Overview

Dataset statistics

Number of variables15
Number of observations41
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory5.1 KiB
Average record size in memory127.2 B

Variable types

Text1
DateTime3
Numeric1
Categorical10

Dataset

Description부산광역시 사하구 정보화교육 현황입니다. 교육과정, 교육시작 및 종료일, 교육시간, 교육장소, 교육인원, 대상, 접수기간, 전화번호 등의 정보를 제공합니다.
URLhttps://www.data.go.kr/data/15121640/fileData.do

Alerts

교육시작일 has constant value ""Constant
교육종료일 has constant value ""Constant
교육장소 has constant value ""Constant
교육인원 has constant value ""Constant
대상 has constant value ""Constant
접수기간 has constant value ""Constant
전화번호 has constant value ""Constant
구군명 has constant value ""Constant
도로명주소 has constant value ""Constant
지번주소 has constant value ""Constant
위도 has constant value ""Constant
경도 has constant value ""Constant
데이터기준일자 has constant value ""Constant
교육과정 has unique valuesUnique

Reproduction

Analysis started2023-12-12 22:54:58.032898
Analysis finished2023-12-12 22:54:58.750018
Duration0.72 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

교육과정
Text

UNIQUE 

Distinct41
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size460.0 B
2023-12-13T07:54:58.913815image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length30
Median length17
Mean length12.634146
Min length4

Characters and Unicode

Total characters518
Distinct characters175
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique41 ?
Unique (%)100.0%

Sample

1st row키오스크 활용하기
2nd row블로그 만들기
3rd row스마트폰 모바일 전자고지 확인하기
4th rowE-라벨을 활용하여 슬기로운 식품정보 확인하기(식약처)
5th row파워포인트 초급1.
ValueCountFrequency (%)
스마트폰 7
 
7.1%
itq 4
 
4.0%
활용하기 3
 
3.0%
관리 2
 
2.0%
활용 2
 
2.0%
나도 2
 
2.0%
파워포인트 2
 
2.0%
키오스크 1
 
1.0%
문서작성 1
 
1.0%
디지털 1
 
1.0%
Other values (74) 74
74.7%
2023-12-13T07:54:59.306259image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
58
 
11.2%
스 17
 
3.3%
기 17
 
3.3%
트 15
 
2.9%
하 13
 
2.5%
인 12
 
2.3%
용 10
 
1.9%
마 10
 
1.9%
이 8
 
1.5%
리 8
 
1.5%
Other values (165) 350
67.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 414
79.9%
Space Separator 58
 
11.2%
Uppercase Letter 19
 
3.7%
Connector Punctuation 6
 
1.2%
Other Punctuation 6
 
1.2%
Close Punctuation 5
 
1.0%
Open Punctuation 5
 
1.0%
Decimal Number 4
 
0.8%
Dash Punctuation 1
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
스 17
 
4.1%
기 17
 
4.1%
트 15
 
3.6%
하 13
 
3.1%
인 12
 
2.9%
용 10
 
2.4%
마 10
 
2.4%
이 8
 
1.9%
리 8
 
1.9%
폰 8
 
1.9%
Other values (147) 296
71.5%
Uppercase Letter
ValueCountFrequency (%)
T 6
31.6%
Q 4
21.1%
I 4
21.1%
P 2
 
10.5%
G 2
 
10.5%
E 1
 
5.3%
Other Punctuation
ValueCountFrequency (%)
& 2
33.3%
. 2
33.3%
, 1
16.7%
! 1
16.7%
Decimal Number
ValueCountFrequency (%)
1 2
50.0%
2 1
25.0%
0 1
25.0%
Space Separator
ValueCountFrequency (%)
58
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 6
100.0%
Close Punctuation
ValueCountFrequency (%)
) 5
100.0%
Open Punctuation
ValueCountFrequency (%)
( 5
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 414
79.9%
Common 85
 
16.4%
Latin 19
 
3.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
스 17
 
4.1%
기 17
 
4.1%
트 15
 
3.6%
하 13
 
3.1%
인 12
 
2.9%
용 10
 
2.4%
마 10
 
2.4%
이 8
 
1.9%
리 8
 
1.9%
폰 8
 
1.9%
Other values (147) 296
71.5%
Common
ValueCountFrequency (%)
58
68.2%
_ 6
 
7.1%
) 5
 
5.9%
( 5
 
5.9%
& 2
 
2.4%
. 2
 
2.4%
1 2
 
2.4%
, 1
 
1.2%
2 1
 
1.2%
- 1
 
1.2%
Other values (2) 2
 
2.4%
Latin
ValueCountFrequency (%)
T 6
31.6%
Q 4
21.1%
I 4
21.1%
P 2
 
10.5%
G 2
 
10.5%
E 1
 
5.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 414
79.9%
ASCII 104
 
20.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
58
55.8%
_ 6
 
5.8%
T 6
 
5.8%
) 5
 
4.8%
( 5
 
4.8%
Q 4
 
3.8%
I 4
 
3.8%
& 2
 
1.9%
. 2
 
1.9%
1 2
 
1.9%
Other values (8) 10
 
9.6%
Hangul
ValueCountFrequency (%)
스 17
 
4.1%
기 17
 
4.1%
트 15
 
3.6%
하 13
 
3.1%
인 12
 
2.9%
용 10
 
2.4%
마 10
 
2.4%
이 8
 
1.9%
리 8
 
1.9%
폰 8
 
1.9%
Other values (147) 296
71.5%

교육시작일
Date

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
Minimum2023-04-03 00:00:00
Maximum2023-04-03 00:00:00
2023-12-13T07:54:59.420189image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T07:54:59.532725image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=1)

교육종료일
Date

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
Minimum2023-12-13 00:00:00
Maximum2023-12-13 00:00:00
2023-12-13T07:54:59.631139image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T07:54:59.719135image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=1)

교육시간
Real number (ℝ)

Distinct6
Distinct (%)14.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.7560976
Minimum3.5
Maximum10.5
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size501.0 B
2023-12-13T07:54:59.809160image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum3.5
5-th percentile3.5
Q13.5
median7
Q37
95-th percentile10.5
Maximum10.5
Range7
Interquartile range (IQR)3.5

Descriptive statistics

Standard deviation2.3904026
Coefficient of variation (CV)0.4152818
Kurtosis-0.82536159
Mean5.7560976
Median Absolute Deviation (MAD)3.5
Skewness0.56202394
Sum236
Variance5.7140244
MonotonicityNot monotonic
2023-12-13T07:54:59.927991image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
3.5 19
46.3%
7.0 14
34.1%
10.5 3
 
7.3%
7.5 2
 
4.9%
10.0 2
 
4.9%
5.0 1
 
2.4%
ValueCountFrequency (%)
3.5 19
46.3%
5.0 1
 
2.4%
7.0 14
34.1%
7.5 2
 
4.9%
10.0 2
 
4.9%
10.5 3
 
7.3%
ValueCountFrequency (%)
10.5 3
 
7.3%
10.0 2
 
4.9%
7.5 2
 
4.9%
7.0 14
34.1%
5.0 1
 
2.4%
3.5 19
46.3%

교육장소
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
사하구청 정보화교육장
41 

Length

Max length11
Median length11
Mean length11
Min length11

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row사하구청 정보화교육장
2nd row사하구청 정보화교육장
3rd row사하구청 정보화교육장
4th row사하구청 정보화교육장
5th row사하구청 정보화교육장

Common Values

ValueCountFrequency (%)
사하구청 정보화교육장 41
100.0%

Length

2023-12-13T07:55:00.078336image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:00.183436image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
사하구청 41
50.0%
정보화교육장 41
50.0%

교육인원
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
15
41 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row15
2nd row15
3rd row15
4th row15
5th row15

Common Values

ValueCountFrequency (%)
15 41
100.0%

Length

2023-12-13T07:55:00.289366image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:00.388927image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
15 41
100.0%

대상
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
사하구민
41 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
사하구민 41
100.0%

Length

2023-12-13T07:55:00.484746image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:00.580851image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
사하구민 41
100.0%

접수기간
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
상시
41 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
상시 41
100.0%

Length

2023-12-13T07:55:00.673836image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:00.765640image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
상시 41
100.0%

전화번호
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
051-220-4301
41 

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row051-220-4301
2nd row051-220-4301
3rd row051-220-4301
4th row051-220-4301
5th row051-220-4301

Common Values

ValueCountFrequency (%)
051-220-4301 41
100.0%

Length

2023-12-13T07:55:00.850989image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:00.932918image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
051-220-4301 41
100.0%

구군명
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
부산광역시 사하구
41 

Length

Max length9
Median length9
Mean length9
Min length9

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
부산광역시 사하구 41
100.0%

Length

2023-12-13T07:55:01.015448image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:01.111589image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
부산광역시 41
50.0%
사하구 41
50.0%

도로명주소
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
부산광역시 사하구 낙동대로398번길 12
41 

Length

Max length22
Median length22
Mean length22
Min length22

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row부산광역시 사하구 낙동대로398번길 12
2nd row부산광역시 사하구 낙동대로398번길 12
3rd row부산광역시 사하구 낙동대로398번길 12
4th row부산광역시 사하구 낙동대로398번길 12
5th row부산광역시 사하구 낙동대로398번길 12

Common Values

ValueCountFrequency (%)
부산광역시 사하구 낙동대로398번길 12 41
100.0%

Length

2023-12-13T07:55:01.210844image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:01.312927image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
부산광역시 41
25.0%
사하구 41
25.0%
낙동대로398번길 41
25.0%
12 41
25.0%

지번주소
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
부산광역시 사하구 당리동 317-61
41 

Length

Max length20
Median length20
Mean length20
Min length20

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row부산광역시 사하구 당리동 317-61
2nd row부산광역시 사하구 당리동 317-61
3rd row부산광역시 사하구 당리동 317-61
4th row부산광역시 사하구 당리동 317-61
5th row부산광역시 사하구 당리동 317-61

Common Values

ValueCountFrequency (%)
부산광역시 사하구 당리동 317-61 41
100.0%

Length

2023-12-13T07:55:01.445564image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:01.552812image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
부산광역시 41
25.0%
사하구 41
25.0%
당리동 41
25.0%
317-61 41
25.0%

위도
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
35.10422461
41 

Length

Max length11
Median length11
Mean length11
Min length11

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row35.10422461
2nd row35.10422461
3rd row35.10422461
4th row35.10422461
5th row35.10422461

Common Values

ValueCountFrequency (%)
35.10422461 41
100.0%

Length

2023-12-13T07:55:01.648439image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:01.741290image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
35.10422461 41
100.0%

경도
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
128.9745543
41 

Length

Max length11
Median length11
Mean length11
Min length11

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row128.9745543
2nd row128.9745543
3rd row128.9745543
4th row128.9745543
5th row128.9745543

Common Values

ValueCountFrequency (%)
128.9745543 41
100.0%

Length

2023-12-13T07:55:01.847410image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T07:55:01.945921image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
128.9745543 41
100.0%

데이터기준일자
Date

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size460.0 B
Minimum2023-08-30 00:00:00
Maximum2023-08-30 00:00:00
2023-12-13T07:55:02.041263image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T07:55:02.134846image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=1)

Interactions

2023-12-13T07:54:58.316692image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-13T07:55:02.222249image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육과정교육시간
교육과정1.0001.000
교육시간1.0001.000

Missing values

2023-12-13T07:54:58.473918image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T07:54:58.682571image/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

교육과정교육시작일교육종료일교육시간교육장소교육인원대상접수기간전화번호구군명도로명주소지번주소위도경도데이터기준일자
0키오스크 활용하기2023-04-032023-12-137.0사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
1블로그 만들기2023-04-032023-12-1310.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
2스마트폰 모바일 전자고지 확인하기2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
3E-라벨을 활용하여 슬기로운 식품정보 확인하기(식약처)2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
4파워포인트 초급1.2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
5파워포인트 초급2.2023-04-032023-12-137.0사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
6교통정보이용2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
7스마트학습(화상수업)2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
8디지털자료저장과 관리2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
9온라인 쇼핑몰 창업2023-04-032023-12-137.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
교육과정교육시작일교육종료일교육시간교육장소교육인원대상접수기간전화번호구군명도로명주소지번주소위도경도데이터기준일자
31디지털시대의 필수능력 디지털 리터러시2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
32웹브라우저의 이해와 활용2023-04-032023-12-137.0사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
33메타버스 체험하기2023-04-032023-12-137.0사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
34핵심내용으로 구성된 초급엑셀2023-04-032023-12-137.0사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
35ITQ 자격증 엑셀2023-04-032023-12-137.0사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
36GPT제너레이션_챗GPT가 바꿀 우리인류의 미래2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
37블록코딩시작하기_엔트리2023-04-032023-12-137.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
38유튜브 채널운영2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
39인공지능 프로그램 체험2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30
40음성인식으로 스마트폰 이용하기2023-04-032023-12-133.5사하구청 정보화교육장15사하구민상시051-220-4301부산광역시 사하구부산광역시 사하구 낙동대로398번길 12부산광역시 사하구 당리동 317-6135.104225128.9745542023-08-30