Overview

Dataset statistics

Number of variables15
Number of observations291
Missing cells0
Missing cells (%)0.0%
Duplicate rows2
Duplicate rows (%)0.7%
Total size in memory34.2 KiB
Average record size in memory120.5 B

Variable types

Text1
Categorical7
Boolean7

Dataset

Description하이패스 단말기 모델 정보를 제공한다.(모델명,제조사명,유형,유형2,전원방식,기타기능,장착위치,안내방식,자가등록가능여부,지원금단말기여부,AEBS할인가능여부,전기수소차할인가능여부,감면단말기여부,화물차심야할인가능여부,화물차가능여부)
URLhttps://www.data.go.kr/data/15064219/fileData.do

Alerts

Dataset has 2 (0.7%) duplicate rowsDuplicates
기타기능 is highly overall correlated with 유형 and 8 other fieldsHigh correlation
화물차가능여부 is highly overall correlated with 기타기능High correlation
감면단말기여부 is highly overall correlated with 제조사명 and 2 other fieldsHigh correlation
유형2 is highly overall correlated with 유형 and 5 other fieldsHigh correlation
제조사명 is highly overall correlated with 전원방식 and 5 other fieldsHigh correlation
유형 is highly overall correlated with 유형2 and 3 other fieldsHigh correlation
전원방식 is highly overall correlated with 제조사명 and 1 other fieldsHigh correlation
장착위치 is highly overall correlated with 제조사명 and 4 other fieldsHigh correlation
안내방식 is highly overall correlated with 제조사명High correlation
자가등록가능여부 is highly overall correlated with 제조사명 and 6 other fieldsHigh correlation
지원금단말기여부 is highly overall correlated with 유형2 and 1 other fieldsHigh correlation
비상제동장치(AEBS) 할인가능여부 is highly overall correlated with 기타기능 and 3 other fieldsHigh correlation
전기수소차할인가능여부 is highly overall correlated with 자가등록가능여부 and 2 other fieldsHigh correlation
화물차심야할인가능여부 is highly overall correlated with 제조사명 and 4 other fieldsHigh correlation
기타기능 is highly imbalanced (68.3%)Imbalance
지원금단말기여부 is highly imbalanced (63.9%)Imbalance
감면단말기여부 is highly imbalanced (83.6%)Imbalance
화물차가능여부 is highly imbalanced (67.9%)Imbalance

Reproduction

Analysis started2023-12-12 08:31:08.324083
Analysis finished2023-12-12 08:31:09.854237
Duration1.53 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

모델명
Text

Distinct284
Distinct (%)97.6%
Missing0
Missing (%)0.0%
Memory size2.4 KiB
2023-12-12T17:31:10.108803image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length14
Median length13
Mean length7.4329897
Min length3

Characters and Unicode

Total characters2163
Distinct characters59
Distinct categories10 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique279 ?
Unique (%)95.9%

Sample

1st rowA100
2nd rowA110
3rd rowA120
4th rowAIRINFO-T2
5th rowALPHA
ValueCountFrequency (%)
set-225 3
 
1.0%
set-225t 3
 
1.0%
set-550 2
 
0.7%
sd-300 2
 
0.7%
set-575 2
 
0.7%
set-430 2
 
0.7%
e-1000 2
 
0.7%
itr-300 2
 
0.7%
ap100 2
 
0.7%
set-525a 1
 
0.3%
Other values (272) 272
92.8%
2023-12-12T17:31:10.591585image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 393
18.2%
- 229
 
10.6%
1 176
 
8.1%
S 149
 
6.9%
T 145
 
6.7%
2 111
 
5.1%
E 105
 
4.9%
H 90
 
4.2%
5 72
 
3.3%
3 70
 
3.2%
Other values (49) 623
28.8%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 923
42.7%
Uppercase Letter 901
41.7%
Dash Punctuation 229
 
10.6%
Lowercase Letter 37
 
1.7%
Other Letter 28
 
1.3%
Open Punctuation 16
 
0.7%
Close Punctuation 16
 
0.7%
Math Symbol 9
 
0.4%
Connector Punctuation 2
 
0.1%
Space Separator 2
 
0.1%

Most frequent character per category

Uppercase Letter
ValueCountFrequency (%)
S 149
16.5%
T 145
16.1%
E 105
11.7%
H 90
10.0%
K 53
 
5.9%
M 41
 
4.6%
R 36
 
4.0%
A 36
 
4.0%
P 34
 
3.8%
I 34
 
3.8%
Other values (15) 178
19.8%
Decimal Number
ValueCountFrequency (%)
0 393
42.6%
1 176
19.1%
2 111
 
12.0%
5 72
 
7.8%
3 70
 
7.6%
7 37
 
4.0%
4 27
 
2.9%
6 15
 
1.6%
9 15
 
1.6%
8 7
 
0.8%
Other Letter
ValueCountFrequency (%)
일 5
17.9%
반 5
17.9%
구 3
10.7%
행 3
10.7%
복 3
10.7%
특 3
10.7%
판 3
10.7%
포 1
 
3.6%
컴 1
 
3.6%
인 1
 
3.6%
Lowercase Letter
ValueCountFrequency (%)
e 10
27.0%
y 8
21.6%
s 7
18.9%
i 7
18.9%
a 2
 
5.4%
x 1
 
2.7%
d 1
 
2.7%
w 1
 
2.7%
Dash Punctuation
ValueCountFrequency (%)
- 229
100.0%
Open Punctuation
ValueCountFrequency (%)
( 16
100.0%
Close Punctuation
ValueCountFrequency (%)
) 16
100.0%
Math Symbol
ValueCountFrequency (%)
+ 9
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 2
100.0%
Space Separator
ValueCountFrequency (%)
2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 1197
55.3%
Latin 938
43.4%
Hangul 28
 
1.3%

Most frequent character per script

Latin
ValueCountFrequency (%)
S 149
15.9%
T 145
15.5%
E 105
11.2%
H 90
9.6%
K 53
 
5.7%
M 41
 
4.4%
R 36
 
3.8%
A 36
 
3.8%
P 34
 
3.6%
I 34
 
3.6%
Other values (23) 215
22.9%
Common
ValueCountFrequency (%)
0 393
32.8%
- 229
19.1%
1 176
14.7%
2 111
 
9.3%
5 72
 
6.0%
3 70
 
5.8%
7 37
 
3.1%
4 27
 
2.3%
( 16
 
1.3%
) 16
 
1.3%
Other values (6) 50
 
4.2%
Hangul
ValueCountFrequency (%)
일 5
17.9%
반 5
17.9%
구 3
10.7%
행 3
10.7%
복 3
10.7%
특 3
10.7%
판 3
10.7%
포 1
 
3.6%
컴 1
 
3.6%
인 1
 
3.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII 2135
98.7%
Hangul 28
 
1.3%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 393
18.4%
- 229
 
10.7%
1 176
 
8.2%
S 149
 
7.0%
T 145
 
6.8%
2 111
 
5.2%
E 105
 
4.9%
H 90
 
4.2%
5 72
 
3.4%
3 70
 
3.3%
Other values (39) 595
27.9%
Hangul
ValueCountFrequency (%)
일 5
17.9%
반 5
17.9%
구 3
10.7%
행 3
10.7%
복 3
10.7%
특 3
10.7%
판 3
10.7%
포 1
 
3.6%
컴 1
 
3.6%
인 1
 
3.6%

제조사명
Categorical

HIGH CORRELATION 

Distinct41
Distinct (%)14.1%
Missing0
Missing (%)0.0%
Memory size2.4 KiB
엠피온(주)
69 
(주)현대모비스
44 
테라링크
21 
(주)아이트로닉스
20 
(주)SD시스템
17 
Other values (36)
120 

Length

Max length10
Median length9
Mean length7.0721649
Min length4

Unique

Unique15 ?
Unique (%)5.2%

Sample

1st row(주)AITS
2nd row(주)AITS
3rd row(주)AITS
4th rowLS전선
5th row(주)아이트로닉스

Common Values

ValueCountFrequency (%)
엠피온(주) 69
23.7%
(주)현대모비스 44
15.1%
테라링크 21
 
7.2%
(주)아이트로닉스 20
 
6.9%
(주)SD시스템 17
 
5.8%
(주)에어포인트 13
 
4.5%
(주)AITS 11
 
3.8%
(주)코스페이스 9
 
3.1%
(주)한국인포콤 9
 
3.1%
(주)카네비컴 8
 
2.7%
Other values (31) 70
24.1%

Length

2023-12-12T17:31:10.742249image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
엠피온(주 69
23.7%
주)현대모비스 44
15.1%
테라링크 21
 
7.2%
주)아이트로닉스 20
 
6.9%
주)sd시스템 17
 
5.8%
주)에어포인트 13
 
4.5%
주)aits 11
 
3.8%
주)코스페이스 9
 
3.1%
주)한국인포콤 9
 
3.1%
주)카네비컴 8
 
2.7%
Other values (31) 70
24.1%

유형
Categorical

HIGH CORRELATION 

Distinct9
Distinct (%)3.1%
Missing0
Missing (%)0.0%
Memory size2.4 KiB
일반형
173 
차량내장형
71 
교통정보수신
 
10
안테나분리형
 
10
심카드형
 
8
Other values (4)
19 

Length

Max length6
Median length3
Mean length3.8041237
Min length3

Unique

Unique1 ?
Unique (%)0.3%

Sample

1st row일반형
2nd row일반형
3rd row일반형
4th row네비게이션
5th row일반형

Common Values

ValueCountFrequency (%)
일반형 173
59.5%
차량내장형 71
24.4%
교통정보수신 10
 
3.4%
안테나분리형 10
 
3.4%
심카드형 8
 
2.7%
네비게이션 6
 
2.1%
고객직접형 6
 
2.1%
GPS 6
 
2.1%
분리형 1
 
0.3%

Length

2023-12-12T17:31:10.912584image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T17:31:11.050785image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
일반형 173
59.5%
차량내장형 71
24.4%
교통정보수신 10
 
3.4%
안테나분리형 10
 
3.4%
심카드형 8
 
2.7%
네비게이션 6
 
2.1%
고객직접형 6
 
2.1%
gps 6
 
2.1%
분리형 1
 
0.3%

유형2
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)3.8%
Missing0
Missing (%)0.0%
Memory size2.4 KiB
일반형
160 
차량내장형
69 
GPS
 
16
고객직접형
 
10
심카드형
 
9
Other values (6)
27 

Length

Max length6
Median length3
Mean length3.7835052
Min length3

Unique

Unique1 ?
Unique (%)0.3%

Sample

1st row일반형
2nd row일반형
3rd row일반형
4th row네비게이션
5th row일반형

Common Values

ValueCountFrequency (%)
일반형 160
55.0%
차량내장형 69
23.7%
GPS 16
 
5.5%
고객직접형 10
 
3.4%
심카드형 9
 
3.1%
감면단말기 7
 
2.4%
네비게이션 6
 
2.1%
교통정보수신 6
 
2.1%
안테나분리형 5
 
1.7%
블랙박스 2
 
0.7%

Length

2023-12-12T17:31:11.212652image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
일반형 160
55.0%
차량내장형 69
23.7%
gps 16
 
5.5%
고객직접형 10
 
3.4%
심카드형 9
 
3.1%
감면단말기 7
 
2.4%
네비게이션 6
 
2.1%
교통정보수신 6
 
2.1%
안테나분리형 5
 
1.7%
블랙박스 2
 
0.7%

전원방식
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size2.4 KiB
유선
214 
무선
77 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row무선
2nd row유선
3rd row무선
4th row유선
5th row무선

Common Values

ValueCountFrequency (%)
유선 214
73.5%
무선 77
 
26.5%

Length

2023-12-12T17:31:11.354184image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T17:31:11.473206image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
유선 214
73.5%
무선 77
 
26.5%

기타기능
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct13
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Memory size2.4 KiB
<NA>
237 
충전지형
 
22
태양광 충전형
 
13
건전지형
 
6
통행이력조회
 
3
Other values (8)
 
10

Length

Max length12
Median length4
Mean length4.2508591
Min length4

Unique

Unique7 ?
Unique (%)2.4%

Sample

1st row건전지형
2nd row<NA>
3rd row충전지형
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 237
81.4%
충전지형 22
 
7.6%
태양광 충전형 13
 
4.5%
건전지형 6
 
2.1%
통행이력조회 3
 
1.0%
태양광 충전 3
 
1.0%
태양광충전 1
 
0.3%
건전지 교체형(AAA) 1
 
0.3%
ECM룸미러 1
 
0.3%
전기수소차등록 1
 
0.3%
Other values (3) 3
 
1.0%

Length

2023-12-12T17:31:11.597073image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
na 237
76.7%
충전지형 22
 
7.1%
태양광 17
 
5.5%
충전형 13
 
4.2%
건전지형 6
 
1.9%
통행이력조회 3
 
1.0%
충전 3
 
1.0%
태양광충전 1
 
0.3%
건전지 1
 
0.3%
교체형(aaa 1
 
0.3%
Other values (5) 5
 
1.6%

장착위치
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Memory size2.4 KiB
앞유리
167 
룸미러
65 
대쉬보드
38 
안테나분리형
17 
<NA>
 
4

Length

Max length6
Median length3
Mean length3.3195876
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row앞유리
2nd row앞유리
3rd row앞유리
4th row대쉬보드
5th row앞유리

Common Values

ValueCountFrequency (%)
앞유리 167
57.4%
룸미러 65
 
22.3%
대쉬보드 38
 
13.1%
안테나분리형 17
 
5.8%
<NA> 4
 
1.4%

Length

2023-12-12T17:31:11.793483image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T17:31:11.924303image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
앞유리 167
57.4%
룸미러 65
 
22.3%
대쉬보드 38
 
13.1%
안테나분리형 17
 
5.8%
na 4
 
1.4%

안내방식
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)1.4%
Missing0
Missing (%)0.0%
Memory size2.4 KiB
<NA>
197 
음성
83 
음성_액정
 
10
액정
 
1

Length

Max length5
Median length4
Mean length3.4570447
Min length2

Unique

Unique1 ?
Unique (%)0.3%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 197
67.7%
음성 83
28.5%
음성_액정 10
 
3.4%
액정 1
 
0.3%

Length

2023-12-12T17:31:12.060035image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T17:31:12.214311image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 197
67.7%
음성 83
28.5%
음성_액정 10
 
3.4%
액정 1
 
0.3%

자가등록가능여부
Boolean

HIGH CORRELATION 

Distinct2
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size423.0 B
False
170 
True
121 
ValueCountFrequency (%)
False 170
58.4%
True 121
41.6%
2023-12-12T17:31:12.331872image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

지원금단말기여부
Boolean

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size423.0 B
False
271 
True
 
20
ValueCountFrequency (%)
False 271
93.1%
True 20
 
6.9%
2023-12-12T17:31:12.422571image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

비상제동장치(AEBS) 할인가능여부
Boolean

HIGH CORRELATION 

Distinct2
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size423.0 B
False
206 
True
85 
ValueCountFrequency (%)
False 206
70.8%
True 85
29.2%
2023-12-12T17:31:12.504746image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

전기수소차할인가능여부
Boolean

HIGH CORRELATION 

Distinct2
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size423.0 B
False
168 
True
123 
ValueCountFrequency (%)
False 168
57.7%
True 123
42.3%
2023-12-12T17:31:12.615673image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

감면단말기여부
Boolean

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size423.0 B
False
284 
True
 
7
ValueCountFrequency (%)
False 284
97.6%
True 7
 
2.4%
2023-12-12T17:31:12.719284image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

화물차심야할인가능여부
Boolean

HIGH CORRELATION 

Distinct2
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size423.0 B
False
184 
True
107 
ValueCountFrequency (%)
False 184
63.2%
True 107
36.8%
2023-12-12T17:31:12.851754image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

화물차가능여부
Boolean

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size423.0 B
False
274 
True
 
17
ValueCountFrequency (%)
False 274
94.2%
True 17
 
5.8%
2023-12-12T17:31:12.957941image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T17:31:13.048101image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
제조사명유형유형2전원방식기타기능장착위치안내방식자가등록가능여부지원금단말기여부비상제동장치(AEBS) 할인가능여부전기수소차할인가능여부감면단말기여부화물차심야할인가능여부화물차가능여부
제조사명1.0000.8140.8420.6760.3750.8320.9300.8100.4280.5360.4970.8230.6690.571
유형0.8141.0000.9450.4220.9760.7960.0000.5640.4540.3350.3000.0000.3680.000
유형20.8420.9451.0000.4340.9760.7820.0000.6430.5560.3190.3231.0000.3900.000
전원방식0.6760.4220.4341.0000.9870.7050.1330.4350.0000.0560.1450.0560.0940.126
기타기능0.3750.9760.9760.9871.0000.9800.9020.5770.9050.8980.581NaN0.729NaN
장착위치0.8320.7960.7820.7050.9801.0000.0000.7630.0000.3950.2970.3810.4120.080
안내방식0.9300.0000.0000.1330.9020.0001.0000.0620.0000.0960.0650.0000.0470.149
자가등록가능여부0.8100.5640.6430.4350.5770.7630.0621.0000.2930.7630.7190.1450.8270.329
지원금단말기여부0.4280.4540.5560.0000.9050.0000.0000.2931.0000.0840.1480.3990.2980.079
비상제동장치(AEBS) 할인가능여부0.5360.3350.3190.0560.8980.3950.0960.7630.0841.0000.8400.0000.9070.209
전기수소차할인가능여부0.4970.3000.3230.1450.5810.2970.0650.7190.1480.8401.0000.0000.8420.124
감면단말기여부0.8230.0001.0000.056NaN0.3810.0000.1450.3990.0000.0001.0000.0000.000
화물차심야할인가능여부0.6690.3680.3900.0940.7290.4120.0470.8270.2980.9070.8420.0001.0000.463
화물차가능여부0.5710.0000.0000.126NaN0.0800.1490.3290.0790.2090.1240.0000.4631.000
2023-12-12T17:31:13.264647image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
제조사명기타기능화물차가능여부안내방식화물차심야할인가능여부장착위치전기수소차할인가능여부감면단말기여부유형지원금단말기여부자가등록가능여부전원방식비상제동장치(AEBS) 할인가능여부유형2
제조사명1.0000.1490.4490.7590.5300.5480.3890.6710.4330.3340.6580.5360.4200.442
기타기능0.1491.0001.0000.4600.5170.7900.4051.0000.7310.6740.4010.8110.6670.722
화물차가능여부0.4491.0001.0000.2440.3060.0520.0790.0000.0000.0500.2130.0810.1340.000
안내방식0.7590.4600.2441.0000.0760.0000.1070.0000.0000.0000.1020.2180.1580.000
화물차심야할인가능여부0.5300.5170.3060.0761.0000.2760.6370.0000.3630.1930.6200.0600.7240.368
장착위치0.5480.7900.0520.0000.2761.0000.1970.2540.6500.0000.5530.4990.2640.601
전기수소차할인가능여부0.3890.4050.0790.1070.6370.1971.0000.0000.2960.0950.5110.0930.6340.305
감면단말기여부0.6711.0000.0000.0000.0000.2540.0001.0000.0000.2620.0930.0360.0000.984
유형0.4330.7310.0000.0000.3630.6500.2960.0001.0000.4490.5600.4170.3310.822
지원금단말기여부0.3340.6740.0500.0000.1930.0000.0950.2620.4491.0000.1890.0000.0540.528
자가등록가능여부0.6580.4010.2130.1020.6200.5530.5110.0930.5600.1891.0000.2870.5520.614
전원방식0.5360.8110.0810.2180.0600.4990.0930.0360.4170.0000.2871.0000.0360.410
비상제동장치(AEBS) 할인가능여부0.4200.6670.1340.1580.7240.2640.6340.0000.3310.0540.5520.0361.0000.301
유형20.4420.7220.0000.0000.3680.6010.3050.9840.8220.5280.6140.4100.3011.000
2023-12-12T17:31:13.456007image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
제조사명유형유형2전원방식기타기능장착위치안내방식자가등록가능여부지원금단말기여부비상제동장치(AEBS) 할인가능여부전기수소차할인가능여부감면단말기여부화물차심야할인가능여부화물차가능여부
제조사명1.0000.4330.4420.5360.1490.5480.7590.6580.3340.4200.3890.6710.5300.449
유형0.4331.0000.8220.4170.7310.6500.0000.5600.4490.3310.2960.0000.3630.000
유형20.4420.8221.0000.4100.7220.6010.0000.6140.5280.3010.3050.9840.3680.000
전원방식0.5360.4170.4101.0000.8110.4990.2180.2870.0000.0360.0930.0360.0600.081
기타기능0.1490.7310.7220.8111.0000.7900.4600.4010.6740.6670.4051.0000.5171.000
장착위치0.5480.6500.6010.4990.7901.0000.0000.5530.0000.2640.1970.2540.2760.052
안내방식0.7590.0000.0000.2180.4600.0001.0000.1020.0000.1580.1070.0000.0760.244
자가등록가능여부0.6580.5600.6140.2870.4010.5530.1021.0000.1890.5520.5110.0930.6200.213
지원금단말기여부0.3340.4490.5280.0000.6740.0000.0000.1891.0000.0540.0950.2620.1930.050
비상제동장치(AEBS) 할인가능여부0.4200.3310.3010.0360.6670.2640.1580.5520.0541.0000.6340.0000.7240.134
전기수소차할인가능여부0.3890.2960.3050.0930.4050.1970.1070.5110.0950.6341.0000.0000.6370.079
감면단말기여부0.6710.0000.9840.0361.0000.2540.0000.0930.2620.0000.0001.0000.0000.000
화물차심야할인가능여부0.5300.3630.3680.0600.5170.2760.0760.6200.1930.7240.6370.0001.0000.306
화물차가능여부0.4490.0000.0000.0811.0000.0520.2440.2130.0500.1340.0790.0000.3061.000

Missing values

2023-12-12T17:31:09.594301image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T17:31:09.786037image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

모델명제조사명유형유형2전원방식기타기능장착위치안내방식자가등록가능여부지원금단말기여부비상제동장치(AEBS) 할인가능여부전기수소차할인가능여부감면단말기여부화물차심야할인가능여부화물차가능여부
0A100(주)AITS일반형일반형무선건전지형앞유리<NA>NNNNNNN
1A110(주)AITS일반형일반형유선<NA>앞유리<NA>NNNNNNN
2A120(주)AITS일반형일반형무선충전지형앞유리<NA>NNNNNNN
3AIRINFO-T2LS전선네비게이션네비게이션유선<NA>대쉬보드<NA>NNNNNNN
4ALPHA(주)아이트로닉스일반형일반형무선<NA>앞유리<NA>YNYYNYN
5AP100(주)에어포인트교통정보수신교통정보수신무선태양광 충전형앞유리<NA>NNNNNYN
6AP100(주)에어포인트교통정보수신교통정보수신무선태양광 충전형앞유리<NA>YNNNNYN
7AP100S(주)에어포인트교통정보수신교통정보수신무선태양광충전앞유리음성_액정YNYYNYN
8AP300테라링크교통정보수신일반형무선태양광 충전형앞유리<NA>YNNYNNN
9AP300S테라링크교통정보수신일반형무선<NA>앞유리<NA>YNYYNYN
모델명제조사명유형유형2전원방식기타기능장착위치안내방식자가등록가능여부지원금단말기여부비상제동장치(AEBS) 할인가능여부전기수소차할인가능여부감면단말기여부화물차심야할인가능여부화물차가능여부
281YW-R30S주식회사영윈(본사)고객직접형고객직접형유선<NA>앞유리음성YNYYNYN
282e-1000(주)이아이일반형일반형유선<NA>앞유리<NA>YNNYNYN
283e-1000피앤티코리아일반형일반형유선<NA>앞유리음성YNNYNYN
284eSys-100(주)이씨스일반형일반형유선<NA>대쉬보드<NA>NNNNNNN
285eSys-100G(주)이씨스GPSGPS유선<NA>대쉬보드<NA>NNNNNNN
286eSys-200(주)이씨스일반형일반형유선<NA>대쉬보드<NA>NNNNNNN
287eSys-200G(주)이씨스GPSGPS유선<NA>대쉬보드<NA>NNNNNNN
288eSys-300(주)이씨스네비게이션네비게이션유선<NA>앞유리<NA>NNNNNNN
289eSys-500(주)이씨스일반형일반형유선<NA>앞유리<NA>NNNNNNN
290eSys-700(주)이씨스GPS블랙박스유선<NA>앞유리<NA>NNNNNNN

Duplicate rows

Most frequently occurring

모델명제조사명유형유형2전원방식기타기능장착위치안내방식자가등록가능여부지원금단말기여부비상제동장치(AEBS) 할인가능여부전기수소차할인가능여부감면단말기여부화물차심야할인가능여부화물차가능여부# duplicates
0SET-225엠피온(주)일반형일반형유선<NA>앞유리음성YNYYNYN3
1SET-225T엠피온(주)일반형일반형유선<NA>앞유리음성YNYYNYN3