gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	453
Missing cells	1001
Missing cells (%)	14.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	59.4 KiB
Average record size in memory	134.3 B

Variable types

Text	1
Numeric	14

Dataset

Description	서울시 행정동별 연료별 자동차 등록현황입니다. 출처는 국토교통부 산하 한국교통안전공단에서 운영하는 자동차관리정보시스템입니다. 자동차관리정보시스템측 문의 결과 법정동 기준과는 다르게 행정동 기준은 코드 입력이 정확하게 되어있지 않아 등록현황차이(데이터 중 경기도 포함, 차량대수)가 있을 수 있다고 전달 받았으니 참고해주시기 바랍니다.
Author	서울특별시
URL	https://www.data.go.kr/data/15094905/fileData.do

Alerts

`CNG` is highly overall correlated with `하이브리드(CNG-전기)`	High correlation
`경유` is highly overall correlated with `기타연료` and 8 other fields	High correlation
`기타연료` is highly overall correlated with `경유` and 6 other fields	High correlation
`수소` is highly overall correlated with `경유` and 5 other fields	High correlation
`엘피지` is highly overall correlated with `경유` and 2 other fields	High correlation
`전기` is highly overall correlated with `경유` and 7 other fields	High correlation
`하이브리드(CNG-전기)` is highly overall correlated with `CNG` and 1 other fields	High correlation
`하이브리드(경유-전기)` is highly overall correlated with `경유` and 6 other fields	High correlation
`하이브리드(휘발유-전기)` is highly overall correlated with `경유` and 7 other fields	High correlation
`휘발유` is highly overall correlated with `경유` and 7 other fields	High correlation
`휘발유(무연)` is highly overall correlated with `경유` and 9 other fields	High correlation
`휘발유(유연)` is highly overall correlated with `하이브리드(CNG-전기)` and 1 other fields	High correlation
`총합계` is highly overall correlated with `경유` and 8 other fields	High correlation
`CNG` has 133 (29.4%) missing values	Missing
`기타연료` has 32 (7.1%) missing values	Missing
`수소` has 59 (13.0%) missing values	Missing
`엘피지` has 15 (3.3%) missing values	Missing
`전기` has 26 (5.7%) missing values	Missing
`하이브리드(CNG-전기)` has 446 (98.5%) missing values	Missing
`하이브리드(LPG-전기)` has 62 (13.7%) missing values	Missing
`하이브리드(경유-전기)` has 79 (17.4%) missing values	Missing
`하이브리드(휘발유-전기)` has 26 (5.7%) missing values	Missing
`휘발유` has 13 (2.9%) missing values	Missing
`휘발유(무연)` has 13 (2.9%) missing values	Missing
`휘발유(유연)` has 93 (20.5%) missing values	Missing
`행정동-연료별 분류` has unique values	Unique

Reproduction

Analysis started	2023-12-12 18:14:33.766973
Analysis finished	2023-12-12 18:14:58.060772
Duration	24.29 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

행정동-연료별 분류
Text

UNIQUE

Distinct	453
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

Length

Max length	21
Median length	14
Mean length	13.874172
Min length	11

Characters and Unicode

Total characters	6285
Distinct characters	197
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	453 ?
Unique (%)	100.0%

Sample

1st row	경기도 군포시 금정동
2nd row	경기도 시흥시 정왕본동
3rd row	경기도 안양시 만안구 석수1동
4th row	경기도 평택시 서정동
5th row	서울특별시 강남구 개포1동

Value	Count	Frequency (%)
서울특별시	449	33.0%
송파구	27	2.0%
중구	23	1.7%
강남구	23	1.7%
강동구	22	1.6%
노원구	21	1.5%
관악구	21	1.5%
성북구	20	1.5%
강서구	20	1.5%
마포구	19	1.4%
Other values (474)	715	52.6%

Most occurring characters

Value	Count	Frequency (%)
	907	14.4%
동	523	8.3%
서	513	8.2%
구	480	7.6%
시	459	7.3%
특	449	7.1%
별	449	7.1%
울	449	7.1%
1	106	1.7%
2	100	1.6%
Other values (187)	1850	29.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	5052	80.4%
Space Separator	907	14.4%
Decimal Number	314	5.0%
Other Punctuation	12	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
동	523	10.4%
서	513	10.2%
구	480	9.5%
시	459	9.1%
특	449	8.9%
별	449	8.9%
울	449	8.9%
강	82	1.6%
성	53	1.0%
중	52	1.0%
Other values (175)	1543	30.5%

Decimal Number

Value	Count	Frequency (%)
1	106	33.8%
2	100	31.8%
3	47	15.0%
4	29	9.2%
5	13	4.1%
6	8	2.5%
7	6	1.9%
8	3	1.0%
9	1	0.3%
0	1	0.3%

Space Separator

Value	Count	Frequency (%)
	907	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	12	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	5052	80.4%
Common	1233	19.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
동	523	10.4%
서	513	10.2%
구	480	9.5%
시	459	9.1%
특	449	8.9%
별	449	8.9%
울	449	8.9%
강	82	1.6%
성	53	1.0%
중	52	1.0%
Other values (175)	1543	30.5%

Common

Value	Count	Frequency (%)
	907	73.6%
1	106	8.6%
2	100	8.1%
3	47	3.8%
4	29	2.4%
5	13	1.1%
.	12	1.0%
6	8	0.6%
7	6	0.5%
8	3	0.2%
Other values (2)	2	0.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	5052	80.4%
ASCII	1233	19.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	907	73.6%
1	106	8.6%
2	100	8.1%
3	47	3.8%
4	29	2.4%
5	13	1.1%
.	12	1.0%
6	8	0.6%
7	6	0.5%
8	3	0.2%
Other values (2)	2	0.2%

Hangul

Value	Count	Frequency (%)
동	523	10.4%
서	513	10.2%
구	480	9.5%
시	459	9.1%
특	449	8.9%
별	449	8.9%
울	449	8.9%
강	82	1.6%
성	53	1.0%
중	52	1.0%
Other values (175)	1543	30.5%

CNG
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	66
Distinct (%)	20.6%
Missing	133
Missing (%)	29.4%
Infinite	0
Infinite (%)	0.0%
Mean	28.15

Minimum	1
Maximum	572
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	4
Q3	14.25
95-th percentile	156.1
Maximum	572
Range	571
Interquartile range (IQR)	13.25

Descriptive statistics

Standard deviation	66.618099
Coefficient of variation (CV)	2.3665399
Kurtosis	22.878469
Mean	28.15
Median Absolute Deviation (MAD)	3
Skewness	4.2297494
Sum	9008
Variance	4437.9712
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	83	18.3%
2	46	10.2%
3	26	5.7%
4	14	3.1%
6	13	2.9%
5	11	2.4%
7	10	2.2%
10	10	2.2%
11	6	1.3%
14	6	1.3%
Other values (56)	95	21.0%
(Missing)	133	29.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	83	18.3%
2	46	10.2%
3	26	5.7%
4	14	3.1%
5	11	2.4%
6	13	2.9%
7	10	2.2%
8	4	0.9%
9	4	0.9%
10	10	2.2%

Value	Count	Frequency (%)
572	1	0.2%
461	1	0.2%
345	1	0.2%
312	1	0.2%
295	1	0.2%
289	1	0.2%
254	1	0.2%
235	1	0.2%
214	1	0.2%
204	1	0.2%

경유
Real number (ℝ)

HIGH CORRELATION

Distinct	414
Distinct (%)	92.2%
Missing	4
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	2425.441

Minimum	1
Maximum	8982
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	145.6
Q1	1572
median	2283
Q3	3056
95-th percentile	4960.6
Maximum	8982
Range	8981
Interquartile range (IQR)	1484

Descriptive statistics

Standard deviation	1355.4995
Coefficient of variation (CV)	0.55886723
Kurtosis	2.5182655
Mean	2425.441
Median Absolute Deviation (MAD)	736
Skewness	0.99789217
Sum	1089023
Variance	1837378.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9	2.0%
3467	3	0.7%
5	3	0.7%
2557	2	0.4%
3151	2	0.4%
1842	2	0.4%
1351	2	0.4%
2492	2	0.4%
1992	2	0.4%
1900	2	0.4%
Other values (404)	420	92.7%
(Missing)	4	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	9	2.0%
2	2	0.4%
3	1	0.2%
5	3	0.7%
9	1	0.2%
11	1	0.2%
13	1	0.2%
18	1	0.2%
22	1	0.2%
25	1	0.2%

Value	Count	Frequency (%)
8982	1	0.2%
8139	1	0.2%
8109	1	0.2%
7099	1	0.2%
6468	1	0.2%
6391	1	0.2%
6203	1	0.2%
6166	1	0.2%
6059	1	0.2%
5955	1	0.2%

기타연료
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	61
Distinct (%)	14.5%
Missing	32
Missing (%)	7.1%
Infinite	0
Infinite (%)	0.0%
Mean	16.501188

Minimum	1
Maximum	128
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	7
median	12
Q3	20
95-th percentile	48
Maximum	128
Range	127
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	15.797321
Coefficient of variation (CV)	0.9573445
Kurtosis	11.405428
Mean	16.501188
Median Absolute Deviation (MAD)	6
Skewness	2.8357492
Sum	6947
Variance	249.55536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	28	6.2%
9	23	5.1%
4	22	4.9%
5	22	4.9%
7	22	4.9%
6	22	4.9%
12	21	4.6%
8	21	4.6%
13	18	4.0%
3	16	3.5%
Other values (51)	206	45.5%
(Missing)	32	7.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	7	1.5%
2	6	1.3%
3	16	3.5%
4	22	4.9%
5	22	4.9%
6	22	4.9%
7	22	4.9%
8	21	4.6%
9	23	5.1%
10	28	6.2%

Value	Count	Frequency (%)
128	1	0.2%
106	1	0.2%
91	1	0.2%
88	1	0.2%
84	1	0.2%
72	1	0.2%
70	1	0.2%
69	1	0.2%
67	1	0.2%
64	2	0.4%

수소
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	27
Distinct (%)	6.9%
Missing	59
Missing (%)	13.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7994924

Minimum	1
Maximum	106
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	7
95-th percentile	13.35
Maximum	106
Range	105
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	7.4244558
Coefficient of variation (CV)	1.2801906
Kurtosis	90.180055
Mean	5.7994924
Median Absolute Deviation (MAD)	2
Skewness	7.7589133
Sum	2285
Variance	55.122544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
3	62	13.7%
1	57	12.6%
2	52	11.5%
5	39	8.6%
4	35	7.7%
6	32	7.1%
7	25	5.5%
8	22	4.9%
9	16	3.5%
12	12	2.6%
Other values (17)	42	9.3%
(Missing)	59	13.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	57	12.6%
2	52	11.5%
3	62	13.7%
4	35	7.7%
5	39	8.6%
6	32	7.1%
7	25	5.5%
8	22	4.9%
9	16	3.5%
10	8	1.8%

Value	Count	Frequency (%)
106	1	0.2%
48	1	0.2%
47	1	0.2%
43	1	0.2%
29	1	0.2%
26	1	0.2%
24	1	0.2%
21	1	0.2%
19	1	0.2%
18	1	0.2%

엘피지
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	359
Distinct (%)	82.0%
Missing	15
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	563.42694

Minimum	1
Maximum	2555
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	96.4
Q1	308.75
median	490.5
Q3	716.75
95-th percentile	1288.65
Maximum	2555
Range	2554
Interquartile range (IQR)	408

Descriptive statistics

Standard deviation	389.47784
Coefficient of variation (CV)	0.69126591
Kurtosis	4.8968572
Mean	563.42694
Median Absolute Deviation (MAD)	197.5
Skewness	1.739001
Sum	246781
Variance	151692.99
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9	2.0%
463	3	0.7%
588	3	0.7%
429	3	0.7%
487	3	0.7%
654	3	0.7%
553	3	0.7%
336	3	0.7%
634	3	0.7%
579	3	0.7%
Other values (349)	402	88.7%
(Missing)	15	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	9	2.0%
4	1	0.2%
9	1	0.2%
23	1	0.2%
38	1	0.2%
49	1	0.2%
55	1	0.2%
63	1	0.2%
64	1	0.2%
82	1	0.2%

Value	Count	Frequency (%)
2555	1	0.2%
2523	1	0.2%
2392	1	0.2%
2158	1	0.2%
1951	1	0.2%
1935	1	0.2%
1888	1	0.2%
1766	1	0.2%
1696	1	0.2%
1638	1	0.2%

전기
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	135
Distinct (%)	31.6%
Missing	26
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	82.124122

Minimum	5
Maximum	3835
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	5
5-th percentile	14
Q1	25.5
median	41
Q3	65
95-th percentile	147.7
Maximum	3835
Range	3830
Interquartile range (IQR)	39.5

Descriptive statistics

Standard deviation	244.12033
Coefficient of variation (CV)	2.9725776
Kurtosis	141.64295
Mean	82.124122
Median Absolute Deviation (MAD)	18
Skewness	10.670137
Sum	35067
Variance	59594.733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	11	2.4%
21	11	2.4%
24	11	2.4%
36	10	2.2%
30	10	2.2%
31	10	2.2%
32	9	2.0%
41	9	2.0%
44	9	2.0%
27	9	2.0%
Other values (125)	328	72.4%
(Missing)	26	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	0.4%
6	1	0.2%
7	2	0.4%
8	5	1.1%
9	2	0.4%
10	1	0.2%
11	3	0.7%
13	3	0.7%
14	6	1.3%
15	4	0.9%

Value	Count	Frequency (%)
3835	1	0.2%
1685	1	0.2%
1487	1	0.2%
1461	1	0.2%
1173	1	0.2%
1103	1	0.2%
940	1	0.2%
774	1	0.2%
505	1	0.2%
473	1	0.2%

하이브리드(CNG-전기)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6
Distinct (%)	85.7%
Missing	446
Missing (%)	98.5%
Infinite	0
Infinite (%)	0.0%
Mean	7.2857143

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1.3
Q1	2
median	3
Q3	6
95-th percentile	24.1
Maximum	31
Range	30
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	10.703804
Coefficient of variation (CV)	1.4691496
Kurtosis	5.9704579
Mean	7.2857143
Median Absolute Deviation (MAD)	1
Skewness	2.412315
Sum	51
Variance	114.57143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	2	0.4%
31	1	0.2%
8	1	0.2%
3	1	0.2%
4	1	0.2%
1	1	0.2%
(Missing)	446	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.2%
2	2	0.4%
3	1	0.2%
4	1	0.2%
8	1	0.2%
31	1	0.2%

Value	Count	Frequency (%)
31	1	0.2%
8	1	0.2%
4	1	0.2%
3	1	0.2%
2	2	0.4%
1	1	0.2%

하이브리드(LPG-전기)
Real number (ℝ)

MISSING

Distinct	17
Distinct (%)	4.3%
Missing	62
Missing (%)	13.7%
Infinite	0
Infinite (%)	0.0%
Mean	4.3120205

Minimum	1
Maximum	35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	6
95-th percentile	9.5
Maximum	35
Range	34
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.7436899
Coefficient of variation (CV)	0.86819855
Kurtosis	29.373105
Mean	4.3120205
Median Absolute Deviation (MAD)	1
Skewness	4.2294571
Sum	1686
Variance	14.015214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
3	77	17.0%
2	67	14.8%
4	58	12.8%
1	57	12.6%
5	33	7.3%
6	27	6.0%
7	22	4.9%
9	15	3.3%
8	15	3.3%
10	8	1.8%
Other values (7)	12	2.6%
(Missing)	62	13.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	57	12.6%
2	67	14.8%
3	77	17.0%
4	58	12.8%
5	33	7.3%
6	27	6.0%
7	22	4.9%
8	15	3.3%
9	15	3.3%
10	8	1.8%

Value	Count	Frequency (%)
35	2	0.4%
32	1	0.2%
15	2	0.4%
14	1	0.2%
13	1	0.2%
12	2	0.4%
11	3	0.7%
10	8	1.8%
9	15	3.3%
8	15	3.3%

하이브리드(경유-전기)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	26
Distinct (%)	7.0%
Missing	79
Missing (%)	17.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.2486631

Minimum	1
Maximum	53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	7
95-th percentile	16.35
Maximum	53
Range	52
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	5.5268961
Coefficient of variation (CV)	1.0530103
Kurtosis	18.648853
Mean	5.2486631
Median Absolute Deviation (MAD)	2
Skewness	3.3086327
Sum	1963
Variance	30.54658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
1	81	17.9%
3	56	12.4%
2	51	11.3%
4	41	9.1%
5	26	5.7%
9	19	4.2%
7	17	3.8%
6	17	3.8%
8	16	3.5%
12	10	2.2%
Other values (16)	40	8.8%
(Missing)	79	17.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	81	17.9%
2	51	11.3%
3	56	12.4%
4	41	9.1%
5	26	5.7%
6	17	3.8%
7	17	3.8%
8	16	3.5%
9	19	4.2%
10	9	2.0%

Value	Count	Frequency (%)
53	1	0.2%
37	1	0.2%
29	1	0.2%
25	1	0.2%
23	2	0.4%
22	1	0.2%
20	2	0.4%
19	1	0.2%
18	4	0.9%
17	5	1.1%

하이브리드(휘발유-전기)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	303
Distinct (%)	71.0%
Missing	26
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	314.3466

Minimum	6
Maximum	3714
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	6
5-th percentile	87
Q1	162.5
median	248
Q3	391
95-th percentile	731
Maximum	3714
Range	3708
Interquartile range (IQR)	228.5

Descriptive statistics

Standard deviation	301.69129
Coefficient of variation (CV)	0.9597409
Kurtosis	69.420806
Mean	314.3466
Median Absolute Deviation (MAD)	105
Skewness	6.7481514
Sum	134226
Variance	91017.635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
237	5	1.1%
283	5	1.1%
308	4	0.9%
125	4	0.9%
427	3	0.7%
166	3	0.7%
230	3	0.7%
141	3	0.7%
120	3	0.7%
78	3	0.7%
Other values (293)	391	86.3%
(Missing)	26	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	0.2%
19	1	0.2%
27	1	0.2%
30	1	0.2%
34	1	0.2%
42	1	0.2%
45	2	0.4%
49	1	0.2%
50	1	0.2%
54	1	0.2%

Value	Count	Frequency (%)
3714	1	0.2%
3588	1	0.2%
1308	1	0.2%
1254	1	0.2%
1045	1	0.2%
903	1	0.2%
889	1	0.2%
861	1	0.2%
853	1	0.2%
829	1	0.2%

휘발유
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	396
Distinct (%)	90.0%
Missing	13
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	1523.2432

Minimum	1
Maximum	6182
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	322.85
Q1	904
median	1272.5
Q3	1927.5
95-th percentile	3676.35
Maximum	6182
Range	6181
Interquartile range (IQR)	1023.5

Descriptive statistics

Standard deviation	976.21001
Coefficient of variation (CV)	0.64087601
Kurtosis	3.0914697
Mean	1523.2432
Median Absolute Deviation (MAD)	466
Skewness	1.4949547
Sum	670227
Variance	952985.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4	0.9%
877	3	0.7%
1660	3	0.7%
1762	3	0.7%
1443	3	0.7%
1103	3	0.7%
635	2	0.4%
999	2	0.4%
1160	2	0.4%
1043	2	0.4%
Other values (386)	413	91.2%
(Missing)	13	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	0.9%
2	1	0.2%
3	1	0.2%
4	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
11	2	0.4%
13	1	0.2%
54	1	0.2%

Value	Count	Frequency (%)
6182	1	0.2%
5618	1	0.2%
5332	1	0.2%
5228	1	0.2%
4877	1	0.2%
4466	1	0.2%
4403	1	0.2%
4352	1	0.2%
4256	1	0.2%
4206	1	0.2%

휘발유(무연)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	412
Distinct (%)	93.6%
Missing	13
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	2208.3432

Minimum	1
Maximum	7193
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	467.9
Q1	1440.25
median	2063.5
Q3	2837.5
95-th percentile	4434.45
Maximum	7193
Range	7192
Interquartile range (IQR)	1397.25

Descriptive statistics

Standard deviation	1172.7819
Coefficient of variation (CV)	0.53106866
Kurtosis	1.2704056
Mean	2208.3432
Median Absolute Deviation (MAD)	700.5
Skewness	0.7852948
Sum	971671
Variance	1375417.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5	1.1%
2764	3	0.7%
3	3	0.7%
1495	2	0.4%
3065	2	0.4%
1799	2	0.4%
1625	2	0.4%
3264	2	0.4%
1193	2	0.4%
3123	2	0.4%
Other values (402)	415	91.6%
(Missing)	13	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	1.1%
2	1	0.2%
3	3	0.7%
7	1	0.2%
9	1	0.2%
15	2	0.4%
72	1	0.2%
101	1	0.2%
231	1	0.2%
317	1	0.2%

Value	Count	Frequency (%)
7193	1	0.2%
6616	1	0.2%
5964	1	0.2%
5879	1	0.2%
5835	1	0.2%
5613	1	0.2%
5440	1	0.2%
5297	1	0.2%
5257	1	0.2%
5091	1	0.2%

휘발유(유연)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	12
Distinct (%)	3.3%
Missing	93
Missing (%)	20.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.9694444

Minimum	1
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	7
Maximum	13
Range	12
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0458967
Coefficient of variation (CV)	0.68898298
Kurtosis	3.3215297
Mean	2.9694444
Median Absolute Deviation (MAD)	1
Skewness	1.6350677
Sum	1069
Variance	4.1856933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2	91	20.1%
1	91	20.1%
3	75	16.6%
4	44	9.7%
5	21	4.6%
6	11	2.4%
7	10	2.2%
8	9	2.0%
10	3	0.7%
9	3	0.7%
Other values (2)	2	0.4%
(Missing)	93	20.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	91	20.1%
2	91	20.1%
3	75	16.6%
4	44	9.7%
5	21	4.6%
6	11	2.4%
7	10	2.2%
8	9	2.0%
9	3	0.7%
10	3	0.7%

Value	Count	Frequency (%)
13	1	0.2%
12	1	0.2%
10	3	0.7%
9	3	0.7%
8	9	2.0%
7	10	2.2%
6	11	2.4%
5	21	4.6%
4	44	9.7%
3	75	16.6%

총합계
Real number (ℝ)

HIGH CORRELATION

Distinct	436
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6997.8013

Minimum	1
Maximum	25200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	1
5-th percentile	41.6
Q1	4559
median	6472
Q3	8837
95-th percentile	13959.2
Maximum	25200
Range	25199
Interquartile range (IQR)	4278

Descriptive statistics

Standard deviation	3980.3778
Coefficient of variation (CV)	0.56880407
Kurtosis	1.6475947
Mean	6997.8013
Median Absolute Deviation (MAD)	2150
Skewness	0.80867456
Sum	3170004
Variance	15843408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	11	2.4%
7876	2	0.4%
2	2	0.4%
8720	2	0.4%
6377	2	0.4%
11850	2	0.4%
8384	2	0.4%
4639	2	0.4%
8944	1	0.2%
6826	1	0.2%
Other values (426)	426	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	2.4%
2	2	0.4%
3	1	0.2%
5	1	0.2%
6	1	0.2%
7	1	0.2%
11	1	0.2%
12	1	0.2%
16	1	0.2%
17	1	0.2%

Value	Count	Frequency (%)
25200	1	0.2%
21372	1	0.2%
21321	1	0.2%
21157	1	0.2%
20104	1	0.2%
18782	1	0.2%
18022	1	0.2%
17714	1	0.2%
17323	1	0.2%
16814	1	0.2%

Phik (φk)
Auto

Heatmap
Table

	CNG	경유	기타연료	수소	엘피지	전기	하이브리드(CNG-전기)	하이브리드(LPG-전기)	하이브리드(경유-전기)	하이브리드(휘발유-전기)	휘발유	휘발유(무연)	휘발유(유연)	총합계
CNG	1.000	0.000	0.000	0.417	0.360	0.214	1.000	0.283	0.000	0.000	0.000	0.000	0.000	0.000
경유	0.000	1.000	0.607	0.564	0.672	0.625	0.749	0.667	0.538	0.651	0.704	0.857	0.575	0.891
기타연료	0.000	0.607	1.000	0.543	0.419	0.418	0.431	0.399	0.542	0.766	0.753	0.710	0.524	0.744
수소	0.417	0.564	0.543	1.000	0.219	0.791	0.000	0.292	0.230	0.606	0.467	0.621	0.230	0.587
엘피지	0.360	0.672	0.419	0.219	1.000	0.416	0.528	0.724	0.281	0.388	0.595	0.757	0.276	0.819
전기	0.214	0.625	0.418	0.791	0.416	1.000	NaN	0.382	0.265	0.539	0.549	0.481	0.591	0.512
하이브리드(CNG-전기)	1.000	0.749	0.431	0.000	0.528	NaN	1.000	0.465	0.000	0.424	0.239	0.203	0.000	0.662
하이브리드(LPG-전기)	0.283	0.667	0.399	0.292	0.724	0.382	0.465	1.000	0.268	0.239	0.344	0.555	0.299	0.567
하이브리드(경유-전기)	0.000	0.538	0.542	0.230	0.281	0.265	0.000	0.268	1.000	0.682	0.610	0.596	0.435	0.715
하이브리드(휘발유-전기)	0.000	0.651	0.766	0.606	0.388	0.539	0.424	0.239	0.682	1.000	0.909	0.894	0.445	0.956
휘발유	0.000	0.704	0.753	0.467	0.595	0.549	0.239	0.344	0.610	0.909	1.000	0.904	0.531	0.892
휘발유(무연)	0.000	0.857	0.710	0.621	0.757	0.481	0.203	0.555	0.596	0.894	0.904	1.000	0.535	0.970
휘발유(유연)	0.000	0.575	0.524	0.230	0.276	0.591	0.000	0.299	0.435	0.445	0.531	0.535	1.000	0.505
총합계	0.000	0.891	0.744	0.587	0.819	0.512	0.662	0.567	0.715	0.956	0.892	0.970	0.505	1.000

Heatmap
Table

	CNG	경유	기타연료	수소	엘피지	전기	하이브리드(CNG-전기)	하이브리드(LPG-전기)	하이브리드(경유-전기)	하이브리드(휘발유-전기)	휘발유	휘발유(무연)	휘발유(유연)	총합계
CNG	1.000	0.249	0.177	0.160	0.231	0.313	0.649	0.212	0.182	0.135	0.142	0.183	0.086	0.224
경유	0.249	1.000	0.752	0.513	0.695	0.742	0.396	0.490	0.511	0.772	0.859	0.916	0.469	0.966
기타연료	0.177	0.752	1.000	0.473	0.345	0.723	0.355	0.336	0.544	0.748	0.748	0.734	0.317	0.768
수소	0.160	0.513	0.473	1.000	0.230	0.569	-0.327	0.216	0.427	0.640	0.609	0.575	0.320	0.583
엘피지	0.231	0.695	0.345	0.230	1.000	0.352	0.360	0.475	0.032	0.315	0.426	0.635	0.310	0.636
전기	0.313	0.742	0.723	0.569	0.352	1.000	0.306	0.350	0.604	0.783	0.789	0.726	0.352	0.797
하이브리드(CNG-전기)	0.649	0.396	0.355	-0.327	0.360	0.306	1.000	0.367	-0.441	-0.252	0.036	0.198	0.832	0.270
하이브리드(LPG-전기)	0.212	0.490	0.336	0.216	0.475	0.350	0.367	1.000	0.126	0.331	0.348	0.440	0.230	0.456
하이브리드(경유-전기)	0.182	0.511	0.544	0.427	0.032	0.604	-0.441	0.126	1.000	0.680	0.662	0.526	0.317	0.575
하이브리드(휘발유-전기)	0.135	0.772	0.748	0.640	0.315	0.783	-0.252	0.331	0.680	1.000	0.963	0.878	0.462	0.885
휘발유	0.142	0.859	0.748	0.609	0.426	0.789	0.036	0.348	0.662	0.963	1.000	0.923	0.474	0.944
휘발유(무연)	0.183	0.916	0.734	0.575	0.635	0.726	0.198	0.440	0.526	0.878	0.923	1.000	0.515	0.969
휘발유(유연)	0.086	0.469	0.317	0.320	0.310	0.352	0.832	0.230	0.317	0.462	0.474	0.515	1.000	0.495
총합계	0.224	0.966	0.768	0.583	0.636	0.797	0.270	0.456	0.575	0.885	0.944	0.969	0.495	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

	행정동-연료별 분류	CNG	경유	기타연료	수소	엘피지	전기	하이브리드(CNG-전기)	하이브리드(LPG-전기)	하이브리드(경유-전기)	하이브리드(휘발유-전기)	휘발유	휘발유(무연)	휘발유(유연)	총합계
0	경기도 군포시 금정동	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1	<NA>	<NA>	1
1	경기도 시흥시 정왕본동	<NA>	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1	<NA>	<NA>	3
2	경기도 안양시 만안구 석수1동	<NA>	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1
3	경기도 평택시 서정동	<NA>	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1	<NA>	<NA>	2
4	서울특별시 강남구 개포1동	89	1178	10	1	130	20	<NA>	3	1	190	917	1058	2	3599
5	서울특별시 강남구 개포2동	79	2714	12	9	484	111	<NA>	4	10	624	2949	2947	5	9948
6	서울특별시 강남구 개포4동	3	2722	18	9	430	64	<NA>	2	6	464	2230	2612	3	8563
7	서울특별시 강남구 논현1동	3	3608	31	7	420	61	<NA>	1	9	416	2661	3309	3	10529
8	서울특별시 강남구 논현2동	6	3646	22	6	355	103	<NA>	7	15	376	2964	2791	4	10295
9	서울특별시 강남구 논현동	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1	<NA>	1

	행정동-연료별 분류	CNG	경유	기타연료	수소	엘피지	전기	하이브리드(CNG-전기)	하이브리드(LPG-전기)	하이브리드(경유-전기)	하이브리드(휘발유-전기)	휘발유	휘발유(무연)	휘발유(유연)	총합계
443	서울특별시 중랑구 면목7동	<NA>	2224	11	5	586	32	<NA>	3	3	186	1068	1881	<NA>	5999
444	서울특별시 중랑구 면목본동	1	3206	10	1	780	26	<NA>	3	2	192	1366	2469	2	8058
445	서울특별시 중랑구 묵1동	<NA>	3937	24	5	889	53	<NA>	3	6	359	2066	3373	2	10717
446	서울특별시 중랑구 묵2동	3	2265	4	2	563	19	<NA>	<NA>	<NA>	127	948	1669	1	5601
447	서울특별시 중랑구 상봉1동	4	2918	14	3	992	44	<NA>	3	8	268	1222	2656	5	8137
448	서울특별시 중랑구 상봉2동	1	1944	8	1	488	32	<NA>	1	4	166	1008	1787	3	5443
449	서울특별시 중랑구 신내1동	107	4806	45	5	1369	86	<NA>	6	6	421	2126	3821	3	12801
450	서울특별시 중랑구 신내2동	5	2370	13	2	943	65	<NA>	8	2	219	1157	2130	3	6917
451	서울특별시 중랑구 중화1동	<NA>	2112	10	2	553	23	<NA>	2	2	142	965	1800	2	5613
452	서울특별시 중랑구 중화2동	<NA>	2432	8	3	706	30	<NA>	3	<NA>	133	1073	1812	2	6202

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample