gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	2332
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	319.0 KiB
Average record size in memory	140.1 B

Variable types

Categorical	3
Text	1
Numeric	12

Dataset

Description	부산광역시에 등록된 차량의 시군구별, 법정동별, 차종(승용, 승합, 화물, 특수)별, 연료별 자동차 등록통계 제공
Author	부산광역시
URL	https://www.data.go.kr/data/15063789/fileData.do

Alerts

`시도` has constant value ""	Constant
`(관용)승합` is highly overall correlated with `(관용)화물` and 2 other fields	High correlation
`(관용)화물` is highly overall correlated with `(관용)승합` and 1 other fields	High correlation
`(관용)특수` is highly overall correlated with `(관용)승합`	High correlation
`(자가용)승용` is highly overall correlated with `(영업용)승용`	High correlation
`(자가용)승합` is highly overall correlated with `(자가용)화물` and 3 other fields	High correlation
`(자가용)화물` is highly overall correlated with `(자가용)승합` and 2 other fields	High correlation
`(자가용)특수` is highly overall correlated with `(자가용)승합` and 3 other fields	High correlation
`(영업용)승용` is highly overall correlated with `(자가용)승용`	High correlation
`(영업용)승합` is highly overall correlated with `(영업용)특수`	High correlation
`(영업용)화물` is highly overall correlated with `(자가용)승합` and 3 other fields	High correlation
`(영업용)특수` is highly overall correlated with `(관용)승합` and 5 other fields	High correlation
`(관용)승합` is highly skewed (γ1 = 28.9928262)	Skewed
`(관용)특수` is highly skewed (γ1 = 20.82857446)	Skewed
`(영업용)승용` is highly skewed (γ1 = 31.41464063)	Skewed
`(영업용)특수` is highly skewed (γ1 = 21.48963772)	Skewed
`(관용)승용` has 2029 (87.0%) zeros	Zeros
`(관용)승합` has 2230 (95.6%) zeros	Zeros
`(관용)화물` has 2146 (92.0%) zeros	Zeros
`(관용)특수` has 2297 (98.5%) zeros	Zeros
`(자가용)승용` has 223 (9.6%) zeros	Zeros
`(자가용)승합` has 1612 (69.1%) zeros	Zeros
`(자가용)화물` has 1237 (53.0%) zeros	Zeros
`(자가용)특수` has 2025 (86.8%) zeros	Zeros
`(영업용)승용` has 1718 (73.7%) zeros	Zeros
`(영업용)승합` has 2158 (92.5%) zeros	Zeros
`(영업용)화물` has 1771 (75.9%) zeros	Zeros
`(영업용)특수` has 2175 (93.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:27:14.607504
Analysis finished	2024-03-23 05:28:16.604681
Duration	1 minute and 2 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시도
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 KiB

부산광역시	2332

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
부산광역시	2332	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
부산광역시	2332	100.0%

시군구
Categorical

Distinct	16
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	18.3 KiB

기장군	573
중구	269
강서구	210
서구	201
영도구	177
Other values (11)	902

Length

Max length	4
Median length	3
Mean length	2.8190395
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
기장군	573	24.6%
중구	269	11.5%
강서구	210	9.0%
서구	201	8.6%
영도구	177	7.6%
부산진구	131	5.6%
금정구	129	5.5%
동래구	103	4.4%
사하구	95	4.1%
사상구	94	4.0%
Other values (6)	350	15.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
기장군	573	24.6%
중구	269	11.5%
강서구	210	9.0%
서구	201	8.6%
영도구	177	7.6%
부산진구	131	5.6%
금정구	129	5.5%
동래구	103	4.4%
사하구	95	4.1%
사상구	94	4.0%
Other values (6)	350	15.0%

읍면동
Text

Distinct	270
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Memory size	18.3 KiB

Length

Max length	7
Median length	6
Mean length	5.1736707
Min length	3

Characters and Unicode

Total characters	12065
Distinct characters	144
Distinct categories	3 ?
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	8 ?
Unique (%)	0.3%

Sample

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

Value	Count	Frequency (%)
기장읍	131	4.6%
장안읍	113	4.0%
일광읍	104	3.6%
정관읍	100	3.5%
철마면	87	3.0%
정관면	23	0.8%
송정동	22	0.8%
달산리	16	0.6%
용수리	15	0.5%
삼성리	15	0.5%
Other values (245)	2230	78.1%

Most occurring characters

Value	Count	Frequency (%)
	2332	19.3%
동	1903	15.8%
가	599	5.0%
리	536	4.4%
읍	460	3.8%
장	312	2.6%
대	221	1.8%
정	189	1.6%
1	185	1.5%
광	182	1.5%
Other values (134)	5146	42.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	9123	75.6%
Space Separator	2332	19.3%
Decimal Number	610	5.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
동	1903	20.9%
가	599	6.6%
리	536	5.9%
읍	460	5.0%
장	312	3.4%
대	221	2.4%
정	189	2.1%
광	182	2.0%
안	164	1.8%
기	147	1.6%
Other values (126)	4410	48.3%

Decimal Number

Value	Count	Frequency (%)
1	185	30.3%
2	177	29.0%
3	124	20.3%
4	72	11.8%
5	38	6.2%
6	13	2.1%
7	1	0.2%

Space Separator

Value	Count	Frequency (%)
	2332	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	9123	75.6%
Common	2942	24.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
동	1903	20.9%
가	599	6.6%
리	536	5.9%
읍	460	5.0%
장	312	3.4%
대	221	2.4%
정	189	2.1%
광	182	2.0%
안	164	1.8%
기	147	1.6%
Other values (126)	4410	48.3%

Common

Value	Count	Frequency (%)
	2332	79.3%
1	185	6.3%
2	177	6.0%
3	124	4.2%
4	72	2.4%
5	38	1.3%
6	13	0.4%
7	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	9123	75.6%
ASCII	2942	24.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2332	79.3%
1	185	6.3%
2	177	6.0%
3	124	4.2%
4	72	2.4%
5	38	1.3%
6	13	0.4%
7	1	< 0.1%

Hangul

Value	Count	Frequency (%)
동	1903	20.9%
가	599	6.6%
리	536	5.9%
읍	460	5.0%
장	312	3.4%
대	221	2.4%
정	189	2.1%
광	182	2.0%
안	164	1.8%
기	147	1.6%
Other values (126)	4410	48.3%

연료
Categorical

Distinct	15
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	18.3 KiB

경유	266
휘발유(무연)	262
휘발유	260
엘피지	252
하이브리드(휘발유+전기)	247
Other values (10)	1045

Length

Max length	13
Median length	12
Mean length	5.5141509
Min length	2

Unique

Unique	3 ?
Unique (%)	0.1%

Sample

1st row	휘발유
2nd row	경유
3rd row	엘피지
4th row	전기
5th row	휘발유(유연)

Common Values

Value	Count	Frequency (%)
경유	266	11.4%
휘발유(무연)	262	11.2%
휘발유	260	11.1%
엘피지	252	10.8%
하이브리드(휘발유+전기)	247	10.6%
전기	231	9.9%
기타연료	189	8.1%
수소	166	7.1%
하이브리드(경유+전기)	139	6.0%
휘발유(유연)	112	4.8%
Other values (5)	208	8.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경유	266	11.4%
휘발유(무연	262	11.2%
휘발유	260	11.1%
엘피지	252	10.8%
하이브리드(휘발유+전기	247	10.6%
전기	231	9.9%
기타연료	189	8.1%
수소	166	7.1%
하이브리드(경유+전기	139	6.0%
휘발유(유연	112	4.8%
Other values (5)	208	8.9%

(관용)승용
Real number (ℝ)

ZEROS

Distinct	37
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.79459691

Minimum	0
Maximum	106
Zeros	2029
Zeros (%)	87.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	106
Range	106
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.3939729
Coefficient of variation (CV)	5.5298137
Kurtosis	198.82172
Mean	0.79459691
Median Absolute Deviation (MAD)	0
Skewness	11.823859
Sum	1853
Variance	19.306998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	2029	87.0%
1	105	4.5%
2	59	2.5%
3	24	1.0%
4	21	0.9%
5	16	0.7%
6	14	0.6%
7	8	0.3%
12	5	0.2%
8	4	0.2%
Other values (27)	47	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2029	87.0%
1	105	4.5%
2	59	2.5%
3	24	1.0%
4	21	0.9%
5	16	0.7%
6	14	0.6%
7	8	0.3%
8	4	0.2%
9	3	0.1%

Value	Count	Frequency (%)
106	1	< 0.1%
66	1	< 0.1%
57	1	< 0.1%
50	1	< 0.1%
41	1	< 0.1%
40	2	0.1%
38	1	< 0.1%
34	1	< 0.1%
33	3	0.1%
31	1	< 0.1%

(관용)승합
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	28
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.55188679

Minimum	0
Maximum	268
Zeros	2230
Zeros (%)	95.6%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	268
Range	268
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.4370437
Coefficient of variation (CV)	13.475669
Kurtosis	950.16724
Mean	0.55188679
Median Absolute Deviation (MAD)	0
Skewness	28.992826
Sum	1287
Variance	55.309619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	2230	95.6%
1	34	1.5%
3	12	0.5%
2	10	0.4%
11	6	0.3%
6	6	0.3%
12	3	0.1%
14	3	0.1%
7	3	0.1%
18	2	0.1%
Other values (18)	23	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2230	95.6%
1	34	1.5%
2	10	0.4%
3	12	0.5%
5	2	0.1%
6	6	0.3%
7	3	0.1%
9	1	< 0.1%
11	6	0.3%
12	3	0.1%

Value	Count	Frequency (%)
268	1	< 0.1%
202	1	< 0.1%
52	1	< 0.1%
37	1	< 0.1%
33	2	0.1%
31	2	0.1%
30	1	< 0.1%
28	2	0.1%
25	1	< 0.1%
24	1	< 0.1%

(관용)화물
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.69168096

Minimum	0
Maximum	124
Zeros	2146
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	124
Range	124
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.1342057
Coefficient of variation (CV)	7.4227946
Kurtosis	213.87905
Mean	0.69168096
Median Absolute Deviation (MAD)	0
Skewness	12.795418
Sum	1613
Variance	26.360068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	2146	92.0%
1	76	3.3%
2	29	1.2%
3	17	0.7%
6	8	0.3%
5	6	0.3%
13	4	0.2%
4	4	0.2%
14	4	0.2%
19	3	0.1%
Other values (31)	35	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2146	92.0%
1	76	3.3%
2	29	1.2%
3	17	0.7%
4	4	0.2%
5	6	0.3%
6	8	0.3%
7	2	0.1%
8	2	0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
124	1	< 0.1%
73	1	< 0.1%
67	1	< 0.1%
65	1	< 0.1%
64	1	< 0.1%
55	1	< 0.1%
50	1	< 0.1%
48	1	< 0.1%
46	1	< 0.1%
43	1	< 0.1%

(관용)특수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	13
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.067324185

Minimum	0
Maximum	27
Zeros	2297
Zeros (%)	98.5%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	27
Range	27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.81660956
Coefficient of variation (CV)	12.129513
Kurtosis	570.25059
Mean	0.067324185
Median Absolute Deviation (MAD)	0
Skewness	20.828574
Sum	157
Variance	0.66685118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	2297	98.5%
1	11	0.5%
3	6	0.3%
2	4	0.2%
4	3	0.1%
7	3	0.1%
8	2	0.1%
13	1	< 0.1%
5	1	< 0.1%
11	1	< 0.1%
Other values (3)	3	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2297	98.5%
1	11	0.5%
2	4	0.2%
3	6	0.3%
4	3	0.1%
5	1	< 0.1%
6	1	< 0.1%
7	3	0.1%
8	2	0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
27	1	< 0.1%
13	1	< 0.1%
11	1	< 0.1%
9	1	< 0.1%
8	2	0.1%
7	3	0.1%
6	1	< 0.1%
5	1	< 0.1%
4	3	0.1%
3	6	0.3%

(자가용)승용
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	678
Distinct (%)	29.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	501.75643

Minimum	0
Maximum	19425
Zeros	223
Zeros (%)	9.6%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	16
Q3	161
95-th percentile	3051.5
Maximum	19425
Range	19425
Interquartile range (IQR)	159

Descriptive statistics

Standard deviation	1508.6142
Coefficient of variation (CV)	3.0066664
Kurtosis	37.130354
Mean	501.75643
Median Absolute Deviation (MAD)	16
Skewness	5.3458799
Sum	1170096
Variance	2275916.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	233	10.0%
0	223	9.6%
2	133	5.7%
3	81	3.5%
4	73	3.1%
5	65	2.8%
6	63	2.7%
7	47	2.0%
9	39	1.7%
8	39	1.7%
Other values (668)	1336	57.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	223	9.6%
1	233	10.0%
2	133	5.7%
3	81	3.5%
4	73	3.1%
5	65	2.8%
6	63	2.7%
7	47	2.0%
8	39	1.7%
9	39	1.7%

Value	Count	Frequency (%)
19425	1	< 0.1%
14270	1	< 0.1%
14228	1	< 0.1%
13857	1	< 0.1%
13034	1	< 0.1%
12985	1	< 0.1%
12899	1	< 0.1%
12302	1	< 0.1%
11818	1	< 0.1%
11167	1	< 0.1%

(자가용)승합
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	152
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.457118

Minimum	0
Maximum	909
Zeros	1612
Zeros (%)	69.1%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	56.45
Maximum	909
Range	909
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	55.659552
Coefficient of variation (CV)	4.4680921
Kurtosis	64.053418
Mean	12.457118
Median Absolute Deviation (MAD)	0
Skewness	7.1243433
Sum	29050
Variance	3097.9857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1612	69.1%
1	189	8.1%
2	82	3.5%
3	52	2.2%
4	37	1.6%
5	30	1.3%
6	18	0.8%
7	17	0.7%
8	15	0.6%
9	14	0.6%
Other values (142)	266	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1612	69.1%
1	189	8.1%
2	82	3.5%
3	52	2.2%
4	37	1.6%
5	30	1.3%
6	18	0.8%
7	17	0.7%
8	15	0.6%
9	14	0.6%

Value	Count	Frequency (%)
909	1	< 0.1%
545	1	< 0.1%
531	1	< 0.1%
524	1	< 0.1%
513	1	< 0.1%
495	1	< 0.1%
479	1	< 0.1%
477	1	< 0.1%
449	1	< 0.1%
433	1	< 0.1%

(자가용)화물
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	235
Distinct (%)	10.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.624357

Minimum	0
Maximum	5180
Zeros	1237
Zeros (%)	53.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	170.9
Maximum	5180
Range	5180
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	299.63288
Coefficient of variation (CV)	4.7094053
Kurtosis	72.069752
Mean	63.624357
Median Absolute Deviation (MAD)	0
Skewness	7.481796
Sum	148372
Variance	89779.866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1237	53.0%
1	206	8.8%
2	107	4.6%
3	54	2.3%
4	50	2.1%
7	28	1.2%
6	28	1.2%
8	24	1.0%
11	22	0.9%
5	22	0.9%
Other values (225)	554	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1237	53.0%
1	206	8.8%
2	107	4.6%
3	54	2.3%
4	50	2.1%
5	22	0.9%
6	28	1.2%
7	28	1.2%
8	24	1.0%
9	21	0.9%

Value	Count	Frequency (%)
5180	1	< 0.1%
3220	1	< 0.1%
2878	1	< 0.1%
2828	1	< 0.1%
2618	1	< 0.1%
2566	1	< 0.1%
2422	1	< 0.1%
2345	1	< 0.1%
2338	1	< 0.1%
2335	1	< 0.1%

(자가용)특수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	50
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3507719

Minimum	0
Maximum	103
Zeros	2025
Zeros (%)	86.8%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6
Maximum	103
Range	103
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.9041693
Coefficient of variation (CV)	5.1112771
Kurtosis	87.61621
Mean	1.3507719
Median Absolute Deviation (MAD)	0
Skewness	8.414303
Sum	3150
Variance	47.667554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2025	86.8%
1	103	4.4%
2	36	1.5%
3	20	0.9%
5	14	0.6%
4	13	0.6%
6	10	0.4%
10	9	0.4%
9	8	0.3%
12	7	0.3%
Other values (40)	87	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2025	86.8%
1	103	4.4%
2	36	1.5%
3	20	0.9%
4	13	0.6%
5	14	0.6%
6	10	0.4%
7	7	0.3%
8	7	0.3%
9	8	0.3%

Value	Count	Frequency (%)
103	2	0.1%
89	1	< 0.1%
85	1	< 0.1%
73	1	< 0.1%
71	1	< 0.1%
63	1	< 0.1%
62	1	< 0.1%
56	2	0.1%
55	1	< 0.1%
53	1	< 0.1%

(영업용)승용
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	169
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.186535

Minimum	0
Maximum	30862
Zeros	1718
Zeros (%)	73.7%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	71.9
Maximum	30862
Range	30862
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	768.6978
Coefficient of variation (CV)	14.452865
Kurtosis	1162.6631
Mean	53.186535
Median Absolute Deviation (MAD)	0
Skewness	31.414641
Sum	124031
Variance	590896.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1718	73.7%
1	148	6.3%
2	46	2.0%
3	38	1.6%
4	20	0.9%
5	18	0.8%
8	17	0.7%
6	12	0.5%
10	12	0.5%
11	12	0.5%
Other values (159)	291	12.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1718	73.7%
1	148	6.3%
2	46	2.0%
3	38	1.6%
4	20	0.9%
5	18	0.8%
6	12	0.5%
7	11	0.5%
8	17	0.7%
9	8	0.3%

Value	Count	Frequency (%)
30862	1	< 0.1%
13711	1	< 0.1%
8832	1	< 0.1%
7741	1	< 0.1%
4373	1	< 0.1%
4190	1	< 0.1%
3625	1	< 0.1%
3383	1	< 0.1%
2865	1	< 0.1%
2813	1	< 0.1%

(영업용)승합
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	67
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6650943

Minimum	0
Maximum	515
Zeros	2158
Zeros (%)	92.5%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	515
Range	515
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19.351448
Coefficient of variation (CV)	7.2610741
Kurtosis	286.82995
Mean	2.6650943
Median Absolute Deviation (MAD)	0
Skewness	14.395543
Sum	6215
Variance	374.47852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2158	92.5%
1	28	1.2%
2	17	0.7%
3	8	0.3%
5	8	0.3%
16	7	0.3%
7	5	0.2%
13	4	0.2%
11	4	0.2%
39	4	0.2%
Other values (57)	89	3.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2158	92.5%
1	28	1.2%
2	17	0.7%
3	8	0.3%
4	3	0.1%
5	8	0.3%
6	3	0.1%
7	5	0.2%
8	3	0.1%
9	3	0.1%

Value	Count	Frequency (%)
515	1	< 0.1%
332	1	< 0.1%
272	1	< 0.1%
231	1	< 0.1%
215	1	< 0.1%
198	1	< 0.1%
129	1	< 0.1%
128	1	< 0.1%
121	1	< 0.1%
120	1	< 0.1%

(영업용)화물
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	146
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.499142

Minimum	0
Maximum	3023
Zeros	1771
Zeros (%)	75.9%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	56.9
Maximum	3023
Range	3023
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	97.072173
Coefficient of variation (CV)	6.2630674
Kurtosis	434.64454
Mean	15.499142
Median Absolute Deviation (MAD)	0
Skewness	17.013733
Sum	36144
Variance	9423.0069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1771	75.9%
1	114	4.9%
2	49	2.1%
4	38	1.6%
3	37	1.6%
5	17	0.7%
12	15	0.6%
11	13	0.6%
10	13	0.6%
6	12	0.5%
Other values (136)	253	10.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1771	75.9%
1	114	4.9%
2	49	2.1%
3	37	1.6%
4	38	1.6%
5	17	0.7%
6	12	0.5%
7	10	0.4%
8	7	0.3%
9	10	0.4%

Value	Count	Frequency (%)
3023	1	< 0.1%
1359	1	< 0.1%
1146	1	< 0.1%
1061	1	< 0.1%
870	1	< 0.1%
856	1	< 0.1%
750	1	< 0.1%
715	1	< 0.1%
664	1	< 0.1%
602	1	< 0.1%

(영업용)특수
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	73
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8756432

Minimum	0
Maximum	1287
Zeros	2175
Zeros (%)	93.3%
Negative	0
Negative (%)	0.0%
Memory size	20.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	1287
Range	1287
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	39.052077
Coefficient of variation (CV)	10.076283
Kurtosis	593.42764
Mean	3.8756432
Median Absolute Deviation (MAD)	0
Skewness	21.489638
Sum	9038
Variance	1525.0648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2175	93.3%
1	24	1.0%
3	13	0.6%
4	9	0.4%
2	8	0.3%
5	5	0.2%
16	4	0.2%
23	4	0.2%
9	3	0.1%
25	3	0.1%
Other values (63)	84	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2175	93.3%
1	24	1.0%
2	8	0.3%
3	13	0.6%
4	9	0.4%
5	5	0.2%
6	2	0.1%
8	1	< 0.1%
9	3	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
1287	1	< 0.1%
784	1	< 0.1%
454	1	< 0.1%
426	1	< 0.1%
396	1	< 0.1%
383	1	< 0.1%
339	1	< 0.1%
275	1	< 0.1%
258	1	< 0.1%
177	1	< 0.1%

Heatmap
Table

	시군구	연료	(관용)승용	(관용)승합	(관용)화물	(관용)특수	(자가용)승용	(자가용)승합	(자가용)화물	(자가용)특수	(영업용)승용	(영업용)승합	(영업용)화물	(영업용)특수
시군구	1.000	0.101	0.373	0.310	0.210	0.199	0.400	0.250	0.296	0.216	0.183	0.278	0.214	0.202
연료	0.101	1.000	0.172	0.139	0.254	0.167	0.274	0.403	0.405	0.357	0.000	0.233	0.193	0.157
(관용)승용	0.373	0.172	1.000	0.888	0.637	0.678	0.750	0.635	0.790	0.501	0.182	0.178	0.667	0.449
(관용)승합	0.310	0.139	0.888	1.000	0.777	0.780	0.599	0.754	0.928	0.786	0.105	0.904	0.772	0.664
(관용)화물	0.210	0.254	0.637	0.777	1.000	0.770	0.456	0.865	0.720	0.657	0.176	0.377	0.662	0.500
(관용)특수	0.199	0.167	0.678	0.780	0.770	1.000	0.511	0.707	0.728	0.724	0.644	0.686	0.897	0.847
(자가용)승용	0.400	0.274	0.750	0.599	0.456	0.511	1.000	0.596	0.598	0.546	0.393	0.383	0.512	0.416
(자가용)승합	0.250	0.403	0.635	0.754	0.865	0.707	0.596	1.000	0.881	0.789	0.268	0.481	0.696	0.550
(자가용)화물	0.296	0.405	0.790	0.928	0.720	0.728	0.598	0.881	1.000	0.831	0.237	0.597	0.724	0.566
(자가용)특수	0.216	0.357	0.501	0.786	0.657	0.724	0.546	0.789	0.831	1.000	0.499	0.569	0.641	0.805
(영업용)승용	0.183	0.000	0.182	0.105	0.176	0.644	0.393	0.268	0.237	0.499	1.000	0.704	0.150	0.277
(영업용)승합	0.278	0.233	0.178	0.904	0.377	0.686	0.383	0.481	0.597	0.569	0.704	1.000	0.250	0.499
(영업용)화물	0.214	0.193	0.667	0.772	0.662	0.897	0.512	0.696	0.724	0.641	0.150	0.250	1.000	0.777
(영업용)특수	0.202	0.157	0.449	0.664	0.500	0.847	0.416	0.550	0.566	0.805	0.277	0.499	0.777	1.000

Heatmap
Table

	시군구	연료
시군구	1.000	0.034
연료	0.034	1.000

Heatmap
Table

	(관용)승용	(관용)승합	(관용)화물	(관용)특수	(자가용)승용	(자가용)승합	(자가용)화물	(자가용)특수	(영업용)승용	(영업용)승합	(영업용)화물	(영업용)특수	시군구	연료
(관용)승용	1.000	0.283	0.213	0.317	0.396	0.124	0.221	0.072	0.369	0.157	0.164	0.130	0.139	0.074
(관용)승합	0.283	1.000	0.598	0.520	0.254	0.393	0.342	0.421	0.246	0.458	0.367	0.552	0.150	0.079
(관용)화물	0.213	0.598	1.000	0.430	0.222	0.416	0.423	0.491	0.213	0.469	0.475	0.629	0.097	0.117
(관용)특수	0.317	0.520	0.430	1.000	0.152	0.207	0.207	0.279	0.135	0.279	0.239	0.369	0.096	0.078
(자가용)승용	0.396	0.254	0.222	0.152	1.000	0.391	0.368	0.111	0.514	0.182	0.133	0.312	0.177	0.114
(자가용)승합	0.124	0.393	0.416	0.207	0.391	1.000	0.711	0.573	0.360	0.296	0.521	0.505	0.116	0.195
(자가용)화물	0.221	0.342	0.423	0.207	0.368	0.711	1.000	0.545	0.473	0.287	0.707	0.449	0.108	0.186
(자가용)특수	0.072	0.421	0.491	0.279	0.111	0.573	0.545	1.000	0.124	0.368	0.651	0.580	0.086	0.141
(영업용)승용	0.369	0.246	0.213	0.135	0.514	0.360	0.473	0.124	1.000	0.220	0.325	0.140	0.094	0.000
(영업용)승합	0.157	0.458	0.469	0.279	0.182	0.296	0.287	0.368	0.220	1.000	0.345	0.508	0.101	0.101
(영업용)화물	0.164	0.367	0.475	0.239	0.133	0.521	0.707	0.651	0.325	0.345	1.000	0.518	0.104	0.091
(영업용)특수	0.130	0.552	0.629	0.369	0.312	0.505	0.449	0.580	0.140	0.508	0.518	1.000	0.098	0.074
시군구	0.139	0.150	0.097	0.096	0.177	0.116	0.108	0.086	0.094	0.101	0.104	0.098	1.000	0.034
연료	0.074	0.079	0.117	0.078	0.114	0.195	0.186	0.141	0.000	0.101	0.091	0.074	0.034	1.000

Count
Matrix

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.

First rows
Last rows

	시도	시군구	읍면동	연료	(관용)화물	(자가용)승용	(자가용)승합	(자가용)화물	(자가용)특수	(영업용)승용	(영업용)화물	(영업용)특수
0	부산광역시	중구	영주동	휘발유	0	493	0	1	0	0	0	0
1	부산광역시	중구	영주동	경유	1	573	66	261	4	1	64	4
2	부산광역시	중구	영주동	엘피지	0	233	17	16	0	38	2	0
3	부산광역시	중구	영주동	전기	0	14	0	10	0	6	5	0
4	부산광역시	중구	영주동	휘발유(유연)	0	3	0	0	0	0	0	0
5	부산광역시	중구	영주동	휘발유(무연)	0	981	1	0	0	0	0	0
6	부산광역시	중구	영주동	하이브리드(휘발유+전기)	0	100	0	0	0	0	0	0
7	부산광역시	중구	영주동	하이브리드(경유+전기)	0	1	0	0	0	0	0	0
8	부산광역시	중구	영주동	하이브리드(LPG+전기)	0	4	0	0	0	0	0	0
9	부산광역시	중구	영주동	수소	0	3	0	0	0	0	0	0

	시도	시군구	읍면동	연료	(자가용)승용	(자가용)승합	(자가용)화물	(영업용)승용	(영업용)화물	(영업용)특수
2322	부산광역시	기장군	철마면 안평리	수소	1	0	0	0	0	0
2323	부산광역시	기장군	철마면 안평리	기타연료	0	0	1	0	0	0
2324	부산광역시	기장군	철마면 임기리	휘발유	31	0	0	0	0	0
2325	부산광역시	기장군	철마면 임기리	경유	54	7	66	0	1	1
2326	부산광역시	기장군	철마면 임기리	엘피지	17	0	4	1	0	0
2327	부산광역시	기장군	철마면 임기리	전기	4	0	2	0	0	0
2328	부산광역시	기장군	철마면 임기리	휘발유(무연)	56	0	0	0	0	0
2329	부산광역시	기장군	철마면 임기리	하이브리드(휘발유+전기)	6	0	0	0	0	0
2330	부산광역시	기장군	철마면 임기리	수소	2	0	0	0	0	0
2331	부산광역시	기장군	철마면 임기리	기타연료	0	0	1	0	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Interactions

Correlations

Missing values

Sample