1%
38.241223	1	< 0.1%
38.225867	1	< 0.1%
38.215928	1	< 0.1%
38.214371	1	< 0.1%
38.209311	1	< 0.1%
38.209282	1	< 0.1%
38.206978	1	< 0.1%
38.189886	1	< 0.1%

경도
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1237
Distinct (%)	88.9%
Missing	8609
Missing (%)	86.1%
Infinite	0
Infinite (%)	0.0%
Mean	127.84818

Minimum	126.57316
Maximum	129.26999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	126.57316
5-th percentile	126.9488
Q1	127.60386
median	127.7653
Q3	127.98537
95-th percentile	128.9764
Maximum	129.26999
Range	2.696828
Interquartile range (IQR)	0.38151505

Descriptive statistics

Standard deviation	0.54910044
Coefficient of variation (CV)	0.0042949412
Kurtosis	0.33976375
Mean	127.84818
Median Absolute Deviation (MAD)	0.17995307
Skewness	0.60395617
Sum	177836.82
Variance	0.30151129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.0989254	9	0.1%
127.7718335	8	0.1%
127.874619	5	0.1%
127.620875	5	0.1%
127.8316158	4	< 0.1%
127.897696	4	< 0.1%
127.6725079	4	< 0.1%
127.8885005	4	< 0.1%
127.8238527	4	< 0.1%
127.692372	3	< 0.1%
Other values (1227)	1341	13.4%
(Missing)	8609	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.5731623	1	< 0.1%
126.5754495	1	< 0.1%
126.5775382	1	< 0.1%
126.5826558	1	< 0.1%
126.5903708	1	< 0.1%
126.5918804	1	< 0.1%
126.5973411	1	< 0.1%
126.6301821	1	< 0.1%
126.7115803	1	< 0.1%
126.7214758	1	< 0.1%

Value	Count	Frequency (%)
129.2699903	1	< 0.1%
129.2632819	1	< 0.1%
129.2605443	1	< 0.1%
129.2595635	1	< 0.1%
129.2580962	1	< 0.1%
129.2576334	3	< 0.1%
129.2571183	1	< 0.1%
129.2484379515	1	< 0.1%
129.2482968	1	< 0.1%
129.2207147	1	< 0.1%

설치상세위치구분명
Categorical

HIGH CORRELATION IMBALANCE

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

<NA>	8623
옥상	704
옥외	519
기타	139
옥상+옥외	10
Other values (2)	5

Length

Max length	5
Median length	4
Mean length	3.7283
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	8623	86.2%
옥상	704	7.0%
옥외	519	5.2%
기타	139	1.4%
옥상+옥외	10	0.1%
주차장	4	< 0.1%
건물일체형	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	8623	86.2%
옥상	704	7.0%
옥외	519	5.2%
기타	139	1.4%
옥상+옥외	10	0.1%
주차장	4	< 0.1%
건물일체형	1	< 0.1%

가동상태구분명
Categorical

IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

정상가동	8888
가동중단	668
폐기	444

Length

Max length	4
Median length	4
Mean length	3.9112
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	정상가동
2nd row	정상가동
3rd row	정상가동
4th row	가동중단
5th row	정상가동

Common Values

Value	Count	Frequency (%)
정상가동	8888	88.9%
가동중단	668	6.7%
폐기	444	4.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
정상가동	8888	88.9%
가동중단	668	6.7%
폐기	444	4.4%

설비용량
Real number (ℝ)

HIGH CORRELATION

Distinct	2371
Distinct (%)	23.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	173.11736

Minimum	0
Maximum	3000
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	19.44
Q1	82.4625
median	99
Q3	99.9
95-th percentile	904.405
Maximum	3000
Range	3000
Interquartile range (IQR)	17.4375

Descriptive statistics

Standard deviation	282.53559
Coefficient of variation (CV)	1.6320465
Kurtosis	28.258504
Mean	173.11736
Median Absolute Deviation (MAD)	1.8
Skewness	4.5716103
Sum	1731173.6
Variance	79826.357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99.0	898	9.0%
99.96	277	2.8%
99.9	266	2.7%
99.84	248	2.5%
99.36	244	2.4%
99.6	221	2.2%
97.92	193	1.9%
99.2	188	1.9%
99.45	156	1.6%
98.28	148	1.5%
Other values (2361)	7161	71.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	< 0.1%
0.32	1	< 0.1%
3.0	2	< 0.1%
3.08	1	< 0.1%
3.5	1	< 0.1%
3.96	1	< 0.1%
4.0	1	< 0.1%
4.04	2	< 0.1%
5.0	8	0.1%
5.3	1	< 0.1%

Value	Count	Frequency (%)
3000.0	5	0.1%
2999.1	1	< 0.1%
2997.68	1	< 0.1%
2996.91	2	< 0.1%
2995.2	1	< 0.1%
2992.0	1	< 0.1%
2980.8	1	< 0.1%
2706.0	1	< 0.1%
2673.0	1	< 0.1%
2600.0	1	< 0.1%

공급전압
Categorical

IMBALANCE

Distinct	21
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

380	8853
22900	801
220	135
220380	104
220+380	53
Other values (16)	54

Length

Max length	8
Median length	3
Mean length	3.2277
Min length	1

Unique

Unique	10 ?
Unique (%)	0.1%

Sample

1st row	380
2nd row	380
3rd row	22900
4th row	380
5th row	220380

Common Values

Value	Count	Frequency (%)
380	8853	88.5%
22900	801	8.0%
220	135	1.4%
220380	104	1.0%
220+380	53	0.5%
380+220	26	0.3%
154000	8	0.1%
360	3	< 0.1%
12900	3	< 0.1%
229000	2	< 0.1%
Other values (11)	12	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
380	8853	88.5%
22900	801	8.0%
220	135	1.4%
220380	104	1.0%
220+380	53	0.5%
380+220	26	0.3%
154000	8	0.1%
360	3	< 0.1%
12900	3	< 0.1%
22.9	2	< 0.1%
Other values (11)	12	0.1%

주파수
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

60	9996
30	2
220	1
62	1

Length

Max length	3
Median length	2
Mean length	2.0001
Min length	2

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	60
2nd row	60
3rd row	60
4th row	60
5th row	60

Common Values

Value	Count	Frequency (%)
60	9996	> 99.9%
30	2	< 0.1%
220	1	< 0.1%
62	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
60	9996	> 99.9%
30	2	< 0.1%
220	1	< 0.1%
62	1	< 0.1%

설치연도
Real number (ℝ)

Distinct	28
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.388

Minimum	1900
Maximum	2029
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1900
5-th percentile	2012
Q1	2017
median	2020
Q3	2021
95-th percentile	2023
Maximum	2029
Range	129
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	13.08441
Coefficient of variation (CV)	0.0064858171
Kurtosis	70.948144
Mean	2017.388
Median Absolute Deviation (MAD)	2
Skewness	-8.2510001
Sum	20173880
Variance	171.20178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
2021	1619	16.2%
2020	1547	15.5%
2022	1159	11.6%
2019	1122	11.2%
2018	1075	10.8%
2017	820	8.2%
2023	661	6.6%
2014	482	4.8%
2015	424	4.2%
2016	407	4.1%
Other values (18)	684	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1900	114	1.1%
1998	1	< 0.1%
2000	99	1.0%
2002	1	< 0.1%
2003	1	< 0.1%
2005	1	< 0.1%
2006	10	0.1%
2007	11	0.1%
2008	53	0.5%
2009	51	0.5%

Value	Count	Frequency (%)
2029	1	< 0.1%
2026	1	< 0.1%
2025	4	< 0.1%
2024	11	0.1%
2023	661	6.6%
2022	1159	11.6%
2021	1619	16.2%
2020	1547	15.5%
2019	1122	11.2%
2018	1075	10.8%

세부용도
Categorical

HIGH CORRELATION IMBALANCE

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

<NA>	6533
발전사업용	2844
전기사업	380
사업용	120
태양광	90
Other values (2)	33

Length

Max length	7
Median length	4
Mean length	4.2669
Min length	3

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	6533	65.3%
발전사업용	2844	28.4%
전기사업	380	3.8%
사업용	120	1.2%
태양광	90	0.9%
전기사업용	32	0.3%
가스엔진발전기	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	6533	65.3%
발전사업용	2844	28.4%
전기사업	380	3.8%
사업용	120	1.2%
태양광	90	0.9%
전기사업용	32	0.3%
가스엔진발전기	1	< 0.1%

허가일자
Date

MISSING

Distinct	2228
Distinct (%)	32.6%
Missing	3169
Missing (%)	31.7%
Memory size	156.2 KiB

Minimum	2002-01-10 00:00:00
Maximum	2024-01-16 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

허가기관
Text

MISSING

Distinct	52
Distinct (%)	0.9%
Missing	4199
Missing (%)	42.0%
Memory size	156.2 KiB

Length

Max length	12
Median length	11
Mean length	8.1911739
Min length	3

Characters and Unicode

Total characters	47517
Distinct characters	64
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	1 ?
Unique (%)	< 0.1%

Sample

1st row	부산광역시청
2nd row	충청남도 서산시청
3rd row	경기도 안성시청
4th row	부산광역시청
5th row	경상남도 합천군청

Value	Count	Frequency (%)
강원도	998	9.2%
경기도	956	8.8%
경상북도	665	6.1%
경상남도	662	6.1%
화성시청	442	4.1%
강원도청	405	3.7%
충청남도	390	3.6%
서산시청	390	3.6%
강원특별자치도	375	3.5%
전라북도	361	3.3%
Other values (46)	5171	47.8%

Most occurring characters

Value	Count	Frequency (%)
도	5617	11.8%
	5014	10.6%
청	4837	10.2%
시	2911	6.1%
경	2563	5.4%
군	2364	5.0%
원	2107	4.4%
강	1914	4.0%
북	1562	3.3%
남	1401	2.9%
Other values (54)	17227	36.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	42503	89.4%
Space Separator	5014	10.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
도	5617	13.2%
청	4837	11.4%
시	2911	6.8%
경	2563	6.0%
군	2364	5.6%
원	2107	5.0%
강	1914	4.5%
북	1562	3.7%
남	1401	3.3%
상	1327	3.1%
Other values (53)	15900	37.4%

Space Separator

Value	Count	Frequency (%)
	5014	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	42503	89.4%
Common	5014	10.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
도	5617	13.2%
청	4837	11.4%
시	2911	6.8%
경	2563	6.0%
군	2364	5.6%
원	2107	5.0%
강	1914	4.5%
북	1562	3.7%
남	1401	3.3%
상	1327	3.1%
Other values (53)	15900	37.4%

Common

Value	Count	Frequency (%)
	5014	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	42503	89.4%
ASCII	5014	10.6%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
도	5617	13.2%
청	4837	11.4%
시	2911	6.8%
경	2563	6.0%
군	2364	5.6%
원	2107	5.0%
강	1914	4.5%
북	1562	3.7%
남	1401	3.3%
상	1327	3.1%
Other values (53)	15900	37.4%

ASCII

Value	Count	Frequency (%)
	5014	100.0%

설치면적
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	938
Distinct (%)	79.0%
Missing	8812
Missing (%)	88.1%
Infinite	0
Infinite (%)	0.0%
Mean	1308.2633

Minimum	8.78
Maximum	44297
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	8.78
5-th percentile	101.308
Q1	407.6
median	596
Q3	1281.5
95-th percentile	5003.9
Maximum	44297
Range	44288.22
Interquartile range (IQR)	873.9

Descriptive statistics

Standard deviation	2563.7611
Coefficient of variation (CV)	1.9596675
Kurtosis	94.777454
Mean	1308.2633
Median Absolute Deviation (MAD)	395.5
Skewness	7.818429
Sum	1554216.8
Variance	6572870.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1500.0	12	0.1%
1650.0	8	0.1%
480.0	6	0.1%
482.0	6	0.1%
598.0	5	0.1%
1200.0	5	0.1%
453.44	5	0.1%
991.5	5	0.1%
574.0	5	0.1%
990.0	4	< 0.1%
Other values (928)	1127	11.3%
(Missing)	8812	88.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.78	1	< 0.1%
37.0	1	< 0.1%
42.0	1	< 0.1%
48.0	2	< 0.1%
48.17	1	< 0.1%
48.172	1	< 0.1%
50.0	1	< 0.1%
51.36	1	< 0.1%
52.93	1	< 0.1%
54.14	1	< 0.1%

Value	Count	Frequency (%)
44297.0	1	< 0.1%
29600.0	1	< 0.1%
29157.0	1	< 0.1%
14786.0	1	< 0.1%
14688.0	1	< 0.1%
14092.0	1	< 0.1%
13855.0	1	< 0.1%
13817.0	1	< 0.1%
13498.0	1	< 0.1%
12932.48	1	< 0.1%

데이터기준일자
Date

Distinct	54
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Minimum	2022-11-08 00:00:00
Maximum	2024-02-27 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

제공기관코드
Real number (ℝ)

HIGH CORRELATION

Distinct	75
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4860478.1

Minimum	3620000
Maximum	6420000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3620000
5-th percentile	4080000
Q1	4420000
median	4731000
Q3	5230000
95-th percentile	6260000
Maximum	6420000
Range	2800000
Interquartile range (IQR)	810000

Descriptive statistics

Standard deviation	608936.2
Coefficient of variation (CV)	0.12528319
Kurtosis	0.081447315
Mean	4860478.1
Median Absolute Deviation (MAD)	401000
Skewness	0.72610313
Sum	4.8604781 × 10¹⁰
Variance	3.708033 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4721000	467	4.7%
5530000	442	4.4%
4530000	390	3.9%
5710000	380	3.8%
6420000	360	3.6%
4820000	318	3.2%
4490000	310	3.1%
4780000	305	3.0%
4720000	294	2.9%
4430000	272	2.7%
Other values (65)	6462	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3620000	63	0.6%
3780000	11	0.1%
3820000	2	< 0.1%
3830000	2	< 0.1%
3860000	2	< 0.1%
3900000	5	0.1%
3930000	33	0.3%
3940000	62	0.6%
3990000	39	0.4%
4010000	32	0.3%

Value	Count	Frequency (%)
6420000	360	3.6%
6280000	107	1.1%
6260000	122	1.2%
5710000	380	3.8%
5670000	78	0.8%
5540000	94	0.9%
5530000	442	4.4%
5480000	213	2.1%
5450000	207	2.1%
5440000	159	1.6%

제공기관명
Text

Distinct	75
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	11
Median length	8
Mean length	8.04
Min length	3

Characters and Unicode

Total characters	80400
Distinct characters	73
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	0 ?
Unique (%)	0.0%

Sample

1st row	충청북도 청주시
2nd row	부산광역시
3rd row	충청남도 서산시
4th row	경기도 안성시
5th row	전북특별자치도 완주군

Value	Count	Frequency (%)
경기도	1278	6.6%
경상북도	1195	6.2%
충청남도	1175	6.1%
강원도	1099	5.7%
전라북도	960	4.9%
경상남도	869	4.5%
충청북도	846	4.4%
강원특별자치도	812	4.2%
전북특별자치도	809	4.2%
완주군	761	3.9%
Other values (64)	9607	49.5%

Most occurring characters

Value	Count	Frequency (%)
도	9889	12.3%
	9411	11.7%
군	4888	6.1%
시	4784	6.0%
북	3873	4.8%
경	3801	4.7%
남	2850	3.5%
청	2653	3.3%
전	2434	3.0%
주	2348	2.9%
Other values (63)	33469	41.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	70989	88.3%
Space Separator	9411	11.7%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
도	9889	13.9%
군	4888	6.9%
시	4784	6.7%
북	3873	5.5%
경	3801	5.4%
남	2850	4.0%
청	2653	3.7%
전	2434	3.4%
주	2348	3.3%
원	2240	3.2%
Other values (62)	31229	44.0%

Space Separator

Value	Count	Frequency (%)
	9411	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	70989	88.3%
Common	9411	11.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
도	9889	13.9%
군	4888	6.9%
시	4784	6.7%
북	3873	5.5%
경	3801	5.4%
남	2850	4.0%
청	2653	3.7%
전	2434	3.4%
주	2348	3.3%
원	2240	3.2%
Other values (62)	31229	44.0%

Common

Value	Count	Frequency (%)
	9411	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	70989	88.3%
ASCII	9411	11.7%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
도	9889	13.9%
군	4888	6.9%
시	4784	6.7%
북	3873	5.5%
경	3801	5.4%
남	2850	4.0%
청	2653	3.7%
전	2434	3.4%
주	2348	3.3%
원	2240	3.2%
Other values (62)	31229	44.0%

ASCII

Value	Count	Frequency (%)
	9411	100.0%

Heatmap
Table

	위도	경도	설치상세위치구분명	가동상태구분명	설비용량	공급전압	주파수	설치연도	세부용도	허가기관	설치면적	데이터기준일자	제공기관코드	제공기관명
위도	1.000	0.779	0.540	0.658	0.000	0.032	0.000	0.144	0.724	0.923	0.386	0.930	0.819	0.930
경도	0.779	1.000	0.662	0.425	0.157	0.134	0.077	0.224	0.754	0.982	0.000	0.957	0.900	0.957
설치상세위치구분명	0.540	0.662	1.000	0.404	0.071	0.355	NaN	0.078	0.243	0.818	0.046	0.855	0.552	0.855
가동상태구분명	0.658	0.425	0.404	1.000	0.252	0.349	0.000	0.608	0.240	0.760	0.075	0.764	0.500	0.807
설비용량	0.000	0.157	0.071	0.252	1.000	0.566	0.000	0.138	0.099	0.400	0.685	0.403	0.261	0.412
공급전압	0.032	0.134	0.355	0.349	0.566	1.000	0.000	0.402	0.362	0.641	0.504	0.639	0.561	0.667
주파수	0.000	0.077	NaN	0.000	0.000	0.000	1.000	0.000	0.000	0.000	NaN	0.000	0.000	0.000
설치연도	0.144	0.224	0.078	0.608	0.138	0.402	0.000	1.000	0.120	0.648	0.149	0.810	0.564	0.828
세부용도	0.724	0.754	0.243	0.240	0.099	0.362	0.000	0.120	1.000	0.969	0.138	0.980	0.770	0.980
허가기관	0.923	0.982	0.818	0.760	0.400	0.641	0.000	0.648	0.969	1.000	0.210	1.000	0.999	0.999
설치면적	0.386	0.000	0.046	0.075	0.685	0.504	NaN	0.149	0.138	0.210	1.000	0.071	0.053	0.040
데이터기준일자	0.930	0.957	0.855	0.764	0.403	0.639	0.000	0.810	0.980	1.000	0.071	1.000	0.989	1.000
제공기관코드	0.819	0.900	0.552	0.500	0.261	0.561	0.000	0.564	0.770	0.999	0.053	0.989	1.000	1.000
제공기관명	0.930	0.957	0.855	0.807	0.412	0.667	0.000	0.828	0.980	0.999	0.040	1.000	1.000	1.000

Heatmap
Table

	주파수	가동상태구분명	공급전압	설치상세위치구분명	세부용도
주파수	1.000	0.000	0.000	1.000	0.000
가동상태구분명	0.000	1.000	0.172	0.183	0.102
공급전압	0.000	0.172	1.000	0.249	0.200
설치상세위치구분명	1.000	0.183	0.249	1.000	0.158
세부용도	0.000	0.102	0.200	0.158	1.000

Heatmap
Table

	위도	경도	설비용량	설치연도	설치면적	제공기관코드	설치상세위치구분명	가동상태구분명	공급전압	주파수	세부용도
위도	1.000	-0.152	-0.042	-0.203	0.224	-0.755	0.368	0.371	0.020	0.000	0.428
경도	-0.152	1.000	0.067	-0.087	0.038	0.301	0.458	0.282	0.080	0.046	0.624
설비용량	-0.042	0.067	1.000	0.044	0.663	-0.015	0.026	0.155	0.247	0.000	0.052
설치연도	-0.203	-0.087	0.044	1.000	-0.294	-0.101	0.172	0.363	0.164	0.000	0.082
설치면적	0.224	0.038	0.663	-0.294	1.000	-0.140	0.037	0.031	0.348	1.000	0.055
제공기관코드	-0.755	0.301	-0.015	-0.101	-0.140	1.000	0.346	0.255	0.246	0.000	0.514
설치상세위치구분명	0.368	0.458	0.026	0.172	0.037	0.346	1.000	0.183	0.249	1.000	0.158
가동상태구분명	0.371	0.282	0.155	0.363	0.031	0.255	0.183	1.000	0.172	0.000	0.102
공급전압	0.020	0.080	0.247	0.164	0.348	0.246	0.249	0.172	1.000	0.000	0.200
주파수	0.000	0.046	0.000	0.000	1.000	0.000	1.000	0.000	0.000	1.000	0.000
세부용도	0.428	0.624	0.052	0.082	0.055	0.514	0.158	0.102	0.200	0.000	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

	태양광발전시설명	소재지도로명주소	소재지지번주소	위도	경도	설치상세위치구분명	가동상태구분명	설비용량	공급전압	주파수	설치연도	세부용도	허가일자	허가기관	설치면적	데이터기준일자	제공기관코드	제공기관명
45242	한성 태양광발전소	충청북도 청주시 청원구 오창읍 두릉1길 63-22	<NA>	<NA>	<NA>	<NA>	정상가동	199.82	380	60	2023	전기사업	2022-06-23	<NA>	<NA>	2023-08-07	5710000	충청북도 청주시
3193	주식회사 부산태양광1호(트렉스타 본사	부산광역시 강서구 녹산산업중로192번길 23(송정동)	<NA>	35.091512	128.841492	<NA>	정상가동	194.4	380	60	2022	발전사업용	2021-09-13	부산광역시청	<NA>	2022-11-29	6260000	부산광역시
30420	옥당태양광발전소	충청남도 서산시 부석면 대두리 501-28, 501-29, 501-34	<NA>	<NA>	<NA>	<NA>	정상가동	999.6	22900	60	2023	<NA>	2023-05-15	충청남도 서산시청	<NA>	2023-07-12	4530000	충청남도 서산시
34973	명보4호 태양광발전소	<NA>	경기도 안성시 대덕면 무능리 309,314,315	<NA>	<NA>	<NA>	가동중단	99.68	380	60	2020	<NA>	2020-09-21	경기도 안성시청	<NA>	2023-07-06	4080000	경기도 안성시
6873	대흥3호 태양광발전소	<NA>	전북특별자치도 완주군 소양면 대흥리 887(답)(토지위)	<NA>	<NA>	<NA>	정상가동	50.0	220380	60	2017	<NA>	2017-08-28	<NA>	1339.0	2024-01-29	4721000	전북특별자치도 완주군
3266	한국대동지공업3 태양광발전소	부산광역시 강서구 과학산단로333번길 32 (지사동)	<NA>	35.146289	128.832674	<NA>	정상가동	91.8	380	60	2021	발전사업용	2021-03-04	부산광역시청	<NA>	2022-11-29	6260000	부산광역시
36242	유정태양광발전소	<NA>	전북특별자치도 완주군 용진읍 간중리 877번지 건물상부	<NA>	<NA>	<NA>	정상가동	19.0	380	60	2014	<NA>	2014-02-25	<NA>	96.0	2024-01-29	4721000	전북특별자치도 완주군
12749	선택한우발전소3호	경상남도 합천군 율곡면 임북1길 45	경상남도 합천군 율곡면 임북리 555번지 8호	<NA>	<NA>	<NA>	정상가동	99.9	380	60	2020	발전사업용	2019-11-26	경상남도 합천군청	<NA>	2023-10-25	5480000	경상남도 합천군
31395	서산54호 태양광발전소	충청남도 서산시 부석면 지산리 150-10	<NA>	<NA>	<NA>	<NA>	정상가동	98.8	380	60	2018	<NA>	2018-07-12	충청남도 서산시청	<NA>	2023-07-12	4530000	충청남도 서산시
11183	153선교태양광발전소	경상남도 김해시 인제로 190, 선교빌딩 (어방동)	<NA>	<NA>	<NA>	<NA>	정상가동	59.78	380	60	2016	<NA>	2015-11-04	경상남도 김해시청	<NA>	2022-11-29	5350000	경상남도 김해시

	태양광발전시설명	소재지도로명주소	소재지지번주소	위도	경도	설치상세위치구분명	가동상태구분명	설비용량	공급전압	주파수	설치연도	세부용도	허가일자	허가기관	설치면적	데이터기준일자	제공기관코드	제공기관명
18900	파란하늘1호태양광발전소	<NA>	전라북도 완주군 경천면	<NA>	<NA>	<NA>	정상가동	90.675	380	60	2022	<NA>	<NA>	<NA>	<NA>	2022-11-22	4720000	전라북도 완주군
9580	새봄1호 태양광발전소	충청남도 천안시 서북구 성환읍 양령2길 184	<NA>	<NA>	<NA>	<NA>	정상가동	99.96	380	60	2023	<NA>	<NA>	<NA>	<NA>	2023-07-04	4490000	충청남도 천안시
34740	우리5호 태양광발전소	<NA>	경기도 안성시 미양면 고지리 48-1,43,44-1,48,51 마동	<NA>	<NA>	<NA>	가동중단	98.88	380	60	2022	<NA>	2022-08-18	경기도 안성시청	<NA>	2023-07-06	4080000	경기도 안성시
24546	구현 태양광발전소	강원도 인제군 남면 관대리 산 106번지 3호	<NA>	<NA>	<NA>	<NA>	정상가동	99.23	380	60	2017	<NA>	2016-11-08	강원도 인제군청	<NA>	2022-12-01	4331000	강원특별자치도 인제군
33555	병철태양광발전소	<NA>	전라북도 고창군 성내면 옥제리 산1-1	<NA>	<NA>	<NA>	정상가동	297.0	22900	60	2015	<NA>	<NA>	<NA>	<NA>	2023-07-10	4780000	전라북도 고창군
14710	통해제9태양광	충청남도 부여군 초촌면 국사로129번길 118	<NA>	<NA>	<NA>	<NA>	정상가동	999.0	380	60	2018	<NA>	2016-11-17	<NA>	<NA>	2023-03-20	4570000	충청남도 부여군
3879	금평1호 태앙광발전소	<NA>	충청남도 천안시 서북구 성환읍 신가리 503-8 ,9(건물 위)	<NA>	<NA>	<NA>	정상가동	99.96	380	60	2020	<NA>	<NA>	<NA>	<NA>	2023-07-04	4490000	충청남도 천안시
47498	성우에너지	<NA>	경상북도 영주시 이산면 두월리	<NA>	<NA>	옥외	정상가동	98.28	380	60	2008	<NA>	2007-11-27	<NA>	<NA>	2023-08-18	5090000	경상북도 영주시
1749	보라매1호 태양광발전소	<NA>	강원도 강릉시 구정면	<NA>	<NA>	<NA>	정상가동	20.0	380	60	2021	발전사업용	<NA>	강원도 강릉시청	<NA>	2022-11-25	4200000	강원도 강릉시
49182	마전2호 태양광발전소	<NA>	경상북도 예천군 지보면 마전리 754번지 1호 750	<NA>	<NA>	<NA>	정상가동	99.36	380	60	2021	발전사업용	2019-05-31	경상북도 예천군청	<NA>	2023-10-12	5230000	경상북도 예천군

Most frequently occurring

	태양광발전시설명	소재지도로명주소	소재지지번주소	위도	경도	설치상세위치구분명	가동상태구분명	설비용량	공급전압	주파수	설치연도	세부용도	허가일자	허가기관	설치면적	데이터기준일자	제공기관코드	제공기관명	# duplicates
0	성은에너지 태양광발전소	경기도 고양시 일산서구 이산포길 364-60	<NA>	<NA>	<NA>	<NA>	정상가동	99.0	380	60	2015	발전사업용	<NA>	<NA>	<NA>	2022-11-21	3940000	경기도 고양시	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Decimal Number

Other Punctuation

Open Punctuation

Close Punctuation

Space Separator

Dash Punctuation

Other Symbol

Connector Punctuation

Math Symbol

Letter Number

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

Hangul

ASCII

None

Compat Jamo

CJK

Number Forms

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Lowercase Letter

Other Punctuation

Open Punctuation

Close Punctuation

Other Symbol

Space Separator

Dash Punctuation

Math Symbol

Letter Number

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Number Forms

CJK Compat

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

Math Symbol

Space Separator

Dash Punctuation

Other Symbol

Letter Number

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han