gimi9 Pandas Profiling

Dataset statistics

Number of variables	25
Number of observations	43
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.5 KiB
Average record size in memory	227.1 B

Variable types

Categorical	4
Numeric	21

Dataset

Description	e배전정보 내선계기 및 변합기 통계에 관한 정보로 연도별, 본부/지사, AMI 형태 및 방식, 시간대별로, 역률, AMI타입별로 통계자료를 나타냅니다.
Author	한국전력공사
URL	https://www.data.go.kr/data/3068749/fileData.do

Alerts

`고압기계식` is highly imbalanced (84.1%)	Imbalance
`기타` is highly imbalanced (59.5%)	Imbalance
`표준형` has unique values	Unique
`고압계` has unique values	Unique
`기계식` has unique values	Unique
`OMR` has unique values	Unique
`RFID` has unique values	Unique
`소계` has unique values	Unique
`E타입` has unique values	Unique
`G타입` has unique values	Unique
`CT일체형` has unique values	Unique
`RFID(2)` has unique values	Unique
`소계(2)` has unique values	Unique
`저압계` has unique values	Unique
`최대수요전력계(DM)` has unique values	Unique
`총계` has unique values	Unique
`거래용` has 1 (2.3%) zeros	Zeros
`일반` has 3 (7.0%) zeros	Zeros
`합계` has 7 (16.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 06:25:51.605740
Analysis finished	2023-12-12 06:25:51.816958
Duration	0.21 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Categorical

Distinct	3
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Memory size	476.0 B

2017	15
2018	15
2019	13

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2017
2nd row	2017
3rd row	2017
4th row	2017
5th row	2017

Common Values

Value	Count	Frequency (%)
2017	15	34.9%
2018	15	34.9%
2019	13	30.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2017	15	34.9%
2018	15	34.9%
2019	13	30.2%

사업소
Categorical

Distinct	15
Distinct (%)	34.9%
Missing	0
Missing (%)	0.0%
Memory size	476.0 B

서울본부	3
남서울본부	3
인천본부	3
경기북부본부	3
경기본부	3
Other values (10)	28

Length

Max length	8
Median length	4
Mean length	4.7674419
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	서울본부
2nd row	남서울본부
3rd row	인천본부
4th row	경기북부본부
5th row	경기본부

Common Values

Value	Count	Frequency (%)
서울본부	3	7.0%
남서울본부	3	7.0%
인천본부	3	7.0%
경기북부본부	3	7.0%
경기본부	3	7.0%
대전세종충남본부	3	7.0%
전북본부	3	7.0%
광주전남본부	3	7.0%
대구본부	3	7.0%
경북본부	3	7.0%
Other values (5)	13	30.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
서울본부	3	7.0%
남서울본부	3	7.0%
인천본부	3	7.0%
경기북부본부	3	7.0%
경기본부	3	7.0%
대전세종충남본부	3	7.0%
전북본부	3	7.0%
광주전남본부	3	7.0%
대구본부	3	7.0%
경북본부	3	7.0%
Other values (5)	13	30.2%

기록형
Real number (ℝ)

Distinct	40
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	157.48837

Minimum	3
Maximum	1069
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	3
5-th percentile	5
Q1	26.5
median	81
Q3	186
95-th percentile	557
Maximum	1069
Range	1066
Interquartile range (IQR)	159.5

Descriptive statistics

Standard deviation	217.27932
Coefficient of variation (CV)	1.3796531
Kurtosis	7.5853861
Mean	157.48837
Median Absolute Deviation (MAD)	63
Skewness	2.5696014
Sum	6772
Variance	47210.303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
42	2	4.7%
3	2	4.7%
5	2	4.7%
18	1	2.3%
23	1	2.3%
60	1	2.3%
210	1	2.3%
81	1	2.3%
96	1	2.3%
93	1	2.3%
Other values (30)	30	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	4.7%
5	2	4.7%
9	1	2.3%
15	1	2.3%
18	1	2.3%
19	1	2.3%
22	1	2.3%
23	1	2.3%
24	1	2.3%
29	1	2.3%

Value	Count	Frequency (%)
1069	1	2.3%
769	1	2.3%
570	1	2.3%
440	1	2.3%
378	1	2.3%
366	1	2.3%
318	1	2.3%
283	1	2.3%
228	1	2.3%
210	1	2.3%

표준형
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14749.721

Minimum	2885
Maximum	36493
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	2885
5-th percentile	3354.4
Q1	9077.5
median	14016
Q3	18794.5
95-th percentile	33158.5
Maximum	36493
Range	33608
Interquartile range (IQR)	9717

Descriptive statistics

Standard deviation	8151.3376
Coefficient of variation (CV)	0.55264351
Kurtosis	1.0299313
Mean	14749.721
Median Absolute Deviation (MAD)	4941
Skewness	0.97140438
Sum	634238
Variance	66444304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
9360	1	2.3%
12710	1	2.3%
15289	1	2.3%
20710	1	2.3%
5983	1	2.3%
24388	1	2.3%
14016	1	2.3%
3025	1	2.3%
9566	1	2.3%
13057	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2885	1	2.3%
3025	1	2.3%
3089	1	2.3%
5743	1	2.3%
5983	1	2.3%
6143	1	2.3%
6227	1	2.3%
6821	1	2.3%
8677	1	2.3%
8937	1	2.3%

Value	Count	Frequency (%)
36493	1	2.3%
35861	1	2.3%
34107	1	2.3%
24622	1	2.3%
24388	1	2.3%
23834	1	2.3%
20919	1	2.3%
20710	1	2.3%
19996	1	2.3%
19136	1	2.3%

거래용
Real number (ℝ)

ZEROS

Distinct	20
Distinct (%)	46.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.5813953

Minimum	0
Maximum	35
Zeros	1
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	8
Q3	14
95-th percentile	27
Maximum	35
Range	35
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.101242
Coefficient of variation (CV)	0.84551797
Kurtosis	2.2127932
Mean	9.5813953
Median Absolute Deviation (MAD)	5
Skewness	1.3642945
Sum	412
Variance	65.630122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
1	6	14.0%
5	5	11.6%
15	4	9.3%
4	3	7.0%
14	3	7.0%
12	3	7.0%
2	2	4.7%
8	2	4.7%
11	2	4.7%
7	2	4.7%
Other values (10)	11	25.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.3%
1	6	14.0%
2	2	4.7%
3	1	2.3%
4	3	7.0%
5	5	11.6%
6	1	2.3%
7	2	4.7%
8	2	4.7%
10	1	2.3%

Value	Count	Frequency (%)
35	1	2.3%
32	1	2.3%
28	1	2.3%
18	1	2.3%
17	1	2.3%
15	4	9.3%
14	3	7.0%
13	2	4.7%
12	3	7.0%
11	2	4.7%

고압기계식
Categorical

IMBALANCE

Distinct	2
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Memory size	476.0 B

0	42
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	2.3%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	42	97.7%
1	1	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	42	97.7%
1	1	2.3%

고압계
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14916.814

Minimum	2902
Maximum	36606
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	2902
5-th percentile	3374.6
Q1	9146
median	14110
Q3	19115.5
95-th percentile	33870.3
Maximum	36606
Range	33704
Interquartile range (IQR)	9969.5

Descriptive statistics

Standard deviation	8227.1217
Coefficient of variation (CV)	0.55153344
Kurtosis	0.99541456
Mean	14916.814
Median Absolute Deviation (MAD)	4973
Skewness	0.96239262
Sum	641423
Variance	67685531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
9379	1	2.3%
12796	1	2.3%
15513	1	2.3%
20763	1	2.3%
6069	1	2.3%
24498	1	2.3%
14110	1	2.3%
3037	1	2.3%
9570	1	2.3%
13082	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2902	1	2.3%
3037	1	2.3%
3101	1	2.3%
5837	1	2.3%
6069	1	2.3%
6166	1	2.3%
6670	1	2.3%
7108	1	2.3%
8803	1	2.3%
9012	1	2.3%

Value	Count	Frequency (%)
36606	1	2.3%
36033	1	2.3%
34889	1	2.3%
24702	1	2.3%
24498	1	2.3%
24029	1	2.3%
20951	1	2.3%
20763	1	2.3%
20374	1	2.3%
19519	1	2.3%

기계식
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	169673.35

Minimum	11740
Maximum	408429
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	11740
5-th percentile	42811.4
Q1	108865.5
median	156249
Q3	210078
95-th percentile	348260.8
Maximum	408429
Range	396689
Interquartile range (IQR)	101212.5

Descriptive statistics

Standard deviation	96887.538
Coefficient of variation (CV)	0.5710239
Kurtosis	-0.0037134421
Mean	169673.35
Median Absolute Deviation (MAD)	49601
Skewness	0.7452973
Sum	7295954
Variance	9.387195 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
348753	1	2.3%
343831	1	2.3%
177837	1	2.3%
214097	1	2.3%
92454	1	2.3%
139090	1	2.3%
113198	1	2.3%
19681	1	2.3%
166171	1	2.3%
143811	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11740	1	2.3%
19681	1	2.3%
41848	1	2.3%
51482	1	2.3%
57796	1	2.3%
69527	1	2.3%
85576	1	2.3%
87948	1	2.3%
92454	1	2.3%
106648	1	2.3%

Value	Count	Frequency (%)
408429	1	2.3%
364877	1	2.3%
348753	1	2.3%
343831	1	2.3%
328891	1	2.3%
317493	1	2.3%
296733	1	2.3%
292512	1	2.3%
222094	1	2.3%
220256	1	2.3%

OMR
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3838.1395

Minimum	536
Maximum	19638
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	536
5-th percentile	657.1
Q1	942.5
median	1971
Q3	4800
95-th percentile	14180.6
Maximum	19638
Range	19102
Interquartile range (IQR)	3857.5

Descriptive statistics

Standard deviation	4457.3825
Coefficient of variation (CV)	1.1613393
Kurtosis	3.7692969
Mean	3838.1395
Median Absolute Deviation (MAD)	1211
Skewness	2.0090531
Sum	165040
Variance	19868258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
12035	1	2.3%
5229	1	2.3%
1195	1	2.3%
1991	1	2.3%
1429	1	2.3%
15129	1	2.3%
1395	1	2.3%
888	1	2.3%
2504	1	2.3%
3090	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
536	1	2.3%
580	1	2.3%
655	1	2.3%
676	1	2.3%
737	1	2.3%
760	1	2.3%
801	1	2.3%
826	1	2.3%
888	1	2.3%
912	1	2.3%

Value	Count	Frequency (%)
19638	1	2.3%
15129	1	2.3%
14419	1	2.3%
12035	1	2.3%
11260	1	2.3%
7880	1	2.3%
6807	1	2.3%
6264	1	2.3%
5564	1	2.3%
5229	1	2.3%

RFID
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23616.884

Minimum	1609
Maximum	67089
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1609
5-th percentile	3746.3
Q1	14842.5
median	20478
Q3	30354.5
95-th percentile	42931.1
Maximum	67089
Range	65480
Interquartile range (IQR)	15512

Descriptive statistics

Standard deviation	14124.347
Coefficient of variation (CV)	0.59806143
Kurtosis	2.541313
Mean	23616.884
Median Absolute Deviation (MAD)	7417
Skewness	1.2802004
Sum	1015526
Variance	1.9949718 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
32497	1	2.3%
36743	1	2.3%
42964	1	2.3%
42635	1	2.3%
14504	1	2.3%
13544	1	2.3%
30976	1	2.3%
2116	1	2.3%
17622	1	2.3%
19602	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1609	1	2.3%
2116	1	2.3%
3259	1	2.3%
8132	1	2.3%
8739	1	2.3%
11892	1	2.3%
12807	1	2.3%
13169	1	2.3%
13544	1	2.3%
14504	1	2.3%

Value	Count	Frequency (%)
67089	1	2.3%
67068	1	2.3%
42964	1	2.3%
42635	1	2.3%
37418	1	2.3%
36743	1	2.3%
36657	1	2.3%
36139	1	2.3%
32497	1	2.3%
32125	1	2.3%

소계
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	197128.37

Minimum	13885
Maximum	449238
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	13885
5-th percentile	47861.3
Q1	128417
median	179960
Q3	241977.5
95-th percentile	393041.1
Maximum	449238
Range	435353
Interquartile range (IQR)	113560.5

Descriptive statistics

Standard deviation	110085.43
Coefficient of variation (CV)	0.55844538
Kurtosis	-0.034094857
Mean	197128.37
Median Absolute Deviation (MAD)	55514
Skewness	0.71016886
Sum	8476520
Variance	1.2118802 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
393285	1	2.3%
385803	1	2.3%
221996	1	2.3%
258723	1	2.3%
108387	1	2.3%
167763	1	2.3%
145569	1	2.3%
22685	1	2.3%
186297	1	2.3%
166503	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13885	1	2.3%
22685	1	2.3%
46491	1	2.3%
60194	1	2.3%
67295	1	2.3%
89303	1	2.3%
101581	1	2.3%
108387	1	2.3%
109041	1	2.3%
124446	1	2.3%

Value	Count	Frequency (%)
449238	1	2.3%
439825	1	2.3%
393285	1	2.3%
390846	1	2.3%
385803	1	2.3%
377478	1	2.3%
337726	1	2.3%
322457	1	2.3%
258723	1	2.3%
256428	1	2.3%

심야용
Real number (ℝ)

Distinct	41
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	264.90698

Minimum	5
Maximum	1978
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	5
5-th percentile	11
Q1	50.5
median	125
Q3	309.5
95-th percentile	825.7
Maximum	1978
Range	1973
Interquartile range (IQR)	259

Descriptive statistics

Standard deviation	368.57504
Coefficient of variation (CV)	1.3913376
Kurtosis	11.204591
Mean	264.90698
Median Absolute Deviation (MAD)	100
Skewness	3.0244653
Sum	11391
Variance	135847.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
11	3	7.0%
309	1	2.3%
71	1	2.3%
116	1	2.3%
715	1	2.3%
294	1	2.3%
41	1	2.3%
10	1	2.3%
5	1	2.3%
54	1	2.3%
Other values (31)	31	72.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	2.3%
10	1	2.3%
11	3	7.0%
21	1	2.3%
30	1	2.3%
35	1	2.3%
36	1	2.3%
41	1	2.3%
47	1	2.3%
54	1	2.3%

Value	Count	Frequency (%)
1978	1	2.3%
1228	1	2.3%
838	1	2.3%
715	1	2.3%
606	1	2.3%
578	1	2.3%
446	1	2.3%
418	1	2.3%
384	1	2.3%
369	1	2.3%

복합
Real number (ℝ)

Distinct	41
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	408.93023

Minimum	6
Maximum	1925
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	6
5-th percentile	31.9
Q1	91
median	215
Q3	576
95-th percentile	1360.9
Maximum	1925
Range	1919
Interquartile range (IQR)	485

Descriptive statistics

Standard deviation	469.72522
Coefficient of variation (CV)	1.1486684
Kurtosis	2.7082291
Mean	408.93023
Median Absolute Deviation (MAD)	150
Skewness	1.7805294
Sum	17584
Variance	220641.78
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
54	2	4.7%
124	2	4.7%
97	1	2.3%
189	1	2.3%
541	1	2.3%
218	1	2.3%
1216	1	2.3%
199	1	2.3%
177	1	2.3%
64	1	2.3%
Other values (31)	31	72.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	2.3%
25	1	2.3%
30	1	2.3%
49	1	2.3%
54	2	4.7%
64	1	2.3%
65	1	2.3%
76	1	2.3%
84	1	2.3%
85	1	2.3%

Value	Count	Frequency (%)
1925	1	2.3%
1746	1	2.3%
1377	1	2.3%
1216	1	2.3%
1153	1	2.3%
1037	1	2.3%
817	1	2.3%
716	1	2.3%
634	1	2.3%
612	1	2.3%

역률용
Real number (ℝ)

Distinct	40
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	266.5814

Minimum	13
Maximum	1220
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	13
5-th percentile	28.2
Q1	73
median	144
Q3	362
95-th percentile	862.1
Maximum	1220
Range	1207
Interquartile range (IQR)	289

Descriptive statistics

Standard deviation	273.04511
Coefficient of variation (CV)	1.0242467
Kurtosis	2.7957194
Mean	266.5814
Median Absolute Deviation (MAD)	105
Skewness	1.6646111
Sum	11463
Variance	74553.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
138	2	4.7%
50	2	4.7%
49	2	4.7%
883	1	2.3%
56	1	2.3%
374	1	2.3%
884	1	2.3%
137	1	2.3%
27	1	2.3%
83	1	2.3%
Other values (30)	30	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	2.3%
23	1	2.3%
27	1	2.3%
39	1	2.3%
49	2	4.7%
50	2	4.7%
54	1	2.3%
56	1	2.3%
72	1	2.3%
74	1	2.3%

Value	Count	Frequency (%)
1220	1	2.3%
884	1	2.3%
883	1	2.3%
674	1	2.3%
645	1	2.3%
562	1	2.3%
542	1	2.3%
503	1	2.3%
453	1	2.3%
415	1	2.3%

E타입
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	829026.42

Minimum	199783
Maximum	1386136
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	199783
5-th percentile	233003.5
Q1	621076.5
median	814756
Q3	1087870
95-th percentile	1353227.6
Maximum	1386136
Range	1186353
Interquartile range (IQR)	466793.5

Descriptive statistics

Standard deviation	307435.5
Coefficient of variation (CV)	0.37083921
Kurtosis	-0.47800587
Mean	829026.42
Median Absolute Deviation (MAD)	262813
Skewness	-0.22392362
Sum	35648136
Variance	9.451659 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
930483	1	2.3%
944202	1	2.3%
1101897	1	2.3%
1013670	1	2.3%
499254	1	2.3%
1108225	1	2.3%
797642	1	2.3%
201658	1	2.3%
915046	1	2.3%
944693	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
199783	1	2.3%
201658	1	2.3%
204581	1	2.3%
488806	1	2.3%
499254	1	2.3%
499976	1	2.3%
503546	1	2.3%
504119	1	2.3%
535033	1	2.3%
541634	1	2.3%

Value	Count	Frequency (%)
1386136	1	2.3%
1377770	1	2.3%
1374037	1	2.3%
1165943	1	2.3%
1161207	1	2.3%
1153580	1	2.3%
1110414	1	2.3%
1108225	1	2.3%
1101897	1	2.3%
1100116	1	2.3%

G타입
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182192

Minimum	40456
Maximum	435983
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	40456
5-th percentile	56525.6
Q1	96223
median	151064
Q3	263107.5
95-th percentile	384185.1
Maximum	435983
Range	395527
Interquartile range (IQR)	166884.5

Descriptive statistics

Standard deviation	108534.18
Coefficient of variation (CV)	0.5957132
Kurtosis	-0.61290414
Mean	182192
Median Absolute Deviation (MAD)	76933
Skewness	0.661089
Sum	7834256
Variance	1.1779668 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
167856	1	2.3%
108066	1	2.3%
205604	1	2.3%
255313	1	2.3%
100159	1	2.3%
300523	1	2.3%
188141	1	2.3%
77013	1	2.3%
387096	1	2.3%
336330	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40456	1	2.3%
41153	1	2.3%
56479	1	2.3%
56945	1	2.3%
69146	1	2.3%
72736	1	2.3%
74131	1	2.3%
77013	1	2.3%
80038	1	2.3%
92750	1	2.3%

Value	Count	Frequency (%)
435983	1	2.3%
398889	1	2.3%
387096	1	2.3%
357987	1	2.3%
336330	1	2.3%
336081	1	2.3%
300523	1	2.3%
299430	1	2.3%
276981	1	2.3%
274801	1	2.3%

CT일체형
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180807.33

Minimum	66694
Maximum	359596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	66694
5-th percentile	91926.1
Q1	126856.5
median	168861
Q3	226415.5
95-th percentile	275046
Maximum	359596
Range	292902
Interquartile range (IQR)	99559

Descriptive statistics

Standard deviation	65931.23
Coefficient of variation (CV)	0.36464911
Kurtosis	0.087418619
Mean	180807.33
Median Absolute Deviation (MAD)	46558
Skewness	0.60240565
Sum	7774715
Variance	4.346927 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
119004	1	2.3%
111326	1	2.3%
235001	1	2.3%
249509	1	2.3%
110070	1	2.3%
217587	1	2.3%
209119	1	2.3%
83471	1	2.3%
168065	1	2.3%
159658	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66694	1	2.3%
83471	1	2.3%
91693	1	2.3%
94024	1	2.3%
110070	1	2.3%
111326	1	2.3%
117116	1	2.3%
119004	1	2.3%
122303	1	2.3%
124086	1	2.3%

Value	Count	Frequency (%)
359596	1	2.3%
324737	1	2.3%
275242	1	2.3%
273282	1	2.3%
267427	1	2.3%
260497	1	2.3%
249509	1	2.3%
246803	1	2.3%
241730	1	2.3%
235001	1	2.3%

일반
Real number (ℝ)

ZEROS

Distinct	39
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	639.25581

Minimum	0
Maximum	2157
Zeros	3
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	5.6
Q1	110
median	289
Q3	1343
95-th percentile	1770.4
Maximum	2157
Range	2157
Interquartile range (IQR)	1233

Descriptive statistics

Standard deviation	652.97258
Coefficient of variation (CV)	1.0214574
Kurtosis	-0.63147384
Mean	639.25581
Median Absolute Deviation (MAD)	262
Skewness	0.87712713
Sum	27488
Variance	426373.19
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	3	7.0%
64	2	4.7%
56	2	4.7%
69	1	2.3%
269	1	2.3%
109	1	2.3%
58	1	2.3%
568	1	2.3%
1539	1	2.3%
272	1	2.3%
Other values (29)	29	67.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	7.0%
56	2	4.7%
58	1	2.3%
64	2	4.7%
69	1	2.3%
92	1	2.3%
109	1	2.3%
111	1	2.3%
130	1	2.3%
135	1	2.3%

Value	Count	Frequency (%)
2157	1	2.3%
2055	1	2.3%
1795	1	2.3%
1549	1	2.3%
1539	1	2.3%
1521	1	2.3%
1490	1	2.3%
1488	1	2.3%
1478	1	2.3%
1391	1	2.3%

RFID(2)
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	980.60465

Minimum	28
Maximum	4300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	28
5-th percentile	56.4
Q1	333.5
median	726
Q3	1324.5
95-th percentile	2222.6
Maximum	4300
Range	4272
Interquartile range (IQR)	991

Descriptive statistics

Standard deviation	919.12031
Coefficient of variation (CV)	0.93729956
Kurtosis	3.4143226
Mean	980.60465
Median Absolute Deviation (MAD)	459
Skewness	1.6818749
Sum	42166
Variance	844782.15
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1497	1	2.3%
2177	1	2.3%
609	1	2.3%
772	1	2.3%
219	1	2.3%
2030	1	2.3%
514	1	2.3%
96	1	2.3%
356	1	2.3%
540	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	1	2.3%
51	1	2.3%
52	1	2.3%
96	1	2.3%
133	1	2.3%
181	1	2.3%
196	1	2.3%
219	1	2.3%
234	1	2.3%
304	1	2.3%

Value	Count	Frequency (%)
4300	1	2.3%
3422	1	2.3%
2226	1	2.3%
2192	1	2.3%
2177	1	2.3%
2030	1	2.3%
1946	1	2.3%
1851	1	2.3%
1679	1	2.3%
1497	1	2.3%

소계(2)
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85231.186

Minimum	25527
Maximum	157321
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	25527
5-th percentile	34797.4
Q1	69563.5
median	85531
Q3	100574
95-th percentile	139325.6
Maximum	157321
Range	131794
Interquartile range (IQR)	31010.5

Descriptive statistics

Standard deviation	29326.893
Coefficient of variation (CV)	0.34408641
Kurtosis	0.17328159
Mean	85231.186
Median Absolute Deviation (MAD)	16459
Skewness	0.24155953
Sum	3664941
Variance	8.6006663 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
91416	1	2.3%
86435	1	2.3%
107537	1	2.3%
97780	1	2.3%
49785	1	2.3%
99158	1	2.3%
90476	1	2.3%
29999	1	2.3%
70929	1	2.3%
70782	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25527	1	2.3%
29999	1	2.3%
33793	1	2.3%
43837	1	2.3%
49785	1	2.3%
53659	1	2.3%
56364	1	2.3%
62213	1	2.3%
63152	1	2.3%
67891	1	2.3%

Value	Count	Frequency (%)
157321	1	2.3%
141800	1	2.3%
140665	1	2.3%
127271	1	2.3%
124535	1	2.3%
120934	1	2.3%
111731	1	2.3%
111259	1	2.3%
108689	1	2.3%
107537	1	2.3%

저압계
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1279817.2

Minimum	347116
Maximum	2302283
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	347116
5-th percentile	439668.3
Q1	933579.5
median	1307034
Q3	1607787.5
95-th percentile	1984341.5
Maximum	2302283
Range	1955167
Interquartile range (IQR)	674208

Descriptive statistics

Standard deviation	466472.08
Coefficient of variation (CV)	0.36448337
Kurtosis	-0.28643591
Mean	1279817.2
Median Absolute Deviation (MAD)	332750
Skewness	0.0025538192
Sum	55032140
Variance	2.1759621 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1310571	1	2.3%
1253362	1	2.3%
1651923	1	2.3%
1617609	1	2.3%
759929	1	2.3%
1730906	1	2.3%
1288061	1	2.3%
392482	1	2.3%
1541705	1	2.3%
1512636	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
347116	1	2.3%
392482	1	2.3%
413433	1	2.3%
675786	1	2.3%
759929	1	2.3%
773935	1	2.3%
779788	1	2.3%
780989	1	2.3%
876413	1	2.3%
885972	1	2.3%

Value	Count	Frequency (%)
2302283	1	2.3%
2256925	1	2.3%
2002001	1	2.3%
1825406	1	2.3%
1786671	1	2.3%
1770379	1	2.3%
1730906	1	2.3%
1689768	1	2.3%
1651923	1	2.3%
1639784	1	2.3%

최대수요전력계(DM)
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1476945.6

Minimum	393607
Maximum	2530194
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	393607
5-th percentile	470160.8
Q1	1103751.5
median	1455520
Q3	1877147.5
95-th percentile	2405553.3
Maximum	2530194
Range	2136587
Interquartile range (IQR)	773396

Descriptive statistics

Standard deviation	532488.76
Coefficient of variation (CV)	0.36053377
Kurtosis	-0.38368702
Mean	1476945.6
Median Absolute Deviation (MAD)	420812
Skewness	-0.15351327
Sum	63508660
Variance	2.8354427 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1703856	1	2.3%
1639165	1	2.3%
1873919	1	2.3%
1876332	1	2.3%
868316	1	2.3%
1898669	1	2.3%
1433630	1	2.3%
415167	1	2.3%
1728002	1	2.3%
1679139	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
393607	1	2.3%
415167	1	2.3%
427318	1	2.3%
855746	1	2.3%
868316	1	2.3%
875516	1	2.3%
930519	1	2.3%
965716	1	2.3%
969652	1	2.3%
995013	1	2.3%

Value	Count	Frequency (%)
2530194	1	2.3%
2502701	1	2.3%
2451239	1	2.3%
1994382	1	2.3%
1974831	1	2.3%
1935692	1	2.3%
1902749	1	2.3%
1898669	1	2.3%
1893568	1	2.3%
1888100	1	2.3%

기타
Categorical

IMBALANCE

Distinct	5
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Memory size	476.0 B

0	36
1	3
2	2
7	1
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	2 ?
Unique (%)	4.7%

Sample

1st row	0
2nd row	2
3rd row	0
4th row	0
5th row	2

Common Values

Value	Count	Frequency (%)
0	36	83.7%
1	3	7.0%
2	2	4.7%
7	1	2.3%
4	1	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	36	83.7%
1	3	7.0%
2	2	4.7%
7	1	2.3%
4	1	2.3%

합계
Real number (ℝ)

ZEROS

Distinct	24
Distinct (%)	55.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.790698

Minimum	0
Maximum	296
Zeros	7
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5
median	8
Q3	28.5
95-th percentile	82
Maximum	296
Range	296
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	48.80357
Coefficient of variation (CV)	1.9686243
Kurtosis	23.335574
Mean	24.790698
Median Absolute Deviation (MAD)	8
Skewness	4.4369581
Sum	1066
Variance	2381.7885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	7	16.3%
1	4	9.3%
11	3	7.0%
8	3	7.0%
5	3	7.0%
15	2	4.7%
7	2	4.7%
2	2	4.7%
31	2	4.7%
36	1	2.3%
Other values (14)	14	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	16.3%
1	4	9.3%
2	2	4.7%
3	1	2.3%
5	3	7.0%
7	2	4.7%
8	3	7.0%
11	3	7.0%
12	1	2.3%
15	2	4.7%

Value	Count	Frequency (%)
296	1	2.3%
110	1	2.3%
84	1	2.3%
64	1	2.3%
63	1	2.3%
48	1	2.3%
40	1	2.3%
36	1	2.3%
32	1	2.3%
31	2	4.7%

총계
Real number (ℝ)

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1491887.2

Minimum	396514
Maximum	2566848
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	396514
5-th percentile	473536.3
Q1	1115092.5
median	1475040
Q3	1898004.5
95-th percentile	2438959.3
Maximum	2566848
Range	2170334
Interquartile range (IQR)	782912

Descriptive statistics

Standard deviation	539628.14
Coefficient of variation (CV)	0.36170841
Kurtosis	-0.36501015
Mean	1491887.2
Median Absolute Deviation (MAD)	422055
Skewness	-0.14005953
Sum	64151149
Variance	2.9119853 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1713246	1	2.3%
1652024	1	2.3%
1889437	1	2.3%
1897095	1	2.3%
874385	1	2.3%
1923251	1	2.3%
1447760	1	2.3%
418206	1	2.3%
1737583	1	2.3%
1692247	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
396514	1	2.3%
418206	1	2.3%
430420	1	2.3%
861583	1	2.3%
874385	1	2.3%
881682	1	2.3%
937204	1	2.3%
972835	1	2.3%
978808	1	2.3%
1004863	1	2.3%

Value	Count	Frequency (%)
2566848	1	2.3%
2538798	1	2.3%
2486238	1	2.3%
2013451	1	2.3%
1993554	1	2.3%
1953895	1	2.3%
1927482	1	2.3%
1923251	1	2.3%
1912425	1	2.3%
1909418	1	2.3%

First rows
Last rows

	연도	사업소	기록형	표준형	거래용	고압기계식	고압계	기계식	OMR	RFID	소계	심야용	복합	역률용	E타입	G타입	CT일체형	일반	RFID(2)	소계(2)	저압계	최대수요전력계(DM)	기타	합계	총계
0	2017	서울본부	18	9360	1	0	9379	348753	12035	32497	393285	11	97	138	930483	167856	119004	69	1497	91416	1310571	1703856	0	11	1713246
1	2017	남서울본부	86	12710	0	0	12796	343831	5229	36743	385803	21	202	645	944202	108066	111326	288	2177	86435	1253362	1639165	2	63	1652024
2	2017	인천본부	1069	17544	8	0	18621	292512	3011	26934	322457	125	355	374	801902	98505	117116	1488	2192	82615	1104672	1427129	0	2	1445752
3	2017	경기북부본부	49	13774	5	0	13828	107442	1971	15051	124464	578	215	138	639351	69146	164027	290	860	96733	971338	1095802	0	36	1109666
4	2017	경기본부	769	34107	12	1	34889	408429	4670	36139	449238	1978	1746	883	1374037	199082	260497	2157	4300	157321	2002001	2451239	2	110	2486238
5	2017	강원본부	440	6227	3	0	6670	118159	3476	27895	149530	252	716	209	504119	74131	127139	813	1212	72398	780989	930519	0	15	937204
6	2017	충북본부	65	9075	15	0	9155	156249	1490	32125	189864	369	54	72	535033	56479	124086	756	726	62213	779788	969652	0	1	978808
7	2017	대전세종충남본부	228	17916	35	0	18179	296733	11260	29733	337726	446	1377	542	1153580	92750	204004	1521	1946	141800	1597966	1935692	7	24	1953895
8	2017	전북본부	109	8677	17	0	8803	192595	3564	19721	215880	99	49	89	625167	56945	126574	183	1184	85531	895821	1111701	0	15	1120519
9	2017	광주전남본부	318	14692	18	0	15028	317493	6264	67089	390846	202	1037	674	1077569	72736	183369	293	1679	120934	1458493	1849339	0	7	1864374

	연도	사업소	기록형	표준형	거래용	고압계	기계식	OMR	RFID	소계	심야용	복합	역률용	E타입	G타입	CT일체형	일반	RFID(2)	소계(2)	저압계	최대수요전력계(DM)	기타	합계	총계
33	2019	경기북부본부	15	14462	4	14481	51482	580	8132	60194	309	85	56	647712	136827	223059	224	181	73666	1082119	1142313	0	22	1156816
34	2019	경기본부	102	36493	11	36606	206059	676	21176	227911	418	415	334	1377770	435983	359596	1795	1437	124535	2302283	2530194	0	48	2566848
35	2019	대전세종충남본부	38	19000	28	19066	146329	4716	17931	168976	91	634	144	1161207	276981	273282	1382	426	111259	1825406	1994382	1	3	2013451
36	2019	전북본부	42	9080	15	9137	110289	988	13169	124446	35	6	13	620206	151064	176834	111	508	68345	1017122	1141568	0	8	1150713
37	2019	광주전남본부	172	15658	13	15843	166342	801	36657	203800	70	243	219	1098171	230975	267427	240	369	92054	1689768	1893568	0	7	1909418
38	2019	대구본부	22	20919	10	20951	199823	938	37418	238179	36	84	100	1003416	274801	275242	92	311	85702	1639784	1877963	0	0	1898914
39	2019	경북본부	19	6143	4	6166	87948	826	12807	101581	84	134	39	499976	107373	122303	56	133	43837	773935	875516	0	0	881682
40	2019	부산울산본부	67	24622	13	24702	113671	6807	11892	132370	310	612	503	1100116	336081	241730	551	842	89634	1770379	1902749	0	31	1927482
41	2019	경남본부	31	14287	1	14319	106648	655	28077	135380	201	151	50	792638	204322	229772	1490	196	78214	1307034	1442414	0	8	1456741
42	2019	제주본부	5	3089	7	3101	11740	536	1609	13885	30	54	23	199783	93941	94024	0	51	25527	413433	427318	0	1	430420

Overview

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