Overview

Dataset statistics

Number of variables14
Number of observations835
Missing cells4003
Missing cells (%)34.2%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory97.2 KiB
Average record size in memory119.2 B

Variable types

DateTime2
Text3
Unsupported4
Categorical4
Numeric1

Dataset

Description전남 장흥군의 태양광 발전 허가 목록(발전소명, 발전소 주소, 허가용량, 허가일, 개시일)
Author전라남도 장흥군
URLhttps://www.data.go.kr/data/15034059/fileData.do

Alerts

주파수 has constant value ""Constant
설비용량 is highly overall correlated with 공급전압High correlation
공급전압 is highly overall correlated with 설비용량High correlation
설치위치 is highly imbalanced (62.4%)Imbalance
공급전압 is highly imbalanced (59.3%)Imbalance
사업개시일 has 662 (79.3%) missing valuesMissing
완공개시일 has 835 (100.0%) missing valuesMissing
공사준공예정일 has 835 (100.0%) missing valuesMissing
설치면적 has 835 (100.0%) missing valuesMissing
설치구분 has 835 (100.0%) missing valuesMissing
완공개시일 is an unsupported type, check if it needs cleaning or further analysisUnsupported
공사준공예정일 is an unsupported type, check if it needs cleaning or further analysisUnsupported
설치면적 is an unsupported type, check if it needs cleaning or further analysisUnsupported
설치구분 is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2023-12-12 00:40:13.181448
Analysis finished2023-12-12 00:40:14.146872
Duration0.97 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

Distinct141
Distinct (%)16.9%
Missing0
Missing (%)0.0%
Memory size6.7 KiB
Minimum2006-07-28 00:00:00
Maximum2019-12-09 00:00:00
2023-12-12T09:40:14.204132image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T09:40:14.304006image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
Distinct803
Distinct (%)96.2%
Missing0
Missing (%)0.0%
Memory size6.7 KiB
2023-12-12T09:40:14.657691image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length26
Median length24
Mean length10.71976
Min length5

Characters and Unicode

Total characters8951
Distinct characters329
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique778 ?
Unique (%)93.2%

Sample

1st row다우에너지 남포햇빛살림소
2nd row다우에너지 용산태양광발전소(홍제산업)
3rd row하나전기 하나 태양광발전소
4th row합명회사 광산무역태양광발전소
5th row장흥 태양광발전소
ValueCountFrequency (%)
태양광발전소 777
45.3%
주식회사 24
 
1.4%
1호 9
 
0.5%
장흥 9
 
0.5%
수상태양광발전소 8
 
0.5%
대인 7
 
0.4%
2호 7
 
0.4%
정남진 6
 
0.3%
정진 4
 
0.2%
3호 4
 
0.2%
Other values (805) 860
50.1%
2023-12-12T09:40:15.131517image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
882
 
9.9%
834
 
9.3%
831
 
9.3%
831
 
9.3%
828
 
9.3%
819
 
9.1%
815
 
9.1%
264
 
2.9%
1 103
 
1.2%
2 97
 
1.1%
Other values (319) 2647
29.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 7667
85.7%
Space Separator 882
 
9.9%
Decimal Number 319
 
3.6%
Close Punctuation 27
 
0.3%
Open Punctuation 27
 
0.3%
Uppercase Letter 23
 
0.3%
Other Punctuation 3
 
< 0.1%
Lowercase Letter 2
 
< 0.1%
Other Symbol 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
834
 
10.9%
831
 
10.8%
831
 
10.8%
828
 
10.8%
819
 
10.7%
815
 
10.6%
264
 
3.4%
74
 
1.0%
74
 
1.0%
64
 
0.8%
Other values (289) 2233
29.1%
Uppercase Letter
ValueCountFrequency (%)
S 4
17.4%
A 3
13.0%
R 3
13.0%
T 3
13.0%
B 2
8.7%
N 2
8.7%
H 1
 
4.3%
M 1
 
4.3%
K 1
 
4.3%
U 1
 
4.3%
Other values (2) 2
8.7%
Decimal Number
ValueCountFrequency (%)
1 103
32.3%
2 97
30.4%
3 46
14.4%
4 27
 
8.5%
5 14
 
4.4%
6 10
 
3.1%
7 9
 
2.8%
9 5
 
1.6%
8 5
 
1.6%
0 3
 
0.9%
Other Punctuation
ValueCountFrequency (%)
, 2
66.7%
& 1
33.3%
Lowercase Letter
ValueCountFrequency (%)
k 1
50.0%
o 1
50.0%
Space Separator
ValueCountFrequency (%)
882
100.0%
Close Punctuation
ValueCountFrequency (%)
) 27
100.0%
Open Punctuation
ValueCountFrequency (%)
( 27
100.0%
Other Symbol
ValueCountFrequency (%)
1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 7668
85.7%
Common 1258
 
14.1%
Latin 25
 
0.3%

Most frequent character per script

Hangul
ValueCountFrequency (%)
834
 
10.9%
831
 
10.8%
831
 
10.8%
828
 
10.8%
819
 
10.7%
815
 
10.6%
264
 
3.4%
74
 
1.0%
74
 
1.0%
64
 
0.8%
Other values (290) 2234
29.1%
Common
ValueCountFrequency (%)
882
70.1%
1 103
 
8.2%
2 97
 
7.7%
3 46
 
3.7%
4 27
 
2.1%
) 27
 
2.1%
( 27
 
2.1%
5 14
 
1.1%
6 10
 
0.8%
7 9
 
0.7%
Other values (5) 16
 
1.3%
Latin
ValueCountFrequency (%)
S 4
16.0%
A 3
12.0%
R 3
12.0%
T 3
12.0%
B 2
8.0%
N 2
8.0%
H 1
 
4.0%
M 1
 
4.0%
K 1
 
4.0%
U 1
 
4.0%
Other values (4) 4
16.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 7667
85.7%
ASCII 1283
 
14.3%
None 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
882
68.7%
1 103
 
8.0%
2 97
 
7.6%
3 46
 
3.6%
4 27
 
2.1%
) 27
 
2.1%
( 27
 
2.1%
5 14
 
1.1%
6 10
 
0.8%
7 9
 
0.7%
Other values (19) 41
 
3.2%
Hangul
ValueCountFrequency (%)
834
 
10.9%
831
 
10.8%
831
 
10.8%
828
 
10.8%
819
 
10.7%
815
 
10.6%
264
 
3.4%
74
 
1.0%
74
 
1.0%
64
 
0.8%
Other values (289) 2233
29.1%
None
ValueCountFrequency (%)
1
100.0%

사업개시일
Date

MISSING 

Distinct82
Distinct (%)47.4%
Missing662
Missing (%)79.3%
Memory size6.7 KiB
Minimum2006-09-11 00:00:00
Maximum2019-11-13 00:00:00
2023-12-12T09:40:15.250060image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T09:40:15.356672image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

완공개시일
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing835
Missing (%)100.0%
Memory size7.5 KiB

공사준공예정일
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing835
Missing (%)100.0%
Memory size7.5 KiB

주소
Text

Distinct624
Distinct (%)74.7%
Missing0
Missing (%)0.0%
Memory size6.7 KiB
2023-12-12T09:40:15.693854image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length115
Median length82
Mean length29.379641
Min length18

Characters and Unicode

Total characters24532
Distinct characters147
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique553 ?
Unique (%)66.2%

Sample

1st row전라남도 장흥군 용산면 상발리 761외2
2nd row전라남도 장흥군 용산면 상발리 763
3rd row전라남도 장흥군 대덕읍 연지리4-15외2(4-25,4-32)
4th row전라남도 장흥군 장흥읍 금산리 산192-1외 3
5th row전라남도 장흥군 장평면 봉림리 산147-1
ValueCountFrequency (%)
전라남도 835
 
16.1%
장흥군 835
 
16.1%
196
 
3.8%
관산읍 168
 
3.2%
장평면 166
 
3.2%
대덕읍 112
 
2.2%
안양면 109
 
2.1%
장흥읍 89
 
1.7%
용산면 70
 
1.3%
장동면 59
 
1.1%
Other values (1066) 2553
49.2%
2023-12-12T09:40:16.177846image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
4358
 
17.8%
1154
 
4.7%
1 1085
 
4.4%
- 974
 
4.0%
933
 
3.8%
904
 
3.7%
860
 
3.5%
849
 
3.5%
837
 
3.4%
837
 
3.4%
Other values (137) 11741
47.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 12393
50.5%
Decimal Number 5394
22.0%
Space Separator 4358
 
17.8%
Dash Punctuation 974
 
4.0%
Other Punctuation 757
 
3.1%
Open Punctuation 324
 
1.3%
Close Punctuation 324
 
1.3%
Uppercase Letter 7
 
< 0.1%
Math Symbol 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
1154
 
9.3%
933
 
7.5%
904
 
7.3%
860
 
6.9%
849
 
6.9%
837
 
6.8%
837
 
6.8%
836
 
6.7%
835
 
6.7%
467
 
3.8%
Other values (115) 3881
31.3%
Decimal Number
ValueCountFrequency (%)
1 1085
20.1%
2 758
14.1%
3 577
10.7%
5 549
10.2%
4 495
9.2%
7 444
8.2%
6 418
 
7.7%
0 411
 
7.6%
8 348
 
6.5%
9 309
 
5.7%
Uppercase Letter
ValueCountFrequency (%)
B 2
28.6%
A 2
28.6%
C 2
28.6%
D 1
14.3%
Other Punctuation
ValueCountFrequency (%)
, 737
97.4%
/ 18
 
2.4%
. 2
 
0.3%
Space Separator
ValueCountFrequency (%)
4358
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 974
100.0%
Open Punctuation
ValueCountFrequency (%)
( 324
100.0%
Close Punctuation
ValueCountFrequency (%)
) 324
100.0%
Math Symbol
ValueCountFrequency (%)
+ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 12393
50.5%
Common 12132
49.5%
Latin 7
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
1154
 
9.3%
933
 
7.5%
904
 
7.3%
860
 
6.9%
849
 
6.9%
837
 
6.8%
837
 
6.8%
836
 
6.7%
835
 
6.7%
467
 
3.8%
Other values (115) 3881
31.3%
Common
ValueCountFrequency (%)
4358
35.9%
1 1085
 
8.9%
- 974
 
8.0%
2 758
 
6.2%
, 737
 
6.1%
3 577
 
4.8%
5 549
 
4.5%
4 495
 
4.1%
7 444
 
3.7%
6 418
 
3.4%
Other values (8) 1737
 
14.3%
Latin
ValueCountFrequency (%)
B 2
28.6%
A 2
28.6%
C 2
28.6%
D 1
14.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 12390
50.5%
ASCII 12139
49.5%
Compat Jamo 3
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
4358
35.9%
1 1085
 
8.9%
- 974
 
8.0%
2 758
 
6.2%
, 737
 
6.1%
3 577
 
4.8%
5 549
 
4.5%
4 495
 
4.1%
7 444
 
3.7%
6 418
 
3.4%
Other values (12) 1744
14.4%
Hangul
ValueCountFrequency (%)
1154
 
9.3%
933
 
7.5%
904
 
7.3%
860
 
6.9%
849
 
6.9%
837
 
6.8%
837
 
6.8%
836
 
6.7%
835
 
6.7%
467
 
3.8%
Other values (112) 3878
31.3%
Compat Jamo
ValueCountFrequency (%)
1
33.3%
1
33.3%
1
33.3%

설치위치
Categorical

IMBALANCE 

Distinct5
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size6.7 KiB
<NA>
706 
부지
 
46
임야
 
44
건축물
 
38
주차장
 
1

Length

Max length4
Median length4
Mean length3.7377246
Min length2

Unique

Unique1 ?
Unique (%)0.1%

Sample

1st row부지
2nd row부지
3rd row임야
4th row임야
5th row임야

Common Values

ValueCountFrequency (%)
<NA> 706
84.6%
부지 46
 
5.5%
임야 44
 
5.3%
건축물 38
 
4.6%
주차장 1
 
0.1%

Length

2023-12-12T09:40:16.328351image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T09:40:16.490381image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 706
84.6%
부지 46
 
5.5%
임야 44
 
5.3%
건축물 38
 
4.6%
주차장 1
 
0.1%

설비용량
Real number (ℝ)

HIGH CORRELATION 

Distinct293
Distinct (%)35.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean295.32929
Minimum8.93
Maximum1000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size7.5 KiB
2023-12-12T09:40:16.600756image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum8.93
5-th percentile51.012
Q199
median99.84
Q3400
95-th percentile997.92
Maximum1000
Range991.07
Interquartile range (IQR)301

Descriptive statistics

Standard deviation317.90797
Coefficient of variation (CV)1.0764525
Kurtosis0.55243008
Mean295.32929
Median Absolute Deviation (MAD)30.48
Skewness1.4291388
Sum246599.96
Variance101065.48
MonotonicityNot monotonic
2023-12-12T09:40:16.726702image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
99.0 111
 
13.3%
997.92 40
 
4.8%
99.84 30
 
3.6%
99.9 30
 
3.6%
99.28 26
 
3.1%
99.45 26
 
3.1%
498.96 20
 
2.4%
99.36 19
 
2.3%
999.0 17
 
2.0%
97.92 17
 
2.0%
Other values (283) 499
59.8%
ValueCountFrequency (%)
8.93 1
0.1%
18.63 1
0.1%
19.08 1
0.1%
19.88 1
0.1%
20.1 1
0.1%
21.0 1
0.1%
24.49 1
0.1%
25.2 1
0.1%
28.32 1
0.1%
28.91 1
0.1%
ValueCountFrequency (%)
1000.0 5
 
0.6%
999.81 2
 
0.2%
999.6 4
 
0.5%
999.32 1
 
0.1%
999.24 8
 
1.0%
999.0 17
2.0%
998.82 1
 
0.1%
998.73 1
 
0.1%
998.64 1
 
0.1%
997.92 40
4.8%

공급전압
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct3
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Memory size6.7 KiB
380
701 
22000
133 
3380
 
1

Length

Max length5
Median length3
Mean length3.3197605
Min length3

Unique

Unique1 ?
Unique (%)0.1%

Sample

1st row380
2nd row380
3rd row380
4th row380
5th row380

Common Values

ValueCountFrequency (%)
380 701
84.0%
22000 133
 
15.9%
3380 1
 
0.1%

Length

2023-12-12T09:40:16.859845image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T09:40:16.970966image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
380 701
84.0%
22000 133
 
15.9%
3380 1
 
0.1%

주파수
Categorical

CONSTANT 

Distinct1
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size6.7 KiB
60
835 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row60
2nd row60
3rd row60
4th row60
5th row60

Common Values

ValueCountFrequency (%)
60 835
100.0%

Length

2023-12-12T09:40:17.067324image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T09:40:17.155892image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
60 835
100.0%

설치면적
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing835
Missing (%)100.0%
Memory size7.5 KiB

설치구분
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing835
Missing (%)100.0%
Memory size7.5 KiB

지목
Text

Distinct64
Distinct (%)7.7%
Missing1
Missing (%)0.1%
Memory size6.7 KiB
2023-12-12T09:40:17.330044image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length8
Median length7
Mean length2.7074341
Min length1

Characters and Unicode

Total characters2258
Distinct characters74
Distinct categories5 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique33 ?
Unique (%)4.0%

Sample

1st row잡종지
2nd row잡종지
3rd row잡종지
4th row임야
5th row임야
ValueCountFrequency (%)
임야 281
33.6%
137
16.4%
74
 
8.9%
답(축사 71
 
8.5%
잡종지 58
 
6.9%
목(축사 50
 
6.0%
유지 16
 
1.9%
전(축사 16
 
1.9%
축사 11
 
1.3%
임(재배사 10
 
1.2%
Other values (53) 112
 
13.4%
2023-12-12T09:40:17.679085image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
306
13.6%
283
12.5%
226
10.0%
( 224
9.9%
) 224
9.9%
182
8.1%
159
 
7.0%
104
 
4.6%
81
 
3.6%
66
 
2.9%
Other values (64) 403
17.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1804
79.9%
Open Punctuation 224
 
9.9%
Close Punctuation 224
 
9.9%
Other Punctuation 4
 
0.2%
Space Separator 2
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
306
17.0%
283
15.7%
226
12.5%
182
10.1%
159
8.8%
104
 
5.8%
81
 
4.5%
66
 
3.7%
59
 
3.3%
51
 
2.8%
Other values (60) 287
15.9%
Open Punctuation
ValueCountFrequency (%)
( 224
100.0%
Close Punctuation
ValueCountFrequency (%)
) 224
100.0%
Other Punctuation
ValueCountFrequency (%)
, 4
100.0%
Space Separator
ValueCountFrequency (%)
2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1804
79.9%
Common 454
 
20.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
306
17.0%
283
15.7%
226
12.5%
182
10.1%
159
8.8%
104
 
5.8%
81
 
4.5%
66
 
3.7%
59
 
3.3%
51
 
2.8%
Other values (60) 287
15.9%
Common
ValueCountFrequency (%)
( 224
49.3%
) 224
49.3%
, 4
 
0.9%
2
 
0.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1804
79.9%
ASCII 454
 
20.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
306
17.0%
283
15.7%
226
12.5%
182
10.1%
159
8.8%
104
 
5.8%
81
 
4.5%
66
 
3.7%
59
 
3.3%
51
 
2.8%
Other values (60) 287
15.9%
ASCII
ValueCountFrequency (%)
( 224
49.3%
) 224
49.3%
, 4
 
0.9%
2
 
0.4%

사업상태
Categorical

Distinct4
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size6.7 KiB
준비중
512 
사업개시
174 
허가취소
146 
<NA>
 
3

Length

Max length4
Median length3
Mean length3.3868263
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row사업개시
2nd row사업개시
3rd row사업개시
4th row허가취소
5th row허가취소

Common Values

ValueCountFrequency (%)
준비중 512
61.3%
사업개시 174
 
20.8%
허가취소 146
 
17.5%
<NA> 3
 
0.4%

Length

2023-12-12T09:40:17.817162image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T09:40:17.928852image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
준비중 512
61.3%
사업개시 174
 
20.8%
허가취소 146
 
17.5%
na 3
 
0.4%

Interactions

2023-12-12T09:40:13.710795image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T09:40:18.280163image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
사업개시일설치위치설비용량공급전압지목사업상태
사업개시일1.0000.9470.9170.9110.9891.000
설치위치0.9471.0000.4910.6500.9700.000
설비용량0.9170.4911.0000.7960.8160.384
공급전압0.9110.6500.7961.0000.7550.387
지목0.9890.9700.8160.7551.0000.751
사업상태1.0000.0000.3840.3870.7511.000
2023-12-12T09:40:18.405195image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
설치위치사업상태공급전압
설치위치1.0000.0000.451
사업상태0.0001.0000.141
공급전압0.4510.1411.000
2023-12-12T09:40:18.494419image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
설비용량설치위치공급전압사업상태
설비용량1.0000.3290.6820.249
설치위치0.3291.0000.4510.000
공급전압0.6820.4511.0000.141
사업상태0.2490.0000.1411.000

Missing values

2023-12-12T09:40:13.836819image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T09:40:13.992717image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
2023-12-12T09:40:14.096209image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

허가일자발전소명사업개시일완공개시일공사준공예정일주소설치위치설비용량공급전압주파수설치면적설치구분지목사업상태
02006-07-28다우에너지 남포햇빛살림소2006-09-11<NA><NA>전라남도 장흥군 용산면 상발리 761외2부지100.038060<NA><NA>잡종지사업개시
12006-07-28다우에너지 용산태양광발전소(홍제산업)2006-09-11<NA><NA>전라남도 장흥군 용산면 상발리 763부지100.038060<NA><NA>잡종지사업개시
22007-01-04하나전기 하나 태양광발전소2007-06-05<NA><NA>전라남도 장흥군 대덕읍 연지리4-15외2(4-25,4-32)임야200.038060<NA><NA>잡종지사업개시
32007-03-28합명회사 광산무역태양광발전소<NA><NA><NA>전라남도 장흥군 장흥읍 금산리 산192-1외 3임야99.038060<NA><NA>임야허가취소
42007-03-28장흥 태양광발전소<NA><NA><NA>전라남도 장흥군 장평면 봉림리 산147-1임야99.038060<NA><NA>임야허가취소
52007-08-06연지태양광발전소2008-04-30<NA><NA>전라남도 장흥군 대덕읍 연지리 529-2임야400.038060<NA><NA>잡종지사업개시
62007-10-01이앤피솔라 태양광발전소<NA><NA><NA>전라남도 장흥군 장평면 선정리 산60임야99.038060<NA><NA>임야허가취소
72007-10-29그린솔라 장평태양광발전소2008-09-20<NA><NA>전라남도 장흥군 장평면 선정리 산26외3 / 17, 17-1, 17-4, 18임야1000.02200060<NA><NA>잡종지사업개시
82007-11-21케이디이에너지 태양광발전소2009-09-14<NA><NA>전라남도 장흥군 안양면 운흥리 산106임야1000.02200060<NA><NA>임야사업개시
92007-12-07하나솔라텍 장흥 태양광발전소2008-09-22<NA><NA>전라남도 장흥군 대덕읍 연지리 4-17외1(4-18)임야300.038060<NA><NA>잡종지사업개시
허가일자발전소명사업개시일완공개시일공사준공예정일주소설치위치설비용량공급전압주파수설치면적설치구분지목사업상태
8252019-10-24승호2호 태양광발전소<NA><NA><NA>전라남도 장흥군 용산면 인암리 405-1(B) (건물위)<NA>99.638060<NA><NA>축사준비중
8262019-10-24승호3호 태양광발전소<NA><NA><NA>전라남도 장흥군 용산면 인암리 405-1(C) (건물위)<NA>74.738060<NA><NA>축사준비중
8272019-10-24동훈솔라 태양광발전소<NA><NA><NA>전라남도 장흥군 안양면 해창리 521-1 (건물위)<NA>98.7738060<NA><NA>축사준비중
8282019-12-09대인 태양광발전소1<NA><NA><NA>전라남도 장흥군 회진면 회진리 2155-1,가동(건물위)<NA>73.9238060<NA><NA>답(곤충사)준비중
8292019-12-09대인 태양광발전소2<NA><NA><NA>전라남도 장흥군 회진면 회진리 2155-1,나동(건물위)<NA>70.8438060<NA><NA>답(곤충사)준비중
8302019-12-09대인 태양광발전소3<NA><NA><NA>전라남도 장흥군 회진면 회진리 2155-1,다동(건물위)<NA>70.8438060<NA><NA>답(곤충사)준비중
8312019-12-09대인 태양광발전소4<NA><NA><NA>전라남도 장흥군 회진면 회진리 2155-1,라동(건물위)<NA>70.8438060<NA><NA>답(곤충사)준비중
8322019-12-09대인 태양광발전소5<NA><NA><NA>전라남도 장흥군 회진면 회진리 2155-1,마동(건물위)<NA>70.8438060<NA><NA>답(곤충사)준비중
8332019-12-09대인 태양광발전소6<NA><NA><NA>전라남도 장흥군 회진면 회진리 2155-1,바동(건물위)<NA>70.8438060<NA><NA>답(곤충사)준비중
8342019-12-09대인 태양광발전소7<NA><NA><NA>전라남도 장흥군 회진면 회진리 2155-1,사동(건물위)<NA>70.8438060<NA><NA>답(곤충사)준비중