gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	1218
Missing cells	1213
Missing cells (%)	6.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	158.3 KiB
Average record size in memory	133.1 B

Variable types

Numeric	13
Categorical	2

Dataset

Description	한국지역난방공사에서 생산하는 열생산량 정보를 지역별, 월별로 표현한 자료입니다.(2022년2월)현재 API로 서비스를 제공하고 있으며 과거 및 실시간 데이터를 확인할 수 있습니다.
Author	한국지역난방공사
URL	https://www.data.go.kr/data/15069270/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 121 (9.9%) missing values	Missing
`4월` has 121 (9.9%) missing values	Missing
`5월` has 122 (10.0%) missing values	Missing
`6월` has 121 (9.9%) missing values	Missing
`7월` has 121 (9.9%) missing values	Missing
`8월` has 123 (10.1%) missing values	Missing
`9월` has 121 (9.9%) missing values	Missing
`10월` has 121 (9.9%) missing values	Missing
`11월` has 121 (9.9%) missing values	Missing
`12월` has 121 (9.9%) missing values	Missing
`1월` has 726 (59.6%) zeros	Zeros
`2월` has 732 (60.1%) zeros	Zeros
`3월` has 668 (54.8%) zeros	Zeros
`4월` has 698 (57.3%) zeros	Zeros
`5월` has 727 (59.7%) zeros	Zeros
`6월` has 743 (61.0%) zeros	Zeros
`7월` has 748 (61.4%) zeros	Zeros
`8월` has 767 (63.0%) zeros	Zeros
`9월` has 744 (61.1%) zeros	Zeros
`10월` has 705 (57.9%) zeros	Zeros
`11월` has 652 (53.5%) zeros	Zeros
`12월` has 639 (52.5%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 21:45:56.309729
Analysis finished	2023-12-12 21:46:16.995447
Duration	20.69 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	11
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.2562

Minimum	2012
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	2012
5-th percentile	2012
Q1	2015
median	2017
Q3	2020
95-th percentile	2022
Maximum	2022
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.1154291
Coefficient of variation (CV)	0.0015443895
Kurtosis	-1.1868275
Mean	2017.2562
Median Absolute Deviation (MAD)	3
Skewness	-0.092155754
Sum	2457018
Variance	9.7058988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2019	120	9.9%
2020	120	9.9%
2021	120	9.9%
2022	120	9.9%
2017	114	9.4%
2018	114	9.4%
2014	108	8.9%
2015	108	8.9%
2016	108	8.9%
2013	96	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	90	7.4%
2013	96	7.9%
2014	108	8.9%
2015	108	8.9%
2016	108	8.9%
2017	114	9.4%
2018	114	9.4%
2019	120	9.9%
2020	120	9.9%
2021	120	9.9%

Value	Count	Frequency (%)
2022	120	9.9%
2021	120	9.9%
2020	120	9.9%
2019	120	9.9%
2018	114	9.4%
2017	114	9.4%
2016	108	8.9%
2015	108	8.9%
2014	108	8.9%
2013	96	7.9%

사업소명
Categorical

Distinct	21
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	9.6 KiB

강남	66
판교	66
고양	66
수원	66
용인	66
Other values (16)	888

Length

Max length	11
Median length	2
Mean length	2.4039409
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	66	5.4%
판교	66	5.4%
고양	66	5.4%
수원	66	5.4%
용인	66	5.4%
삼송	66	5.4%
파주	66	5.4%
화성	66	5.4%
대구	66	5.4%
광교	66	5.4%
Other values (11)	558	45.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
강남	66	5.4%
대구	66	5.4%
세종	66	5.4%
청주	66	5.4%
중앙(상암	66	5.4%
판교	66	5.4%
광교	66	5.4%
분당	66	5.4%
화성	66	5.4%
파주	66	5.4%
Other values (11)	558	45.8%

구분
Categorical

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	9.6 KiB

발전회사	203
소각로	203
CHP	203
PLB	203
CES	203

Length

Max length	4
Median length	3
Mean length	3
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	발전회사
2nd row	소각로
3rd row	CHP
4th row	PLB
5th row	CES

Common Values

Value	Count	Frequency (%)
발전회사	203	16.7%
소각로	203	16.7%
CHP	203	16.7%
PLB	203	16.7%
CES	203	16.7%
기타	203	16.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
발전회사	203	16.7%
소각로	203	16.7%
chp	203	16.7%
plb	203	16.7%
ces	203	16.7%
기타	203	16.7%

1월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	483
Distinct (%)	39.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23525.058

Minimum	0
Maximum	439820
Zeros	726
Zeros (%)	59.6%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8258
95-th percentile	128404.1
Maximum	439820
Range	439820
Interquartile range (IQR)	8258

Descriptive statistics

Standard deviation	64849.456
Coefficient of variation (CV)	2.7566119
Kurtosis	15.595946
Mean	23525.058
Median Absolute Deviation (MAD)	0
Skewness	3.8637928
Sum	28653521
Variance	4.2054519 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	726	59.6%
8	3	0.2%
2062	2	0.2%
34	2	0.2%
380889	2	0.2%
13330	2	0.2%
26	2	0.2%
2755	2	0.2%
2	2	0.2%
4070	2	0.2%
Other values (473)	473	38.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	726	59.6%
2	2	0.2%
4	1	0.1%
6	1	0.1%
8	3	0.2%
15	1	0.1%
24	1	0.1%
26	2	0.2%
32	1	0.1%
34	2	0.2%

Value	Count	Frequency (%)
439820	1	0.1%
432956	1	0.1%
423248	1	0.1%
420565	1	0.1%
411091	1	0.1%
380889	2	0.2%
370945	1	0.1%
352994	1	0.1%
352959	1	0.1%
350983	1	0.1%

2월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	480
Distinct (%)	39.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19463.225

Minimum	0
Maximum	394190
Zeros	732
Zeros (%)	60.1%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7492
95-th percentile	111259
Maximum	394190
Range	394190
Interquartile range (IQR)	7492

Descriptive statistics

Standard deviation	54593.28
Coefficient of variation (CV)	2.8049452
Kurtosis	16.516452
Mean	19463.225
Median Absolute Deviation (MAD)	0
Skewness	3.9679122
Sum	23706208
Variance	2.9804262 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	732	60.1%
43	2	0.2%
2875	2	0.2%
3133	2	0.2%
50	2	0.2%
12016	2	0.2%
344860	2	0.2%
6680	2	0.2%
9246	1	0.1%
2249	1	0.1%
Other values (470)	470	38.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	732	60.1%
1	1	0.1%
2	1	0.1%
5	1	0.1%
7	1	0.1%
9	1	0.1%
14	1	0.1%
16	1	0.1%
29	1	0.1%
31	1	0.1%

Value	Count	Frequency (%)
394190	1	0.1%
369912	1	0.1%
353098	1	0.1%
344860	2	0.2%
330866	1	0.1%
326906	1	0.1%
321377	1	0.1%
316421	1	0.1%
307774	1	0.1%
302495	1	0.1%

3월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	424
Distinct (%)	38.7%
Missing	121
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	14446.599

Minimum	0
Maximum	288982
Zeros	668
Zeros (%)	54.8%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4338
95-th percentile	89278.4
Maximum	288982
Range	288982
Interquartile range (IQR)	4338

Descriptive statistics

Standard deviation	42343.688
Coefficient of variation (CV)	2.9310489
Kurtosis	16.933925
Mean	14446.599
Median Absolute Deviation (MAD)	0
Skewness	4.048808
Sum	15847919
Variance	1.7929879 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	668	54.8%
10	3	0.2%
591	2	0.2%
4	2	0.2%
42	2	0.2%
1018	2	0.2%
8	1	0.1%
31476	1	0.1%
21	1	0.1%
3328	1	0.1%
Other values (414)	414	34.0%
(Missing)	121	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	668	54.8%
2	1	0.1%
4	2	0.2%
6	1	0.1%
8	1	0.1%
10	3	0.2%
15	1	0.1%
18	1	0.1%
21	1	0.1%
22	1	0.1%

Value	Count	Frequency (%)
288982	1	0.1%
278296	1	0.1%
276641	1	0.1%
263338	1	0.1%
258795	1	0.1%
240517	1	0.1%
237529	1	0.1%
235835	1	0.1%
235752	1	0.1%
232697	1	0.1%

4월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	397
Distinct (%)	36.2%
Missing	121
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	8653.206

Minimum	0
Maximum	222362
Zeros	698
Zeros (%)	57.3%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3021
95-th percentile	44839
Maximum	222362
Range	222362
Interquartile range (IQR)	3021

Descriptive statistics

Standard deviation	26384.861
Coefficient of variation (CV)	3.0491428
Kurtosis	25.731314
Mean	8653.206
Median Absolute Deviation (MAD)	0
Skewness	4.7825519
Sum	9492567
Variance	6.9616086 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	698	57.3%
134	2	0.2%
1	2	0.2%
5	2	0.2%
23339	1	0.1%
14	1	0.1%
1919	1	0.1%
970	1	0.1%
30835	1	0.1%
2509	1	0.1%
Other values (387)	387	31.8%
(Missing)	121	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	698	57.3%
1	2	0.2%
4	1	0.1%
5	2	0.2%
14	1	0.1%
16	1	0.1%
17	1	0.1%
25	1	0.1%
30	1	0.1%
31	1	0.1%

Value	Count	Frequency (%)
222362	1	0.1%
214008	1	0.1%
212846	1	0.1%
187938	1	0.1%
183876	1	0.1%
180107	1	0.1%
173919	1	0.1%
171310	1	0.1%
168142	1	0.1%
157715	1	0.1%

5월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	364
Distinct (%)	33.2%
Missing	122
Missing (%)	10.0%
Infinite	0
Infinite (%)	0.0%
Mean	5025.0265

Minimum	0
Maximum	165320
Zeros	727
Zeros (%)	59.7%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2051.5
95-th percentile	25764.75
Maximum	165320
Range	165320
Interquartile range (IQR)	2051.5

Descriptive statistics

Standard deviation	15850.879
Coefficient of variation (CV)	3.1543872
Kurtosis	36.363418
Mean	5025.0265
Median Absolute Deviation (MAD)	0
Skewness	5.4397508
Sum	5507429
Variance	2.5125037 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	727	59.7%
46	2	0.2%
75	2	0.2%
2050	2	0.2%
2	2	0.2%
1532	2	0.2%
3978	2	0.2%
148294	1	0.1%
8656	1	0.1%
1175	1	0.1%
Other values (354)	354	29.1%
(Missing)	122	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	727	59.7%
2	2	0.2%
3	1	0.1%
8	1	0.1%
19	1	0.1%
22	1	0.1%
28	1	0.1%
30	1	0.1%
34	1	0.1%
46	2	0.2%

Value	Count	Frequency (%)
165320	1	0.1%
156560	1	0.1%
148294	1	0.1%
118312	1	0.1%
115588	1	0.1%
112419	1	0.1%
102757	1	0.1%
92841	1	0.1%
90833	1	0.1%
84439	1	0.1%

6월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	347
Distinct (%)	31.6%
Missing	121
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	3688.3373

Minimum	0
Maximum	101431
Zeros	743
Zeros (%)	61.0%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1211
95-th percentile	23334.8
Maximum	101431
Range	101431
Interquartile range (IQR)	1211

Descriptive statistics

Standard deviation	10765.208
Coefficient of variation (CV)	2.9187157
Kurtosis	28.015847
Mean	3688.3373
Median Absolute Deviation (MAD)	0
Skewness	4.7492755
Sum	4046106
Variance	1.158897 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	743	61.0%
1605	3	0.2%
50	3	0.2%
25352	2	0.2%
548	2	0.2%
200	2	0.2%
48	2	0.2%
22685	1	0.1%
2667	1	0.1%
1029	1	0.1%
Other values (337)	337	27.7%
(Missing)	121	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	743	61.0%
1	1	0.1%
2	1	0.1%
4	1	0.1%
7	1	0.1%
16	1	0.1%
17	1	0.1%
20	1	0.1%
22	1	0.1%
26	1	0.1%

Value	Count	Frequency (%)
101431	1	0.1%
99352	1	0.1%
88672	1	0.1%
81170	1	0.1%
79334	1	0.1%
78308	1	0.1%
75256	1	0.1%
65221	1	0.1%
58264	1	0.1%
55417	1	0.1%

7월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	341
Distinct (%)	31.1%
Missing	121
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	3679.2917

Minimum	0
Maximum	89886
Zeros	748
Zeros (%)	61.4%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1198
95-th percentile	27209.8
Maximum	89886
Range	89886
Interquartile range (IQR)	1198

Descriptive statistics

Standard deviation	10366.572
Coefficient of variation (CV)	2.8175455
Kurtosis	18.387484
Mean	3679.2917
Median Absolute Deviation (MAD)	0
Skewness	4.0170003
Sum	4036183
Variance	1.0746581 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	748	61.4%
4138	2	0.2%
3	2	0.2%
865	2	0.2%
35848	2	0.2%
181	2	0.2%
30	2	0.2%
16	2	0.2%
1153	2	0.2%
1	2	0.2%
Other values (331)	331	27.2%
(Missing)	121	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	748	61.4%
1	2	0.2%
2	1	0.1%
3	2	0.2%
6	1	0.1%
8	1	0.1%
9	1	0.1%
16	2	0.2%
23	1	0.1%
27	1	0.1%

Value	Count	Frequency (%)
89886	1	0.1%
74844	1	0.1%
71978	1	0.1%
68798	1	0.1%
63750	1	0.1%
63025	1	0.1%
59397	1	0.1%
58539	1	0.1%
58464	1	0.1%
58377	1	0.1%

8월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	320
Distinct (%)	29.2%
Missing	123
Missing (%)	10.1%
Infinite	0
Infinite (%)	0.0%
Mean	3405.39

Minimum	0
Maximum	98669
Zeros	767
Zeros (%)	63.0%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	690
95-th percentile	23869.2
Maximum	98669
Range	98669
Interquartile range (IQR)	690

Descriptive statistics

Standard deviation	9940.7272
Coefficient of variation (CV)	2.9191157
Kurtosis	20.910527
Mean	3405.39
Median Absolute Deviation (MAD)	0
Skewness	4.1968826
Sum	3728902
Variance	98818057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	767	63.0%
6	2	0.2%
1353	2	0.2%
946	2	0.2%
5855	2	0.2%
4	2	0.2%
2	2	0.2%
7922	2	0.2%
2850	2	0.2%
1148	2	0.2%
Other values (310)	310	25.5%
(Missing)	123	10.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	767	63.0%
1	1	0.1%
2	2	0.2%
4	2	0.2%
5	1	0.1%
6	2	0.2%
19	1	0.1%
27	1	0.1%
29	1	0.1%
33	1	0.1%

Value	Count	Frequency (%)
98669	1	0.1%
70391	1	0.1%
66937	1	0.1%
63667	1	0.1%
61485	1	0.1%
56360	1	0.1%
56217	1	0.1%
56034	1	0.1%
54758	1	0.1%
54427	1	0.1%

9월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	344
Distinct (%)	31.4%
Missing	121
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	3345.0656

Minimum	0
Maximum	84533
Zeros	744
Zeros (%)	61.1%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1121
95-th percentile	24071.2
Maximum	84533
Range	84533
Interquartile range (IQR)	1121

Descriptive statistics

Standard deviation	9203.2346
Coefficient of variation (CV)	2.7512867
Kurtosis	20.223922
Mean	3345.0656
Median Absolute Deviation (MAD)	0
Skewness	4.0401838
Sum	3669537
Variance	84699526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	744	61.1%
2	3	0.2%
54	2	0.2%
7789	2	0.2%
19	2	0.2%
4	2	0.2%
217	2	0.2%
46	2	0.2%
2920	2	0.2%
248	2	0.2%
Other values (334)	334	27.4%
(Missing)	121	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	744	61.1%
1	1	0.1%
2	3	0.2%
3	1	0.1%
4	2	0.2%
5	1	0.1%
7	1	0.1%
14	1	0.1%
19	2	0.2%
21	1	0.1%

Value	Count	Frequency (%)
84533	1	0.1%
79601	1	0.1%
74958	1	0.1%
56820	1	0.1%
55223	1	0.1%
54237	1	0.1%
49531	1	0.1%
47678	1	0.1%
46662	1	0.1%
45821	1	0.1%

10월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	386
Distinct (%)	35.2%
Missing	121
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	5988.7967

Minimum	0
Maximum	171191
Zeros	705
Zeros (%)	57.9%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2476
95-th percentile	31402.6
Maximum	171191
Range	171191
Interquartile range (IQR)	2476

Descriptive statistics

Standard deviation	18193.05
Coefficient of variation (CV)	3.0378473
Kurtosis	25.377351
Mean	5988.7967
Median Absolute Deviation (MAD)	0
Skewness	4.7246551
Sum	6569710
Variance	3.3098707 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	705	57.9%
57	3	0.2%
58	2	0.2%
2	2	0.2%
2269	2	0.2%
52	2	0.2%
2878	2	0.2%
4946	1	0.1%
30936	1	0.1%
2346	1	0.1%
Other values (376)	376	30.9%
(Missing)	121	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	705	57.9%
1	1	0.1%
2	2	0.2%
7	1	0.1%
17	1	0.1%
20	1	0.1%
21	1	0.1%
29	1	0.1%
41	1	0.1%
46	1	0.1%

Value	Count	Frequency (%)
171191	1	0.1%
150285	1	0.1%
129973	1	0.1%
123365	1	0.1%
123320	1	0.1%
121303	1	0.1%
112235	1	0.1%
106956	1	0.1%
105709	1	0.1%
103984	1	0.1%

11월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	440
Distinct (%)	40.1%
Missing	121
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	12844.469

Minimum	0
Maximum	276576
Zeros	652
Zeros (%)	53.5%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4792
95-th percentile	86389.8
Maximum	276576
Range	276576
Interquartile range (IQR)	4792

Descriptive statistics

Standard deviation	37401.208
Coefficient of variation (CV)	2.9118531
Kurtosis	17.972574
Mean	12844.469
Median Absolute Deviation (MAD)	0
Skewness	4.1366744
Sum	14090383
Variance	1.3988503 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	652	53.5%
34	3	0.2%
3	3	0.2%
202	2	0.2%
1505	2	0.2%
59733	1	0.1%
10203	1	0.1%
13356	1	0.1%
1283	1	0.1%
19326	1	0.1%
Other values (430)	430	35.3%
(Missing)	121	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	652	53.5%
1	1	0.1%
3	3	0.2%
6	1	0.1%
8	1	0.1%
14	1	0.1%
20	1	0.1%
23	1	0.1%
27	1	0.1%
29	1	0.1%

Value	Count	Frequency (%)
276576	1	0.1%
249116	1	0.1%
246061	1	0.1%
241587	1	0.1%
231306	1	0.1%
212369	1	0.1%
210289	1	0.1%
210201	1	0.1%
209438	1	0.1%
207727	1	0.1%

12월
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	456
Distinct (%)	41.6%
Missing	121
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	21846.221

Minimum	0
Maximum	405197
Zeros	639
Zeros (%)	52.5%
Negative	0
Negative (%)	0.0%
Memory size	10.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8250
95-th percentile	123694.8
Maximum	405197
Range	405197
Interquartile range (IQR)	8250

Descriptive statistics

Standard deviation	59903.851
Coefficient of variation (CV)	2.7420693
Kurtosis	14.91733
Mean	21846.221
Median Absolute Deviation (MAD)	0
Skewness	3.8085911
Sum	23965304
Variance	3.5884713 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	639	52.5%
31	2	0.2%
1661	2	0.2%
28	2	0.2%
3908	1	0.1%
3886	1	0.1%
2570	1	0.1%
339	1	0.1%
31710	1	0.1%
4123	1	0.1%
Other values (446)	446	36.6%
(Missing)	121	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	639	52.5%
1	1	0.1%
6	1	0.1%
15	1	0.1%
22	1	0.1%
23	1	0.1%
28	2	0.2%
29	1	0.1%
31	2	0.2%
32	1	0.1%

Value	Count	Frequency (%)
405197	1	0.1%
392296	1	0.1%
379778	1	0.1%
364470	1	0.1%
361726	1	0.1%
332157	1	0.1%
329621	1	0.1%
328238	1	0.1%
316065	1	0.1%
315768	1	0.1%

Heatmap
Table

	기준년도	사업소명	구분	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
기준년도	1.000	0.000	0.000	0.000	0.000	0.000	0.088	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
사업소명	0.000	1.000	0.000	0.515	0.511	0.499	0.402	0.365	0.382	0.392	0.370	0.420	0.425	0.478	0.502
구분	0.000	0.000	1.000	0.379	0.373	0.331	0.319	0.291	0.300	0.379	0.372	0.365	0.325	0.329	0.363
1월	0.000	0.515	0.379	1.000	0.974	0.911	0.853	0.830	0.699	0.693	0.539	0.553	0.801	0.880	0.928
2월	0.000	0.511	0.373	0.974	1.000	0.923	0.891	0.806	0.730	0.697	0.535	0.502	0.838	0.887	0.937
3월	0.000	0.499	0.331	0.911	0.923	1.000	0.877	0.804	0.798	0.743	0.598	0.643	0.844	0.916	0.901
4월	0.088	0.402	0.319	0.853	0.891	0.877	1.000	0.839	0.874	0.839	0.716	0.690	0.886	0.872	0.831
5월	0.000	0.365	0.291	0.830	0.806	0.804	0.839	1.000	0.907	0.834	0.727	0.674	0.849	0.809	0.798
6월	0.000	0.382	0.300	0.699	0.730	0.798	0.874	0.907	1.000	0.928	0.802	0.773	0.887	0.818	0.756
7월	0.000	0.392	0.379	0.693	0.697	0.743	0.839	0.834	0.928	1.000	0.875	0.835	0.881	0.808	0.690
8월	0.000	0.370	0.372	0.539	0.535	0.598	0.716	0.727	0.802	0.875	1.000	0.942	0.757	0.665	0.564
9월	0.000	0.420	0.365	0.553	0.502	0.643	0.690	0.674	0.773	0.835	0.942	1.000	0.789	0.641	0.543
10월	0.000	0.425	0.325	0.801	0.838	0.844	0.886	0.849	0.887	0.881	0.757	0.789	1.000	0.904	0.821
11월	0.000	0.478	0.329	0.880	0.887	0.916	0.872	0.809	0.818	0.808	0.665	0.641	0.904	1.000	0.899
12월	0.000	0.502	0.363	0.928	0.937	0.901	0.831	0.798	0.756	0.690	0.564	0.543	0.821	0.899	1.000

Heatmap
Table

	구분	사업소명
구분	1.000	0.000
사업소명	0.000	1.000

Heatmap
Table

	기준년도	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	사업소명	구분
기준년도	1.000	-0.011	-0.015	-0.026	-0.034	-0.016	-0.002	0.026	0.020	-0.008	-0.011	-0.018	-0.019	0.000	0.000
1월	-0.011	1.000	0.970	0.928	0.854	0.776	0.769	0.758	0.734	0.746	0.821	0.906	0.940	0.216	0.210
2월	-0.015	0.970	1.000	0.932	0.855	0.779	0.768	0.760	0.731	0.749	0.829	0.906	0.929	0.214	0.206
3월	-0.026	0.928	0.932	1.000	0.915	0.823	0.819	0.805	0.780	0.798	0.876	0.927	0.911	0.208	0.181
4월	-0.034	0.854	0.855	0.915	1.000	0.862	0.858	0.845	0.823	0.846	0.870	0.881	0.851	0.159	0.174
5월	-0.016	0.776	0.779	0.823	0.862	1.000	0.876	0.846	0.836	0.831	0.840	0.805	0.781	0.142	0.157
6월	-0.002	0.769	0.768	0.819	0.858	0.876	1.000	0.904	0.891	0.880	0.867	0.807	0.765	0.150	0.162
7월	0.026	0.758	0.760	0.805	0.845	0.846	0.904	1.000	0.929	0.891	0.859	0.802	0.759	0.155	0.210
8월	0.020	0.734	0.731	0.780	0.823	0.836	0.891	0.929	1.000	0.902	0.837	0.775	0.728	0.151	0.195
9월	-0.008	0.746	0.749	0.798	0.846	0.831	0.880	0.891	0.902	1.000	0.874	0.796	0.757	0.175	0.190
10월	-0.011	0.821	0.829	0.876	0.870	0.840	0.867	0.859	0.837	0.874	1.000	0.877	0.834	0.170	0.177
11월	-0.018	0.906	0.906	0.927	0.881	0.805	0.807	0.802	0.775	0.796	0.877	1.000	0.934	0.196	0.179
12월	-0.019	0.940	0.929	0.911	0.851	0.781	0.765	0.759	0.728	0.757	0.834	0.934	1.000	0.209	0.200
사업소명	0.000	0.216	0.214	0.208	0.159	0.142	0.150	0.155	0.151	0.175	0.170	0.196	0.209	1.000	0.000
구분	0.000	0.210	0.206	0.181	0.174	0.157	0.162	0.210	0.195	0.190	0.177	0.179	0.200	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	기준년도	사업소명	구분	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
0	2012	강남	발전회사	0	0	0	0	0	0	0	0	0	0	0	0
1	2012	강남	소각로	39672	39013	47938	37660	27271	6622	28994	34177	37507	38179	38867	38825
2	2012	강남	CHP	0	0	0	0	0	0	0	0	0	0	0	0
3	2012	강남	PLB	245851	207807	108309	23339	46	0	132	29	1049	4946	92926	241370
4	2012	강남	CES	34692	32530	31727	16497	1843	3556	259	324	317	10700	30057	32895
5	2012	강남	기타	0	0	0	0	0	0	0	0	0	0	0	0
6	2013	강남	발전회사	0	0	0	0	0	0	0	0	0	0	0	0
7	2013	강남	소각로	38097	33181	40323	38440	37560	32886	31966	6807	27677	37693	34039	34807
8	2013	강남	CHP	0	0	0	0	0	0	0	0	0	0	0	0
9	2013	강남	PLB	240324	186678	86407	22491	73	37	0	946	0	1308	97901	195879

	기준년도	사업소명	구분	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
1208	2021	평택	CHP	0	0	0	0	0	0	0	0	0	0	0	0
1209	2021	평택	PLB	0	0	0	0	0	0	0	0	0	0	0	4092
1210	2021	평택	CES	0	0	0	0	0	0	0	0	0	0	0	0
1211	2021	평택	기타	8577	5926	4320	2716	2667	2624	2917	3108	2676	2878	0	0
1212	2022	평택	발전회사	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1213	2022	평택	소각로	7876	6680	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1214	2022	평택	CHP	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1215	2022	평택	PLB	7357	6782	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1216	2022	평택	CES	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1217	2022	평택	기타	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample