gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	2050
Missing cells	2213
Missing cells (%)	7.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	266.4 KiB
Average record size in memory	133.1 B

Variable types

Numeric	13
Categorical	2

Dataset

Description	한국지역난방공사 월별, 지사별, 설비별 전기 생산량 정보 입니다. 현재 API를 통하여 실시간으로 데이터를 제공하고 있습니다.
Author	한국지역난방공사
URL	https://www.data.go.kr/data/15083008/fileData.do

Alerts

`1월` is highly overall correlated with `2월` and 10 other fields	High correlation
`2월` is highly overall correlated with `1월` and 10 other fields	High correlation
`3월` is highly overall correlated with `1월` and 10 other fields	High correlation
`4월` is highly overall correlated with `1월` and 10 other fields	High correlation
`5월` is highly overall correlated with `1월` and 10 other fields	High correlation
`6월` is highly overall correlated with `1월` and 10 other fields	High correlation
`7월` is highly overall correlated with `1월` and 10 other fields	High correlation
`8월` is highly overall correlated with `1월` and 10 other fields	High correlation
`9월` is highly overall correlated with `1월` and 10 other fields	High correlation
`10월` is highly overall correlated with `1월` and 10 other fields	High correlation
`11월` is highly overall correlated with `1월` and 10 other fields	High correlation
`12월` is highly overall correlated with `1월` and 10 other fields	High correlation
`3월` has 221 (10.8%) missing values	Missing
`4월` has 221 (10.8%) missing values	Missing
`5월` has 222 (10.8%) missing values	Missing
`6월` has 222 (10.8%) missing values	Missing
`7월` has 221 (10.8%) missing values	Missing
`8월` has 221 (10.8%) missing values	Missing
`9월` has 221 (10.8%) missing values	Missing
`10월` has 222 (10.8%) missing values	Missing
`11월` has 221 (10.8%) missing values	Missing
`12월` has 221 (10.8%) missing values	Missing
`1월` has 1828 (89.2%) zeros	Zeros
`2월` has 1826 (89.1%) zeros	Zeros
`3월` has 1637 (79.9%) zeros	Zeros
`4월` has 1648 (80.4%) zeros	Zeros
`5월` has 1664 (81.2%) zeros	Zeros
`6월` has 1649 (80.4%) zeros	Zeros
`7월` has 1649 (80.4%) zeros	Zeros
`8월` has 1654 (80.7%) zeros	Zeros
`9월` has 1662 (81.1%) zeros	Zeros
`10월` has 1647 (80.3%) zeros	Zeros
`11월` has 1633 (79.7%) zeros	Zeros
`12월` has 1622 (79.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 17:07:37.850948
Analysis finished	2023-12-12 17:07:57.706809
Duration	19.86 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	11
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.6415

Minimum	2012
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	2012
5-th percentile	2013
Q1	2015
median	2018
Q3	2020
95-th percentile	2022
Maximum	2022
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.9433794
Coefficient of variation (CV)	0.0014588218
Kurtosis	-1.0541355
Mean	2017.6415
Median Absolute Deviation (MAD)	2
Skewness	-0.19017566
Sum	4136165
Variance	8.6634825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2019	220	10.7%
2020	220	10.7%
2021	220	10.7%
2022	220	10.7%
2017	209	10.2%
2018	209	10.2%
2015	190	9.3%
2016	190	9.3%
2014	180	8.8%
2012	96	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	96	4.7%
2013	96	4.7%
2014	180	8.8%
2015	190	9.3%
2016	190	9.3%
2017	209	10.2%
2018	209	10.2%
2019	220	10.7%
2020	220	10.7%
2021	220	10.7%

Value	Count	Frequency (%)
2022	220	10.7%
2021	220	10.7%
2020	220	10.7%
2019	220	10.7%
2018	209	10.2%
2017	209	10.2%
2016	190	9.3%
2015	190	9.3%
2014	180	8.8%
2013	96	4.7%

사업소명
Categorical

Distinct	21
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	16.1 KiB

강남	108
대구	108
고양	108
수원	108
용인	108
Other values (16)	1510

Length

Max length	13
Median length	2
Mean length	2.3804878
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
강남	108	5.3%
대구	108	5.3%
고양	108	5.3%
수원	108	5.3%
용인	108	5.3%
화성	108	5.3%
삼송	108	5.3%
판교	108	5.3%
파주	108	5.3%
광교	108	5.3%
Other values (11)	970	47.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
강남	108	5.2%
광교	108	5.2%
양산	108	5.2%
세종	108	5.2%
광주전남	108	5.2%
청주	108	5.2%
대구	108	5.2%
분당	108	5.2%
중앙(상암	108	5.2%
파주	108	5.2%
Other values (12)	994	47.9%

구분
Categorical

Distinct	14
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	16.1 KiB

소각로_CHP	206
우드칩_CHP	206
태양광	206
LSWR	174
B_C	174
Other values (9)	1084

Length

Max length	7
Median length	6
Mean length	4.6839024
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	복합열병합
2nd row	CES
3rd row	소각로_CHP
4th row	우드칩_CHP
5th row	태양광

Common Values

Value	Count	Frequency (%)
소각로_CHP	206	10.0%
우드칩_CHP	206	10.0%
태양광	206	10.0%
LSWR	174	8.5%
B_C	174	8.5%
LNG_복합	174	8.5%
LNG_CES	174	8.5%
바이오가스	174	8.5%
연료전지	174	8.5%
풍력	174	8.5%
Other values (4)	214	10.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
소각로_chp	206	10.0%
우드칩_chp	206	10.0%
태양광	206	10.0%
lswr	174	8.5%
b_c	174	8.5%
lng_복합	174	8.5%
lng_ces	174	8.5%
바이오가스	174	8.5%
연료전지	174	8.5%
풍력	174	8.5%
Other values (4)	214	10.4%

1월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	221
Distinct (%)	10.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6982663.5

Minimum	0
Maximum	5.4688654 × 10⁸
Zeros	1828
Zeros (%)	89.2%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8295646.5
Maximum	5.4688654 × 10⁸
Range	5.4688654 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	45832804
Coefficient of variation (CV)	6.5637996
Kurtosis	72.088807
Mean	6982663.5
Median Absolute Deviation (MAD)	0
Skewness	8.2037853
Sum	1.431446 × 10¹⁰
Variance	2.1006459 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1828	89.2%
39144.0	2	0.1%
345856017.3	2	0.1%
119238055.0	1	< 0.1%
22567000.0	1	< 0.1%
1851171.0	1	< 0.1%
8477.0	1	< 0.1%
24705780.0	1	< 0.1%
1754354.0	1	< 0.1%
5426.0	1	< 0.1%
Other values (211)	211	10.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1828	89.2%
1547.0	1	< 0.1%
1694.0	1	< 0.1%
2582.0	1	< 0.1%
2719.0	1	< 0.1%
3332.0	1	< 0.1%
3528.0	1	< 0.1%
3564.0	1	< 0.1%
3773.0	1	< 0.1%
3884.0	1	< 0.1%

Value	Count	Frequency (%)
546886539.0	1	< 0.1%
542967210.0	1	< 0.1%
525361480.0	1	< 0.1%
523905800.0	1	< 0.1%
522916360.0	1	< 0.1%
377625820.0	1	< 0.1%
367632974.0	1	< 0.1%
360899718.0	1	< 0.1%
358852800.0	1	< 0.1%
357646860.0	1	< 0.1%

2월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	223
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6050895.7

Minimum	0
Maximum	4.8421777 × 10⁸
Zeros	1826
Zeros (%)	89.1%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6893515
Maximum	4.8421777 × 10⁸
Range	4.8421777 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	39932607
Coefficient of variation (CV)	6.5994539
Kurtosis	72.07267
Mean	6050895.7
Median Absolute Deviation (MAD)	0
Skewness	8.2145305
Sum	1.2404336 × 10¹⁰
Variance	1.5946131 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1826	89.1%
47680.0	2	0.1%
308890043.2	2	0.1%
609340.0	1	< 0.1%
1761311.0	1	< 0.1%
8825.0	1	< 0.1%
21483500.0	1	< 0.1%
1653120.0	1	< 0.1%
6955.0	1	< 0.1%
21798800.0	1	< 0.1%
Other values (213)	213	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1826	89.1%
232.0	1	< 0.1%
4056.0	1	< 0.1%
4102.0	1	< 0.1%
4112.0	1	< 0.1%
4128.0	1	< 0.1%
4356.0	1	< 0.1%
4365.0	1	< 0.1%
4535.0	1	< 0.1%
4595.0	1	< 0.1%

Value	Count	Frequency (%)
484217770.0	1	< 0.1%
479748650.0	1	< 0.1%
453676370.0	1	< 0.1%
449901080.0	1	< 0.1%
419470960.0	1	< 0.1%
357540847.0	1	< 0.1%
335732100.0	1	< 0.1%
328237346.0	1	< 0.1%
321791000.0	1	< 0.1%
318832380.0	1	< 0.1%

3월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	193
Distinct (%)	10.6%
Missing	221
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	5872237.6

Minimum	0
Maximum	5.2109675 × 10⁸
Zeros	1637
Zeros (%)	79.9%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3111935.6
Maximum	5.2109675 × 10⁸
Range	5.2109675 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	40768869
Coefficient of variation (CV)	6.9426463
Kurtosis	79.305611
Mean	5872237.6
Median Absolute Deviation (MAD)	0
Skewness	8.6059798
Sum	1.0740323 × 10¹⁰
Variance	1.6621006 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1637	79.9%
643192.0	1	< 0.1%
20259582.0	1	< 0.1%
1957789.0	1	< 0.1%
10900.0	1	< 0.1%
9352100.0	1	< 0.1%
1864257.7	1	< 0.1%
9018.0	1	< 0.1%
21003300.0	1	< 0.1%
1794401.0	1	< 0.1%
Other values (183)	183	8.9%
(Missing)	221	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1637	79.9%
2057.0	1	< 0.1%
3997.0	1	< 0.1%
5103.0	1	< 0.1%
5241.0	1	< 0.1%
5292.0	1	< 0.1%
5594.0	1	< 0.1%
6043.0	1	< 0.1%
6195.0	1	< 0.1%
6250.0	1	< 0.1%

Value	Count	Frequency (%)
521096750.0	1	< 0.1%
494409083.0	1	< 0.1%
477846190.0	1	< 0.1%
459384130.0	1	< 0.1%
373418119.0	1	< 0.1%
366141760.0	1	< 0.1%
365622312.0	1	< 0.1%
356940513.0	1	< 0.1%
356688020.0	1	< 0.1%
350103240.0	1	< 0.1%

4월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	182
Distinct (%)	10.0%
Missing	221
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	4503386.9

Minimum	0
Maximum	4.9491328 × 10⁸
Zeros	1648
Zeros (%)	80.4%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1744180.4
Maximum	4.9491328 × 10⁸
Range	4.9491328 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	33340610
Coefficient of variation (CV)	7.4034523
Kurtosis	94.987095
Mean	4503386.9
Median Absolute Deviation (MAD)	0
Skewness	9.3209249
Sum	8.2366946 × 10⁹
Variance	1.1115963 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1648	80.4%
7245417.0	1	< 0.1%
1899535.0	1	< 0.1%
14858400.0	1	< 0.1%
1898390.0	1	< 0.1%
9090.0	1	< 0.1%
8744500.0	1	< 0.1%
1844114.0	1	< 0.1%
10862.0	1	< 0.1%
1547.0	1	< 0.1%
Other values (172)	172	8.4%
(Missing)	221	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1648	80.4%
1547.0	1	< 0.1%
5284.0	1	< 0.1%
5544.0	1	< 0.1%
5698.0	1	< 0.1%
5903.0	1	< 0.1%
6074.0	1	< 0.1%
6209.0	1	< 0.1%
6400.0	1	< 0.1%
6564.0	1	< 0.1%

Value	Count	Frequency (%)
494913280.0	1	< 0.1%
418897650.0	1	< 0.1%
356420759.0	1	< 0.1%
353990869.0	1	< 0.1%
351823069.0	1	< 0.1%
348250326.5	1	< 0.1%
327301230.0	1	< 0.1%
325240963.7	1	< 0.1%
321519000.0	1	< 0.1%
299586000.0	1	< 0.1%

5월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	165
Distinct (%)	9.0%
Missing	222
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	2699953.1

Minimum	0
Maximum	4.8465706 × 10⁸
Zeros	1664
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	194270.55
Maximum	4.8465706 × 10⁸
Range	4.8465706 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23298166
Coefficient of variation (CV)	8.6291002
Kurtosis	191.94714
Mean	2699953.1
Median Absolute Deviation (MAD)	0
Skewness	12.56263
Sum	4.9355142 × 10⁹
Variance	5.4280453 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1664	81.2%
5409379.0	1	< 0.1%
13472.0	1	< 0.1%
11104.0	1	< 0.1%
1568596.0	1	< 0.1%
12424.0	1	< 0.1%
1843067.0	1	< 0.1%
7306.0	1	< 0.1%
877800.0	1	< 0.1%
1712982.0	1	< 0.1%
Other values (155)	155	7.6%
(Missing)	222	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1664	81.2%
5569.0	1	< 0.1%
6109.0	1	< 0.1%
6741.0	1	< 0.1%
6995.0	1	< 0.1%
7306.0	1	< 0.1%
7537.0	1	< 0.1%
7647.0	1	< 0.1%
7686.0	1	< 0.1%
7711.0	1	< 0.1%

Value	Count	Frequency (%)
484657060.0	1	< 0.1%
376136510.0	1	< 0.1%
357381408.0	1	< 0.1%
257176420.0	1	< 0.1%
217914190.0	1	< 0.1%
215684743.1	1	< 0.1%
195095283.0	1	< 0.1%
180986000.0	1	< 0.1%
179202000.0	1	< 0.1%
168827430.0	1	< 0.1%

6월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	180
Distinct (%)	9.8%
Missing	222
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	2662445.6

Minimum	0
Maximum	4.5618945 × 10⁸
Zeros	1649
Zeros (%)	80.4%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	224778.4
Maximum	4.5618945 × 10⁸
Range	4.5618945 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	24240714
Coefficient of variation (CV)	9.1046795
Kurtosis	174.27306
Mean	2662445.6
Median Absolute Deviation (MAD)	0
Skewness	12.355812
Sum	4.8669506 × 10⁹
Variance	5.8761224 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1649	80.4%
757091.0	1	< 0.1%
964128.0	1	< 0.1%
291163.0	1	< 0.1%
1071944.0	1	< 0.1%
9730.0	1	< 0.1%
560900.0	1	< 0.1%
1109187.0	1	< 0.1%
6273.6	1	< 0.1%
175000.0	1	< 0.1%
Other values (170)	170	8.3%
(Missing)	222	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1649	80.4%
950.0	1	< 0.1%
1174.0	1	< 0.1%
2721.0	1	< 0.1%
5456.0	1	< 0.1%
6124.0	1	< 0.1%
6273.6	1	< 0.1%
6511.0	1	< 0.1%
6562.0	1	< 0.1%
6569.0	1	< 0.1%

Value	Count	Frequency (%)
456189450.0	1	< 0.1%
405841130.0	1	< 0.1%
333061200.0	1	< 0.1%
323651116.0	1	< 0.1%
294809890.0	1	< 0.1%
237082900.0	1	< 0.1%
229609691.0	1	< 0.1%
217608000.0	1	< 0.1%
188887200.0	1	< 0.1%
170043000.0	1	< 0.1%

7월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	181
Distinct (%)	9.9%
Missing	221
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	3207505.8

Minimum	0
Maximum	4.2227898 × 10⁸
Zeros	1649
Zeros (%)	80.4%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	452752.8
Maximum	4.2227898 × 10⁸
Range	4.2227898 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	25905562
Coefficient of variation (CV)	8.0765442
Kurtosis	124.29499
Mean	3207505.8
Median Absolute Deviation (MAD)	0
Skewness	10.501212
Sum	5.8665281 × 10⁹
Variance	6.7109815 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1649	80.4%
3075669.0	1	< 0.1%
494400.0	1	< 0.1%
11231.0	1	< 0.1%
7187.0	1	< 0.1%
340518.0	1	< 0.1%
4017.6	1	< 0.1%
1258400.0	1	< 0.1%
580019.0	1	< 0.1%
7178.0	1	< 0.1%
Other values (171)	171	8.3%
(Missing)	221	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1649	80.4%
3805.0	1	< 0.1%
4017.0	1	< 0.1%
4017.6	1	< 0.1%
4774.0	1	< 0.1%
4841.0	1	< 0.1%
4848.0	1	< 0.1%
5134.0	1	< 0.1%
5248.0	1	< 0.1%
5421.0	1	< 0.1%

Value	Count	Frequency (%)
422278983.0	1	< 0.1%
387036310.0	1	< 0.1%
346187440.0	1	< 0.1%
294269879.0	1	< 0.1%
290951628.0	1	< 0.1%
271667410.0	1	< 0.1%
265039570.0	1	< 0.1%
248652758.0	1	< 0.1%
210114430.0	1	< 0.1%
196281620.0	1	< 0.1%

8월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	176
Distinct (%)	9.6%
Missing	221
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	3243415.9

Minimum	0
Maximum	4.3253766 × 10⁸
Zeros	1654
Zeros (%)	80.7%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	268744
Maximum	4.3253766 × 10⁸
Range	4.3253766 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26495555
Coefficient of variation (CV)	8.1690282
Kurtosis	123.2003
Mean	3243415.9
Median Absolute Deviation (MAD)	0
Skewness	10.506456
Sum	5.9322076 × 10⁹
Variance	7.0201446 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1654	80.7%
6512168.0	1	< 0.1%
231634.0	1	< 0.1%
9770.0	1	< 0.1%
290000.0	1	< 0.1%
1291224.0	1	< 0.1%
8232.0	1	< 0.1%
205200.0	1	< 0.1%
835085.0	1	< 0.1%
4790.0	1	< 0.1%
Other values (166)	166	8.1%
(Missing)	221	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1654	80.7%
499.0	1	< 0.1%
1521.0	1	< 0.1%
2614.0	1	< 0.1%
3682.0	1	< 0.1%
4173.0	1	< 0.1%
4790.0	1	< 0.1%
4943.0	1	< 0.1%
5178.0	1	< 0.1%
5253.0	1	< 0.1%

Value	Count	Frequency (%)
432537660.0	1	< 0.1%
378507260.0	1	< 0.1%
325737350.0	1	< 0.1%
325542770.0	1	< 0.1%
306618646.0	1	< 0.1%
295619003.0	1	< 0.1%
294489862.0	1	< 0.1%
246090200.0	1	< 0.1%
218460000.0	1	< 0.1%
207298750.0	1	< 0.1%

9월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	168
Distinct (%)	9.2%
Missing	221
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	2448958.7

Minimum	0
Maximum	3.9152766 × 10⁸
Zeros	1662
Zeros (%)	81.1%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	140191
Maximum	3.9152766 × 10⁸
Range	3.9152766 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20891326
Coefficient of variation (CV)	8.5306976
Kurtosis	152.32988
Mean	2448958.7
Median Absolute Deviation (MAD)	0
Skewness	11.44086
Sum	4.4791455 × 10⁹
Variance	4.3644751 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1662	81.1%
7633342.0	1	< 0.1%
9172.0	1	< 0.1%
7798.0	1	< 0.1%
790233.0	1	< 0.1%
8006.0	1	< 0.1%
1308576.0	1	< 0.1%
7702.0	1	< 0.1%
732500.0	1	< 0.1%
290847.0	1	< 0.1%
Other values (158)	158	7.7%
(Missing)	221	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1662	81.1%
1213.0	1	< 0.1%
2720.0	1	< 0.1%
3136.0	1	< 0.1%
4704.0	1	< 0.1%
4906.0	1	< 0.1%
5029.0	1	< 0.1%
5358.0	1	< 0.1%
5372.0	1	< 0.1%
5536.0	1	< 0.1%

Value	Count	Frequency (%)
391527660.0	1	< 0.1%
330784590.0	1	< 0.1%
276441600.0	1	< 0.1%
242364013.0	1	< 0.1%
212624633.0	1	< 0.1%
207543861.0	1	< 0.1%
179549430.0	1	< 0.1%
173920486.2	1	< 0.1%
169541000.0	1	< 0.1%
166298467.0	1	< 0.1%

10월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	181
Distinct (%)	9.9%
Missing	222
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	3859090.7

Minimum	0
Maximum	4.7276047 × 10⁸
Zeros	1647
Zeros (%)	80.3%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	970953.75
Maximum	4.7276047 × 10⁸
Range	4.7276047 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	30481042
Coefficient of variation (CV)	7.8985037
Kurtosis	97.963361
Mean	3859090.7
Median Absolute Deviation (MAD)	0
Skewness	9.4721684
Sum	7.0544178 × 10⁹
Variance	9.2909394 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1647	80.3%
7051.0	2	0.1%
7579921.0	1	< 0.1%
2185977.0	1	< 0.1%
287800.0	1	< 0.1%
1158936.0	1	< 0.1%
7892.0	1	< 0.1%
1466871.0	1	< 0.1%
7754.0	1	< 0.1%
3132400.0	1	< 0.1%
Other values (171)	171	8.3%
(Missing)	222	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1647	80.3%
595.0	1	< 0.1%
916.0	1	< 0.1%
1567.0	1	< 0.1%
4124.0	1	< 0.1%
4757.0	1	< 0.1%
5067.0	1	< 0.1%
5427.0	1	< 0.1%
5464.0	1	< 0.1%
5470.0	1	< 0.1%

Value	Count	Frequency (%)
472760470.0	1	< 0.1%
368950880.0	1	< 0.1%
347686634.0	1	< 0.1%
344402890.0	1	< 0.1%
330693112.0	1	< 0.1%
316606710.0	1	< 0.1%
293874240.0	1	< 0.1%
253855741.8	1	< 0.1%
252556133.0	1	< 0.1%
248880038.9	1	< 0.1%

11월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	197
Distinct (%)	10.8%
Missing	221
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	5699162.4

Minimum	0
Maximum	5.3902939 × 10⁸
Zeros	1633
Zeros (%)	79.7%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4113494.8
Maximum	5.3902939 × 10⁸
Range	5.3902939 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	39781690
Coefficient of variation (CV)	6.9802695
Kurtosis	76.657079
Mean	5699162.4
Median Absolute Deviation (MAD)	0
Skewness	8.4909583
Sum	1.0423768 × 10¹⁰
Variance	1.5825828 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1633	79.7%
7177514.0	1	< 0.1%
1924620.5	1	< 0.1%
16598800.0	1	< 0.1%
1773089.0	1	< 0.1%
4901.0	1	< 0.1%
5809005.0	1	< 0.1%
1176894.0	1	< 0.1%
5891.0	1	< 0.1%
1445760.0	1	< 0.1%
Other values (187)	187	9.1%
(Missing)	221	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1633	79.7%
408.0	1	< 0.1%
2533.0	1	< 0.1%
2893.0	1	< 0.1%
2963.0	1	< 0.1%
3223.0	1	< 0.1%
3235.0	1	< 0.1%
3528.0	1	< 0.1%
3926.0	1	< 0.1%
4006.0	1	< 0.1%

Value	Count	Frequency (%)
539029390.0	1	< 0.1%
460731130.0	1	< 0.1%
447041480.0	1	< 0.1%
358532560.0	1	< 0.1%
353637794.0	1	< 0.1%
350891000.0	1	< 0.1%
349718969.0	1	< 0.1%
346840630.0	1	< 0.1%
346216253.0	1	< 0.1%
339567700.0	1	< 0.1%

12월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	208
Distinct (%)	11.4%
Missing	221
Missing (%)	10.8%
Infinite	0
Infinite (%)	0.0%
Mean	7016959.7

Minimum	0
Maximum	5.5750897 × 10⁸
Zeros	1622
Zeros (%)	79.1%
Negative	0
Negative (%)	0.0%
Memory size	18.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8943953.9
Maximum	5.5750897 × 10⁸
Range	5.5750897 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	45767605
Coefficient of variation (CV)	6.5224266
Kurtosis	71.030333
Mean	7016959.7
Median Absolute Deviation (MAD)	0
Skewness	8.1462599
Sum	1.2834019 × 10¹⁰
Variance	2.0946736 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1622	79.1%
6779408.0	1	< 0.1%
3943261.0	1	< 0.1%
1371825.0	1	< 0.1%
6631.0	1	< 0.1%
19395700.0	1	< 0.1%
1861581.0	1	< 0.1%
5944.0	1	< 0.1%
21028954.0	1	< 0.1%
1197471.0	1	< 0.1%
Other values (198)	198	9.7%
(Missing)	221	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1622	79.1%
173.0	1	< 0.1%
1109.0	1	< 0.1%
1396.0	1	< 0.1%
2277.0	1	< 0.1%
2412.0	1	< 0.1%
2618.0	1	< 0.1%
3117.0	1	< 0.1%
3147.0	1	< 0.1%
3340.0	1	< 0.1%

Value	Count	Frequency (%)
557508970.0	1	< 0.1%
535208030.0	1	< 0.1%
522562240.0	1	< 0.1%
489020310.0	1	< 0.1%
475603130.0	1	< 0.1%
369877122.0	1	< 0.1%
368120186.0	1	< 0.1%
367880568.0	1	< 0.1%
360265020.0	1	< 0.1%
360189000.0	1	< 0.1%

Heatmap
Table

	기준년도	사업소명	구분	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
기준년도	1.000	0.101	0.510	0.000	0.059	0.000	0.019	0.000	0.065	0.045	0.077	0.000	0.051	0.025	0.000
사업소명	0.101	1.000	0.000	0.399	0.341	0.341	0.326	0.256	0.214	0.282	0.275	0.254	0.282	0.328	0.431
구분	0.510	0.000	1.000	0.398	0.361	0.360	0.327	0.289	0.305	0.312	0.323	0.276	0.362	0.391	0.447
1월	0.000	0.399	0.398	1.000	0.970	0.929	0.887	0.812	0.835	0.882	0.904	0.846	0.895	0.880	0.873
2월	0.059	0.341	0.361	0.970	1.000	0.901	0.903	0.858	0.863	0.944	0.915	0.887	0.965	0.882	0.911
3월	0.000	0.341	0.360	0.929	0.901	1.000	0.959	0.873	0.950	0.886	0.949	0.937	0.891	0.891	0.897
4월	0.019	0.326	0.327	0.887	0.903	0.959	1.000	0.901	0.967	0.878	0.979	0.963	0.912	0.918	0.899
5월	0.000	0.256	0.289	0.812	0.858	0.873	0.901	1.000	0.907	0.842	0.906	0.884	0.831	0.952	0.790
6월	0.065	0.214	0.305	0.835	0.863	0.950	0.967	0.907	1.000	0.881	0.973	0.972	0.883	0.883	0.823
7월	0.045	0.282	0.312	0.882	0.944	0.886	0.878	0.842	0.881	1.000	0.894	0.908	0.949	0.828	0.814
8월	0.077	0.275	0.323	0.904	0.915	0.949	0.979	0.906	0.973	0.894	1.000	0.974	0.902	0.891	0.852
9월	0.000	0.254	0.276	0.846	0.887	0.937	0.963	0.884	0.972	0.908	0.974	1.000	0.897	0.868	0.838
10월	0.051	0.282	0.362	0.895	0.965	0.891	0.912	0.831	0.883	0.949	0.902	0.897	1.000	0.868	0.860
11월	0.025	0.328	0.391	0.880	0.882	0.891	0.918	0.952	0.883	0.828	0.891	0.868	0.868	1.000	0.863
12월	0.000	0.431	0.447	0.873	0.911	0.897	0.899	0.790	0.823	0.814	0.852	0.838	0.860	0.863	1.000

Heatmap
Table

	사업소명	구분
사업소명	1.000	0.000
구분	0.000	1.000

Heatmap
Table

	기준년도	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	사업소명	구분
기준년도	1.000	-0.035	-0.041	-0.057	-0.064	-0.066	-0.053	-0.039	-0.042	-0.046	-0.044	-0.055	-0.042	0.053	0.238
1월	-0.035	1.000	0.985	0.976	0.944	0.886	0.934	0.931	0.915	0.876	0.917	0.938	0.949	0.191	0.208
2월	-0.041	0.985	1.000	0.965	0.932	0.880	0.923	0.920	0.909	0.871	0.912	0.932	0.948	0.138	0.161
3월	-0.057	0.976	0.965	1.000	0.962	0.897	0.951	0.924	0.920	0.887	0.923	0.938	0.931	0.132	0.154
4월	-0.064	0.944	0.932	0.962	1.000	0.902	0.941	0.905	0.920	0.892	0.898	0.915	0.900	0.126	0.138
5월	-0.066	0.886	0.880	0.897	0.902	1.000	0.898	0.879	0.892	0.861	0.846	0.866	0.854	0.108	0.131
6월	-0.053	0.934	0.923	0.951	0.941	0.898	1.000	0.915	0.929	0.888	0.906	0.906	0.896	0.080	0.128
7월	-0.039	0.931	0.920	0.924	0.905	0.879	0.915	1.000	0.942	0.877	0.896	0.913	0.892	0.112	0.137
8월	-0.042	0.915	0.909	0.920	0.920	0.892	0.929	0.942	1.000	0.891	0.885	0.896	0.888	0.104	0.136
9월	-0.046	0.876	0.871	0.887	0.892	0.861	0.888	0.877	0.891	1.000	0.909	0.890	0.867	0.096	0.114
10월	-0.044	0.917	0.912	0.923	0.898	0.846	0.906	0.896	0.885	0.909	1.000	0.925	0.898	0.112	0.161
11월	-0.055	0.938	0.932	0.938	0.915	0.866	0.906	0.913	0.896	0.890	0.925	1.000	0.949	0.141	0.183
12월	-0.042	0.949	0.948	0.931	0.900	0.854	0.896	0.892	0.888	0.867	0.898	0.949	1.000	0.175	0.180
사업소명	0.053	0.191	0.138	0.132	0.126	0.108	0.080	0.112	0.104	0.096	0.112	0.141	0.175	1.000	0.000
구분	0.238	0.208	0.161	0.154	0.138	0.131	0.128	0.137	0.136	0.114	0.161	0.183	0.180	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

	기준년도	사업소명	구분	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
0	2012	강남	복합열병합	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
1	2012	강남	CES	23299212.0	21672145.0	20589398.0	10505366.0	1074205.0	2082465.0	165762.0	182439.0	165103.0	5705507.0	19200536.0	23123316.0
2	2012	강남	소각로_CHP	6619941.0	5221334.0	643192.0	7245417.0	5409379.0	757091.0	3075669.0	6512168.0	7633342.0	7579921.0	7177514.0	6779408.0
3	2012	강남	우드칩_CHP	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4	2012	강남	태양광	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
5	2012	강남	ETC	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
6	2013	강남	복합열병합	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
7	2013	강남	CES	22725105.0	19888196.0	20259582.0	11445842.0	0.0	223091.0	91276.0	944549.0	152535.0	1922904.0	18977456.0	22380793.0
8	2013	강남	소각로_CHP	6397481.0	5547367.0	6519110.0	4669607.0	7691532.0	8477679.0	7032386.0	0.0	6260774.0	10302728.0	9119954.0	9326537.0
9	2013	강남	우드칩_CHP	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0

	기준년도	사업소명	구분	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
2040	2022	평택	B_C	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2041	2022	평택	LNG_복합	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2042	2022	평택	LNG_CES	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2043	2022	평택	소각로_CHP	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2044	2022	평택	우드칩_CHP	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2045	2022	평택	태양광	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2046	2022	평택	바이오가스	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2047	2022	평택	SRF	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2048	2022	평택	연료전지	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2049	2022	평택	풍력	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Overview

Variables

Common Values

Length

Common Values

Length

Interactions

Correlations

Missing values

Sample