gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	368
Missing cells	12
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	56.2 KiB
Average record size in memory	156.4 B

Variable types

Categorical	3
Text	1
Boolean	2
Numeric	12

Dataset

Description	부산광역시_공공기관온실가스배출량현황_20231231
Author	부산광역시
URL	http://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=3067482

Alerts

`연료명` is highly overall correlated with `단위`	High correlation
`단위` is highly overall correlated with `연료명`	High correlation
`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
`계측가능여부` is highly imbalanced (95.1%)	Imbalance
`임차여부` is highly imbalanced (86.4%)	Imbalance
`1월` has 57 (15.5%) zeros	Zeros
`2월` has 56 (15.2%) zeros	Zeros
`3월` has 53 (14.4%) zeros	Zeros
`4월` has 69 (18.8%) zeros	Zeros
`5월` has 80 (21.7%) zeros	Zeros
`6월` has 71 (19.3%) zeros	Zeros
`7월` has 73 (19.8%) zeros	Zeros
`8월` has 70 (19.0%) zeros	Zeros
`9월` has 79 (21.5%) zeros	Zeros
`10월` has 76 (20.7%) zeros	Zeros
`11월` has 57 (15.5%) zeros	Zeros
`12월` has 62 (16.8%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 13:16:42.724059
Analysis finished	2024-03-13 13:16:59.841694
Duration	17.12 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

소속기관명
Categorical

Distinct	41
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

부산광역시	68
상수도사업본부	44
북부소방서	20
체육시설관리사업소	16
부산진소방서	13
Other values (36)	207

Length

Max length	14
Median length	5
Mean length	6.3179348
Min length	4

Unique

Unique	2 ?
Unique (%)	0.5%

Sample

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

Common Values

Value	Count	Frequency (%)
부산광역시	68	18.5%
상수도사업본부	44	12.0%
북부소방서	20	5.4%
체육시설관리사업소	16	4.3%
부산진소방서	13	3.5%
시립박물관	13	3.5%
기장소방서	11	3.0%
해운대소방서	10	2.7%
금정소방서	10	2.7%
동래소방서	10	2.7%
Other values (31)	153	41.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
부산광역시	68	18.4%
상수도사업본부	44	11.9%
북부소방서	20	5.4%
체육시설관리사업소	16	4.3%
부산진소방서	13	3.5%
시립박물관	13	3.5%
기장소방서	11	3.0%
동래소방서	10	2.7%
남부소방서	10	2.7%
사하소방서	10	2.7%
Other values (32)	155	41.9%

시설명
Text

Distinct	253
Distinct (%)	68.8%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Length

Max length	31
Median length	24
Mean length	11.095109
Min length	2

Characters and Unicode

Total characters	4083
Distinct characters	215
Distinct categories	8 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	149 ?
Unique (%)	40.5%

Sample

1st row	시청사
2nd row	시청사
3rd row	교통문화연수원
4th row	교통문화연수원
5th row	부산민속예술관

Value	Count	Frequency (%)
경유차량	45	6.9%
휘발유차량	38	5.8%
청사	36	5.5%
및	14	2.2%
구조대	14	2.2%
본서	10	1.5%
남부소방서	10	1.5%
금정소방서	9	1.4%
보건환경연구원	9	1.4%
부산광역시	8	1.2%
Other values (190)	457	70.3%

Most occurring characters

Value	Count	Frequency (%)
	288	7.1%
1	214	5.2%
터	147	3.6%
센	146	3.6%
소	140	3.4%
전	123	3.0%
사	123	3.0%
안	117	2.9%
관	111	2.7%
9	106	2.6%
Other values (205)	2568	62.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	3384	82.9%
Decimal Number	322	7.9%
Space Separator	288	7.1%
Other Punctuation	33	0.8%
Uppercase Letter	29	0.7%
Open Punctuation	13	0.3%
Close Punctuation	13	0.3%
Dash Punctuation	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
터	147	4.3%
센	146	4.3%
소	140	4.1%
전	123	3.6%
사	123	3.6%
안	117	3.5%
관	111	3.3%
량	104	3.1%
차	102	3.0%
유	92	2.7%
Other values (190)	2179	64.4%

Uppercase Letter

Value	Count	Frequency (%)
P	8	27.6%
G	7	24.1%
L	6	20.7%
C	3	10.3%
E	2	6.9%
A	2	6.9%
N	1	3.4%

Decimal Number

Value	Count	Frequency (%)
1	214	66.5%
9	106	32.9%
2	2	0.6%

Space Separator

Value	Count	Frequency (%)
	288	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	33	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	13	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	13	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	3384	82.9%
Common	670	16.4%
Latin	29	0.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
터	147	4.3%
센	146	4.3%
소	140	4.1%
전	123	3.6%
사	123	3.6%
안	117	3.5%
관	111	3.3%
량	104	3.1%
차	102	3.0%
유	92	2.7%
Other values (190)	2179	64.4%

Common

Value	Count	Frequency (%)
	288	43.0%
1	214	31.9%
9	106	15.8%
,	33	4.9%
(	13	1.9%
)	13	1.9%
2	2	0.3%
-	1	0.1%

Latin

Value	Count	Frequency (%)
P	8	27.6%
G	7	24.1%
L	6	20.7%
C	3	10.3%
E	2	6.9%
A	2	6.9%
N	1	3.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	3384	82.9%
ASCII	699	17.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	288	41.2%
1	214	30.6%
9	106	15.2%
,	33	4.7%
(	13	1.9%
)	13	1.9%
P	8	1.1%
G	7	1.0%
L	6	0.9%
C	3	0.4%
Other values (5)	8	1.1%

Hangul

Value	Count	Frequency (%)
터	147	4.3%
센	146	4.3%
소	140	4.1%
전	123	3.6%
사	123	3.6%
안	117	3.5%
관	111	3.3%
량	104	3.1%
차	102	3.0%
유	92	2.7%
Other values (190)	2179	64.4%

계측가능여부
Boolean

IMBALANCE

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	500.0 B

True	366
False	2

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	366	99.5%
False	2	0.5%

임차여부
Boolean

IMBALANCE

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	500.0 B

False	361
True	7

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	361	98.1%
True	7	1.9%

연료명
Categorical

HIGH CORRELATION

Distinct	10
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

전력	151
도시가스(LNG)	65
가스/디젤 오일(경유)	59
휘발유	41
보일러 등유	24
Other values (5)	28

Length

Max length	12
Median length	9
Mean length	5.4728261
Min length	2

Unique

Unique	2 ?
Unique (%)	0.5%

Sample

1st row	도시가스(LNG)
2nd row	전력
3rd row	도시가스(LNG)
4th row	전력
5th row	전력

Common Values

Value	Count	Frequency (%)
전력	151	41.0%
도시가스(LNG)	65	17.7%
가스/디젤 오일(경유)	59	16.0%
휘발유	41	11.1%
보일러 등유	24	6.5%
실내 등유	15	4.1%
LPG(차량)	7	1.9%
프로판	4	1.1%
CNG(차량)	1	0.3%
도시가스(LPG)	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
전력	151	32.4%
도시가스(lng	65	13.9%
가스/디젤	59	12.7%
오일(경유	59	12.7%
휘발유	41	8.8%
등유	39	8.4%
보일러	24	5.2%
실내	15	3.2%
lpg(차량	7	1.5%
프로판	4	0.9%
Other values (2)	2	0.4%

단위
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

kWh	151
ℓ	146
㎥	67
kg	4

Length

Max length	3
Median length	1
Mean length	1.8315217
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	㎥
2nd row	kWh
3rd row	㎥
4th row	kWh
5th row	kWh

Common Values

Value	Count	Frequency (%)
kWh	151	41.0%
ℓ	146	39.7%
㎥	67	18.2%
kg	4	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
kwh	151	41.0%
ℓ	146	39.7%
㎥	67	18.2%
kg	4	1.1%

1월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	290
Distinct (%)	79.2%
Missing	2
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	18738.997

Minimum	0
Maximum	1027955
Zeros	57
Zeros (%)	15.5%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	53.5
median	1519.5
Q3	10647.5
95-th percentile	88144
Maximum	1027955
Range	1027955
Interquartile range (IQR)	10594

Descriptive statistics

Standard deviation	71005.605
Coefficient of variation (CV)	3.7891891
Kurtosis	121.38752
Mean	18738.997
Median Absolute Deviation (MAD)	1519.5
Skewness	9.7650756
Sum	6858473
Variance	5.041796 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	57	15.5%
100	4	1.1%
40	4	1.1%
56	3	0.8%
27	2	0.5%
130	2	0.5%
300	2	0.5%
15	2	0.5%
87	2	0.5%
25	2	0.5%
Other values (280)	286	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	57	15.5%
1	1	0.3%
3	1	0.3%
7	1	0.3%
10	1	0.3%
12	1	0.3%
13	1	0.3%
15	2	0.5%
19	1	0.3%
20	2	0.5%

Value	Count	Frequency (%)
1027955	1	0.3%
525522	1	0.3%
390499	1	0.3%
313479	1	0.3%
233010	1	0.3%
189684	1	0.3%
178473	1	0.3%
169366	1	0.3%
145152	1	0.3%
141328	1	0.3%

2월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	286
Distinct (%)	78.1%
Missing	2
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	18020.883

Minimum	0
Maximum	915421
Zeros	56
Zeros (%)	15.2%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	45
median	1399.5
Q3	10758.75
95-th percentile	91745.75
Maximum	915421
Range	915421
Interquartile range (IQR)	10713.75

Descriptive statistics

Standard deviation	67690.455
Coefficient of variation (CV)	3.7562231
Kurtosis	102.48179
Mean	18020.883
Median Absolute Deviation (MAD)	1399.5
Skewness	9.1167208
Sum	6595643
Variance	4.5819977 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	15.2%
20	5	1.4%
40	4	1.1%
80	3	0.8%
94	3	0.8%
84	2	0.5%
27	2	0.5%
300	2	0.5%
150	2	0.5%
120	2	0.5%
Other values (276)	285	77.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	15.2%
2	1	0.3%
3	2	0.5%
4	2	0.5%
6	1	0.3%
9	1	0.3%
10	1	0.3%
12	1	0.3%
14	1	0.3%
17	1	0.3%

Value	Count	Frequency (%)
915421	1	0.3%
600539	1	0.3%
365877	1	0.3%
360281	1	0.3%
183749	1	0.3%
172591	1	0.3%
165960	1	0.3%
163440	1	0.3%
131760	1	0.3%
122506	1	0.3%

3월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	289
Distinct (%)	79.0%
Missing	2
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	15264.036

Minimum	0
Maximum	932355
Zeros	53
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	54
median	1008.5
Q3	8343.75
95-th percentile	73807.75
Maximum	932355
Range	932355
Interquartile range (IQR)	8289.75

Descriptive statistics

Standard deviation	63112.46
Coefficient of variation (CV)	4.1347165
Kurtosis	135.24845
Mean	15264.036
Median Absolute Deviation (MAD)	1008.5
Skewness	10.485774
Sum	5586637
Variance	3.9831826 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	53	14.4%
20	5	1.4%
40	4	1.1%
64	4	1.1%
74	3	0.8%
80	2	0.5%
37	2	0.5%
53	2	0.5%
98	2	0.5%
22	2	0.5%
Other values (279)	287	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	53	14.4%
2	1	0.3%
4	2	0.5%
5	2	0.5%
10	1	0.3%
16	1	0.3%
17	1	0.3%
20	5	1.4%
22	2	0.5%
25	2	0.5%

Value	Count	Frequency (%)
932355	1	0.3%
528619	1	0.3%
299389	1	0.3%
228577	1	0.3%
184497	1	0.3%
147438	1	0.3%
145297	1	0.3%
142678	1	0.3%
120012	1	0.3%
111456	1	0.3%

4월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	276
Distinct (%)	75.4%
Missing	2
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	13746.484

Minimum	0
Maximum	864233
Zeros	69
Zeros (%)	18.8%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	39.25
median	648.5
Q3	6277.75
95-th percentile	63945.25
Maximum	864233
Range	864233
Interquartile range (IQR)	6238.5

Descriptive statistics

Standard deviation	59492.552
Coefficient of variation (CV)	4.3278379
Kurtosis	130.64655
Mean	13746.484
Median Absolute Deviation (MAD)	648.5
Skewness	10.367996
Sum	5031213
Variance	3.5393638 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	69	18.8%
40	6	1.6%
46	3	0.8%
41	3	0.8%
215	2	0.5%
10	2	0.5%
11	2	0.5%
80	2	0.5%
27001	2	0.5%
1	2	0.5%
Other values (266)	273	74.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	69	18.8%
1	2	0.5%
3	1	0.3%
10	2	0.5%
11	2	0.5%
13	1	0.3%
14	1	0.3%
19	2	0.5%
20	2	0.5%
25	2	0.5%

Value	Count	Frequency (%)
864233	1	0.3%
527490	1	0.3%
275892	1	0.3%
219721	1	0.3%
173449	1	0.3%
145489	1	0.3%
133596	1	0.3%
130973	1	0.3%
124317	1	0.3%
107964	1	0.3%

5월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	266
Distinct (%)	72.7%
Missing	2
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	14243.434

Minimum	0
Maximum	947019
Zeros	80
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17.5
median	538.5
Q3	5927.5
95-th percentile	73231.5
Maximum	947019
Range	947019
Interquartile range (IQR)	5910

Descriptive statistics

Standard deviation	65904.946
Coefficient of variation (CV)	4.6270404
Kurtosis	125.74013
Mean	14243.434
Median Absolute Deviation (MAD)	538.5
Skewness	10.252946
Sum	5213097
Variance	4.3434619 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	80	21.7%
6380	3	0.8%
40	3	0.8%
20	3	0.8%
221	3	0.8%
6	3	0.8%
120	2	0.5%
156	2	0.5%
66	2	0.5%
35	2	0.5%
Other values (256)	263	71.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	80	21.7%
2	1	0.3%
4	1	0.3%
5	1	0.3%
6	3	0.8%
7	1	0.3%
8	1	0.3%
9	1	0.3%
10	2	0.5%
17	1	0.3%

Value	Count	Frequency (%)
947019	1	0.3%
528618	1	0.3%
461909	1	0.3%
248813	1	0.3%
189340	1	0.3%
138618	1	0.3%
136073	1	0.3%
134528	1	0.3%
120366	1	0.3%
99052	1	0.3%

6월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	268
Distinct (%)	73.2%
Missing	2
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	16600.855

Minimum	0
Maximum	1137970
Zeros	71
Zeros (%)	19.3%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	30.5
median	487.5
Q3	5910.25
95-th percentile	74446.5
Maximum	1137970
Range	1137970
Interquartile range (IQR)	5879.75

Descriptive statistics

Standard deviation	79188.095
Coefficient of variation (CV)	4.7701214
Kurtosis	125.44271
Mean	16600.855
Median Absolute Deviation (MAD)	487.5
Skewness	10.249556
Sum	6075913
Variance	6.2707544 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	71	19.3%
40	5	1.4%
50	4	1.1%
100	3	0.8%
10	3	0.8%
80	3	0.8%
44	2	0.5%
65	2	0.5%
8781	2	0.5%
39	2	0.5%
Other values (258)	269	73.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	71	19.3%
1	1	0.3%
4	1	0.3%
5	1	0.3%
6	2	0.5%
7	1	0.3%
10	3	0.8%
11	1	0.3%
13	1	0.3%
14	1	0.3%

Value	Count	Frequency (%)
1137970	1	0.3%
633150	1	0.3%
529146	1	0.3%
355833	1	0.3%
272231	1	0.3%
160668	1	0.3%
139896	1	0.3%
138294	1	0.3%
137464	1	0.3%
116504	1	0.3%

7월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	270
Distinct (%)	73.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19014.372

Minimum	0
Maximum	1340699
Zeros	73
Zeros (%)	19.8%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	26
median	514
Q3	6834.25
95-th percentile	86509.3
Maximum	1340699
Range	1340699
Interquartile range (IQR)	6808.25

Descriptive statistics

Standard deviation	90166.116
Coefficient of variation (CV)	4.741998
Kurtosis	136.77043
Mean	19014.372
Median Absolute Deviation (MAD)	514
Skewness	10.622412
Sum	6997289
Variance	8.1299285 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	73	19.8%
20	6	1.6%
80	3	0.8%
71	3	0.8%
90	3	0.8%
40	3	0.8%
12	2	0.5%
50	2	0.5%
392	2	0.5%
87	2	0.5%
Other values (260)	269	73.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	73	19.8%
2	1	0.3%
4	1	0.3%
6	1	0.3%
10	1	0.3%
11	1	0.3%
12	2	0.5%
14	1	0.3%
15	2	0.5%
17	1	0.3%

Value	Count	Frequency (%)
1340699	1	0.3%
620055	1	0.3%
577956	1	0.3%
487523	1	0.3%
296590	1	0.3%
183528	1	0.3%
162594	1	0.3%
147198	1	0.3%
133443	1	0.3%
124459	1	0.3%

8월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	270
Distinct (%)	73.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21277.359

Minimum	0
Maximum	1421764
Zeros	70
Zeros (%)	19.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	27
median	739
Q3	7687.5
95-th percentile	105756.9
Maximum	1421764
Range	1421764
Interquartile range (IQR)	7660.5

Descriptive statistics

Standard deviation	97310.854
Coefficient of variation (CV)	4.5734461
Kurtosis	129.133
Mean	21277.359
Median Absolute Deviation (MAD)	739
Skewness	10.323902
Sum	7830068
Variance	9.4694022 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	70	19.0%
40	4	1.1%
67	4	1.1%
24	4	1.1%
57	3	0.8%
17	3	0.8%
47	3	0.8%
49	2	0.5%
58	2	0.5%
50	2	0.5%
Other values (260)	271	73.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70	19.0%
1	1	0.3%
2	1	0.3%
6	1	0.3%
7	1	0.3%
9	2	0.5%
10	2	0.5%
12	1	0.3%
14	1	0.3%
15	1	0.3%

Value	Count	Frequency (%)
1421764	1	0.3%
673235	1	0.3%
644088	1	0.3%
575801	1	0.3%
233265	1	0.3%
203940	1	0.3%
178453	1	0.3%
167940	1	0.3%
152700	1	0.3%
151382	1	0.3%

9월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	264
Distinct (%)	71.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19378.356

Minimum	0
Maximum	1155096
Zeros	79
Zeros (%)	21.5%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	22.75
median	587.5
Q3	7387
95-th percentile	90929.75
Maximum	1155096
Range	1155096
Interquartile range (IQR)	7364.25

Descriptive statistics

Standard deviation	86250.212
Coefficient of variation (CV)	4.4508529
Kurtosis	105.76315
Mean	19378.356
Median Absolute Deviation (MAD)	587.5
Skewness	9.5290203
Sum	7131235
Variance	7.439099 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	79	21.5%
40	6	1.6%
88	4	1.1%
100	4	1.1%
80	3	0.8%
17	3	0.8%
43	3	0.8%
219	2	0.5%
20	2	0.5%
53	2	0.5%
Other values (254)	260	70.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	79	21.5%
2	1	0.3%
4	1	0.3%
10	1	0.3%
15	1	0.3%
17	3	0.8%
18	2	0.5%
19	1	0.3%
20	2	0.5%
22	1	0.3%

Value	Count	Frequency (%)
1155096	1	0.3%
778895	1	0.3%
637915	1	0.3%
425523	1	0.3%
183597	1	0.3%
176434	1	0.3%
168138	1	0.3%
164286	1	0.3%
151720	1	0.3%
147258	1	0.3%

10월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	274
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14850.769

Minimum	0
Maximum	900794
Zeros	76
Zeros (%)	20.7%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	22.75
median	543
Q3	6212.75
95-th percentile	67585.3
Maximum	900794
Range	900794
Interquartile range (IQR)	6190

Descriptive statistics

Standard deviation	67352.327
Coefficient of variation (CV)	4.5352753
Kurtosis	105.77384
Mean	14850.769
Median Absolute Deviation (MAD)	543
Skewness	9.5321
Sum	5465083
Variance	4.5363359 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	76	20.7%
40	4	1.1%
18	3	0.8%
1	3	0.8%
50	3	0.8%
102	2	0.5%
62	2	0.5%
84	2	0.5%
8	2	0.5%
20	2	0.5%
Other values (264)	269	73.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	76	20.7%
1	3	0.8%
5	1	0.3%
8	2	0.5%
10	1	0.3%
15	1	0.3%
16	1	0.3%
18	3	0.8%
20	2	0.5%
21	1	0.3%

Value	Count	Frequency (%)
900794	1	0.3%
616679	1	0.3%
486896	1	0.3%
330922	1	0.3%
149990	1	0.3%
136674	1	0.3%
131078	1	0.3%
130901	1	0.3%
123672	1	0.3%
114372	1	0.3%

11월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	288
Distinct (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15711.565

Minimum	0
Maximum	907384
Zeros	57
Zeros (%)	15.5%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	47.5
median	670.5
Q3	5955.25
95-th percentile	74111
Maximum	907384
Range	907384
Interquartile range (IQR)	5907.75

Descriptive statistics

Standard deviation	67989.425
Coefficient of variation (CV)	4.3273489
Kurtosis	98.220141
Mean	15711.565
Median Absolute Deviation (MAD)	670.5
Skewness	9.0340498
Sum	5781856
Variance	4.6225619 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	57	15.5%
40	4	1.1%
58	3	0.8%
80	3	0.8%
20	3	0.8%
30	3	0.8%
35	2	0.5%
50	2	0.5%
300	2	0.5%
399	2	0.5%
Other values (278)	287	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	57	15.5%
1	2	0.5%
4	1	0.3%
7	2	0.5%
9	1	0.3%
10	1	0.3%
13	2	0.5%
18	2	0.5%
19	2	0.5%
20	3	0.8%

Value	Count	Frequency (%)
907384	1	0.3%
538109	1	0.3%
500328	1	0.3%
338714	1	0.3%
303556	1	0.3%
149058	1	0.3%
145940	1	0.3%
138160	1	0.3%
133767	1	0.3%
117528	1	0.3%

12월
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	288
Distinct (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16643.226

Minimum	0
Maximum	963655
Zeros	62
Zeros (%)	16.8%
Negative	0
Negative (%)	0.0%
Memory size	3.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	44
median	982
Q3	7651.25
95-th percentile	68225.15
Maximum	963655
Range	963655
Interquartile range (IQR)	7607.25

Descriptive statistics

Standard deviation	68758.413
Coefficient of variation (CV)	4.1313153
Kurtosis	113.81837
Mean	16643.226
Median Absolute Deviation (MAD)	982
Skewness	9.660427
Sum	6124707
Variance	4.7277194 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	16.8%
40	5	1.4%
10	3	0.8%
126	3	0.8%
164	2	0.5%
90	2	0.5%
46	2	0.5%
25	2	0.5%
400	2	0.5%
54	2	0.5%
Other values (278)	283	76.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	16.8%
1	1	0.3%
2	1	0.3%
8	1	0.3%
9	2	0.5%
10	3	0.8%
12	1	0.3%
14	1	0.3%
15	1	0.3%
19	2	0.5%

Value	Count	Frequency (%)
963655	1	0.3%
576484	1	0.3%
402864	1	0.3%
369343	1	0.3%
183942	1	0.3%
154686	1	0.3%
150152	1	0.3%
138129	1	0.3%
137225	1	0.3%
136512	1	0.3%

Heatmap
Table

	소속기관명	계측가능여부	임차여부	연료명	단위	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
소속기관명	1.000	0.254	0.490	0.279	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
계측가능여부	0.254	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
임차여부	0.490	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
연료명	0.279	0.000	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
단위	0.000	0.000	0.000	1.000	1.000	0.153	0.143	0.084	0.099	0.000	0.000	0.000	0.204	0.079	0.114	0.113	0.098
1월	0.000	0.000	0.000	0.000	0.153	1.000	1.000	0.991	0.994	0.988	0.958	0.988	0.966	0.988	0.988	0.866	0.991
2월	0.000	0.000	0.000	0.000	0.143	1.000	1.000	0.992	0.993	0.987	0.957	0.987	0.962	0.987	0.987	0.864	0.990
3월	0.000	0.000	0.000	0.000	0.084	0.991	0.992	1.000	0.997	0.999	0.964	0.985	0.950	0.997	0.998	0.921	0.999
4월	0.000	0.000	0.000	0.000	0.099	0.994	0.993	0.997	1.000	0.996	0.965	0.986	0.931	0.993	0.993	0.890	0.996
5월	0.000	0.000	0.000	0.000	0.000	0.988	0.987	0.999	0.996	1.000	0.978	0.991	0.971	0.999	0.998	0.919	0.999
6월	0.000	0.000	0.000	0.000	0.000	0.958	0.957	0.964	0.965	0.978	1.000	0.974	0.919	0.970	0.974	0.917	0.968
7월	0.000	0.000	0.000	0.000	0.000	0.988	0.987	0.985	0.986	0.991	0.974	1.000	0.987	0.988	0.986	0.903	0.987
8월	0.000	0.000	0.000	0.000	0.204	0.966	0.962	0.950	0.931	0.971	0.919	0.987	1.000	0.977	0.968	0.847	0.956
9월	0.000	0.000	0.000	0.000	0.079	0.988	0.987	0.997	0.993	0.999	0.970	0.988	0.977	1.000	1.000	0.907	0.999
10월	0.000	0.000	0.000	0.000	0.114	0.988	0.987	0.998	0.993	0.998	0.974	0.986	0.968	1.000	1.000	0.922	0.999
11월	0.000	0.000	0.000	0.000	0.113	0.866	0.864	0.921	0.890	0.919	0.917	0.903	0.847	0.907	0.922	1.000	0.928
12월	0.000	0.000	0.000	0.000	0.098	0.991	0.990	0.999	0.996	0.999	0.968	0.987	0.956	0.999	0.999	0.928	1.000

Heatmap
Table

	소속기관명	연료명	단위	임차여부	계측가능여부
소속기관명	1.000	0.093	0.000	0.390	0.201
연료명	0.093	1.000	0.992	0.000	0.000
단위	0.000	0.992	1.000	0.000	0.000
임차여부	0.390	0.000	0.000	1.000	0.000
계측가능여부	0.201	0.000	0.000	0.000	1.000

Heatmap
Table

	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월	소속기관명	계측가능여부	임차여부	연료명	단위
1월	1.000	0.969	0.950	0.915	0.906	0.909	0.906	0.903	0.902	0.921	0.936	0.946	0.000	0.000	0.000	0.000	0.099
2월	0.969	1.000	0.962	0.930	0.924	0.912	0.923	0.912	0.923	0.929	0.930	0.938	0.000	0.000	0.000	0.000	0.092
3월	0.950	0.962	1.000	0.950	0.925	0.923	0.922	0.916	0.921	0.935	0.915	0.920	0.000	0.000	0.000	0.000	0.054
4월	0.915	0.930	0.950	1.000	0.956	0.942	0.937	0.929	0.925	0.949	0.917	0.917	0.000	0.000	0.000	0.000	0.063
5월	0.906	0.924	0.925	0.956	1.000	0.948	0.944	0.930	0.934	0.943	0.931	0.911	0.000	0.000	0.000	0.000	0.000
6월	0.909	0.912	0.923	0.942	0.948	1.000	0.961	0.958	0.944	0.936	0.935	0.924	0.000	0.000	0.000	0.000	0.000
7월	0.906	0.923	0.922	0.937	0.944	0.961	1.000	0.979	0.965	0.944	0.922	0.917	0.000	0.000	0.000	0.000	0.000
8월	0.903	0.912	0.916	0.929	0.930	0.958	0.979	1.000	0.970	0.948	0.919	0.919	0.000	0.000	0.000	0.000	0.081
9월	0.902	0.923	0.921	0.925	0.934	0.944	0.965	0.970	1.000	0.962	0.921	0.913	0.000	0.000	0.000	0.000	0.050
10월	0.921	0.929	0.935	0.949	0.943	0.936	0.944	0.948	0.962	1.000	0.929	0.927	0.000	0.000	0.000	0.000	0.073
11월	0.936	0.930	0.915	0.917	0.931	0.935	0.922	0.919	0.921	0.929	1.000	0.952	0.000	0.000	0.000	0.000	0.092
12월	0.946	0.938	0.920	0.917	0.911	0.924	0.917	0.919	0.913	0.927	0.952	1.000	0.000	0.000	0.000	0.000	0.063
소속기관명	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.201	0.390	0.093	0.000
계측가능여부	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.201	1.000	0.000	0.000	0.000
임차여부	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.390	0.000	1.000	0.000	0.000
연료명	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.093	0.000	0.000	1.000	0.992
단위	0.099	0.092	0.054	0.063	0.000	0.000	0.000	0.081	0.050	0.073	0.092	0.063	0.000	0.000	0.000	0.992	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

	소속기관명	시설명	계측가능여부	임차여부	연료명	단위	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
0	부산광역시	시청사	Y	N	도시가스(LNG)	㎥	33925	21691	12165	8130	7965	15028	33991	41438	16982	4307	5531	22908
1	부산광역시	시청사	Y	N	전력	kWh	1027955	915421	932355	864233	947019	1137970	1340699	1421764	1155096	900794	907384	963655
2	부산광역시	교통문화연수원	Y	N	도시가스(LNG)	㎥	0	0	0	0	0	0	0	0	0	0	0	0
3	부산광역시	교통문화연수원	Y	N	전력	kWh	12008	10946	10347	6692	6380	7567	10124	9941	8759	6008	10873	10913
4	부산광역시	부산민속예술관	Y	N	전력	kWh	3190	2785	2875	1946	1886	2262	2917	3782	4077	2842	2131	2610
5	부산광역시	수영사적원	Y	N	전력	kWh	72	67	64	36	50	36	94	94	162	178	93	77
6	부산광역시	부산글로벌빌리지	Y	N	도시가스(LNG)	㎥	3995	3219	1252	236	0	1579	1897	4495	2955	690	898	3478
7	부산광역시	부산글로벌빌리지	Y	N	전력	kWh	44653	36286	28623	23436	21589	30850	43747	47711	36858	24615	28651	41903
8	부산광역시	벡스코	Y	N	도시가스(LNG)	㎥	29789	34685	10052	194	9173	27394	46687	48870	45159	5122	9793	39986
9	부산광역시	벡스코	Y	N	전력	kWh	313479	365877	299389	275892	461909	633150	620055	673235	637915	486896	500328	402864

	소속기관명	시설명	계측가능여부	임차여부	연료명	단위	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
358	현대미술관	현대미술관 청사	Y	N	가스/디젤 오일(경유)	ℓ	3	3	4	3	6	6	6	2	4	1	1	9
359	현대미술관	현대미술관 청사	Y	N	전력	kWh	74115	57756	44465	38380	84506	106700	133443	151382	95491	50269	56397	68509
360	현대미술관	현대미술관 경유차량	Y	N	가스/디젤 오일(경유)	ℓ	43	105	95	0	0	85	44	0	100	66	86	25
361	부산근현대역사관	부산근현대역사관	Y	N	도시가스(LNG)	㎥	29	37	37	32	31	80	2053	2309	2139	108	22	1571
362	부산근현대역사관	부산근현대역사관	Y	N	전력	kWh	17258	17842	14806	9937	8746	9706	12890	17246	17362	15000	9636	26007
363	부산근현대역사관	임시수도기념관	Y	N	전력	kWh	10419	10012	7755	5207	4138	4169	7141	9147	9500	6440	3658	7608
364	부산도서관	부산도서관	Y	N	도시가스(LNG)	㎥	7551	8310	498	0	668	4686	6819	10239	6266	1446	1934	6886
365	부산도서관	부산도서관	Y	N	전력	kWh	117506	105957	66217	55584	53082	68166	104346	132408	132606	90684	84528	107154
366	부산도서관	부산도서관 휘발유차량	Y	N	휘발유	ℓ	0	6	4	0	7	4	4	9	0	1	4	0
367	부산도서관	부산도서관 경유차량	Y	N	가스/디젤 오일(경유)	ℓ	466	648	639	589	570	571	597	678	548	585	639	597

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Space Separator

Other Punctuation

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample