Overview

Dataset statistics

Number of variables18
Number of observations30
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory4.7 KiB
Average record size in memory160.4 B

Variable types

Categorical16
Numeric2

Dataset

Description샘플 데이터
Author펌프킨
URLhttps://bigdata-region.kr/#/dataset/47188110-b40c-4b52-b985-30f650657c57

Alerts

시험_유형 has constant value ""Constant
공급_전류 has constant value ""Constant
비고 has constant value ""Constant
생산_일시 has constant value ""Constant
정산금_전력량 is highly overall correlated with 총_수익금 and 8 other fieldsHigh correlation
위약금 is highly overall correlated with 총_수익금 and 9 other fieldsHigh correlation
기여도 is highly overall correlated with 총_수익금 and 8 other fieldsHigh correlation
실행_일자 is highly overall correlated with 충전_사업자 and 5 other fieldsHigh correlation
전력_감축_량 is highly overall correlated with 총_수익금 and 8 other fieldsHigh correlation
실적_수익금 is highly overall correlated with 기본_수익금 and 2 other fieldsHigh correlation
전력_사용량 is highly overall correlated with 총_수익금 and 8 other fieldsHigh correlation
감축_기준값(CBL) is highly overall correlated with 총_수익금 and 8 other fieldsHigh correlation
충전_사업자 is highly overall correlated with 총_수익금 and 8 other fieldsHigh correlation
총_수익금 is highly overall correlated with 충전_사업자 and 7 other fieldsHigh correlation
기본_수익금 is highly overall correlated with 기준_년월 and 2 other fieldsHigh correlation
충전기명 is highly overall correlated with 충전_사업자 and 5 other fieldsHigh correlation
기준_년월 is highly overall correlated with 총_수익금 and 3 other fieldsHigh correlation
SOC is highly imbalanced (78.9%)Imbalance
기본_수익금 has 10 (33.3%) zerosZeros

Reproduction

Analysis started2023-12-10 13:50:59.588043
Analysis finished2023-12-10 13:51:02.814859
Duration3.23 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

실행_일자
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)10.0%
Missing0
Missing (%)0.0%
Memory size372.0 B
2021-05-12 13:52:34
24 
2021-05-12 13:51:54
5 
2021-05-12 13:51:00
 
1

Length

Max length19
Median length19
Mean length19
Min length19

Unique

Unique1 ?
Unique (%)3.3%

Sample

1st row2021-05-12 13:51:00
2nd row2021-05-12 13:51:54
3rd row2021-05-12 13:51:54
4th row2021-05-12 13:51:54
5th row2021-05-12 13:51:54

Common Values

ValueCountFrequency (%)
2021-05-12 13:52:34 24
80.0%
2021-05-12 13:51:54 5
 
16.7%
2021-05-12 13:51:00 1
 
3.3%

Length

2023-12-10T22:51:02.919775image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:03.080598image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-05-12 30
50.0%
13:52:34 24
40.0%
13:51:54 5
 
8.3%
13:51:00 1
 
1.7%

시험_유형
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
등록시험
30 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
등록시험 30
100.0%

Length

2023-12-10T22:51:03.243290image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:03.398899image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
등록시험 30
100.0%

충전_사업자
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
용화여객 차고지
24 
정관영업소
6 

Length

Max length8
Median length8
Mean length7.4
Min length5

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
용화여객 차고지 24
80.0%
정관영업소 6
 
20.0%

Length

2023-12-10T22:51:03.561820image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:03.714786image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
용화여객 24
44.4%
차고지 24
44.4%
정관영업소 6
 
11.1%

충전기명
Categorical

HIGH CORRELATION 

Distinct10
Distinct (%)33.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
KRPPKCP0285
6 
KRPPKCP0284
5 
KRPPKCP0281
4 
KRPPKCP0280
4 
KRPPKCP0283
3 
Other values (5)
8 

Length

Max length11
Median length11
Mean length11
Min length11

Unique

Unique2 ?
Unique (%)6.7%

Sample

1st rowKRPPKCP0285
2nd rowKRPPKCP0285
3rd rowKRPPKCP0285
4th rowKRPPKCP0285
5th rowKRPPKCP0285

Common Values

ValueCountFrequency (%)
KRPPKCP0285 6
20.0%
KRPPKCP0284 5
16.7%
KRPPKCP0281 4
13.3%
KRPPKCP0280 4
13.3%
KRPPKCP0283 3
10.0%
KRPPKCP0277 2
 
6.7%
KRPPKCP0279 2
 
6.7%
KRPPKCP0276 2
 
6.7%
KRPPKCP0282 1
 
3.3%
KRPPKCP0278 1
 
3.3%

Length

2023-12-10T22:51:03.897667image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:04.124937image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
krppkcp0285 6
20.0%
krppkcp0284 5
16.7%
krppkcp0281 4
13.3%
krppkcp0280 4
13.3%
krppkcp0283 3
10.0%
krppkcp0277 2
 
6.7%
krppkcp0279 2
 
6.7%
krppkcp0276 2
 
6.7%
krppkcp0282 1
 
3.3%
krppkcp0278 1
 
3.3%

기준_년월
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)16.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
202106
10 
202109
6 
202107
5 
202108
5 
202110
4 

Length

Max length6
Median length6
Mean length6
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row202110
2nd row202106
3rd row202107
4th row202108
5th row202110

Common Values

ValueCountFrequency (%)
202106 10
33.3%
202109 6
20.0%
202107 5
16.7%
202108 5
16.7%
202110 4
 
13.3%

Length

2023-12-10T22:51:04.371886image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:04.568965image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
202106 10
33.3%
202109 6
20.0%
202107 5
16.7%
202108 5
16.7%
202110 4
 
13.3%

공급_전류
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
10
30 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row10
2nd row10
3rd row10
4th row10
5th row10

Common Values

ValueCountFrequency (%)
10 30
100.0%

Length

2023-12-10T22:51:04.767451image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:04.926395image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
10 30
100.0%

SOC
Categorical

IMBALANCE 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
30
29 
100
 
1

Length

Max length3
Median length2
Mean length2.0333333
Min length2

Unique

Unique1 ?
Unique (%)3.3%

Sample

1st row30
2nd row30
3rd row30
4th row30
5th row100

Common Values

ValueCountFrequency (%)
30 29
96.7%
100 1
 
3.3%

Length

2023-12-10T22:51:05.126505image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:05.330623image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
30 29
96.7%
100 1
 
3.3%

감축_기준값(CBL)
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
250
24 
484
6 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row484
2nd row484
3rd row484
4th row484
5th row484

Common Values

ValueCountFrequency (%)
250 24
80.0%
484 6
 
20.0%

Length

2023-12-10T22:51:05.580233image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:05.869663image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
250 24
80.0%
484 6
 
20.0%

전력_사용량
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
44
24 
143
6 

Length

Max length3
Median length2
Mean length2.2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row143
2nd row143
3rd row143
4th row143
5th row143

Common Values

ValueCountFrequency (%)
44 24
80.0%
143 6
 
20.0%

Length

2023-12-10T22:51:06.128335image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:06.377455image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
44 24
80.0%
143 6
 
20.0%

전력_감축_량
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
206
24 
341
6 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row341
2nd row341
3rd row341
4th row341
5th row341

Common Values

ValueCountFrequency (%)
206 24
80.0%
341 6
 
20.0%

Length

2023-12-10T22:51:06.588304image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:06.887788image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
206 24
80.0%
341 6
 
20.0%

기여도
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
10
24 
16
6 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row16
2nd row16
3rd row16
4th row16
5th row16

Common Values

ValueCountFrequency (%)
10 24
80.0%
16 6
 
20.0%

Length

2023-12-10T22:51:07.076017image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:07.242075image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
10 24
80.0%
16 6
 
20.0%

정산금_전력량
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
205
24 
351
6 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row351
2nd row351
3rd row351
4th row351
5th row351

Common Values

ValueCountFrequency (%)
205 24
80.0%
351 6
 
20.0%

Length

2023-12-10T22:51:07.418311image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:07.592575image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
205 24
80.0%
351 6
 
20.0%

총_수익금
Real number (ℝ)

HIGH CORRELATION 

Distinct10
Distinct (%)33.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean681736.73
Minimum127921
Maximum2272287
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T22:51:07.736908image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum127921
5-th percentile168798.55
Q1307437
median415048
Q31067197
95-th percentile1601695.8
Maximum2272287
Range2144366
Interquartile range (IQR)759760

Descriptive statistics

Standard deviation550531.27
Coefficient of variation (CV)0.80754233
Kurtosis0.99442187
Mean681736.73
Median Absolute Deviation (MAD)153496
Skewness1.2669571
Sum20452102
Variance3.0308468 × 1011
MonotonicityNot monotonic
2023-12-10T22:51:07.922598image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
307437 9
30.0%
415048 5
16.7%
1067197 4
13.3%
1328733 4
13.3%
218760 2
 
6.7%
127921 2
 
6.7%
525752 1
 
3.3%
1825029 1
 
3.3%
2272287 1
 
3.3%
709779 1
 
3.3%
ValueCountFrequency (%)
127921 2
 
6.7%
218760 2
 
6.7%
307437 9
30.0%
415048 5
16.7%
525752 1
 
3.3%
709779 1
 
3.3%
1067197 4
13.3%
1328733 4
13.3%
1825029 1
 
3.3%
2272287 1
 
3.3%
ValueCountFrequency (%)
2272287 1
 
3.3%
1825029 1
 
3.3%
1328733 4
13.3%
1067197 4
13.3%
709779 1
 
3.3%
525752 1
 
3.3%
415048 5
16.7%
307437 9
30.0%
218760 2
 
6.7%
127921 2
 
6.7%

기본_수익금
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct7
Distinct (%)23.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean214201
Minimum0
Maximum709779
Zeros10
Zeros (%)33.3%
Negative0
Negative (%)0.0%
Memory size402.0 B
2023-12-10T22:51:08.080339image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median275221
Q3275221
95-th percentile445634.6
Maximum709779
Range709779
Interquartile range (IQR)275221

Descriptive statistics

Standard deviation187573.25
Coefficient of variation (CV)0.87568805
Kurtosis-0.11386019
Mean214201
Median Absolute Deviation (MAD)139827
Skewness0.45665686
Sum6426030
Variance3.5183726 × 1010
MonotonicityNot monotonic
2023-12-10T22:51:08.277206image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 10
33.3%
275221 9
30.0%
415048 5
16.7%
218760 2
 
6.7%
127921 2
 
6.7%
470660 1
 
3.3%
709779 1
 
3.3%
ValueCountFrequency (%)
0 10
33.3%
127921 2
 
6.7%
218760 2
 
6.7%
275221 9
30.0%
415048 5
16.7%
470660 1
 
3.3%
709779 1
 
3.3%
ValueCountFrequency (%)
709779 1
 
3.3%
470660 1
 
3.3%
415048 5
16.7%
275221 9
30.0%
218760 2
 
6.7%
127921 2
 
6.7%
0 10
33.3%

실적_수익금
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)10.0%
Missing0
Missing (%)0.0%
Memory size372.0 B
0
20 
41578
9 
71103
 
1

Length

Max length5
Median length1
Mean length2.3333333
Min length1

Unique

Unique1 ?
Unique (%)3.3%

Sample

1st row0
2nd row71103
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 20
66.7%
41578 9
30.0%
71103 1
 
3.3%

Length

2023-12-10T22:51:08.585385image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:08.783259image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 20
66.7%
41578 9
30.0%
71103 1
 
3.3%

위약금
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)16.7%
Missing0
Missing (%)0.0%
Memory size372.0 B
0
15 
9362
9 
1182
4 
16011
 
1
2022
 
1

Length

Max length5
Median length4.5
Mean length2.5333333
Min length1

Unique

Unique2 ?
Unique (%)6.7%

Sample

1st row0
2nd row16011
3rd row2022
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 15
50.0%
9362 9
30.0%
1182 4
 
13.3%
16011 1
 
3.3%
2022 1
 
3.3%

Length

2023-12-10T22:51:08.970188image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:09.176981image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 15
50.0%
9362 9
30.0%
1182 4
 
13.3%
16011 1
 
3.3%
2022 1
 
3.3%

비고
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
2022-09-29 전기차 충전기 DR 운영 이력
30 

Length

Max length27
Median length27
Mean length27
Min length27

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2022-09-29 전기차 충전기 DR 운영 이력
2nd row2022-09-29 전기차 충전기 DR 운영 이력
3rd row2022-09-29 전기차 충전기 DR 운영 이력
4th row2022-09-29 전기차 충전기 DR 운영 이력
5th row2022-09-29 전기차 충전기 DR 운영 이력

Common Values

ValueCountFrequency (%)
2022-09-29 전기차 충전기 DR 운영 이력 30
100.0%

Length

2023-12-10T22:51:09.409965image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:09.559336image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2022-09-29 30
16.7%
전기차 30
16.7%
충전기 30
16.7%
dr 30
16.7%
운영 30
16.7%
이력 30
16.7%

생산_일시
Categorical

CONSTANT 

Distinct1
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size372.0 B
2022-09-29 14:02:00
30 

Length

Max length19
Median length19
Mean length19
Min length19

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2022-09-29 14:02:00
2nd row2022-09-29 14:02:00
3rd row2022-09-29 14:02:00
4th row2022-09-29 14:02:00
5th row2022-09-29 14:02:00

Common Values

ValueCountFrequency (%)
2022-09-29 14:02:00 30
100.0%

Length

2023-12-10T22:51:09.763752image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T22:51:09.911693image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2022-09-29 30
50.0%
14:02:00 30
50.0%

Interactions

2023-12-10T22:51:01.856686image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T22:51:01.580409image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T22:51:01.992133image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T22:51:01.706776image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-10T22:51:10.401968image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
실행_일자충전_사업자충전기명기준_년월SOC감축_기준값(CBL)전력_사용량전력_감축_량기여도정산금_전력량총_수익금기본_수익금실적_수익금위약금
실행_일자1.0001.0000.6810.0000.2051.0001.0001.0001.0001.0000.4700.5500.5760.407
충전_사업자1.0001.0001.0000.0000.0000.9860.9860.9860.9860.9860.5370.6010.2480.447
충전기명0.6811.0001.0000.0000.0001.0001.0001.0001.0001.0000.0000.0000.0000.000
기준_년월0.0000.0000.0001.0000.2650.0000.0000.0000.0000.0000.8660.8270.6760.938
SOC0.2050.0000.0000.2651.0000.0000.0000.0000.0000.0000.0000.0000.0000.000
감축_기준값(CBL)1.0000.9861.0000.0000.0001.0000.9860.9860.9860.9860.5370.6010.2480.447
전력_사용량1.0000.9861.0000.0000.0000.9861.0000.9860.9860.9860.5370.6010.2480.447
전력_감축_량1.0000.9861.0000.0000.0000.9860.9861.0000.9860.9860.5370.6010.2480.447
기여도1.0000.9861.0000.0000.0000.9860.9860.9861.0000.9860.5370.6010.2480.447
정산금_전력량1.0000.9861.0000.0000.0000.9860.9860.9860.9861.0000.5370.6010.2480.447
총_수익금0.4700.5370.0000.8660.0000.5370.5370.5370.5370.5371.0000.8890.6200.866
기본_수익금0.5500.6010.0000.8270.0000.6010.6010.6010.6010.6010.8891.0000.9960.765
실적_수익금0.5760.2480.0000.6760.0000.2480.2480.2480.2480.2480.6200.9961.0001.000
위약금0.4070.4470.0000.9380.0000.4470.4470.4470.4470.4470.8660.7651.0001.000
2023-12-10T22:51:10.669581image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
SOC정산금_전력량위약금기여도기준_년월실행_일자충전기명전력_감축_량실적_수익금전력_사용량감축_기준값(CBL)충전_사업자
SOC1.0000.0000.0000.0000.2990.3270.0000.0000.0000.0000.0000.000
정산금_전력량0.0001.0000.5100.8920.0000.9820.8450.8920.3940.8920.8920.892
위약금0.0000.5101.0000.5100.6480.3180.0000.5100.9620.5100.5100.510
기여도0.0000.8920.5101.0000.0000.9820.8450.8920.3940.8920.8920.892
기준_년월0.2990.0000.6480.0001.0000.0000.0000.0000.6240.0000.0000.000
실행_일자0.3270.9820.3180.9820.0001.0000.4510.9820.2490.9820.9820.982
충전기명0.0000.8450.0000.8450.0000.4511.0000.8450.0000.8450.8450.845
전력_감축_량0.0000.8920.5100.8920.0000.9820.8451.0000.3940.8920.8920.892
실적_수익금0.0000.3940.9620.3940.6240.2490.0000.3941.0000.3940.3940.394
전력_사용량0.0000.8920.5100.8920.0000.9820.8450.8920.3941.0000.8920.892
감축_기준값(CBL)0.0000.8920.5100.8920.0000.9820.8450.8920.3940.8921.0000.892
충전_사업자0.0000.8920.5100.8920.0000.9820.8450.8920.3940.8920.8921.000
2023-12-10T22:51:10.961541image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
총_수익금기본_수익금실행_일자충전_사업자충전기명기준_년월SOC감축_기준값(CBL)전력_사용량전력_감축_량기여도정산금_전력량실적_수익금위약금
총_수익금1.000-0.4250.3330.5260.0000.7580.0000.5260.5260.5260.5260.5260.3770.721
기본_수익금-0.4251.0000.2420.3990.0000.7100.0000.3990.3990.3990.3990.3990.8640.626
실행_일자0.3330.2421.0000.9820.4510.0000.3270.9820.9820.9820.9820.9820.2490.318
충전_사업자0.5260.3990.9821.0000.8450.0000.0000.8920.8920.8920.8920.8920.3940.510
충전기명0.0000.0000.4510.8451.0000.0000.0000.8450.8450.8450.8450.8450.0000.000
기준_년월0.7580.7100.0000.0000.0001.0000.2990.0000.0000.0000.0000.0000.6240.648
SOC0.0000.0000.3270.0000.0000.2991.0000.0000.0000.0000.0000.0000.0000.000
감축_기준값(CBL)0.5260.3990.9820.8920.8450.0000.0001.0000.8920.8920.8920.8920.3940.510
전력_사용량0.5260.3990.9820.8920.8450.0000.0000.8921.0000.8920.8920.8920.3940.510
전력_감축_량0.5260.3990.9820.8920.8450.0000.0000.8920.8921.0000.8920.8920.3940.510
기여도0.5260.3990.9820.8920.8450.0000.0000.8920.8920.8921.0000.8920.3940.510
정산금_전력량0.5260.3990.9820.8920.8450.0000.0000.8920.8920.8920.8921.0000.3940.510
실적_수익금0.3770.8640.2490.3940.0000.6240.0000.3940.3940.3940.3940.3941.0000.962
위약금0.7210.6260.3180.5100.0000.6480.0000.5100.5100.5100.5100.5100.9621.000

Missing values

2023-12-10T22:51:02.250616image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-10T22:51:02.677853image/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.

Sample

실행_일자시험_유형충전_사업자충전기명기준_년월공급_전류SOC감축_기준값(CBL)전력_사용량전력_감축_량기여도정산금_전력량총_수익금기본_수익금실적_수익금위약금비고생산_일시
02021-05-12 13:51:00등록시험정관영업소KRPPKCP0285202110103048414334116351218760218760002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
12021-05-12 13:51:54등록시험정관영업소KRPPKCP028520210610304841433411635152575247066071103160112022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
22021-05-12 13:51:54등록시험정관영업소KRPPKCP028520210710304841433411635118250290020222022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
32021-05-12 13:51:54등록시험정관영업소KRPPKCP028520210810304841433411635122722870002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
42021-05-12 13:51:54등록시험정관영업소KRPPKCP02852021101010048414334116351218760218760002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
52021-05-12 13:51:54등록시험정관영업소KRPPKCP0285202109103048414334116351709779709779002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
62021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP028420210910302504420610205415048415048002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
72021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP02842021071030250442061020510671970011822022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
82021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP02772021071030250442061020510671970011822022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
92021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP0284202106103025044206102053074372752214157893622022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
실행_일자시험_유형충전_사업자충전기명기준_년월공급_전류SOC감축_기준값(CBL)전력_사용량전력_감축_량기여도정산금_전력량총_수익금기본_수익금실적_수익금위약금비고생산_일시
202021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP028120210910302504420610205415048415048002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
212021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP028020210910302504420610205415048415048002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
222021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP028020211010302504420610205127921127921002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
232021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP027620210910302504420610205415048415048002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
242021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP02832021071030250442061020510671970011822022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
252021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP02812021071030250442061020510671970011822022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
262021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP0283202106103025044206102053074372752214157893622022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
272021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP02842021081030250442061020513287330002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
282021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP02802021081030250442061020513287330002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00
292021-05-12 13:52:34등록시험용화여객 차고지KRPPKCP02792021081030250442061020513287330002022-09-29 전기차 충전기 DR 운영 이력2022-09-29 14:02:00