Overview

Dataset statistics

Number of variables29
Number of observations2637
Missing cells23038
Missing cells (%)30.1%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory625.9 KiB
Average record size in memory243.0 B

Variable types

Numeric6
Categorical19
Unsupported4

Dataset

Description23년06월_6270000_대구광역시_04_15_01_P_옥외광고업
Author대구광역시
URLhttp://data.daegu.go.kr/open/data/dataView.do?dataSetId=DMI_0000098690&dataSetDetailId=DDI_0000098686&provdMethod=FILE

Alerts

개방서비스명 has constant value "옥외광고업"Constant
개방서비스아이디 has constant value "04_15_01_P"Constant
인허가일자 has a high cardinality: 1948 distinct valuesHigh cardinality
폐업일자 has a high cardinality: 1050 distinct valuesHigh cardinality
소재지전화 has a high cardinality: 1659 distinct valuesHigh cardinality
소재지전체주소 has a high cardinality: 924 distinct valuesHigh cardinality
도로명전체주소 has a high cardinality: 1522 distinct valuesHigh cardinality
도로명우편번호 has a high cardinality: 747 distinct valuesHigh cardinality
사업장명 has a high cardinality: 2090 distinct valuesHigh cardinality
최종수정시점 has a high cardinality: 2567 distinct valuesHigh cardinality
데이터갱신일자 has a high cardinality: 524 distinct valuesHigh cardinality
영업내용 has a high cardinality: 675 distinct valuesHigh cardinality
상세영업상태명 is highly imbalanced (64.2%)Imbalance
데이터갱신일자 is highly imbalanced (57.1%)Imbalance
인허가취소일자 has 2637 (100.0%) missing valuesMissing
상세영업상태명 has 129 (4.9%) missing valuesMissing
폐업일자 has 975 (37.0%) missing valuesMissing
휴업시작일자 has 2590 (98.2%) missing valuesMissing
휴업종료일자 has 2591 (98.3%) missing valuesMissing
재개업일자 has 2632 (99.8%) missing valuesMissing
소재지전화 has 751 (28.5%) missing valuesMissing
소재지면적 has 2637 (100.0%) missing valuesMissing
소재지우편번호 has 2637 (100.0%) missing valuesMissing
소재지전체주소 has 61 (2.3%) missing valuesMissing
도로명전체주소 has 517 (19.6%) missing valuesMissing
도로명우편번호 has 1207 (45.8%) missing valuesMissing
업태구분명 has 2637 (100.0%) missing valuesMissing
좌표정보(X) has 484 (18.4%) missing valuesMissing
좌표정보(Y) has 484 (18.4%) missing valuesMissing
영업내용 has 69 (2.6%) missing valuesMissing
번호 has unique valuesUnique
인허가취소일자 is an unsupported type, check if it needs cleaning or further analysisUnsupported
소재지면적 is an unsupported type, check if it needs cleaning or further analysisUnsupported
소재지우편번호 is an unsupported type, check if it needs cleaning or further analysisUnsupported
업태구분명 is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2023-07-15 13:20:43.957872
Analysis finished2023-07-15 13:20:45.106995
Duration1.15 second
Software versionpandas-profiling v3.6.6
Download configurationconfig.json

Variables

번호
Real number (ℝ)

Distinct2637
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1319
Minimum1
Maximum2637
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size23.3 KiB
2023-07-15T22:20:45.268208image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile132.8
Q1660
median1319
Q31978
95-th percentile2505.2
Maximum2637
Range2636
Interquartile range (IQR)1318

Descriptive statistics

Standard deviation761.38065
Coefficient of variation (CV)0.57724083
Kurtosis-1.2
Mean1319
Median Absolute Deviation (MAD)659
Skewness0
Sum3478203
Variance579700.5
MonotonicityStrictly increasing
2023-07-15T22:20:45.603311image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
< 0.1%
21 1
 
< 0.1%
10 1
 
< 0.1%
3 1
 
< 0.1%
4 1
 
< 0.1%
5 1
 
< 0.1%
6 1
 
< 0.1%
7 1
 
< 0.1%
8 1
 
< 0.1%
9 1
 
< 0.1%
Other values (2627) 2627
99.6%
ValueCountFrequency (%)
1 1
< 0.1%
2 1
< 0.1%
3 1
< 0.1%
4 1
< 0.1%
5 1
< 0.1%
6 1
< 0.1%
7 1
< 0.1%
8 1
< 0.1%
9 1
< 0.1%
10 1
< 0.1%
ValueCountFrequency (%)
2637 1
< 0.1%
2636 1
< 0.1%
2635 1
< 0.1%
2634 1
< 0.1%
2633 1
< 0.1%
2632 1
< 0.1%
2631 1
< 0.1%
2630 1
< 0.1%
2629 1
< 0.1%
2628 1
< 0.1%

개방서비스명
Categorical

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size20.7 KiB
옥외광고업
2637 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row옥외광고업
2nd row옥외광고업
3rd row옥외광고업
4th row옥외광고업
5th row옥외광고업

Common Values

ValueCountFrequency (%)
옥외광고업 2637
100.0%

Length

2023-07-15T22:20:45.934865image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-07-15T22:20:46.160928image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
ValueCountFrequency (%)
옥외광고업 2637
100.0%

개방서비스아이디
Categorical

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size20.7 KiB
04_15_01_P
2637 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row04_15_01_P
2nd row04_15_01_P
3rd row04_15_01_P
4th row04_15_01_P
5th row04_15_01_P

Common Values

ValueCountFrequency (%)
04_15_01_P 2637
100.0%

Length

2023-07-15T22:20:46.361149image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-07-15T22:20:46.590785image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
ValueCountFrequency (%)
04_15_01_p 2637
100.0%

개방자치단체코드
Real number (ℝ)

Distinct8
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3442912.4
Minimum3410000
Maximum3480000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size23.3 KiB
2023-07-15T22:20:46.760735image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum3410000
5-th percentile3410000
Q13420000
median3440000
Q33460000
95-th percentile3470000
Maximum3480000
Range70000
Interquartile range (IQR)40000

Descriptive statistics

Standard deviation21388.033
Coefficient of variation (CV)0.0062121919
Kurtosis-1.2608304
Mean3442912.4
Median Absolute Deviation (MAD)20000
Skewness-0.050939222
Sum9.07896 × 109
Variance4.5744794 × 108
MonotonicityIncreasing
2023-07-15T22:20:46.977174image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
3460000 422
16.0%
3470000 412
15.6%
3420000 380
14.4%
3450000 367
13.9%
3430000 349
13.2%
3410000 330
12.5%
3440000 272
10.3%
3480000 105
 
4.0%
ValueCountFrequency (%)
3410000 330
12.5%
3420000 380
14.4%
3430000 349
13.2%
3440000 272
10.3%
3450000 367
13.9%
3460000 422
16.0%
3470000 412
15.6%
3480000 105
 
4.0%
ValueCountFrequency (%)
3480000 105
 
4.0%
3470000 412
15.6%
3460000 422
16.0%
3450000 367
13.9%
3440000 272
10.3%
3430000 349
13.2%
3420000 380
14.4%
3410000 330
12.5%

관리번호
Real number (ℝ)

Distinct2633
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-2.2888268 × 1015
Minimum1.985345 × 1018
Maximum2.023348 × 1018
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size23.3 KiB
2023-07-15T22:20:47.285745image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1.985345 × 1018
5-th percentile1.991344 × 1018
Q11.999344 × 1018
median2.003346 × 1018
Q32.012346 × 1018
95-th percentile2.021343 × 1018
Maximum2.023348 × 1018
Range3.8003039 × 1016
Interquartile range (IQR)1.3002012 × 1016

Descriptive statistics

Standard deviation8.9554715 × 1015
Coefficient of variation (CV)-3.9126907
Kurtosis-0.87780131
Mean-2.2888268 × 1015
Median Absolute Deviation (MAD)5.9999999 × 1015
Skewness0.28647494
Sum-6.0356364 × 1018
Variance8.0200469 × 1031
MonotonicityNot monotonic
2023-07-15T22:20:47.586164image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
2008341004708499968 3
 
0.1%
2006348009008199936 2
 
0.1%
2002345006108199936 2
 
0.1%
2012348028708499968 1
 
< 0.1%
2009341004708499968 1
 
< 0.1%
2004341001608199936 1
 
< 0.1%
2018341012708499968 1
 
< 0.1%
2018341012708499968 1
 
< 0.1%
2021341015308499968 1
 
< 0.1%
2005341001608199936 1
 
< 0.1%
Other values (2623) 2623
99.5%
ValueCountFrequency (%)
1985345000008199936 1
< 0.1%
1985345000008199936 1
< 0.1%
1985345000008199936 1
< 0.1%
1985345000008199936 1
< 0.1%
1985345000008199936 1
< 0.1%
1985345000008199936 1
< 0.1%
1985345000008199936 1
< 0.1%
1987345000008199936 1
< 0.1%
1987345000008199936 1
< 0.1%
1988345000008199936 1
< 0.1%
ValueCountFrequency (%)
2023348038908499968 1
< 0.1%
2023348038908499968 1
< 0.1%
2023347019108499968 1
< 0.1%
2023347019108499968 1
< 0.1%
2023347019108499968 1
< 0.1%
2023347019108499968 1
< 0.1%
2023347019108499968 1
< 0.1%
2023346011808499968 1
< 0.1%
2023346011808499968 1
< 0.1%
2023346011808499968 1
< 0.1%

인허가일자
Categorical

Distinct1948
Distinct (%)73.9%
Missing0
Missing (%)0.0%
Memory size20.7 KiB
1991-04-15
 
33
1991-03-12
 
20
2000-04-07
 
8
2000-04-28
 
6
2000-06-07
 
6
Other values (1943)
2564 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique1481 ?
Unique (%)56.2%

Sample

1st row2020-07-20
2nd row2020-02-14
3rd row2018-08-13
4th row2021-11-30
5th row2005-06-13

Common Values

ValueCountFrequency (%)
1991-04-15 33
 
1.3%
1991-03-12 20
 
0.8%
2000-04-07 8
 
0.3%
2000-04-28 6
 
0.2%
2000-06-07 6
 
0.2%
2017-08-11 5
 
0.2%
2001-09-10 5
 
0.2%
2002-01-11 5
 
0.2%
2010-07-16 5
 
0.2%
1991-07-15 5
 
0.2%
Other values (1938) 2539
96.3%

Length

2023-07-15T22:20:47.893550image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
1991-04-15 33
 
1.3%
1991-03-12 20
 
0.8%
2000-04-07 8
 
0.3%
2000-04-28 6
 
0.2%
2000-06-07 6
 
0.2%
2021-05-26 5
 
0.2%
2008-11-04 5
 
0.2%
1998-06-15 5
 
0.2%
2008-09-18 5
 
0.2%
1991-07-04 5
 
0.2%
Other values (1938) 2539
96.3%

인허가취소일자
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing2637
Missing (%)100.0%
Memory size23.3 KiB

영업상태구분코드
Categorical

Distinct4
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size20.7 KiB
3
1756 
1
839 
2
 
25
4
 
17

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row3
2nd row3
3rd row3
4th row3
5th row3

Common Values

ValueCountFrequency (%)
3 1756
66.6%
1 839
31.8%
2 25
 
0.9%
4 17
 
0.6%

Length

2023-07-15T22:20:48.105163image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-07-15T22:20:48.409192image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
ValueCountFrequency (%)
3 1756
66.6%
1 839
31.8%
2 25
 
0.9%
4 17
 
0.6%

영업상태명
Categorical

Distinct4
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size20.7 KiB
폐업
1756 
영업/정상
839 
휴업
 
25
취소/말소/만료/정지/중지
 
17

Length

Max length14
Median length2
Mean length3.0318544
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row폐업
2nd row폐업
3rd row폐업
4th row폐업
5th row폐업

Common Values

ValueCountFrequency (%)
폐업 1756
66.6%
영업/정상 839
31.8%
휴업 25
 
0.9%
취소/말소/만료/정지/중지 17
 
0.6%

Length

2023-07-15T22:20:48.615736image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-07-15T22:20:48.840962image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
ValueCountFrequency (%)
폐업 1756
66.6%
영업/정상 839
31.8%
휴업 25
 
0.9%
취소/말소/만료/정지/중지 17
 
0.6%

상세영업상태코드
Real number (ℝ)

Distinct8
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean32.813804
Minimum1
Maximum71
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size23.3 KiB
2023-07-15T22:20:49.012881image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile20
Q120
median40
Q340
95-th percentile40
Maximum71
Range70
Interquartile range (IQR)20

Descriptive statistics

Standard deviation11.73318
Coefficient of variation (CV)0.35756843
Kurtosis0.80238451
Mean32.813804
Median Absolute Deviation (MAD)0
Skewness-0.96725499
Sum86530
Variance137.66752
MonotonicityNot monotonic
2023-07-15T22:20:49.202151image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
40 1756
66.6%
20 707
26.8%
1 129
 
4.9%
30 25
 
0.9%
70 16
 
0.6%
10 2
 
0.1%
71 1
 
< 0.1%
60 1
 
< 0.1%
ValueCountFrequency (%)
1 129
 
4.9%
10 2
 
0.1%
20 707
26.8%
30 25
 
0.9%
40 1756
66.6%
60 1
 
< 0.1%
70 16
 
0.6%
71 1
 
< 0.1%
ValueCountFrequency (%)
71 1
 
< 0.1%
70 16
 
0.6%
60 1
 
< 0.1%
40 1756
66.6%
30 25
 
0.9%
20 707
26.8%
10 2
 
0.1%
1 129
 
4.9%

상세영업상태명
Categorical

IMBALANCE  MISSING 

Distinct7
Distinct (%)0.3%
Missing129
Missing (%)4.9%
Memory size20.7 KiB
폐업
1756 
정상
707 
휴업
 
25
취소
 
16
설립신청
 
2
Other values (2)
 
2

Length

Max length8
Median length2
Mean length2.0047847
Min length2

Unique

Unique2 ?
Unique (%)0.1%

Sample

1st row폐업
2nd row폐업
3rd row폐업
4th row폐업
5th row폐업

Common Values

ValueCountFrequency (%)
폐업 1756
66.6%
정상 707
26.8%
휴업 25
 
0.9%
취소 16
 
0.6%
설립신청 2
 
0.1%
신청취소(취하) 1
 
< 0.1%
부분가동 1
 
< 0.1%
(Missing) 129
 
4.9%

Length

2023-07-15T22:20:49.739299image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-07-15T22:20:50.024013image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
ValueCountFrequency (%)
폐업 1756
70.0%
정상 707
28.2%
휴업 25
 
1.0%
취소 16
 
0.6%
설립신청 2
 
0.1%
신청취소(취하 1
 
< 0.1%
부분가동 1
 
< 0.1%

폐업일자
Categorical

HIGH CARDINALITY  MISSING 

Distinct1050
Distinct (%)63.2%
Missing975
Missing (%)37.0%
Memory size20.7 KiB
2005-12-12
 
55
2006-08-17
 
28
2006-11-09
 
25
2006-03-06
 
21
2009-12-17
 
19
Other values (1045)
1514 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique810 ?
Unique (%)48.7%

Sample

1st row2022-07-07
2nd row2022-08-10
3rd row2022-10-26
4th row2021-11-30
5th row2006-10-31

Common Values

ValueCountFrequency (%)
2005-12-12 55
 
2.1%
2006-08-17 28
 
1.1%
2006-11-09 25
 
0.9%
2006-03-06 21
 
0.8%
2009-12-17 19
 
0.7%
2008-08-19 14
 
0.5%
2002-10-22 13
 
0.5%
2006-11-13 12
 
0.5%
2002-03-12 12
 
0.5%
2002-08-27 11
 
0.4%
Other values (1040) 1452
55.1%
(Missing) 975
37.0%

Length

2023-07-15T22:20:50.257676image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2005-12-12 55
 
3.3%
2006-08-17 28
 
1.7%
2006-11-09 25
 
1.5%
2006-03-06 21
 
1.3%
2009-12-17 19
 
1.1%
2008-08-19 14
 
0.8%
2002-10-22 13
 
0.8%
2006-11-13 12
 
0.7%
2002-03-12 12
 
0.7%
2002-08-27 11
 
0.7%
Other values (1040) 1452
87.4%

휴업시작일자
Categorical

Distinct43
Distinct (%)91.5%
Missing2590
Missing (%)98.2%
Memory size20.7 KiB
2022-10-06
 
2
2021-06-01
 
2
2011-09-29
 
2
2014-07-30
 
2
2008-10-09
 
1
Other values (38)
38 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique39 ?
Unique (%)83.0%

Sample

1st row2013-03-28
2nd row2021-08-31
3rd row2021-08-27
4th row2014-07-30
5th row2013-09-23

Common Values

ValueCountFrequency (%)
2022-10-06 2
 
0.1%
2021-06-01 2
 
0.1%
2011-09-29 2
 
0.1%
2014-07-30 2
 
0.1%
2008-10-09 1
 
< 0.1%
2019-10-16 1
 
< 0.1%
2021-08-31 1
 
< 0.1%
2021-08-27 1
 
< 0.1%
2013-09-23 1
 
< 0.1%
2019-11-16 1
 
< 0.1%
Other values (33) 33
 
1.3%
(Missing) 2590
98.2%

Length

2023-07-15T22:20:50.466103image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2022-10-06 2
 
4.3%
2011-09-29 2
 
4.3%
2014-07-30 2
 
4.3%
2021-06-01 2
 
4.3%
2008-09-23 1
 
2.1%
2018-06-28 1
 
2.1%
2006-09-05 1
 
2.1%
2006-10-30 1
 
2.1%
2014-03-18 1
 
2.1%
2010-02-19 1
 
2.1%
Other values (33) 33
70.2%

휴업종료일자
Categorical

Distinct40
Distinct (%)87.0%
Missing2591
Missing (%)98.3%
Memory size20.7 KiB
2018-12-31
 
3
2014-12-31
 
3
9999-12-31
 
2
2012-04-29
 
2
2009-10-08
 
1
Other values (35)
35 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique36 ?
Unique (%)78.3%

Sample

1st row2015-03-28
2nd row9999-12-31
3rd row2024-08-26
4th row2014-12-31
5th row2014-03-31

Common Values

ValueCountFrequency (%)
2018-12-31 3
 
0.1%
2014-12-31 3
 
0.1%
9999-12-31 2
 
0.1%
2012-04-29 2
 
0.1%
2009-10-08 1
 
< 0.1%
2024-08-26 1
 
< 0.1%
2014-03-31 1
 
< 0.1%
2023-10-30 1
 
< 0.1%
2023-12-31 1
 
< 0.1%
2021-11-16 1
 
< 0.1%
Other values (30) 30
 
1.1%
(Missing) 2591
98.3%

Length

2023-07-15T22:20:50.745350image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2018-12-31 3
 
6.5%
2014-12-31 3
 
6.5%
9999-12-31 2
 
4.3%
2012-04-29 2
 
4.3%
2022-05-31 1
 
2.2%
2006-10-30 1
 
2.2%
2010-12-31 1
 
2.2%
2014-09-17 1
 
2.2%
2010-08-18 1
 
2.2%
2010-03-30 1
 
2.2%
Other values (30) 30
65.2%

재개업일자
Categorical

Distinct4
Distinct (%)80.0%
Missing2632
Missing (%)99.8%
Memory size20.7 KiB
2014-10-08
2 
2012-11-21
1 
2010-05-03
1 
2018-12-28
1 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique3 ?
Unique (%)60.0%

Sample

1st row2014-10-08
2nd row2014-10-08
3rd row2012-11-21
4th row2010-05-03
5th row2018-12-28

Common Values

ValueCountFrequency (%)
2014-10-08 2
 
0.1%
2012-11-21 1
 
< 0.1%
2010-05-03 1
 
< 0.1%
2018-12-28 1
 
< 0.1%
(Missing) 2632
99.8%

Length

2023-07-15T22:20:50.986969image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-07-15T22:20:51.206983image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
ValueCountFrequency (%)
2014-10-08 2
40.0%
2012-11-21 1
20.0%
2010-05-03 1
20.0%
2018-12-28 1
20.0%

소재지전화
Categorical

HIGH CARDINALITY  MISSING 

Distinct1659
Distinct (%)88.0%
Missing751
Missing (%)28.5%
Memory size20.7 KiB
053 5619101
 
5
053 2534680
 
4
053 425 7601
 
4
053 3814500
 
3
053 654 4204
 
3
Other values (1654)
1867 

Length

Max length12
Median length11
Mean length11.022269
Min length6

Unique

Unique1461 ?
Unique (%)77.5%

Sample

1st row0534278997
2nd row053 2542666
3rd row053 475 3660
4th row053 4237504
5th row0534250770

Common Values

ValueCountFrequency (%)
053 5619101 5
 
0.2%
053 2534680 4
 
0.2%
053 425 7601 4
 
0.2%
053 3814500 3
 
0.1%
053 654 4204 3
 
0.1%
053 382 6088 3
 
0.1%
053 744 0063 3
 
0.1%
0537672244 3
 
0.1%
053 473 4131 3
 
0.1%
053 5880318 3
 
0.1%
Other values (1649) 1852
70.2%
(Missing) 751
28.5%

Length

2023-07-15T22:20:51.486269image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
053 1590
38.4%
768 12
 
0.3%
383 10
 
0.2%
563 9
 
0.2%
765 9
 
0.2%
744 9
 
0.2%
764 9
 
0.2%
621 9
 
0.2%
654 8
 
0.2%
354 8
 
0.2%
Other values (1827) 2464
59.6%

소재지면적
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing2637
Missing (%)100.0%
Memory size23.3 KiB

소재지우편번호
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing2637
Missing (%)100.0%
Memory size23.3 KiB

소재지전체주소
Categorical

HIGH CARDINALITY  MISSING 

Distinct924
Distinct (%)35.9%
Missing61
Missing (%)2.3%
Memory size20.7 KiB
대구광역시 남구 대명동 ****-*번지
 
48
대구광역시 남구 대명동 ****-**번지
 
44
대구광역시 동구 신천동 ***-*번지
 
36
대구광역시 중구 동인동*가 ***-*번지
 
28
대구광역시 수성구 상동 ***-*번지
 
25
Other values (919)
2395 

Length

Max length45
Median length40
Mean length22.21545
Min length13

Unique

Unique530 ?
Unique (%)20.6%

Sample

1st row대구광역시 중구 동산동 **-*
2nd row대구광역시 중구 남산동 ***-*
3rd row대구광역시 중구 종로*가 **-*
4th row대구광역시 중구 남산동 ***-**번지
5th row대구광역시 중구 동인동*가 ***-*

Common Values

ValueCountFrequency (%)
대구광역시 남구 대명동 ****-*번지 48
 
1.8%
대구광역시 남구 대명동 ****-**번지 44
 
1.7%
대구광역시 동구 신천동 ***-*번지 36
 
1.4%
대구광역시 중구 동인동*가 ***-*번지 28
 
1.1%
대구광역시 수성구 상동 ***-*번지 25
 
0.9%
대구광역시 서구 평리동 ****-**번지 24
 
0.9%
대구광역시 수성구 만촌동 ***-**번지 23
 
0.9%
대구광역시 동구 신암동 ***-*번지 21
 
0.8%
대구광역시 동구 효목동 ***-*번지 20
 
0.8%
대구광역시 달서구 송현동 ****-**번지 19
 
0.7%
Other values (914) 2288
86.8%
(Missing) 61
 
2.3%

Length

2023-07-15T22:20:51.764380image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
대구광역시 2566
23.7%
번지 1916
17.7%
740
 
6.8%
달서구 409
 
3.8%
수성구 397
 
3.7%
동구 371
 
3.4%
북구 365
 
3.4%
서구 342
 
3.2%
중구 321
 
3.0%
남구 256
 
2.4%
Other values (353) 3149
29.1%

도로명전체주소
Categorical

HIGH CARDINALITY  MISSING 

Distinct1522
Distinct (%)71.8%
Missing517
Missing (%)19.6%
Memory size20.7 KiB
대구광역시 달서구 월배로**길 ** (송현동)
 
12
대구광역시 중구 국채보상로***길 ** (동인동*가)
 
10
대구광역시 중구 이천로 *** (대봉동)
 
9
대구광역시 남구 대명로 *** (대명동)
 
8
대구광역시 중구 태평로 *** (동인동*가)
 
8
Other values (1517)
2073 

Length

Max length56
Median length49
Mean length26.011792
Min length19

Unique

Unique1181 ?
Unique (%)55.7%

Sample

1st row대구광역시 중구 국채보상로***길 **, 근린생활시설 *층 (동산동)
2nd row대구광역시 중구 국채보상로 ***, *층 ****호 (동산동)
3rd row대구광역시 중구 남산로*길 *** (남산동)
4th row대구광역시 중구 종로 **-*, *층 ****호 (종로*가)
5th row대구광역시 중구 명륜로*길 *-** (남산동)

Common Values

ValueCountFrequency (%)
대구광역시 달서구 월배로**길 ** (송현동) 12
 
0.5%
대구광역시 중구 국채보상로***길 ** (동인동*가) 10
 
0.4%
대구광역시 중구 이천로 *** (대봉동) 9
 
0.3%
대구광역시 남구 대명로 *** (대명동) 8
 
0.3%
대구광역시 중구 태평로 *** (동인동*가) 8
 
0.3%
대구광역시 달서구 달구벌대로 **** (두류동) 8
 
0.3%
대구광역시 동구 팔공로**길 *** (봉무동) 7
 
0.3%
대구광역시 동구 동북로 *** (신암동) 7
 
0.3%
대구광역시 달서구 와룡로**길 ** (죽전동) 7
 
0.3%
대구광역시 달서구 감삼남*길 ** (감삼동) 6
 
0.2%
Other values (1512) 2038
77.3%
(Missing) 517
 
19.6%

Length

2023-07-15T22:20:52.121581image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2124
19.0%
대구광역시 2120
18.9%
달서구 395
 
3.5%
수성구 333
 
3.0%
동구 292
 
2.6%
북구 262
 
2.3%
남구 254
 
2.3%
중구 248
 
2.2%
서구 247
 
2.2%
층 190
 
1.7%
Other values (887) 4729
42.2%

도로명우편번호
Categorical

HIGH CARDINALITY  MISSING 

Distinct747
Distinct (%)52.2%
Missing1207
Missing (%)45.8%
Memory size20.7 KiB
704-080
 
21
704-932
 
19
704-060
 
13
704-817
 
11
704-825
 
9
Other values (742)
1357 

Length

Max length7
Median length5
Mean length5.6447552
Min length5

Unique

Unique433 ?
Unique (%)30.3%

Sample

1st row41931
2nd row41921
3rd row41969
4th row41934
5th row41907

Common Values

ValueCountFrequency (%)
704-080 21
 
0.8%
704-932 19
 
0.7%
704-060 13
 
0.5%
704-817 11
 
0.4%
704-825 9
 
0.3%
42134 9
 
0.3%
42216 8
 
0.3%
704-823 8
 
0.3%
42162 8
 
0.3%
41904 8
 
0.3%
Other values (737) 1316
49.9%
(Missing) 1207
45.8%

Length

2023-07-15T22:20:52.434028image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
704-080 21
 
1.5%
704-932 19
 
1.3%
704-060 13
 
0.9%
704-817 11
 
0.8%
704-825 9
 
0.6%
42134 9
 
0.6%
42216 8
 
0.6%
704-823 8
 
0.6%
42162 8
 
0.6%
41904 8
 
0.6%
Other values (737) 1316
92.0%

사업장명
Categorical

Distinct2090
Distinct (%)79.3%
Missing0
Missing (%)0.0%
Memory size20.7 KiB
하나광고
 
7
현대광고사
 
6
삼아광고
 
5
거목광고
 
5
하나광고사
 
5
Other values (2085)
2609 

Length

Max length24
Median length21
Mean length5.6693212
Min length2

Unique

Unique1683 ?
Unique (%)63.8%

Sample

1st row튜니디자인
2nd row공감
3rd row주식회사 디엔디
4th row오류(이중등록)
5th rowKS애드

Common Values

ValueCountFrequency (%)
하나광고 7
 
0.3%
현대광고사 6
 
0.2%
삼아광고 5
 
0.2%
거목광고 5
 
0.2%
하나광고사 5
 
0.2%
미래광고사 5
 
0.2%
(주)에스피코리아 5
 
0.2%
아이엔디그룹 4
 
0.2%
명성광고 4
 
0.2%
제일광고 4
 
0.2%
Other values (2080) 2587
98.1%

Length

2023-07-15T22:20:52.710373image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
주식회사 70
 
2.4%
디자인 34
 
1.2%
광고회사 13
 
0.4%
광고기획 10
 
0.3%
애드 8
 
0.3%
하나광고 7
 
0.2%
주 6
 
0.2%
기획 6
 
0.2%
현대광고사 6
 
0.2%
주)에스피코리아 5
 
0.2%
Other values (2139) 2736
94.3%

최종수정시점
Categorical

Distinct2567
Distinct (%)97.3%
Missing0
Missing (%)0.0%
Memory size20.7 KiB
1991-04-15 00:00:00
 
21
2000-04-07 00:00:00
 
4
2000-01-29 00:00:00
 
3
2000-04-06 00:00:00
 
3
1991-07-13 00:00:00
 
3
Other values (2562)
2603 

Length

Max length19
Median length19
Mean length19
Min length19

Unique

Unique2523 ?
Unique (%)95.7%

Sample

1st row2022-07-07 17:43:14
2nd row2022-08-11 18:06:49
3rd row2022-10-25 15:16:17
4th row2021-12-16 13:21:20
5th row2013-07-25 15:49:25

Common Values

ValueCountFrequency (%)
1991-04-15 00:00:00 21
 
0.8%
2000-04-07 00:00:00 4
 
0.2%
2000-01-29 00:00:00 3
 
0.1%
2000-04-06 00:00:00 3
 
0.1%
1991-07-13 00:00:00 3
 
0.1%
1991-03-29 00:00:00 3
 
0.1%
2000-04-28 00:00:00 3
 
0.1%
1993-11-13 00:00:00 2
 
0.1%
2002-07-06 00:00:00 2
 
0.1%
1991-04-17 00:00:00 2
 
0.1%
Other values (2557) 2591
98.3%

Length

2023-07-15T22:20:52.957802image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
00:00:00 491
 
9.3%
2011-11-03 144
 
2.7%
2013-07-25 82
 
1.6%
2007-08-16 78
 
1.5%
2007-12-10 33
 
0.6%
2011-11-02 31
 
0.6%
2022-07-11 28
 
0.5%
2007-11-22 24
 
0.5%
1991-04-15 21
 
0.4%
2019-08-02 15
 
0.3%
Other values (3476) 4327
82.0%

데이터갱신구분
Categorical

Distinct2
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size20.7 KiB
I
1849 
U
788 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowU
2nd rowU
3rd rowU
4th rowU
5th rowI

Common Values

ValueCountFrequency (%)
I 1849
70.1%
U 788
29.9%

Length

2023-07-15T22:20:53.128511image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-07-15T22:20:53.349767image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
ValueCountFrequency (%)
i 1849
70.1%
u 788
29.9%

데이터갱신일자
Categorical

HIGH CARDINALITY  IMBALANCE 

Distinct524
Distinct (%)19.9%
Missing0
Missing (%)0.0%
Memory size20.7 KiB
2018-08-31 23:59:59
1730 
2022-07-13 02:40:00
 
26
2019-08-04 02:40:00
 
15
2022-07-23 02:40:00
 
14
2023-05-26 08:48:36
 
12
Other values (519)
840 

Length

Max length19
Median length19
Mean length19
Min length19

Unique

Unique371 ?
Unique (%)14.1%

Sample

1st row2022-07-12 02:40:00
2nd row2022-08-13 02:40:00
3rd row2022-10-27 02:40:00
4th row2021-12-18 02:40:00
5th row2018-08-31 23:59:59

Common Values

ValueCountFrequency (%)
2018-08-31 23:59:59 1730
65.6%
2022-07-13 02:40:00 26
 
1.0%
2019-08-04 02:40:00 15
 
0.6%
2022-07-23 02:40:00 14
 
0.5%
2023-05-26 08:48:36 12
 
0.5%
2018-09-10 23:59:59 10
 
0.4%
2021-06-09 02:40:00 10
 
0.4%
2021-06-12 02:40:00 9
 
0.3%
2021-06-10 02:40:00 8
 
0.3%
2021-08-20 02:40:00 8
 
0.3%
Other values (514) 795
30.1%

Length

2023-07-15T22:20:53.524068image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
23:59:59 1761
33.4%
2018-08-31 1730
32.8%
02:40:00 736
14.0%
2022-07-13 28
 
0.5%
2019-08-04 15
 
0.3%
2022-07-23 14
 
0.3%
2023-05-26 13
 
0.2%
08:48:36 12
 
0.2%
2021-06-09 11
 
0.2%
2018-09-10 10
 
0.2%
Other values (547) 944
17.9%

업태구분명
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing2637
Missing (%)100.0%
Memory size23.3 KiB

좌표정보(X)
Real number (ℝ)

Distinct1879
Distinct (%)87.3%
Missing484
Missing (%)18.4%
Infinite0
Infinite (%)0.0%
Mean342828.68
Minimum204099.91
Maximum357984.66
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size23.3 KiB
2023-07-15T22:20:53.763879image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum204099.91
5-th percentile334944.62
Q1339982.25
median343238
Q3345970.02
95-th percentile351564.84
Maximum357984.66
Range153884.75
Interquartile range (IQR)5987.7684

Descriptive statistics

Standard deviation6883.9374
Coefficient of variation (CV)0.020079817
Kurtosis110.96381
Mean342828.68
Median Absolute Deviation (MAD)2996.1291
Skewness-7.2745198
Sum7.3811015 × 108
Variance47388594
MonotonicityNot monotonic
2023-07-15T22:20:54.029676image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
347600.955340303 7
 
0.3%
348394.245106285 6
 
0.2%
344912.358902194 6
 
0.2%
345549.110170479 6
 
0.2%
344686.25933796 5
 
0.2%
347123.8597693 5
 
0.2%
334934.343431079 4
 
0.2%
346957.50564178 4
 
0.2%
346678.067968752 4
 
0.2%
272090.012397793 3
 
0.1%
Other values (1869) 2103
79.7%
(Missing) 484
 
18.4%
ValueCountFrequency (%)
204099.910435955 1
 
< 0.1%
272048.425700924 2
0.1%
272090.012397793 3
0.1%
272109.126922644 1
 
< 0.1%
272365.578438063 1
 
< 0.1%
327645.126415356 1
 
< 0.1%
328311.018298287 1
 
< 0.1%
328432.256140863 1
 
< 0.1%
328727.083337633 1
 
< 0.1%
329214.669611898 1
 
< 0.1%
ValueCountFrequency (%)
357984.664408697 1
< 0.1%
357963.40590905 1
< 0.1%
357888.724162031 1
< 0.1%
356811.019382137 1
< 0.1%
356668.763447638 1
< 0.1%
356354.333857636 1
< 0.1%
356326.175133961 1
< 0.1%
356197.467672222 1
< 0.1%
355963.682846464 1
< 0.1%
355893.403450774 1
< 0.1%

좌표정보(Y)
Real number (ℝ)

Distinct1879
Distinct (%)87.3%
Missing484
Missing (%)18.4%
Infinite0
Infinite (%)0.0%
Mean263818.54
Minimum239689.77
Maximum448866.37
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size23.3 KiB
2023-07-15T22:20:54.346965image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum239689.77
5-th percentile257932.3
Q1261360.57
median263429.77
Q3265329.6
95-th percentile269860.49
Maximum448866.37
Range209176.6
Interquartile range (IQR)3969.0321

Descriptive statistics

Standard deviation8917.8501
Coefficient of variation (CV)0.033802969
Kurtosis196.2852
Mean263818.54
Median Absolute Deviation (MAD)1982.6344
Skewness12.26269
Sum5.6800132 × 108
Variance79528051
MonotonicityNot monotonic
2023-07-15T22:20:54.596823image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
269860.486837606 7
 
0.3%
264222.665285566 6
 
0.2%
268253.830252935 6
 
0.2%
268620.845678103 6
 
0.2%
263958.880864104 5
 
0.2%
266537.581353207 5
 
0.2%
265177.139788321 4
 
0.2%
259242.528512404 4
 
0.2%
264683.827138794 4
 
0.2%
385221.51418365 3
 
0.1%
Other values (1869) 2103
79.7%
(Missing) 484
 
18.4%
ValueCountFrequency (%)
239689.772134149 1
< 0.1%
240194.039274667 1
< 0.1%
241427.396382968 1
< 0.1%
242528.196095531 2
0.1%
242548.920532889 1
< 0.1%
242610.962686426 1
< 0.1%
243603.852819723 1
< 0.1%
244167.011257552 1
< 0.1%
244175.449233325 1
< 0.1%
244344.321466864 1
< 0.1%
ValueCountFrequency (%)
448866.372871866 1
 
< 0.1%
386080.358948026 1
 
< 0.1%
385675.458396921 1
 
< 0.1%
385221.51418365 3
0.1%
385018.33408586 2
0.1%
275960.486486344 1
 
< 0.1%
274749.657015853 2
0.1%
274283.354391825 1
 
< 0.1%
274032.68864049 1
 
< 0.1%
274028.63939304 1
 
< 0.1%

영업내용
Categorical

HIGH CARDINALITY  MISSING 

Distinct675
Distinct (%)26.3%
Missing69
Missing (%)2.6%
Memory size20.7 KiB
광고물제작
375 
옥외광고물제작
273 
옥외광고업
193 
옥외광고물 제작
 
146
옥외광고물등제작
 
79
Other values (670)
1502 

Length

Max length54
Median length38
Mean length9.1510903
Min length1

Unique

Unique499 ?
Unique (%)19.4%

Sample

1st row간판 제작, 설치, 디자인
2nd row옥외광고물 제작, 시공, 통신판매 등
3rd row옥외광고, 디자인
4th row옥외광고업
5th row옥외광고업

Common Values

ValueCountFrequency (%)
광고물제작 375
 
14.2%
옥외광고물제작 273
 
10.4%
옥외광고업 193
 
7.3%
옥외광고물 제작 146
 
5.5%
옥외광고물등제작 79
 
3.0%
옥외광고물제작 및 광고대행 68
 
2.6%
옥외광고물제작 및 대행 65
 
2.5%
광고물제작업 57
 
2.2%
광고물 제작 43
 
1.6%
간판제작 43
 
1.6%
Other values (665) 1226
46.5%
(Missing) 69
 
2.6%

Length

2023-07-15T22:20:55.148039image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
제작 565
 
11.3%
및 479
 
9.6%
광고물제작 467
 
9.4%
옥외광고물제작 448
 
9.0%
옥외광고물 384
 
7.7%
옥외광고업 215
 
4.3%
설치 171
 
3.4%
광고대행 153
 
3.1%
대행 153
 
3.1%
광고물 149
 
3.0%
Other values (528) 1809
36.2%

Sample

번호개방서비스명개방서비스아이디개방자치단체코드관리번호인허가일자인허가취소일자영업상태구분코드영업상태명상세영업상태코드상세영업상태명폐업일자휴업시작일자휴업종료일자재개업일자소재지전화소재지면적소재지우편번호소재지전체주소도로명전체주소도로명우편번호사업장명최종수정시점데이터갱신구분데이터갱신일자업태구분명좌표정보(X)좌표정보(Y)영업내용
01옥외광고업04_15_01_P341000020193410127085000042020-07-20<NA>3폐업40폐업2022-07-07<NA><NA><NA><NA><NA><NA><NA>대구광역시 중구 국채보상로***길 **, 근린생활시설 *층 (동산동)41931튜니디자인2022-07-07 17:43:14U2022-07-12 02:40:00<NA>343217.73207264253.530225간판 제작, 설치, 디자인
12옥외광고업04_15_01_P341000020203410153085000022020-02-14<NA>3폐업40폐업2022-08-10<NA><NA><NA><NA><NA><NA>대구광역시 중구 동산동 **-*대구광역시 중구 국채보상로 ***, *층 ****호 (동산동)41921공감2022-08-11 18:06:49U2022-08-13 02:40:00<NA>342983.980987264559.497125옥외광고물 제작, 시공, 통신판매 등
23옥외광고업04_15_01_P341000020183410127085000072018-08-13<NA>3폐업40폐업2022-10-26<NA><NA><NA>0534278997<NA><NA>대구광역시 중구 남산동 ***-*대구광역시 중구 남산로*길 *** (남산동)41969주식회사 디엔디2022-10-25 15:16:17U2022-10-27 02:40:00<NA>343221.52878263697.108261옥외광고, 디자인
34옥외광고업04_15_01_P341000020213410153085000072021-11-30<NA>3폐업40폐업2021-11-30<NA><NA><NA><NA><NA><NA>대구광역시 중구 종로*가 **-*대구광역시 중구 종로 **-*, *층 ****호 (종로*가)41934오류(이중등록)2021-12-16 13:21:20U2021-12-18 02:40:00<NA>343614.806882264466.012002옥외광고업
45옥외광고업04_15_01_P341000020053410016082000072005-06-13<NA>3폐업40폐업2006-10-31<NA><NA><NA>053 2542666<NA><NA>대구광역시 중구 남산동 ***-**번지대구광역시 중구 명륜로*길 *-** (남산동)<NA>KS애드2013-07-25 15:49:25I2018-08-31 23:59:59<NA>343431.165823263706.433306옥외광고업
56옥외광고업04_15_01_P341000020093410047085000072009-10-15<NA>3폐업40폐업2022-11-21<NA><NA><NA>053 475 3660<NA><NA>대구광역시 중구 동인동*가 ***-*대구광역시 중구 동덕로**길 *** (동인동*가)41907코리아애드컴2022-11-21 14:59:17U2022-11-23 02:40:00<NA>345427.925745264429.472837LED전광판, 채널문자 제조 간판 및 광고물제작
67옥외광고업04_15_01_P341000019993410016082000021999-01-30<NA>3폐업40폐업2009-01-16<NA><NA><NA>053 4237504<NA><NA>대구광역시 중구 삼덕동*가 ***-*번지대구광역시 중구 달구벌대로***길 ** (삼덕동*가)<NA>애플사인2009-01-16 11:58:33I2018-08-31 23:59:59<NA>345164.494458263868.961281광고.간판
78옥외광고업04_15_01_P341000020203410153085000032020-07-10<NA>3폐업40폐업2021-09-24<NA><NA><NA>0534250770<NA><NA>대구광역시 중구 삼덕동*가 ***-*대구광역시 중구 동덕로**길 ***, *층 (삼덕동*가)41946로엠커뮤니케이션2021-09-30 08:21:57U2021-10-02 02:40:00<NA>345346.5541264067.373164인쇄물 및 옥외광고업
89옥외광고업04_15_01_P341000020213410153085000032021-06-18<NA>3폐업40폐업2023-02-14<NA><NA><NA><NA><NA><NA>대구광역시 중구 동산동 ***대구광역시 중구 달구벌대로 ****, *층 (동산동)41931주식회사 애드아스트라2023-02-14 11:15:10U2023-02-16 02:40:00<NA>342875.253155263957.611699광고 및 광고대행
910옥외광고업04_15_01_P341000020183410127085000112018-10-10<NA>3폐업40폐업2019-12-20<NA><NA><NA>053 16680611<NA><NA>대구광역시 중구 대봉동 *-*번지대구광역시 중구 동덕로**길 **, *층 (대봉동)41951(주)드로우(draw)2019-12-31 17:29:57U2020-01-02 02:40:00<NA>345068.561037263467.715128간판 및 광고물 작성
번호개방서비스명개방서비스아이디개방자치단체코드관리번호인허가일자인허가취소일자영업상태구분코드영업상태명상세영업상태코드상세영업상태명폐업일자휴업시작일자휴업종료일자재개업일자소재지전화소재지면적소재지우편번호소재지전체주소도로명전체주소도로명우편번호사업장명최종수정시점데이터갱신구분데이터갱신일자업태구분명좌표정보(X)좌표정보(Y)영업내용
26272628옥외광고업04_15_01_P348000020163480277085000022012-02-15<NA>3폐업40폐업2021-09-29<NA><NA><NA>0537673364<NA><NA>대구광역시 달성군 가창면 용계리 ***-* 청목광고 (다와서 손칼국수 뒷 건물)대구광역시 달성군 가창면 가창로***길 **-* (청목광고 (다와서 손칼국수 뒷 건물))42936청목광고2021-09-29 21:39:52U2021-10-01 02:40:00<NA>346421.077454256575.728082간판제작
26282629옥외광고업04_15_01_P348000020173480277085000012016-10-14<NA>3폐업40폐업2018-01-11<NA><NA><NA>053 611 5612<NA><NA>대구광역시 달성군 유가읍 금리 ****번지대구광역시 달성군 유가면 테크노중앙대로*길 **-**, *층43024디자인1번가2018-01-11 16:04:24I2018-08-31 23:59:59<NA>331483.897524242548.920533옥내·외 광고물 기획 및 제작, 디자인 기획
26292630옥외광고업04_15_01_P348000020073480090082000012007-02-05<NA>3폐업40폐업2008-06-19<NA><NA><NA>053 6113600<NA><NA>대구광역시 달성군 논공읍 금포리 ***-*번지대구광역시 달성군 논공읍 비슬로 ****<NA>포앰테크2008-06-19 18:59:34I2018-08-31 23:59:59<NA>329214.669612254222.034897옥외광고물 제작.설치
26302631옥외광고업04_15_01_P348000020073480287085000012007-11-06<NA>3폐업40폐업2009-11-03<NA><NA><NA><NA><NA><NA>대구광역시 달성군 가창면 용계리 ***-**번지대구광역시 달성군 가창면 가창로***길 **711-860주식회사 지애드2011-10-31 08:50:36I2018-08-31 23:59:59<NA>346498.620296256644.349728옥외 광고물 제작 및 시공, 스크린 인쇄
26312632옥외광고업04_15_01_P348000020093480287085000012009-02-18<NA>3폐업40폐업2022-06-08<NA><NA><NA>053 615 4711<NA><NA>대구광역시 달성군 논공읍 남리 ***-**대구광역시 달성군 논공읍 논공로 ***<NA>성심종합광고기획2022-06-10 09:40:14U2022-06-12 02:40:00<NA>329730.035818248403.366948옥외광고물 제작 및 설치
26322633옥외광고업04_15_01_P348000020093480287085000032017-02-28<NA>3폐업40폐업2019-11-25<NA><NA><NA>053 631 6400<NA><NA>대구광역시 달성군 화원읍 천내리 ***-*번지대구광역시 달성군 화원읍 성천로 ***, 매일광고 *층42948매일광고2019-11-25 09:49:24U2019-11-27 02:40:00<NA>334966.101483257238.945915광고물제작, 설치
26332634옥외광고업04_15_01_P348000020103480287085000012010-04-12<NA>3폐업40폐업2018-08-24<NA><NA><NA>0536110454<NA><NA>대구광역시 달성군 논공읍 금포리 ****-*번지대구광역시 달성군 논공읍 비슬로***길 **42975보은광고기획2018-08-24 17:11:07I2018-08-31 23:59:59<NA>328311.018298252940.836113옥외광고물 제작 광고대행, 광고물 유지보수
26342635옥외광고업04_15_01_P348000020103480287085000032010-12-15<NA>3폐업40폐업2012-10-30<NA><NA><NA>053 641 9075<NA><NA>대구광역시 달성군 화원읍 설화리 ***-*번지대구광역시 달성군 화원읍 설화본길 **<NA>이조기획2012-11-05 13:33:20I2018-08-31 23:59:59<NA>334151.075175255867.065665옥외광고물제작
26352636옥외광고업04_15_01_P348000020113480287085000012011-11-18<NA>3폐업40폐업2019-12-03<NA><NA><NA>053 270 9880<NA><NA>대구광역시 달성군 화원읍 천내리 ***-*번지대구광역시 달성군 화원읍 사문진로 ***-*711-834엘이디샵2019-12-03 10:07:07U2019-12-05 02:40:00<NA>334962.37345257180.630289LED 경관조명 및 간판
26362637옥외광고업04_15_01_P348000020123480287085000012012-09-24<NA>3폐업40폐업2015-08-26<NA><NA><NA>0535849436<NA><NA>대구광역시 달성군 다사읍 세천리 ****-*번지대구광역시 달성군 다사읍 세천로*길 **<NA>태왕기업2015-08-27 15:25:37I2018-08-31 23:59:59<NA>332854.487916264528.243046옥외광고 외 전기공사