Overview

Dataset statistics

Number of variables8
Number of observations371
Missing cells33
Missing cells (%)1.1%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory24.0 KiB
Average record size in memory66.3 B

Variable types

Categorical1
Text4
Numeric2
DateTime1

Dataset

Description부산광역시 기장군 소재 환경오염물질 배출시설 현황입니다. (시설명, 소재지, 대기신고, 수질신고,전화번호 등)
Author부산광역시 기장군
URLhttps://www.data.go.kr/data/15036230/fileData.do

Alerts

구군명 has constant value ""Constant
데이터기준일자 has constant value ""Constant
전화번호 has 33 (8.9%) missing valuesMissing

Reproduction

Analysis started2024-03-14 20:48:02.701494
Analysis finished2024-03-14 20:48:05.387434
Duration2.69 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

구군명
Categorical

CONSTANT 

Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
부산광역시 기장군
371 

Length

Max length9
Median length9
Mean length9
Min length9

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row부산광역시 기장군
2nd row부산광역시 기장군
3rd row부산광역시 기장군
4th row부산광역시 기장군
5th row부산광역시 기장군

Common Values

ValueCountFrequency (%)
부산광역시 기장군 371
100.0%

Length

2024-03-15T05:48:05.601546image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T05:48:05.918951image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
부산광역시 371
50.0%
기장군 371
50.0%
Distinct359
Distinct (%)96.8%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2024-03-15T05:48:06.810469image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length39
Median length22
Mean length8.2075472
Min length2

Characters and Unicode

Total characters3045
Distinct characters349
Distinct categories10 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique347 ?
Unique (%)93.5%

Sample

1st row더샵모터스
2nd row알테오화인알루미나코리아㈜
3rd row㈜바우트레이더스
4th row㈜영진엘리베이터
5th row㈜명진아이텍
ValueCountFrequency (%)
주식회사 15
 
3.4%
장안공장 3
 
0.7%
정관공장 3
 
0.7%
㈜일광엔지니어링 3
 
0.7%
㈜비엠티 2
 
0.4%
아난티코브 2
 
0.4%
기장군도시관리공단 2
 
0.4%
㈜티에스피 2
 
0.4%
한국수력원자력㈜고리원자력본부 2
 
0.4%
㈜아난티 2
 
0.4%
Other values (391) 410
91.9%
2024-03-15T05:48:08.096042image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
153
 
5.0%
114
 
3.7%
) 89
 
2.9%
( 89
 
2.9%
75
 
2.5%
72
 
2.4%
67
 
2.2%
64
 
2.1%
54
 
1.8%
51
 
1.7%
Other values (339) 2217
72.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 2547
83.6%
Other Symbol 153
 
5.0%
Close Punctuation 89
 
2.9%
Open Punctuation 89
 
2.9%
Space Separator 75
 
2.5%
Uppercase Letter 43
 
1.4%
Decimal Number 33
 
1.1%
Lowercase Letter 9
 
0.3%
Other Punctuation 4
 
0.1%
Dash Punctuation 3
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
114
 
4.5%
72
 
2.8%
67
 
2.6%
64
 
2.5%
54
 
2.1%
51
 
2.0%
47
 
1.8%
47
 
1.8%
45
 
1.8%
45
 
1.8%
Other values (298) 1941
76.2%
Uppercase Letter
ValueCountFrequency (%)
O 6
14.0%
S 5
11.6%
M 4
9.3%
G 4
9.3%
R 3
 
7.0%
I 3
 
7.0%
E 3
 
7.0%
D 3
 
7.0%
J 2
 
4.7%
C 2
 
4.7%
Other values (7) 8
18.6%
Decimal Number
ValueCountFrequency (%)
1 13
39.4%
2 8
24.2%
3 3
 
9.1%
4 2
 
6.1%
8 2
 
6.1%
0 2
 
6.1%
5 2
 
6.1%
6 1
 
3.0%
Lowercase Letter
ValueCountFrequency (%)
c 2
22.2%
s 1
11.1%
e 1
11.1%
t 1
11.1%
n 1
11.1%
a 1
11.1%
r 1
11.1%
p 1
11.1%
Other Punctuation
ValueCountFrequency (%)
& 2
50.0%
. 1
25.0%
/ 1
25.0%
Other Symbol
ValueCountFrequency (%)
153
100.0%
Close Punctuation
ValueCountFrequency (%)
) 89
100.0%
Open Punctuation
ValueCountFrequency (%)
( 89
100.0%
Space Separator
ValueCountFrequency (%)
75
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 3
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 2700
88.7%
Common 293
 
9.6%
Latin 52
 
1.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
153
 
5.7%
114
 
4.2%
72
 
2.7%
67
 
2.5%
64
 
2.4%
54
 
2.0%
51
 
1.9%
47
 
1.7%
47
 
1.7%
45
 
1.7%
Other values (299) 1986
73.6%
Latin
ValueCountFrequency (%)
O 6
 
11.5%
S 5
 
9.6%
M 4
 
7.7%
G 4
 
7.7%
R 3
 
5.8%
I 3
 
5.8%
E 3
 
5.8%
D 3
 
5.8%
J 2
 
3.8%
C 2
 
3.8%
Other values (15) 17
32.7%
Common
ValueCountFrequency (%)
) 89
30.4%
( 89
30.4%
75
25.6%
1 13
 
4.4%
2 8
 
2.7%
- 3
 
1.0%
3 3
 
1.0%
4 2
 
0.7%
8 2
 
0.7%
0 2
 
0.7%
Other values (5) 7
 
2.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 2547
83.6%
ASCII 345
 
11.3%
None 153
 
5.0%

Most frequent character per block

None
ValueCountFrequency (%)
153
100.0%
Hangul
ValueCountFrequency (%)
114
 
4.5%
72
 
2.8%
67
 
2.6%
64
 
2.5%
54
 
2.1%
51
 
2.0%
47
 
1.8%
47
 
1.8%
45
 
1.8%
45
 
1.8%
Other values (298) 1941
76.2%
ASCII
ValueCountFrequency (%)
) 89
25.8%
( 89
25.8%
75
21.7%
1 13
 
3.8%
2 8
 
2.3%
O 6
 
1.7%
S 5
 
1.4%
M 4
 
1.2%
G 4
 
1.2%
R 3
 
0.9%
Other values (30) 49
14.2%
Distinct343
Distinct (%)92.5%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2024-03-15T05:48:09.419844image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length62
Median length32
Mean length22.981132
Min length18

Characters and Unicode

Total characters8526
Distinct characters115
Distinct categories8 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique323 ?
Unique (%)87.1%

Sample

1st row부산광역시 기장군 장안읍 반룡산단2로 10-16
2nd row부산광역시 기장군 장안읍 명례산단1로 152
3rd row부산광역시 기장군 정관읍 용수공단2길 49
4th row부산광역시 기장군 장안읍 오리산단7로 25
5th row부산광역시 기장군 장안읍 임랑리 산87-3,-4
ValueCountFrequency (%)
부산광역시 371
20.2%
기장군 371
20.2%
정관읍 153
 
8.3%
장안읍 128
 
7.0%
기장읍 65
 
3.5%
기장대로 26
 
1.4%
산단7로 19
 
1.0%
농공길 17
 
0.9%
일광면 17
 
0.9%
산단4로 16
 
0.9%
Other values (366) 655
35.6%
2024-03-15T05:48:11.076357image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
1470
17.2%
629
 
7.4%
550
 
6.5%
474
 
5.6%
392
 
4.6%
375
 
4.4%
374
 
4.4%
371
 
4.4%
371
 
4.4%
350
 
4.1%
Other values (105) 3170
37.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 5594
65.6%
Space Separator 1470
 
17.2%
Decimal Number 1338
 
15.7%
Dash Punctuation 105
 
1.2%
Other Punctuation 11
 
0.1%
Close Punctuation 3
 
< 0.1%
Open Punctuation 3
 
< 0.1%
Uppercase Letter 2
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
629
11.2%
550
 
9.8%
474
 
8.5%
392
 
7.0%
375
 
6.7%
374
 
6.7%
371
 
6.6%
371
 
6.6%
350
 
6.3%
284
 
5.1%
Other values (87) 1424
25.5%
Decimal Number
ValueCountFrequency (%)
1 261
19.5%
2 179
13.4%
7 140
10.5%
3 136
10.2%
5 125
9.3%
0 121
9.0%
4 116
8.7%
6 100
 
7.5%
9 99
 
7.4%
8 61
 
4.6%
Other Punctuation
ValueCountFrequency (%)
, 9
81.8%
. 2
 
18.2%
Uppercase Letter
ValueCountFrequency (%)
B 1
50.0%
A 1
50.0%
Space Separator
ValueCountFrequency (%)
1470
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 105
100.0%
Close Punctuation
ValueCountFrequency (%)
) 3
100.0%
Open Punctuation
ValueCountFrequency (%)
( 3
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 5594
65.6%
Common 2930
34.4%
Latin 2
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
629
11.2%
550
 
9.8%
474
 
8.5%
392
 
7.0%
375
 
6.7%
374
 
6.7%
371
 
6.6%
371
 
6.6%
350
 
6.3%
284
 
5.1%
Other values (87) 1424
25.5%
Common
ValueCountFrequency (%)
1470
50.2%
1 261
 
8.9%
2 179
 
6.1%
7 140
 
4.8%
3 136
 
4.6%
5 125
 
4.3%
0 121
 
4.1%
4 116
 
4.0%
- 105
 
3.6%
6 100
 
3.4%
Other values (6) 177
 
6.0%
Latin
ValueCountFrequency (%)
B 1
50.0%
A 1
50.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 5594
65.6%
ASCII 2932
34.4%

Most frequent character per block

ASCII
ValueCountFrequency (%)
1470
50.1%
1 261
 
8.9%
2 179
 
6.1%
7 140
 
4.8%
3 136
 
4.6%
5 125
 
4.3%
0 121
 
4.1%
4 116
 
4.0%
- 105
 
3.6%
6 100
 
3.4%
Other values (8) 179
 
6.1%
Hangul
ValueCountFrequency (%)
629
11.2%
550
 
9.8%
474
 
8.5%
392
 
7.0%
375
 
6.7%
374
 
6.7%
371
 
6.6%
371
 
6.6%
350
 
6.3%
284
 
5.1%
Other values (87) 1424
25.5%

업종
Text

Distinct183
Distinct (%)49.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
2024-03-15T05:48:12.093313image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length33
Median length21
Mean length11.528302
Min length2

Characters and Unicode

Total characters4277
Distinct characters217
Distinct categories5 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique125 ?
Unique (%)33.7%

Sample

1st row자동차종합수리업
2nd row기타1차비철금속 제조업
3rd row건설용석제품제조업
4th row승강기 제조업
5th row그외기타분류안된비금속광물제품제조업
ValueCountFrequency (%)
제조업 127
 
12.8%
기타 70
 
7.1%
50
 
5.0%
그외 48
 
4.8%
자동차 27
 
2.7%
자동차종합수리업 26
 
2.6%
차량용 25
 
2.5%
자동차세차업 23
 
2.3%
부품 20
 
2.0%
분류안된 19
 
1.9%
Other values (280) 556
56.1%
2024-03-15T05:48:13.421164image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
622
 
14.5%
370
 
8.7%
291
 
6.8%
233
 
5.4%
156
 
3.6%
147
 
3.4%
130
 
3.0%
107
 
2.5%
104
 
2.4%
98
 
2.3%
Other values (207) 2019
47.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 3628
84.8%
Space Separator 622
 
14.5%
Other Punctuation 19
 
0.4%
Decimal Number 7
 
0.2%
Uppercase Letter 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
370
 
10.2%
291
 
8.0%
233
 
6.4%
156
 
4.3%
147
 
4.1%
130
 
3.6%
107
 
2.9%
104
 
2.9%
98
 
2.7%
71
 
2.0%
Other values (201) 1921
52.9%
Other Punctuation
ValueCountFrequency (%)
, 18
94.7%
? 1
 
5.3%
Decimal Number
ValueCountFrequency (%)
1 6
85.7%
2 1
 
14.3%
Space Separator
ValueCountFrequency (%)
622
100.0%
Uppercase Letter
ValueCountFrequency (%)
L 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 3628
84.8%
Common 648
 
15.2%
Latin 1
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
370
 
10.2%
291
 
8.0%
233
 
6.4%
156
 
4.3%
147
 
4.1%
130
 
3.6%
107
 
2.9%
104
 
2.9%
98
 
2.7%
71
 
2.0%
Other values (201) 1921
52.9%
Common
ValueCountFrequency (%)
622
96.0%
, 18
 
2.8%
1 6
 
0.9%
2 1
 
0.2%
? 1
 
0.2%
Latin
ValueCountFrequency (%)
L 1
100.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 3628
84.8%
ASCII 649
 
15.2%

Most frequent character per block

ASCII
ValueCountFrequency (%)
622
95.8%
, 18
 
2.8%
1 6
 
0.9%
2 1
 
0.2%
L 1
 
0.2%
? 1
 
0.2%
Hangul
ValueCountFrequency (%)
370
 
10.2%
291
 
8.0%
233
 
6.4%
156
 
4.3%
147
 
4.1%
130
 
3.6%
107
 
2.9%
104
 
2.9%
98
 
2.7%
71
 
2.0%
Other values (201) 1921
52.9%

전화번호
Text

MISSING 

Distinct318
Distinct (%)94.1%
Missing33
Missing (%)8.9%
Memory size3.0 KiB
2024-03-15T05:48:14.337870image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length13
Median length12
Mean length12.029586
Min length8

Characters and Unicode

Total characters4066
Distinct characters11
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique302 ?
Unique (%)89.3%

Sample

1st row051-727-6616
2nd row051-711-1132
3rd row051-728-1106
4th row051-784-7043
5th row051-781-5552
ValueCountFrequency (%)
070-8640-6500 4
 
1.2%
051-721-2150 4
 
1.2%
051-728-3966 2
 
0.6%
051-727-6606 2
 
0.6%
051-728-3384 2
 
0.6%
051-753-2772 2
 
0.6%
051-727-6911 2
 
0.6%
02-3481-0562 2
 
0.6%
051-728-4127 2
 
0.6%
051-728-5326 2
 
0.6%
Other values (308) 314
92.9%
2024-03-15T05:48:15.768691image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
- 675
16.6%
0 588
14.5%
1 546
13.4%
5 499
12.3%
7 475
11.7%
2 425
10.5%
8 238
 
5.9%
3 194
 
4.8%
6 166
 
4.1%
4 148
 
3.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 3391
83.4%
Dash Punctuation 675
 
16.6%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 588
17.3%
1 546
16.1%
5 499
14.7%
7 475
14.0%
2 425
12.5%
8 238
7.0%
3 194
 
5.7%
6 166
 
4.9%
4 148
 
4.4%
9 112
 
3.3%
Dash Punctuation
ValueCountFrequency (%)
- 675
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 4066
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
- 675
16.6%
0 588
14.5%
1 546
13.4%
5 499
12.3%
7 475
11.7%
2 425
10.5%
8 238
 
5.9%
3 194
 
4.8%
6 166
 
4.1%
4 148
 
3.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII 4066
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
- 675
16.6%
0 588
14.5%
1 546
13.4%
5 499
12.3%
7 475
11.7%
2 425
10.5%
8 238
 
5.9%
3 194
 
4.8%
6 166
 
4.1%
4 148
 
3.6%

위도
Real number (ℝ)

Distinct346
Distinct (%)93.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean35.309735
Minimum35.179686
Maximum35.376042
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size3.4 KiB
2024-03-15T05:48:16.018322image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum35.179686
5-th percentile35.234324
Q135.302217
median35.320776
Q335.330752
95-th percentile35.368489
Maximum35.376042
Range0.19635597
Interquartile range (IQR)0.02853499

Descriptive statistics

Standard deviation0.042905788
Coefficient of variation (CV)0.0012151263
Kurtosis0.33644092
Mean35.309735
Median Absolute Deviation (MAD)0.01025701
Skewness-1.0042027
Sum13099.912
Variance0.0018409067
MonotonicityNot monotonic
2024-03-15T05:48:16.309612image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
35.24716404 6
 
1.6%
35.27374152 5
 
1.3%
35.29197722 3
 
0.8%
35.32890557 3
 
0.8%
35.28808011 2
 
0.5%
35.33245845 2
 
0.5%
35.32203909 2
 
0.5%
35.318072 2
 
0.5%
35.32545344 2
 
0.5%
35.3306506 2
 
0.5%
Other values (336) 342
92.2%
ValueCountFrequency (%)
35.179686 1
0.3%
35.1886789 1
0.3%
35.1910963 1
0.3%
35.19221051 1
0.3%
35.192828 1
0.3%
35.195072 1
0.3%
35.19839663 1
0.3%
35.20016015 1
0.3%
35.20075739 1
0.3%
35.20102717 1
0.3%
ValueCountFrequency (%)
35.37604197 1
0.3%
35.3754 1
0.3%
35.37499541 1
0.3%
35.37462302 1
0.3%
35.37453438 2
0.5%
35.37420106 1
0.3%
35.3741088 1
0.3%
35.37315085 1
0.3%
35.37311548 1
0.3%
35.37294063 1
0.3%

경도
Real number (ℝ)

Distinct348
Distinct (%)93.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean129.21848
Minimum129.07499
Maximum129.29222
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size3.4 KiB
2024-03-15T05:48:16.672802image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum129.07499
5-th percentile129.16303
Q1129.1926
median129.21359
Q3129.2543
95-th percentile129.27024
Maximum129.29222
Range0.2172345
Interquartile range (IQR)0.0617022

Descriptive statistics

Standard deviation0.035808645
Coefficient of variation (CV)0.00027711705
Kurtosis-0.54492078
Mean129.21848
Median Absolute Deviation (MAD)0.0323588
Skewness-0.11442295
Sum47940.057
Variance0.0012822591
MonotonicityNot monotonic
2024-03-15T05:48:16.925163image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
129.2388399 6
 
1.6%
129.2294847 5
 
1.3%
129.267727 3
 
0.8%
129.2133141 3
 
0.8%
129.1684724 2
 
0.5%
129.2332195 2
 
0.5%
129.2501111 2
 
0.5%
129.1979772 2
 
0.5%
129.2563654 2
 
0.5%
129.2922215 2
 
0.5%
Other values (338) 342
92.2%
ValueCountFrequency (%)
129.074987 1
0.3%
129.1368521 1
0.3%
129.1589888 1
0.3%
129.1592641 1
0.3%
129.1593706 1
0.3%
129.1593758 1
0.3%
129.1595226 1
0.3%
129.1598499 1
0.3%
129.1600189 1
0.3%
129.1602581 1
0.3%
ValueCountFrequency (%)
129.2922215 2
0.5%
129.2895538 1
0.3%
129.2865204 1
0.3%
129.2832537 1
0.3%
129.2768596 1
0.3%
129.2750548 1
0.3%
129.2748873 1
0.3%
129.274438 1
0.3%
129.2733707 1
0.3%
129.2733374 1
0.3%

데이터기준일자
Date

CONSTANT 

Distinct1
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size3.0 KiB
Minimum2024-02-22 00:00:00
Maximum2024-02-22 00:00:00
2024-03-15T05:48:17.113767image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T05:48:17.301358image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=1)

Interactions

2024-03-15T05:48:04.251150image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T05:48:03.364544image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T05:48:04.420537image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T05:48:03.717758image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-15T05:48:17.422561image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
위도경도
위도1.0000.696
경도0.6961.000
2024-03-15T05:48:17.579764image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
위도경도
위도1.0000.432
경도0.4321.000

Missing values

2024-03-15T05:48:04.803235image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-15T05:48:05.225020image/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

구군명업체명도로명주소업종전화번호위도경도데이터기준일자
0부산광역시 기장군더샵모터스부산광역시 기장군 장안읍 반룡산단2로 10-16자동차종합수리업051-727-661635.330132129.255572024-02-22
1부산광역시 기장군알테오화인알루미나코리아㈜부산광역시 기장군 장안읍 명례산단1로 152기타1차비철금속 제조업051-711-113235.3754129.2570862024-02-22
2부산광역시 기장군㈜바우트레이더스부산광역시 기장군 정관읍 용수공단2길 49건설용석제품제조업051-728-110635.324368129.1633392024-02-22
3부산광역시 기장군㈜영진엘리베이터부산광역시 기장군 장안읍 오리산단7로 25승강기 제조업051-784-704335.358384129.2733372024-02-22
4부산광역시 기장군㈜명진아이텍부산광역시 기장군 장안읍 임랑리 산87-3,-4그외기타분류안된비금속광물제품제조업051-781-555235.320321129.2507552024-02-22
5부산광역시 기장군㈜봄날인터내셔날부산광역시 기장군 장안읍 오리산단2로 31과실 및 채소 절임식품 제조업051-728-769535.362049129.2693242024-02-22
6부산광역시 기장군오양식품㈜부산광역시 기장군 장안읍 반룡산단1로 20차류가공업051-325-331835.330834129.2573962024-02-22
7부산광역시 기장군㈜알에이아이엔티부산광역시 기장군 장안읍 오리산단3로 70실내가향제제조업070-8112-400735.357707129.2733712024-02-22
8부산광역시 기장군프론티어식품 주식회사부산광역시 기장군 장안읍 오리산단로 174육류가공 및 저장처리시설051-442-111635.358632129.2701952024-02-22
9부산광역시 기장군한화호텔앤드리조트㈜부산광역시 기장군 기장읍 동부산관광7로 17,105동(마티엔 오시리아)부동산임대업051-983-550035.188679129.213492024-02-22
구군명업체명도로명주소업종전화번호위도경도데이터기준일자
361부산광역시 기장군㈜일광엔지니어링 장안2공장부산광역시 기장군 장안읍 장안산단8로 26축전지제조업<NA>35.330492129.2646362024-02-22
362부산광역시 기장군㈜아난티 오시리아 제1지점(임차) 빌라쥬 드 아난티 피에프브이㈜(임대)부산광역시 기장군 기장읍 시랑리 240외 79숙박업<NA>35.195072129.2189652024-02-22
363부산광역시 기장군토비모르 아시아 유한회사부산광역시 기장군 장안읍 장안산단2로 53그외기타특수목적용기계제조업051-728-396635.33713129.2643652024-02-22
364부산광역시 기장군㈜비엠티부산광역시 기장군 장안읍 신소재산단2로 17탭,밸브및 유사장치 제조업 등051-780-500035.344052129.26562024-02-22
365부산광역시 기장군㈜제이엠씨에프부산광역시 기장군 장안읍 오리산단7로 4커피가공업외1051-583-549835.35771129.271112024-02-22
366부산광역시 기장군삼보열판㈜부산광역시 기장군 정관읍 곰내길 654-96증류기열교환기및 가스발생기 제조업051-728-663335.315185129.1735152024-02-22
367부산광역시 기장군재활용선별장(청소자원과)부산광역시 기장군 기장읍 소정안길 84폐기물처리시설051-792-488935.206757129.2021132024-02-22
368부산광역시 기장군㈜케이셀바이오사이언스부산광역시 기장군 장안읍 기룡리 1126생물학적 제제제조업051-727-168835.362021129.2574172024-02-22
369부산광역시 기장군광진실업㈜부산광역시 기장군 장안읍 오리산단로 106열간 압연및 압출제품제조업051-220-912135.361256129.2702482024-02-22
370부산광역시 기장군스마일에프앤디㈜부산광역시 기장군 장안읍 반룡산단2로27건강기능식품 제조업 의약용 화합물및항생제제조업070-4877-004035.332589129.2553242024-02-22