gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	365
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	0.3%
Total size in memory	61.1 KiB
Average record size in memory	171.4 B

Variable types

Categorical	9
Numeric	10

Dataset

Description	2019년의 일간 발전설비를 연료원에 따라 분류한 정보(원자력,유연탄,무연탄,유류,LNG,양수,연료전지, 석탄가스화, 태양, 풍력, 수력, 해양, 바이오, 폐기물, 기타)
Author	한국전력거래소
URL	https://www.data.go.kr/data/15099892/fileData.do

Alerts

`연` has constant value ""	Constant
`무연탄` has constant value ""	Constant
`양수` has constant value ""	Constant
`석탄가스화` has constant value ""	Constant
Dataset has 1 (0.3%) duplicate rows	Duplicates
`해양` is highly overall correlated with `월` and 11 other fields	High correlation
`폐기물` is highly overall correlated with `월` and 12 other fields	High correlation
`원자력` is highly overall correlated with `월` and 11 other fields	High correlation
`유연탄` is highly overall correlated with `월` and 2 other fields	High correlation
`월` is highly overall correlated with `유류` and 11 other fields	High correlation
`유류` is highly overall correlated with `월` and 10 other fields	High correlation
`액화천연가스(LNG)` is highly overall correlated with `월` and 11 other fields	High correlation
`연료전지` is highly overall correlated with `월` and 10 other fields	High correlation
`태양` is highly overall correlated with `월` and 11 other fields	High correlation
`풍력` is highly overall correlated with `액화천연가스(LNG)` and 7 other fields	High correlation
`수력` is highly overall correlated with `월` and 12 other fields	High correlation
`바이오` is highly overall correlated with `월` and 10 other fields	High correlation
`합계` is highly overall correlated with `월` and 11 other fields	High correlation
`기타` is highly overall correlated with `월` and 11 other fields	High correlation
`유연탄` is highly imbalanced (66.1%)	Imbalance

Reproduction

Analysis started	2023-12-12 11:16:10.153223
Analysis finished	2023-12-12 11:16:30.210769
Duration	20.06 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

2019	365

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2019
2nd row	2019
3rd row	2019
4th row	2019
5th row	2019

Common Values

Value	Count	Frequency (%)
2019	365	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2019	365	100.0%

월
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5260274

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4525841
Coefficient of variation (CV)	0.52904837
Kurtosis	-1.2071313
Mean	6.5260274
Median Absolute Deviation (MAD)	3
Skewness	-0.010499603
Sum	2382
Variance	11.920337
Monotonicity	Increasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	31	8.5%
3	31	8.5%
5	31	8.5%
7	31	8.5%
8	31	8.5%
10	31	8.5%
12	31	8.5%
4	30	8.2%
6	30	8.2%
9	30	8.2%
Other values (2)	58	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	31	8.5%
2	28	7.7%
3	31	8.5%
4	30	8.2%
5	31	8.5%
6	30	8.2%
7	31	8.5%
8	31	8.5%
9	30	8.2%
10	31	8.5%

Value	Count	Frequency (%)
12	31	8.5%
11	30	8.2%
10	31	8.5%
9	30	8.2%
8	31	8.5%
7	31	8.5%
6	30	8.2%
5	31	8.5%
4	30	8.2%
3	31	8.5%

일
Real number (ℝ)

Distinct	31
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.506849

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.6474339
Coefficient of variation (CV)	0.55765254
Kurtosis	-1.1233492
Mean	15.506849
Median Absolute Deviation (MAD)	7
Skewness	0.032369729
Sum	5660
Variance	74.778112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
18	24	6.6%
1	12	3.3%
11	12	3.3%
2	12	3.3%
16	12	3.3%
15	12	3.3%
14	12	3.3%
13	12	3.3%
12	12	3.3%
17	12	3.3%
Other values (21)	233	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	3.3%
2	12	3.3%
3	12	3.3%
4	12	3.3%
5	12	3.3%
6	12	3.3%
7	12	3.3%
8	12	3.3%
9	12	3.3%
10	12	3.3%

Value	Count	Frequency (%)
31	7	1.9%
30	10	2.7%
29	10	2.7%
28	11	3.0%
27	11	3.0%
26	11	3.0%
25	11	3.0%
24	11	3.0%
23	11	3.0%
22	11	3.0%

원자력
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

21850	241
23250	124

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	21850
2nd row	21850
3rd row	21850
4th row	21850
5th row	21850

Common Values

Value	Count	Frequency (%)
21850	241	66.0%
23250	124	34.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
21850	241	66.0%
23250	124	34.0%

유연탄
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

36392	342
36299	23

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	36299
2nd row	36299
3rd row	36299
4th row	36299
5th row	36299

Common Values

Value	Count	Frequency (%)
36392	342	93.7%
36299	23	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
36392	342	93.7%
36299	23	6.3%

무연탄
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

600	365

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	600
2nd row	600
3rd row	600
4th row	600
5th row	600

Common Values

Value	Count	Frequency (%)
600	365	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
600	365	100.0%

유류
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4092.9178

Minimum	3771
Maximum	4319
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	3771
5-th percentile	3875
Q1	3969
median	4069
Q3	4144
95-th percentile	4319
Maximum	4319
Range	548
Interquartile range (IQR)	175

Descriptive statistics

Standard deviation	153.82995
Coefficient of variation (CV)	0.037584421
Kurtosis	-1.0817218
Mean	4092.9178
Median Absolute Deviation (MAD)	100
Skewness	0.14598739
Sum	1493915
Variance	23663.653
Monotonicity	Decreasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4319	85	23.3%
4144	80	21.9%
4069	76	20.8%
3875	63	17.3%
3969	60	16.4%
3771	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3771	1	0.3%
3875	63	17.3%
3969	60	16.4%
4069	76	20.8%
4144	80	21.9%
4319	85	23.3%

Value	Count	Frequency (%)
4319	85	23.3%
4144	80	21.9%
4069	76	20.8%
3969	60	16.4%
3875	63	17.3%
3771	1	0.3%

액화천연가스(LNG)
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38240.942

Minimum	37834
Maximum	39655
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	37834
5-th percentile	37834
Q1	37834
median	38204
Q3	38204
95-th percentile	39530
Maximum	39655
Range	1821
Interquartile range (IQR)	370

Descriptive statistics

Standard deviation	585.87324
Coefficient of variation (CV)	0.015320575
Kurtosis	0.63687282
Mean	38240.942
Median Absolute Deviation (MAD)	370
Skewness	1.4639278
Sum	13957944
Variance	343247.45
Monotonicity	Increasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
37834	179	49.0%
38204	122	33.4%
39530	35	9.6%
39161	15	4.1%
39550	13	3.6%
39655	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37834	179	49.0%
38204	122	33.4%
39161	15	4.1%
39530	35	9.6%
39550	13	3.6%
39655	1	0.3%

Value	Count	Frequency (%)
39655	1	0.3%
39550	13	3.6%
39530	35	9.6%
39161	15	4.1%
38204	122	33.4%
37834	179	49.0%

양수
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

4700	365

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4700
2nd row	4700
3rd row	4700
4th row	4700
5th row	4700

Common Values

Value	Count	Frequency (%)
4700	365	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4700	365	100.0%

연료전지
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	383.06849

Minimum	344
Maximum	464
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	344
5-th percentile	344
Q1	345
median	376
Q3	426
95-th percentile	453
Maximum	464
Range	120
Interquartile range (IQR)	81

Descriptive statistics

Standard deviation	41.833897
Coefficient of variation (CV)	0.10920736
Kurtosis	-1.3679313
Mean	383.06849
Median Absolute Deviation (MAD)	32
Skewness	0.53349188
Sum	139820
Variance	1750.075
Monotonicity	Increasing

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
344	85	23.3%
376	79	21.6%
345	77	21.1%
426	60	16.4%
446	36	9.9%
453	27	7.4%
464	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
344	85	23.3%
345	77	21.1%
376	79	21.6%
426	60	16.4%
446	36	9.9%
453	27	7.4%
464	1	0.3%

Value	Count	Frequency (%)
464	1	0.3%
453	27	7.4%
446	36	9.9%
426	60	16.4%
376	79	21.6%
345	77	21.1%
344	85	23.3%

석탄가스화
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

346	365

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	346
2nd row	346
3rd row	346
4th row	346
5th row	346

Common Values

Value	Count	Frequency (%)
346	365	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
346	365	100.0%

태양
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8396.9616

Minimum	7130
Maximum	10505
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	7130
5-th percentile	7130
Q1	7756
median	8630
Q3	9090
95-th percentile	10058
Maximum	10505
Range	3375
Interquartile range (IQR)	1334

Descriptive statistics

Standard deviation	930.08325
Coefficient of variation (CV)	0.11076426
Kurtosis	-1.1485308
Mean	8396.9616
Median Absolute Deviation (MAD)	874
Skewness	0.26305145
Sum	3064891
Variance	865054.85
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7756	77	21.1%
7285	62	17.0%
8630	62	17.0%
9090	49	13.4%
9678	36	9.9%
10058	27	7.4%
7130	23	6.3%
8326	17	4.7%
9048	11	3.0%
10505	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7130	23	6.3%
7285	62	17.0%
7756	77	21.1%
8326	17	4.7%
8630	62	17.0%
9048	11	3.0%
9090	49	13.4%
9678	36	9.9%
10058	27	7.4%
10505	1	0.3%

Value	Count	Frequency (%)
10505	1	0.3%
10058	27	7.4%
9678	36	9.9%
9090	49	13.4%
9048	11	3.0%
8630	62	17.0%
8326	17	4.7%
7756	77	21.1%
7285	62	17.0%
7130	23	6.3%

풍력
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1444.989

Minimum	1420
Maximum	1512
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	1420
5-th percentile	1420
Q1	1425
median	1425
Q3	1462
95-th percentile	1512
Maximum	1512
Range	92
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	29.358618
Coefficient of variation (CV)	0.020317537
Kurtosis	-0.27576259
Mean	1444.989
Median Absolute Deviation (MAD)	3
Skewness	1.0136476
Sum	527421
Variance	861.92845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1425	139	38.1%
1462	79	21.6%
1422	60	16.4%
1487	36	9.9%
1512	28	7.7%
1420	23	6.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1420	23	6.3%
1422	60	16.4%
1425	139	38.1%
1462	79	21.6%
1487	36	9.9%
1512	28	7.7%

Value	Count	Frequency (%)
1512	28	7.7%
1487	36	9.9%
1462	79	21.6%
1425	139	38.1%
1422	60	16.4%
1420	23	6.3%

수력
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1795.0849

Minimum	1790
Maximum	1808
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	1790
5-th percentile	1790
Q1	1793
median	1796
Q3	1796
95-th percentile	1805
Maximum	1808
Range	18
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.3856384
Coefficient of variation (CV)	0.0018860603
Kurtosis	3.4988544
Mean	1795.0849
Median Absolute Deviation (MAD)	3
Skewness	1.7288177
Sum	655206
Variance	11.462547
Monotonicity	Increasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1796	158	43.3%
1793	139	38.1%
1805	27	7.4%
1790	23	6.3%
1794	17	4.7%
1808	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1790	23	6.3%
1793	139	38.1%
1794	17	4.7%
1796	158	43.3%
1805	27	7.4%
1808	1	0.3%

Value	Count	Frequency (%)
1808	1	0.3%
1805	27	7.4%
1796	158	43.3%
1794	17	4.7%
1793	139	38.1%
1790	23	6.3%

해양
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

255	241
256	124

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	255
2nd row	255
3rd row	255
4th row	255
5th row	255

Common Values

Value	Count	Frequency (%)
255	241	66.0%
256	124	34.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
255	241	66.0%
256	124	34.0%

바이오
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	749.07123

Minimum	538
Maximum	900
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	538
5-th percentile	538
Q1	714
median	791
Q3	888
95-th percentile	893
Maximum	900
Range	362
Interquartile range (IQR)	174

Descriptive statistics

Standard deviation	133.67182
Coefficient of variation (CV)	0.17845007
Kurtosis	-1.1097692
Mean	749.07123
Median Absolute Deviation (MAD)	97
Skewness	-0.51479125
Sum	273411
Variance	17868.154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
538	85	23.3%
714	77	21.1%
791	76	20.8%
891	60	16.4%
888	36	9.9%
893	27	7.4%
716	3	0.8%
900	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
538	85	23.3%
714	77	21.1%
716	3	0.8%
791	76	20.8%
888	36	9.9%
891	60	16.4%
893	27	7.4%
900	1	0.3%

Value	Count	Frequency (%)
900	1	0.3%
893	27	7.4%
891	60	16.4%
888	36	9.9%
791	76	20.8%
716	3	0.8%
714	77	21.1%
538	85	23.3%

폐기물
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

1595	156
1593	73
0	64
1068	49
1590	23

Length

Max length	4
Median length	4
Mean length	3.4739726
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1590
2nd row	1590
3rd row	1590
4th row	1590
5th row	1590

Common Values

Value	Count	Frequency (%)
1595	156	42.7%
1593	73	20.0%
0	64	17.5%
1068	49	13.4%
1590	23	6.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1595	156	42.7%
1593	73	20.0%
0	64	17.5%
1068	49	13.4%
1590	23	6.3%

기타
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

77	162
81	139
1149	36
1163	27
1178	1

Length

Max length	4
Median length	2
Mean length	2.3506849
Min length	2

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

1st row	77
2nd row	77
3rd row	77
4th row	77
5th row	77

Common Values

Value	Count	Frequency (%)
77	162	44.4%
81	139	38.1%
1149	36	9.9%
1163	27	7.4%
1178	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
77	162	44.4%
81	139	38.1%
1149	36	9.9%
1163	27	7.4%
1178	1	0.3%

합계
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121227.21

Minimum	119092
Maximum	125338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	119092
5-th percentile	119092
Q1	119826
median	121147
Q3	122490
95-th percentile	124833
Maximum	125338
Range	6246
Interquartile range (IQR)	2664

Descriptive statistics

Standard deviation	1885.3156
Coefficient of variation (CV)	0.015551918
Kurtosis	-0.88016994
Mean	121227.21
Median Absolute Deviation (MAD)	1343
Skewness	0.67744272
Sum	44247931
Variance	3554414.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
119826	77	21.1%
119350	62	17.0%
121147	62	17.0%
122490	49	13.4%
119092	23	6.3%
124392	21	5.8%
120471	17	4.7%
124023	15	4.1%
124833	14	3.8%
124854	13	3.6%
Other values (2)	12	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
119092	23	6.3%
119350	62	17.0%
119826	77	21.1%
120471	17	4.7%
121147	62	17.0%
122490	49	13.4%
122973	11	3.0%
124023	15	4.1%
124392	21	5.8%
124833	14	3.8%

Value	Count	Frequency (%)
125338	1	0.3%
124854	13	3.6%
124833	14	3.8%
124392	21	5.8%
124023	15	4.1%
122973	11	3.0%
122490	49	13.4%
121147	62	17.0%
120471	17	4.7%
119826	77	21.1%

Heatmap
Table

	월	일	원자력	유연탄	유류	액화천연가스(LNG)	연료전지	태양	풍력	수력	해양	바이오	폐기물	기타	합계
월	1.000	0.000	1.000	0.735	0.998	0.930	0.910	0.918	0.891	0.942	1.000	0.997	0.985	0.940	0.913
일	0.000	1.000	0.000	0.000	0.000	0.355	0.313	0.181	0.283	0.387	0.000	0.000	0.000	0.345	0.261
원자력	1.000	0.000	1.000	0.258	1.000	0.313	1.000	1.000	0.877	0.597	1.000	1.000	0.813	0.633	1.000
유연탄	0.735	0.000	0.258	1.000	0.378	NaN	NaN	NaN	NaN	NaN	0.258	NaN	1.000	0.223	NaN
유류	0.998	0.000	1.000	0.378	1.000	0.941	0.963	0.983	0.832	0.735	1.000	1.000	0.985	0.834	0.990
액화천연가스(LNG)	0.930	0.355	0.313	NaN	0.941	1.000	0.737	0.772	0.737	0.819	0.313	0.313	0.672	0.737	1.000
연료전지	0.910	0.313	1.000	NaN	0.963	0.737	1.000	1.000	1.000	0.963	1.000	0.933	0.839	0.991	1.000
태양	0.918	0.181	1.000	NaN	0.983	0.772	1.000	1.000	1.000	1.000	1.000	0.960	0.998	1.000	0.975
풍력	0.891	0.283	0.877	NaN	0.832	0.737	1.000	1.000	1.000	0.768	0.877	0.736	0.933	0.894	1.000
수력	0.942	0.387	0.597	NaN	0.735	0.819	0.963	1.000	0.768	1.000	0.597	0.749	0.582	0.992	0.934
해양	1.000	0.000	1.000	0.258	1.000	0.313	1.000	1.000	0.877	0.597	1.000	1.000	0.813	0.633	1.000
바이오	0.997	0.000	1.000	NaN	1.000	0.313	0.933	0.960	0.736	0.749	1.000	1.000	0.673	0.773	0.966
폐기물	0.985	0.000	0.813	1.000	0.985	0.672	0.839	0.998	0.933	0.582	0.813	0.673	1.000	0.904	1.000
기타	0.940	0.345	0.633	0.223	0.834	0.737	0.991	1.000	0.894	0.992	0.633	0.773	0.904	1.000	0.934
합계	0.913	0.261	1.000	NaN	0.990	1.000	1.000	0.975	1.000	0.934	1.000	0.966	1.000	0.934	1.000

Heatmap
Table

	해양	폐기물	원자력	기타	유연탄
해양	1.000	0.937	0.994	0.758	0.166
폐기물	0.937	1.000	0.937	0.575	0.996
원자력	0.994	0.937	1.000	0.758	0.166
기타	0.758	0.575	0.758	1.000	0.271
유연탄	0.166	0.996	0.166	0.271	1.000

Heatmap
Table

	월	일	유류	액화천연가스(LNG)	연료전지	태양	풍력	수력	바이오	합계	원자력	유연탄	해양	폐기물	기타
월	1.000	-0.027	-0.977	0.918	0.979	0.986	0.492	0.926	0.954	0.983	0.977	0.570	0.977	0.821	0.665
일	-0.027	1.000	-0.033	0.008	0.028	0.036	0.058	0.040	0.030	0.029	0.000	0.000	0.000	0.000	0.142
유류	-0.977	-0.033	1.000	-0.916	-0.996	-0.990	-0.475	-0.908	-0.963	-0.990	0.994	0.456	0.994	0.823	0.857
액화천연가스(LNG)	0.918	0.008	-0.916	1.000	0.913	0.928	0.537	0.934	0.867	0.929	0.788	0.249	0.788	0.667	0.820
연료전지	0.979	0.028	-0.996	0.913	1.000	0.992	0.481	0.919	0.973	0.992	0.996	0.271	0.996	0.713	0.864
태양	0.986	0.036	-0.990	0.928	0.992	1.000	0.504	0.940	0.966	0.995	0.992	0.450	0.992	0.820	0.996
풍력	0.492	0.058	-0.475	0.537	0.481	0.504	1.000	0.546	0.331	0.504	0.677	0.188	0.677	0.660	0.895
수력	0.926	0.040	-0.908	0.934	0.919	0.940	0.546	1.000	0.921	0.939	0.726	0.994	0.726	0.665	0.867
바이오	0.954	0.030	-0.963	0.867	0.973	0.966	0.331	0.921	1.000	0.966	0.997	0.462	0.997	0.774	0.641
합계	0.983	0.029	-0.990	0.929	0.992	0.995	0.504	0.939	0.966	1.000	0.990	0.447	0.990	0.864	0.858
원자력	0.977	0.000	0.994	0.788	0.996	0.992	0.677	0.726	0.997	0.990	1.000	0.166	0.994	0.937	0.758
유연탄	0.570	0.000	0.456	0.249	0.271	0.450	0.188	0.994	0.462	0.447	0.166	1.000	0.166	0.996	0.271
해양	0.977	0.000	0.994	0.788	0.996	0.992	0.677	0.726	0.997	0.990	0.994	0.166	1.000	0.937	0.758
폐기물	0.821	0.000	0.823	0.667	0.713	0.820	0.660	0.665	0.774	0.864	0.937	0.996	0.937	1.000	0.575
기타	0.665	0.142	0.857	0.820	0.864	0.996	0.895	0.867	0.641	0.858	0.758	0.271	0.758	0.575	1.000

Count
Matrix

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.

First rows
Last rows

	연	월	일	원자력	유연탄	무연탄	유류	액화천연가스(LNG)	양수	연료전지	석탄가스화	태양	풍력	수력	해양	바이오	폐기물	기타	합계
0	2019	1	1	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092
1	2019	1	2	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092
2	2019	1	3	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092
3	2019	1	4	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092
4	2019	1	5	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092
5	2019	1	6	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092
6	2019	1	7	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092
7	2019	1	8	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092
8	2019	1	9	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092
9	2019	1	10	21850	36299	600	4319	37834	4700	344	346	7130	1420	1790	255	538	1590	77	119092

	연	월	일	원자력	유연탄	무연탄	유류	액화천연가스(LNG)	양수	연료전지	석탄가스화	태양	풍력	수력	해양	바이오	기타	합계
355	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	1163	124854
356	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	1163	124854
357	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	1163	124854
358	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	1163	124854
359	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	1163	124854
360	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	1163	124854
361	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	1163	124854
362	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	1163	124854
363	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	1163	124854
364	2019	12	31	23250	36392	600	3771	39655	4700	464	346	10505	1512	1808	256	900	1178	125338

Most frequently occurring

	연	월	일	원자력	유연탄	무연탄	유류	액화천연가스(LNG)	양수	연료전지	석탄가스화	태양	풍력	수력	해양	바이오	폐기물	기타	합계	# duplicates
0	2019	12	18	23250	36392	600	3875	39550	4700	453	346	10058	1512	1805	256	893	0	1163	124854	13

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring