gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	205
Missing cells	1831
Missing cells (%)	55.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	28.2 KiB
Average record size in memory	140.6 B

Variable types

Categorical	3
Numeric	12
Text	1

Dataset

Description	서울특별시_송파구_연료별 자동차 등록현황에 대한 데이터로 동, 차종, 용도, CNG, 경유, 기타연료, 수소, 엘피지 등에 항목으로 제공합니다.
Author	서울특별시 송파구
URL	https://www.data.go.kr/data/15037659/fileData.do

Alerts

`CNG` is highly overall correlated with `기타연료` and 1 other fields	High correlation
`경유` is highly overall correlated with `수소` and 7 other fields	High correlation
`기타연료` is highly overall correlated with `CNG` and 1 other fields	High correlation
`수소` is highly overall correlated with `CNG` and 6 other fields	High correlation
`엘피지` is highly overall correlated with `경유` and 3 other fields	High correlation
`전기` is highly overall correlated with `경유` and 5 other fields	High correlation
`하이브리드(LPG-전기)` is highly overall correlated with `동` and 2 other fields	High correlation
`하이브리드(경유-전기)` is highly overall correlated with `경유` and 5 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 6 other fields	High correlation
`휘발유(무연)` is highly overall correlated with `경유` and 7 other fields	High correlation
`휘발유(유연)` is highly overall correlated with `경유` and 2 other fields	High correlation
`동` is highly overall correlated with `하이브리드(LPG-전기)`	High correlation
`차종` is highly overall correlated with `수소` and 4 other fields	High correlation
`용도` is highly overall correlated with `기타연료` and 3 other fields	High correlation
`CNG` has 170 (82.9%) missing values	Missing
`경유` has 16 (7.8%) missing values	Missing
`기타연료` has 126 (61.5%) missing values	Missing
`수소` has 177 (86.3%) missing values	Missing
`엘피지` has 54 (26.3%) missing values	Missing
`전기` has 120 (58.5%) missing values	Missing
`하이브리드(CNG-전기)` has 203 (99.0%) missing values	Missing
`하이브리드(LPG-전기)` has 181 (88.3%) missing values	Missing
`하이브리드(경유-전기)` has 180 (87.8%) missing values	Missing
`하이브리드(휘발유-전기)` has 170 (82.9%) missing values	Missing
`휘발유` has 124 (60.5%) missing values	Missing
`휘발유(무연)` has 132 (64.4%) missing values	Missing
`휘발유(유연)` has 178 (86.8%) missing values	Missing

Reproduction

Analysis started	2023-12-12 17:35:40.077029
Analysis finished	2023-12-12 17:35:56.365784
Duration	16.29 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

동
Categorical

HIGH CORRELATION

Distinct	27
Distinct (%)	13.2%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

송파1동	8
석촌동	8
가락본동	8
마천1동	8
마천2동	8
Other values (22)	165

Length

Max length	4
Median length	4
Mean length	3.7804878
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	가락1동
2nd row	가락1동
3rd row	가락1동
4th row	가락1동
5th row	가락1동

Common Values

Value	Count	Frequency (%)
송파1동	8	3.9%
석촌동	8	3.9%
가락본동	8	3.9%
마천1동	8	3.9%
마천2동	8	3.9%
삼전동	8	3.9%
문정2동	8	3.9%
방이2동	8	3.9%
풍납2동	8	3.9%
문정1동	8	3.9%
Other values (17)	125	61.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
송파1동	8	3.9%
문정1동	8	3.9%
오금동	8	3.9%
풍납1동	8	3.9%
장지동	8	3.9%
석촌동	8	3.9%
잠실3동	8	3.9%
잠실2동	8	3.9%
송파2동	8	3.9%
잠실본동	8	3.9%
Other values (17)	125	61.0%

차종
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

승용	54
화물	54
특수	52
승합	45

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	승용
2nd row	승용
3rd row	승합
4th row	특수
5th row	특수

Common Values

Value	Count	Frequency (%)
승용	54	26.3%
화물	54	26.3%
특수	52	25.4%
승합	45	22.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
승용	54	26.3%
화물	54	26.3%
특수	52	25.4%
승합	45	22.0%

용도
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

비사업용	108
사업용	97

Length

Max length	4
Median length	4
Mean length	3.5268293
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	비사업용
2nd row	사업용
3rd row	비사업용
4th row	비사업용
5th row	사업용

Common Values

Value	Count	Frequency (%)
비사업용	108	52.7%
사업용	97	47.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
비사업용	108	52.7%
사업용	97	47.3%

CNG
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	11
Distinct (%)	31.4%
Missing	170
Missing (%)	82.9%
Infinite	0
Infinite (%)	0.0%
Mean	23.828571

Minimum	1
Maximum	568
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	61.5
Maximum	568
Range	567
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	96.345727
Coefficient of variation (CV)	4.0432859
Kurtosis	32.439336
Mean	23.828571
Median Absolute Deviation (MAD)	1
Skewness	5.6195963
Sum	834
Variance	9282.4992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	12	5.9%
2	10	4.9%
4	3	1.5%
3	3	1.5%
51	1	0.5%
50	1	0.5%
86	1	0.5%
10	1	0.5%
9	1	0.5%
7	1	0.5%
(Missing)	170	82.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	5.9%
2	10	4.9%
3	3	1.5%
4	3	1.5%
7	1	0.5%
9	1	0.5%
10	1	0.5%
50	1	0.5%
51	1	0.5%
86	1	0.5%

Value	Count	Frequency (%)
568	1	0.5%
86	1	0.5%
51	1	0.5%
50	1	0.5%
10	1	0.5%
9	1	0.5%
7	1	0.5%
4	3	1.5%
3	3	1.5%
2	10	4.9%

경유
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	135
Distinct (%)	71.4%
Missing	16
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%
Mean	462.39153

Minimum	1
Maximum	6009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	9
median	83
Q3	454
95-th percentile	2437.8
Maximum	6009
Range	6008
Interquartile range (IQR)	445

Descriptive statistics

Standard deviation	845.23427
Coefficient of variation (CV)	1.8279623
Kurtosis	10.84877
Mean	462.39153
Median Absolute Deviation (MAD)	79
Skewness	2.8574384
Sum	87392
Variance	714420.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	8	3.9%
9	8	3.9%
2	6	2.9%
3	6	2.9%
8	5	2.4%
5	5	2.4%
14	4	2.0%
6	4	2.0%
4	3	1.5%
7	3	1.5%
Other values (125)	137	66.8%
(Missing)	16	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8	3.9%
2	6	2.9%
3	6	2.9%
4	3	1.5%
5	5	2.4%
6	4	2.0%
7	3	1.5%
8	5	2.4%
9	8	3.9%
11	1	0.5%

Value	Count	Frequency (%)
6009	1	0.5%
3189	1	0.5%
3002	1	0.5%
2997	1	0.5%
2808	1	0.5%
2750	1	0.5%
2623	1	0.5%
2553	1	0.5%
2521	1	0.5%
2505	1	0.5%

기타연료
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	20
Distinct (%)	25.3%
Missing	126
Missing (%)	61.5%
Infinite	0
Infinite (%)	0.0%
Mean	6.1772152

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	8
95-th percentile	19.1
Maximum	29
Range	28
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.4066462
Coefficient of variation (CV)	1.0371415
Kurtosis	2.8883994
Mean	6.1772152
Median Absolute Deviation (MAD)	3
Skewness	1.7667046
Sum	488
Variance	41.045115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	17	8.3%
1	15	7.3%
3	7	3.4%
5	6	2.9%
6	5	2.4%
4	4	2.0%
7	4	2.0%
9	3	1.5%
8	3	1.5%
19	2	1.0%
Other values (10)	13	6.3%
(Missing)	126	61.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	15	7.3%
2	17	8.3%
3	7	3.4%
4	4	2.0%
5	6	2.9%
6	5	2.4%
7	4	2.0%
8	3	1.5%
9	3	1.5%
11	1	0.5%

Value	Count	Frequency (%)
29	1	0.5%
28	1	0.5%
23	1	0.5%
20	1	0.5%
19	2	1.0%
18	1	0.5%
15	2	1.0%
14	2	1.0%
13	2	1.0%
12	1	0.5%

수소
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	25.0%
Missing	177
Missing (%)	86.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.1428571

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1.35
Q1	3
median	4
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7787696
Coefficient of variation (CV)	0.42935817
Kurtosis	-0.91679424
Mean	4.1428571
Median Absolute Deviation (MAD)	1
Skewness	0.023430458
Sum	116
Variance	3.1640212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
4	6	2.9%
3	6	2.9%
6	5	2.4%
5	3	1.5%
2	3	1.5%
7	3	1.5%
1	2	1.0%
(Missing)	177	86.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	1.0%
2	3	1.5%
3	6	2.9%
4	6	2.9%
5	3	1.5%
6	5	2.4%
7	3	1.5%

Value	Count	Frequency (%)
7	3	1.5%
6	5	2.4%
5	3	1.5%
4	6	2.9%
3	6	2.9%
2	3	1.5%
1	2	1.0%

엘피지
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	96
Distinct (%)	63.6%
Missing	54
Missing (%)	26.3%
Infinite	0
Infinite (%)	0.0%
Mean	111.1457

Minimum	1
Maximum	819
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	11
median	39
Q3	127.5
95-th percentile	446
Maximum	819
Range	818
Interquartile range (IQR)	116.5

Descriptive statistics

Standard deviation	162.28631
Coefficient of variation (CV)	1.4601223
Kurtosis	3.6626642
Mean	111.1457
Median Absolute Deviation (MAD)	34
Skewness	1.9749067
Sum	16783
Variance	26336.845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	12	5.9%
2	7	3.4%
7	6	2.9%
13	6	2.9%
12	5	2.4%
16	4	2.0%
14	3	1.5%
6	3	1.5%
44	3	1.5%
27	3	1.5%
Other values (86)	99	48.3%
(Missing)	54	26.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	5.9%
2	7	3.4%
3	1	0.5%
4	2	1.0%
5	2	1.0%
6	3	1.5%
7	6	2.9%
9	2	1.0%
10	2	1.0%
11	2	1.0%

Value	Count	Frequency (%)
819	1	0.5%
660	1	0.5%
642	1	0.5%
627	1	0.5%
566	1	0.5%
522	1	0.5%
472	1	0.5%
452	1	0.5%
440	1	0.5%
418	1	0.5%

전기
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	31
Distinct (%)	36.5%
Missing	120
Missing (%)	58.5%
Infinite	0
Infinite (%)	0.0%
Mean	12.647059

Minimum	1
Maximum	74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	22
95-th percentile	54.2
Maximum	74
Range	73
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	17.04595
Coefficient of variation (CV)	1.3478193
Kurtosis	2.9561175
Mean	12.647059
Median Absolute Deviation (MAD)	2
Skewness	1.8386261
Sum	1075
Variance	290.56443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1	16	7.8%
2	16	7.8%
3	11	5.4%
4	7	3.4%
24	3	1.5%
22	3	1.5%
10	2	1.0%
33	2	1.0%
55	2	1.0%
26	2	1.0%
Other values (21)	21	10.2%
(Missing)	120	58.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	16	7.8%
2	16	7.8%
3	11	5.4%
4	7	3.4%
5	1	0.5%
6	1	0.5%
7	1	0.5%
8	1	0.5%
10	2	1.0%
11	1	0.5%

Value	Count	Frequency (%)
74	1	0.5%
70	1	0.5%
56	1	0.5%
55	2	1.0%
51	1	0.5%
45	1	0.5%
36	1	0.5%
35	1	0.5%
33	2	1.0%
29	1	0.5%

하이브리드(CNG-전기)
Text

MISSING

Distinct	2
Distinct (%)	100.0%
Missing	203
Missing (%)	99.0%
Memory size	1.7 KiB

Length

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

Characters and Unicode

Total characters	2
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	2 ?
Unique (%)	100.0%

Sample

1st row
2nd row	4

Value	Count	Frequency (%)
4	1	100.0%

Most occurring characters

Value	Count	Frequency (%)
	1	50.0%
4	1	50.0%

Most occurring categories

Value	Count	Frequency (%)
Space Separator	1	50.0%
Decimal Number	1	50.0%

Most frequent character per category

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Decimal Number

Value	Count	Frequency (%)
4	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
	1	50.0%
4	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1	50.0%
4	1	50.0%

하이브리드(LPG-전기)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	11
Distinct (%)	45.8%
Missing	181
Missing (%)	88.3%
Infinite	0
Infinite (%)	0.0%
Mean	5.375

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	7.25
95-th percentile	10
Maximum	11
Range	10
Interquartile range (IQR)	4.25

Descriptive statistics

Standard deviation	2.9312781
Coefficient of variation (CV)	0.54535407
Kurtosis	-0.84796642
Mean	5.375
Median Absolute Deviation (MAD)	1.5
Skewness	0.60149644
Sum	129
Variance	8.5923913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
4	6	2.9%
3	4	2.0%
10	3	1.5%
5	2	1.0%
7	2	1.0%
2	2	1.0%
6	1	0.5%
9	1	0.5%
11	1	0.5%
8	1	0.5%
(Missing)	181	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.5%
2	2	1.0%
3	4	2.0%
4	6	2.9%
5	2	1.0%
6	1	0.5%
7	2	1.0%
8	1	0.5%
9	1	0.5%
10	3	1.5%

Value	Count	Frequency (%)
11	1	0.5%
10	3	1.5%
9	1	0.5%
8	1	0.5%
7	2	1.0%
6	1	0.5%
5	2	1.0%
4	6	2.9%
3	4	2.0%
2	2	1.0%

하이브리드(경유-전기)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	32.0%
Missing	180
Missing (%)	87.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.76

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	8
Maximum	12
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.7730849
Coefficient of variation (CV)	0.73752259
Kurtosis	1.7414287
Mean	3.76
Median Absolute Deviation (MAD)	2
Skewness	1.289626
Sum	94
Variance	7.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	7	3.4%
1	5	2.4%
5	3	1.5%
6	3	1.5%
3	2	1.0%
4	2	1.0%
8	2	1.0%
12	1	0.5%
(Missing)	180	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	2.4%
2	7	3.4%
3	2	1.0%
4	2	1.0%
5	3	1.5%
6	3	1.5%
8	2	1.0%
12	1	0.5%

Value	Count	Frequency (%)
12	1	0.5%
8	2	1.0%
6	3	1.5%
5	3	1.5%
4	2	1.0%
3	2	1.0%
2	7	3.4%
1	5	2.4%

하이브리드(휘발유-전기)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	28
Distinct (%)	80.0%
Missing	170
Missing (%)	82.9%
Infinite	0
Infinite (%)	0.0%
Mean	268.25714

Minimum	1
Maximum	668
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1.7
Q1	116
median	254
Q3	406
95-th percentile	595.5
Maximum	668
Range	667
Interquartile range (IQR)	290

Descriptive statistics

Standard deviation	204.12256
Coefficient of variation (CV)	0.76092125
Kurtosis	-0.94773086
Mean	268.25714
Median Absolute Deviation (MAD)	144
Skewness	0.22213797
Sum	9389
Variance	41666.02
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
2	6	2.9%
1	2	1.0%
249	2	1.0%
529	1	0.5%
340	1	0.5%
125	1	0.5%
378	1	0.5%
244	1	0.5%
192	1	0.5%
415	1	0.5%
Other values (18)	18	8.8%
(Missing)	170	82.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	1.0%
2	6	2.9%
115	1	0.5%
117	1	0.5%
125	1	0.5%
126	1	0.5%
192	1	0.5%
229	1	0.5%
244	1	0.5%
249	2	1.0%

Value	Count	Frequency (%)
668	1	0.5%
634	1	0.5%
579	1	0.5%
559	1	0.5%
542	1	0.5%
529	1	0.5%
469	1	0.5%
415	1	0.5%
414	1	0.5%
398	1	0.5%

휘발유
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	39
Distinct (%)	48.1%
Missing	124
Missing (%)	60.5%
Infinite	0
Infinite (%)	0.0%
Mean	695.79012

Minimum	1
Maximum	4112
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	5
Q3	1477
95-th percentile	2911
Maximum	4112
Range	4111
Interquartile range (IQR)	1475

Descriptive statistics

Standard deviation	1101.3589
Coefficient of variation (CV)	1.5828895
Kurtosis	0.8766122
Mean	695.79012
Median Absolute Deviation (MAD)	4
Skewness	1.3910561
Sum	56359
Variance	1212991.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
1	12	5.9%
2	10	4.9%
5	9	4.4%
3	8	3.9%
6	4	2.0%
7	3	1.5%
4	3	1.5%
1382	1	0.5%
1916	1	0.5%
2337	1	0.5%
Other values (29)	29	14.1%
(Missing)	124	60.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	5.9%
2	10	4.9%
3	8	3.9%
4	3	1.5%
5	9	4.4%
6	4	2.0%
7	3	1.5%
8	1	0.5%
11	1	0.5%
12	1	0.5%

Value	Count	Frequency (%)
4112	1	0.5%
3911	1	0.5%
3477	1	0.5%
3001	1	0.5%
2911	1	0.5%
2664	1	0.5%
2396	1	0.5%
2337	1	0.5%
2251	1	0.5%
2215	1	0.5%

휘발유(무연)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	42
Distinct (%)	57.5%
Missing	132
Missing (%)	64.4%
Infinite	0
Infinite (%)	0.0%
Mean	997.82192

Minimum	1
Maximum	4367
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	11
Q3	2133
95-th percentile	3681.8
Maximum	4367
Range	4366
Interquartile range (IQR)	2131

Descriptive statistics

Standard deviation	1405.8879
Coefficient of variation (CV)	1.4089567
Kurtosis	-0.55825182
Mean	997.82192
Median Absolute Deviation (MAD)	10
Skewness	0.99097735
Sum	72841
Variance	1976520.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1	12	5.9%
2	10	4.9%
3	8	3.9%
45	2	1.0%
4	2	1.0%
5	2	1.0%
11	2	1.0%
3803	1	0.5%
4272	1	0.5%
14	1	0.5%
Other values (32)	32	15.6%
(Missing)	132	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	5.9%
2	10	4.9%
3	8	3.9%
4	2	1.0%
5	2	1.0%
6	1	0.5%
11	2	1.0%
12	1	0.5%
14	1	0.5%
21	1	0.5%

Value	Count	Frequency (%)
4367	1	0.5%
4272	1	0.5%
3803	1	0.5%
3701	1	0.5%
3669	1	0.5%
3527	1	0.5%
3501	1	0.5%
3299	1	0.5%
3088	1	0.5%
3023	1	0.5%

휘발유(유연)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9
Distinct (%)	33.3%
Missing	178
Missing (%)	86.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.7777778

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	8.4
Maximum	12
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.5469942
Coefficient of variation (CV)	0.67420435
Kurtosis	3.2516309
Mean	3.7777778
Median Absolute Deviation (MAD)	1
Skewness	1.625911
Sum	102
Variance	6.4871795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
3	9	4.4%
2	4	2.0%
1	4	2.0%
5	3	1.5%
6	2	1.0%
4	2	1.0%
12	1	0.5%
9	1	0.5%
7	1	0.5%
(Missing)	178	86.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	2.0%
2	4	2.0%
3	9	4.4%
4	2	1.0%
5	3	1.5%
6	2	1.0%
7	1	0.5%
9	1	0.5%
12	1	0.5%

Value	Count	Frequency (%)
12	1	0.5%
9	1	0.5%
7	1	0.5%
6	2	1.0%
5	3	1.5%
4	2	1.0%
3	9	4.4%
2	4	2.0%
1	4	2.0%

Heatmap
Table

	동	차종	용도	CNG	경유	기타연료	수소	엘피지	전기	하이브리드(CNG-전기)	하이브리드(LPG-전기)	하이브리드(경유-전기)	하이브리드(휘발유-전기)	휘발유	휘발유(무연)	휘발유(유연)
동	1.000	0.000	0.000	0.000	0.000	0.000	0.784	0.000	0.559	0.000	1.000	0.887	0.867	0.378	0.725	0.000
차종	0.000	1.000	0.000	0.645	0.576	0.398	NaN	0.616	0.401	0.000	NaN	NaN	NaN	0.578	0.697	NaN
용도	0.000	0.000	1.000	0.273	0.402	0.516	0.543	0.151	0.657	0.000	NaN	0.000	1.000	0.000	0.081	0.000
CNG	0.000	0.645	0.273	1.000	0.000	NaN	NaN	0.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
경유	0.000	0.576	0.402	0.000	1.000	0.479	0.575	0.606	0.685	0.000	0.254	0.654	0.855	0.835	0.851	0.575
기타연료	0.000	0.398	0.516	NaN	0.479	1.000	NaN	0.000	0.000	NaN	NaN	NaN	NaN	0.000	0.000	NaN
수소	0.784	NaN	0.543	NaN	0.575	NaN	1.000	0.257	0.570	NaN	0.000	0.000	0.485	0.528	0.509	0.557
엘피지	0.000	0.616	0.151	0.000	0.606	0.000	0.257	1.000	0.622	NaN	0.606	0.000	0.499	0.798	0.804	0.375
전기	0.559	0.401	0.657	NaN	0.685	0.000	0.570	0.622	1.000	NaN	0.000	0.379	0.797	0.728	0.693	0.000
하이브리드(CNG-전기)	0.000	0.000	0.000	NaN	0.000	NaN	NaN	NaN	NaN	1.000	NaN	NaN	NaN	NaN	NaN	NaN
하이브리드(LPG-전기)	1.000	NaN	NaN	NaN	0.254	NaN	0.000	0.606	0.000	NaN	1.000	0.634	0.000	0.000	0.000	0.000
하이브리드(경유-전기)	0.887	NaN	0.000	NaN	0.654	NaN	0.000	0.000	0.379	NaN	0.634	1.000	0.000	0.736	0.000	0.690
하이브리드(휘발유-전기)	0.867	NaN	1.000	NaN	0.855	NaN	0.485	0.499	0.797	NaN	0.000	0.000	1.000	0.924	0.784	0.000
휘발유	0.378	0.578	0.000	NaN	0.835	0.000	0.528	0.798	0.728	NaN	0.000	0.736	0.924	1.000	0.902	0.577
휘발유(무연)	0.725	0.697	0.081	NaN	0.851	0.000	0.509	0.804	0.693	NaN	0.000	0.000	0.784	0.902	1.000	0.360
휘발유(유연)	0.000	NaN	0.000	NaN	0.575	NaN	0.557	0.375	0.000	NaN	0.000	0.690	0.000	0.577	0.360	1.000

Heatmap
Table

	용도	동	차종
용도	1.000	0.000	0.000
동	0.000	1.000	0.000
차종	0.000	0.000	1.000

Heatmap
Table

	CNG	경유	기타연료	수소	엘피지	전기	하이브리드(LPG-전기)	하이브리드(경유-전기)	하이브리드(휘발유-전기)	휘발유	휘발유(무연)	휘발유(유연)	동	차종	용도
CNG	1.000	-0.133	0.578	0.549	-0.288	0.124	-0.221	0.185	0.395	-0.104	-0.008	0.360	0.000	0.305	0.435
경유	-0.133	1.000	0.470	0.652	0.569	0.720	-0.014	0.730	0.951	0.773	0.584	0.641	0.000	0.432	0.425
기타연료	0.578	0.470	1.000	NaN	0.159	0.152	NaN	NaN	NaN	0.210	0.202	NaN	0.000	0.264	0.506
수소	0.549	0.652	NaN	1.000	0.443	0.397	0.107	0.235	0.582	0.604	0.672	0.360	0.000	1.000	0.519
엘피지	-0.288	0.569	0.159	0.443	1.000	0.613	0.022	0.095	0.340	0.680	0.847	0.333	0.000	0.410	0.111
전기	0.124	0.720	0.152	0.397	0.613	1.000	0.116	0.732	0.879	0.817	0.840	0.373	0.218	0.268	0.480
하이브리드(LPG-전기)	-0.221	-0.014	NaN	0.107	0.022	0.116	1.000	0.018	-0.117	-0.002	-0.027	0.051	1.000	1.000	1.000
하이브리드(경유-전기)	0.185	0.730	NaN	0.235	0.095	0.732	0.018	1.000	0.692	0.701	0.704	0.402	0.213	1.000	0.000
하이브리드(휘발유-전기)	0.395	0.951	NaN	0.582	0.340	0.879	-0.117	0.692	1.000	0.961	0.928	0.461	0.282	1.000	0.870
휘발유	-0.104	0.773	0.210	0.604	0.680	0.817	-0.002	0.701	0.961	1.000	0.873	0.487	0.109	0.401	0.000
휘발유(무연)	-0.008	0.584	0.202	0.672	0.847	0.840	-0.027	0.704	0.928	0.873	1.000	0.622	0.274	0.386	0.066
휘발유(유연)	0.360	0.641	NaN	0.360	0.333	0.373	0.051	0.402	0.461	0.487	0.622	1.000	0.000	1.000	0.000
동	0.000	0.000	0.000	0.000	0.000	0.218	1.000	0.213	0.282	0.109	0.274	0.000	1.000	0.000	0.000
차종	0.305	0.432	0.264	1.000	0.410	0.268	1.000	1.000	1.000	0.401	0.386	1.000	0.000	1.000	0.000
용도	0.435	0.425	0.506	0.519	0.111	0.480	1.000	0.000	0.870	0.000	0.066	0.000	0.000	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

	동	차종	용도	CNG	경유	기타연료	수소	엘피지	전기	하이브리드(CNG-전기)	하이브리드(LPG-전기)	하이브리드(경유-전기)	하이브리드(휘발유-전기)	휘발유	휘발유(무연)	휘발유(유연)
0	가락1동	승용	비사업용	<NA>	2623	<NA>	4	299	70	<NA>	4	5	668	2911	3501	6
1	가락1동	승용	사업용	<NA>	<NA>	<NA>	<NA>	48	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2	가락1동	승합	비사업용	<NA>	101	8	<NA>	11	<NA>	<NA>	<NA>	<NA>	<NA>	1	1	<NA>
3	가락1동	특수	비사업용	<NA>	14	2	<NA>	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
4	가락1동	특수	사업용	<NA>	6	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	가락1동	화물	비사업용	4	898	12	<NA>	39	12	<NA>	<NA>	<NA>	<NA>	5	3	<NA>
6	가락1동	화물	사업용	<NA>	61	<NA>	<NA>	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	가락2동	승용	비사업용	1	2553	<NA>	6	440	33	<NA>	6	3	469	2664	3669	2
8	가락2동	승용	사업용	<NA>	<NA>	<NA>	<NA>	83	3	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
9	가락2동	승합	비사업용	<NA>	156	2	<NA>	41	<NA>	<NA>	<NA>	<NA>	<NA>	1	2	<NA>

	동	차종	용도	CNG	경유	기타연료	수소	엘피지	전기	하이브리드(CNG-전기)	하이브리드(LPG-전기)	하이브리드(경유-전기)	하이브리드(휘발유-전기)	휘발유	휘발유(무연)	휘발유(유연)
195	풍납1동	화물	비사업용	<NA>	350	2	<NA>	34	1	<NA>	<NA>	<NA>	<NA>	3	2	<NA>
196	풍납1동	화물	사업용	<NA>	77	3	<NA>	17	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
197	풍납2동	승용	비사업용	2	1837	<NA>	4	366	29	<NA>	1	<NA>	340	1835	2622	3
198	풍납2동	승용	사업용	<NA>	2	<NA>	<NA>	221	1	<NA>	<NA>	<NA>	1	<NA>	<NA>	<NA>
199	풍납2동	승합	비사업용	<NA>	147	3	<NA>	27	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1	<NA>
200	풍납2동	승합	사업용	<NA>	<NA>	<NA>	<NA>	7	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
201	풍납2동	특수	비사업용	<NA>	3	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
202	풍납2동	특수	사업용	<NA>	5	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
203	풍납2동	화물	비사업용	2	413	7	<NA>	32	1	<NA>	<NA>	<NA>	<NA>	4	3	<NA>
204	풍납2동	화물	사업용	<NA>	65	2	<NA>	5	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Space Separator

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample