Overview

Dataset statistics

Number of variables19
Number of observations151
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory22.7 KiB
Average record size in memory153.9 B

Variable types

Text2
Categorical16
Numeric1

Dataset

Description해운대구 관내에 있는 어진샘노인복지관과 장산노인복지관에서 운영하고 있는 프로그램강좌 현황입니다.(강좌명, 시간, 인원, 교육장소 등)
Author부산광역시 해운대구
URLhttps://www.data.go.kr/data/3074444/fileData.do

Alerts

교육대상구분 has constant value ""Constant
교육방법구분 has constant value ""Constant
접수방법구분 has constant value ""Constant
데이터기준일자 has constant value ""Constant
운영기관전화번호 is highly overall correlated with 교육시작일자 and 9 other fieldsHigh correlation
홈페이지주소 is highly overall correlated with 교육시작일자 and 9 other fieldsHigh correlation
교육장소 is highly overall correlated with 교육시작일자 and 7 other fieldsHigh correlation
교육장도로명주소 is highly overall correlated with 교육시작일자 and 8 other fieldsHigh correlation
운영기관명 is highly overall correlated with 교육시작일자 and 9 other fieldsHigh correlation
수강료 is highly overall correlated with 교육종료일자 and 6 other fieldsHigh correlation
교육종료일자 is highly overall correlated with 교육시작일자 and 9 other fieldsHigh correlation
선정방법구분 is highly overall correlated with 교육시작일자 and 9 other fieldsHigh correlation
강좌정원수 is highly overall correlated with 교육시작일자 and 2 other fieldsHigh correlation
교육시작일자 is highly overall correlated with 강좌정원수 and 9 other fieldsHigh correlation
교육시작시각 is highly overall correlated with 강좌정원수 and 2 other fieldsHigh correlation
교육종료시각 is highly overall correlated with 교육종료일자 and 5 other fieldsHigh correlation
운영요일 is highly overall correlated with 강좌정원수 and 7 other fieldsHigh correlation

Reproduction

Analysis started2023-12-23 07:36:24.310331
Analysis finished2023-12-23 07:36:34.275738
Duration9.97 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

강좌명
Text

Distinct144
Distinct (%)95.4%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2023-12-23T07:36:35.376676image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length17
Median length11
Mean length6.4701987
Min length3

Characters and Unicode

Total characters977
Distinct characters138
Distinct categories8 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique138 ?
Unique (%)91.4%

Sample

1st row컴퓨터시작기초반
2nd row컴퓨터시작심화반
3rd row워드&인터넷반
4th row컴퓨터&스마트기초A반
5th row컴퓨터&스마트기초B반
ValueCountFrequency (%)
키오스크 6
 
3.1%
및 6
 
3.1%
라인댄스 5
 
2.6%
b반 5
 
2.6%
a반 5
 
2.6%
단전호흡 5
 
2.6%
실버요가 5
 
2.6%
노래교실 3
 
1.5%
하모니카 3
 
1.5%
오카리나 3
 
1.5%
Other values (130) 150
76.5%
2023-12-23T07:36:38.209797image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
반 74
 
7.6%
45
 
4.6%
스 44
 
4.5%
급 36
 
3.7%
교 31
 
3.2%
실 31
 
3.2%
어 31
 
3.2%
기 24
 
2.5%
B 22
 
2.3%
A 22
 
2.3%
Other values (128) 617
63.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 832
85.2%
Uppercase Letter 71
 
7.3%
Space Separator 45
 
4.6%
Lowercase Letter 10
 
1.0%
Open Punctuation 6
 
0.6%
Close Punctuation 6
 
0.6%
Other Punctuation 5
 
0.5%
Decimal Number 2
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
반 74
 
8.9%
스 44
 
5.3%
급 36
 
4.3%
교 31
 
3.7%
실 31
 
3.7%
어 31
 
3.7%
기 24
 
2.9%
초 21
 
2.5%
댄 20
 
2.4%
트 19
 
2.3%
Other values (109) 501
60.2%
Uppercase Letter
ValueCountFrequency (%)
B 22
31.0%
A 22
31.0%
C 12
16.9%
E 5
 
7.0%
D 4
 
5.6%
F 3
 
4.2%
I 1
 
1.4%
T 1
 
1.4%
Q 1
 
1.4%
Lowercase Letter
ValueCountFrequency (%)
l 4
40.0%
e 4
40.0%
v 2
20.0%
Other Punctuation
ValueCountFrequency (%)
& 3
60.0%
· 2
40.0%
Decimal Number
ValueCountFrequency (%)
3 1
50.0%
2 1
50.0%
Space Separator
ValueCountFrequency (%)
45
100.0%
Open Punctuation
ValueCountFrequency (%)
( 6
100.0%
Close Punctuation
ValueCountFrequency (%)
) 6
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 832
85.2%
Latin 81
 
8.3%
Common 64
 
6.6%

Most frequent character per script

Hangul
ValueCountFrequency (%)
반 74
 
8.9%
스 44
 
5.3%
급 36
 
4.3%
교 31
 
3.7%
실 31
 
3.7%
어 31
 
3.7%
기 24
 
2.9%
초 21
 
2.5%
댄 20
 
2.4%
트 19
 
2.3%
Other values (109) 501
60.2%
Latin
ValueCountFrequency (%)
B 22
27.2%
A 22
27.2%
C 12
14.8%
E 5
 
6.2%
l 4
 
4.9%
D 4
 
4.9%
e 4
 
4.9%
F 3
 
3.7%
v 2
 
2.5%
I 1
 
1.2%
Other values (2) 2
 
2.5%
Common
ValueCountFrequency (%)
45
70.3%
( 6
 
9.4%
) 6
 
9.4%
& 3
 
4.7%
· 2
 
3.1%
3 1
 
1.6%
2 1
 
1.6%

Most occurring blocks

ValueCountFrequency (%)
Hangul 832
85.2%
ASCII 143
 
14.6%
None 2
 
0.2%

Most frequent character per block

Hangul
ValueCountFrequency (%)
반 74
 
8.9%
스 44
 
5.3%
급 36
 
4.3%
교 31
 
3.7%
실 31
 
3.7%
어 31
 
3.7%
기 24
 
2.9%
초 21
 
2.5%
댄 20
 
2.4%
트 19
 
2.3%
Other values (109) 501
60.2%
ASCII
ValueCountFrequency (%)
45
31.5%
B 22
15.4%
A 22
15.4%
C 12
 
8.4%
( 6
 
4.2%
) 6
 
4.2%
E 5
 
3.5%
l 4
 
2.8%
D 4
 
2.8%
e 4
 
2.8%
Other values (8) 13
 
9.1%
None
ValueCountFrequency (%)
· 2
100.0%

교육시작일자
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2023-01-01
98 
2023-01-02
47 
2023-09-01
 
5
2023-04-01
 
1

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique1 ?
Unique (%)0.7%

Sample

1st row2023-01-02
2nd row2023-01-02
3rd row2023-01-02
4th row2023-01-02
5th row2023-01-02

Common Values

ValueCountFrequency (%)
2023-01-01 98
64.9%
2023-01-02 47
31.1%
2023-09-01 5
 
3.3%
2023-04-01 1
 
0.7%

Length

2023-12-23T07:36:38.989654image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:36:39.623534image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2023-01-01 98
64.9%
2023-01-02 47
31.1%
2023-09-01 5
 
3.3%
2023-04-01 1
 
0.7%

교육종료일자
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2024-02-29
73 
2023-12-29
53 
2023-12-31
25 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2023-12-29
2nd row2023-12-29
3rd row2023-12-29
4th row2023-12-29
5th row2023-12-29

Common Values

ValueCountFrequency (%)
2024-02-29 73
48.3%
2023-12-29 53
35.1%
2023-12-31 25
 
16.6%

Length

2023-12-23T07:36:40.357493image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:36:40.845279image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2024-02-29 73
48.3%
2023-12-29 53
35.1%
2023-12-31 25
 
16.6%

교육시작시각
Categorical

HIGH CORRELATION 

Distinct21
Distinct (%)13.9%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
13:00
23 
11:00
23 
10:00
20 
09:30
15 
14:00
12 
Other values (16)
58 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique3 ?
Unique (%)2.0%

Sample

1st row09:30
2nd row10:30
3rd row11:30
4th row13:00
5th row14:00

Common Values

ValueCountFrequency (%)
13:00 23
15.2%
11:00 23
15.2%
10:00 20
13.2%
09:30 15
9.9%
14:00 12
7.9%
10:30 8
 
5.3%
09:00 7
 
4.6%
15:00 7
 
4.6%
12:30 7
 
4.6%
14:30 7
 
4.6%
Other values (11) 22
14.6%

Length

2023-12-23T07:36:41.677799image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
13:00 23
15.2%
11:00 23
15.2%
10:00 20
13.2%
09:30 15
9.9%
14:00 12
7.9%
10:30 8
 
5.3%
09:00 7
 
4.6%
15:00 7
 
4.6%
12:30 7
 
4.6%
14:30 7
 
4.6%
Other values (11) 22
14.6%

교육종료시각
Categorical

HIGH CORRELATION 

Distinct30
Distinct (%)19.9%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
11:00
16 
15:00
10 
10:50
 
9
11:50
 
9
12:00
 
9
Other values (25)
98 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique2 ?
Unique (%)1.3%

Sample

1st row10:20
2nd row11:20
3rd row12:20
4th row13:50
5th row14:50

Common Values

ValueCountFrequency (%)
11:00 16
 
10.6%
15:00 10
 
6.6%
10:50 9
 
6.0%
11:50 9
 
6.0%
12:00 9
 
6.0%
11:20 7
 
4.6%
13:50 7
 
4.6%
14:50 7
 
4.6%
12:30 6
 
4.0%
14:20 6
 
4.0%
Other values (20) 65
43.0%

Length

2023-12-23T07:36:42.736177image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
11:00 16
 
10.6%
15:00 10
 
6.6%
10:50 9
 
6.0%
11:50 9
 
6.0%
12:00 9
 
6.0%
11:20 7
 
4.6%
13:50 7
 
4.6%
14:50 7
 
4.6%
12:30 6
 
4.0%
14:20 6
 
4.0%
Other values (20) 65
43.0%

강좌내용
Text

Distinct98
Distinct (%)64.9%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2023-12-23T07:36:44.394122image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length30
Median length22
Mean length9.3377483
Min length2

Characters and Unicode

Total characters1410
Distinct characters226
Distinct categories6 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique73 ?
Unique (%)48.3%

Sample

1st row컴퓨터시작 기초
2nd row컴퓨터시작 심화
3rd row워드&인터넷 활용
4th row컴퓨터&스마트 활용반
5th row컴퓨터&스마트 활용반
ValueCountFrequency (%)
익히기 14
 
3.9%
및 12
 
3.3%
요가 12
 
3.3%
사용법 12
 
3.3%
라인댄스 10
 
2.8%
등 10
 
2.8%
탁구 8
 
2.2%
위한 7
 
1.9%
스마트폰 7
 
1.9%
중급 7
 
1.9%
Other values (158) 262
72.6%
2023-12-23T07:36:46.706908image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
210
 
14.9%
스 45
 
3.2%
기 43
 
3.0%
, 32
 
2.3%
용 27
 
1.9%
한 24
 
1.7%
어 24
 
1.7%
급 22
 
1.6%
초 20
 
1.4%
가 20
 
1.4%
Other values (216) 943
66.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1143
81.1%
Space Separator 210
 
14.9%
Other Punctuation 40
 
2.8%
Close Punctuation 7
 
0.5%
Open Punctuation 7
 
0.5%
Uppercase Letter 3
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
스 45
 
3.9%
기 43
 
3.8%
용 27
 
2.4%
한 24
 
2.1%
어 24
 
2.1%
급 22
 
1.9%
초 20
 
1.7%
가 20
 
1.7%
댄 20
 
1.7%
연 20
 
1.7%
Other values (206) 878
76.8%
Other Punctuation
ValueCountFrequency (%)
, 32
80.0%
& 4
 
10.0%
/ 3
 
7.5%
· 1
 
2.5%
Uppercase Letter
ValueCountFrequency (%)
I 1
33.3%
Q 1
33.3%
T 1
33.3%
Space Separator
ValueCountFrequency (%)
210
100.0%
Close Punctuation
ValueCountFrequency (%)
) 7
100.0%
Open Punctuation
ValueCountFrequency (%)
( 7
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1143
81.1%
Common 264
 
18.7%
Latin 3
 
0.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
스 45
 
3.9%
기 43
 
3.8%
용 27
 
2.4%
한 24
 
2.1%
어 24
 
2.1%
급 22
 
1.9%
초 20
 
1.7%
가 20
 
1.7%
댄 20
 
1.7%
연 20
 
1.7%
Other values (206) 878
76.8%
Common
ValueCountFrequency (%)
210
79.5%
, 32
 
12.1%
) 7
 
2.7%
( 7
 
2.7%
& 4
 
1.5%
/ 3
 
1.1%
· 1
 
0.4%
Latin
ValueCountFrequency (%)
I 1
33.3%
Q 1
33.3%
T 1
33.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1143
81.1%
ASCII 266
 
18.9%
None 1
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
210
78.9%
, 32
 
12.0%
) 7
 
2.6%
( 7
 
2.6%
& 4
 
1.5%
/ 3
 
1.1%
I 1
 
0.4%
Q 1
 
0.4%
T 1
 
0.4%
Hangul
ValueCountFrequency (%)
스 45
 
3.9%
기 43
 
3.8%
용 27
 
2.4%
한 24
 
2.1%
어 24
 
2.1%
급 22
 
1.9%
초 20
 
1.7%
가 20
 
1.7%
댄 20
 
1.7%
연 20
 
1.7%
Other values (206) 878
76.8%
None
ValueCountFrequency (%)
· 1
100.0%

교육대상구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
만60세 이상 어르신
151 

Length

Max length11
Median length11
Mean length11
Min length11

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row만60세 이상 어르신
2nd row만60세 이상 어르신
3rd row만60세 이상 어르신
4th row만60세 이상 어르신
5th row만60세 이상 어르신

Common Values

ValueCountFrequency (%)
만60세 이상 어르신 151
100.0%

Length

2023-12-23T07:36:47.231636image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:36:47.874701image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
만60세 151
33.3%
이상 151
33.3%
어르신 151
33.3%

교육방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
강의
151 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
강의 151
100.0%

Length

2023-12-23T07:36:48.345477image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:36:48.864423image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강의 151
100.0%

운영요일
Categorical

HIGH CORRELATION 

Distinct19
Distinct (%)12.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
금
17 
화·목
16 
월·수
15 
수
15 
화, 목
14 
Other values (14)
74 

Length

Max length7
Median length4
Mean length2.6092715
Min length1

Unique

Unique2 ?
Unique (%)1.3%

Sample

1st row월·수
2nd row월·수
3rd row월·수
4th row월·수
5th row월·수

Common Values

ValueCountFrequency (%)
금 17
11.3%
화·목 16
10.6%
월·수 15
9.9%
수 15
9.9%
화, 목 14
9.3%
월 12
 
7.9%
월, 목 10
 
6.6%
화ㆍ목 8
 
5.3%
수, 금 7
 
4.6%
월ㆍ수 6
 
4.0%
Other values (9) 31
20.5%

Length

2023-12-23T07:36:49.524096image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
금 33
16.8%
월 30
15.3%
목 29
14.8%
수 25
12.8%
화 25
12.8%
화·목 16
8.2%
월·수 15
7.7%
화ㆍ목 8
 
4.1%
월ㆍ수 6
 
3.1%
수·금 5
 
2.6%
Other values (2) 4
 
2.0%

교육장소
Categorical

HIGH CORRELATION 

Distinct19
Distinct (%)12.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
3층 정보화실
14 
5층 어진샘홀
14 
4층 강당
12 
프로그램실1
11 
4층 프로그램실
10 
Other values (14)
90 

Length

Max length17
Median length10
Mean length7.2384106
Min length2

Unique

Unique1 ?
Unique (%)0.7%

Sample

1st row3층 정보화교실
2nd row3층 정보화교실
3rd row3층 정보화교실
4th row3층 정보화교실
5th row3층 정보화교실

Common Values

ValueCountFrequency (%)
3층 정보화실 14
 
9.3%
5층 어진샘홀 14
 
9.3%
4층 강당 12
 
7.9%
프로그램실1 11
 
7.3%
4층 프로그램실 10
 
6.6%
5층 프로그램실 1 9
 
6.0%
4층 체력단련실 8
 
5.3%
3층 서예실 8
 
5.3%
4층 소회의실 8
 
5.3%
반디문화센터 4층 제1프로그램실 7
 
4.6%
Other values (9) 50
33.1%

Length

2023-12-23T07:36:50.103807image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
4층 52
16.9%
3층 51
16.6%
5층 30
9.8%
프로그램실 26
 
8.5%
강당 19
 
6.2%
어진샘홀 14
 
4.6%
정보화실 14
 
4.6%
프로그램실1 11
 
3.6%
1 9
 
2.9%
서예실 8
 
2.6%
Other values (12) 73
23.8%

강좌정원수
Real number (ℝ)

HIGH CORRELATION 

Distinct14
Distinct (%)9.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean23.02649
Minimum2
Maximum200
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.5 KiB
2023-12-23T07:36:50.729575image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum2
5-th percentile13
Q115
median20
Q325
95-th percentile40
Maximum200
Range198
Interquartile range (IQR)10

Descriptive statistics

Standard deviation17.085646
Coefficient of variation (CV)0.74199957
Kurtosis77.132488
Mean23.02649
Median Absolute Deviation (MAD)5
Skewness7.5703648
Sum3477
Variance291.91929
MonotonicityNot monotonic
2023-12-23T07:36:51.369966image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%)
20 53
35.1%
15 32
21.2%
25 15
 
9.9%
40 10
 
6.6%
30 9
 
6.0%
35 8
 
5.3%
18 6
 
4.0%
2 6
 
4.0%
50 3
 
2.0%
22 3
 
2.0%
Other values (4) 6
 
4.0%
ValueCountFrequency (%)
2 6
 
4.0%
12 2
 
1.3%
14 2
 
1.3%
15 32
21.2%
18 6
 
4.0%
20 53
35.1%
22 3
 
2.0%
24 1
 
0.7%
25 15
 
9.9%
30 9
 
6.0%
ValueCountFrequency (%)
200 1
 
0.7%
50 3
 
2.0%
40 10
 
6.6%
35 8
 
5.3%
30 9
 
6.0%
25 15
 
9.9%
24 1
 
0.7%
22 3
 
2.0%
20 53
35.1%
18 6
 
4.0%

수강료
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)7.3%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
월 1만원
66 
월 4만원
29 
월 4만8천원
13 
무료
11 
월 1만2천원
8 
Other values (6)
24 

Length

Max length7
Median length5
Mean length5.192053
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row월 1만2천원
2nd row월 1만2천원
3rd row월 1만2천원
4th row월 1만2천원
5th row월 1만2천원

Common Values

ValueCountFrequency (%)
월 1만원 66
43.7%
월 4만원 29
19.2%
월 4만8천원 13
 
8.6%
무료 11
 
7.3%
월 1만2천원 8
 
5.3%
월3만2천원 5
 
3.3%
월 5천원 4
 
2.6%
월2만4천원 4
 
2.6%
월3만6천원 4
 
2.6%
월5만2천원 4
 
2.6%

Length

2023-12-23T07:36:52.273706image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
월 120
44.3%
1만원 66
24.4%
4만원 29
 
10.7%
4만8천원 13
 
4.8%
무료 11
 
4.1%
1만2천원 8
 
3.0%
월3만2천원 5
 
1.8%
5천원 4
 
1.5%
월2만4천원 4
 
1.5%
월3만6천원 4
 
1.5%
Other values (2) 7
 
2.6%

교육장도로명주소
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
해운대구 재반로 12번길 16
73 
해운대구 좌동로 126
53 
해운대구 선수촌로 207번길 79
18 
해운대구 재반로 256번길 29-53
 
7

Length

Max length20
Median length19
Mean length15.139073
Min length12

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row해운대구 좌동로 126
2nd row해운대구 좌동로 126
3rd row해운대구 좌동로 126
4th row해운대구 좌동로 126
5th row해운대구 좌동로 126

Common Values

ValueCountFrequency (%)
해운대구 재반로 12번길 16 73
48.3%
해운대구 좌동로 126 53
35.1%
해운대구 선수촌로 207번길 79 18
 
11.9%
해운대구 재반로 256번길 29-53 7
 
4.6%

Length

2023-12-23T07:36:52.982868image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:36:53.847574image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
해운대구 151
27.4%
재반로 80
14.5%
12번길 73
13.2%
16 73
13.2%
좌동로 53
 
9.6%
126 53
 
9.6%
선수촌로 18
 
3.3%
207번길 18
 
3.3%
79 18
 
3.3%
256번길 7
 
1.3%

운영기관명
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
어진샘노인종합복지관
73 
장산노인복지관
53 
노인복지관 반여분관
25 

Length

Max length10
Median length10
Mean length8.9470199
Min length7

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
어진샘노인종합복지관 73
48.3%
장산노인복지관 53
35.1%
노인복지관 반여분관 25
 
16.6%

Length

2023-12-23T07:36:54.925261image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:36:55.505641image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
어진샘노인종합복지관 73
41.5%
장산노인복지관 53
30.1%
노인복지관 25
 
14.2%
반여분관 25
 
14.2%

운영기관전화번호
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
051-784-8008
73 
051-704-9141
53 
051-529-9141
25 

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row051-704-9141
2nd row051-704-9141
3rd row051-704-9141
4th row051-704-9141
5th row051-704-9141

Common Values

ValueCountFrequency (%)
051-784-8008 73
48.3%
051-704-9141 53
35.1%
051-529-9141 25
 
16.6%

Length

2023-12-23T07:36:56.326029image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:36:56.881685image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
051-784-8008 73
48.3%
051-704-9141 53
35.1%
051-529-9141 25
 
16.6%

접수방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
방문접수
151 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
방문접수 151
100.0%

Length

2023-12-23T07:36:57.821365image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:36:58.411685image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
방문접수 151
100.0%

선정방법구분
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
공개추첨
78 
기존접수, 신규접수, 추가접수
73 

Length

Max length16
Median length4
Mean length9.8013245
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
공개추첨 78
51.7%
기존접수, 신규접수, 추가접수 73
48.3%

Length

2023-12-23T07:36:59.033626image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:36:59.631666image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
공개추첨 78
26.3%
기존접수 73
24.6%
신규접수 73
24.6%
추가접수 73
24.6%

홈페이지주소
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
http://ojin.saem.or.kr/
73 
http://www.haeundaejangsan.or.kr
53 
http://banyeo.haeundaejangsan.or.kr
25 

Length

Max length35
Median length32
Mean length28.145695
Min length23

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowhttp://www.haeundaejangsan.or.kr
2nd rowhttp://www.haeundaejangsan.or.kr
3rd rowhttp://www.haeundaejangsan.or.kr
4th rowhttp://www.haeundaejangsan.or.kr
5th rowhttp://www.haeundaejangsan.or.kr

Common Values

ValueCountFrequency (%)
http://ojin.saem.or.kr/ 73
48.3%
http://www.haeundaejangsan.or.kr 53
35.1%
http://banyeo.haeundaejangsan.or.kr 25
 
16.6%

Length

2023-12-23T07:37:00.527169image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:37:01.241472image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
http://ojin.saem.or.kr 73
48.3%
http://www.haeundaejangsan.or.kr 53
35.1%
http://banyeo.haeundaejangsan.or.kr 25
 
16.6%

데이터기준일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size1.3 KiB
2023-12-19
151 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2023-12-19
2nd row2023-12-19
3rd row2023-12-19
4th row2023-12-19
5th row2023-12-19

Common Values

ValueCountFrequency (%)
2023-12-19 151
100.0%

Length

2023-12-23T07:37:01.978644image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-23T07:37:02.519598image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2023-12-19 151
100.0%

Interactions

2023-12-23T07:36:30.619052image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-23T07:37:02.890303image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육시작일자교육종료일자교육시작시각교육종료시각강좌내용운영요일교육장소강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호선정방법구분홈페이지주소
교육시작일자1.0000.6710.8110.4640.9840.9310.8490.9170.5680.8890.6710.6710.8940.671
교육종료일자0.6711.0000.2050.8720.9770.9221.0000.2650.8431.0001.0001.0001.0001.000
교육시작시각0.8110.2051.0000.9390.0000.6230.3680.7840.0000.2230.2050.2050.1950.205
교육종료시각0.4640.8720.9391.0000.0000.5440.7540.1820.6610.7490.8720.8720.9800.872
강좌내용0.9840.9770.0000.0001.0000.9830.9940.9980.9940.8910.9770.9770.9670.977
운영요일0.9310.9220.6230.5440.9831.0000.8650.8240.6980.8450.9220.9220.8820.922
교육장소0.8491.0000.3680.7540.9940.8651.0000.6770.9181.0001.0001.0001.0001.000
강좌정원수0.9170.2650.7840.1820.9980.8240.6771.0000.3740.4540.2650.2650.5450.265
수강료0.5680.8430.0000.6610.9940.6980.9180.3741.0000.7800.8430.8431.0000.843
교육장도로명주소0.8891.0000.2230.7490.8910.8451.0000.4540.7801.0001.0001.0001.0001.000
운영기관명0.6711.0000.2050.8720.9770.9221.0000.2650.8431.0001.0001.0001.0001.000
운영기관전화번호0.6711.0000.2050.8720.9770.9221.0000.2650.8431.0001.0001.0001.0001.000
선정방법구분0.8941.0000.1950.9800.9670.8821.0000.5451.0001.0001.0001.0001.0001.000
홈페이지주소0.6711.0000.2050.8720.9770.9221.0000.2650.8431.0001.0001.0001.0001.000
2023-12-23T07:37:03.884345image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
운영기관전화번호교육시작시각홈페이지주소교육장소교육장도로명주소교육시작일자교육종료시각운영요일운영기관명수강료교육종료일자선정방법구분
운영기관전화번호1.0000.0841.0000.9440.9970.6970.5780.7751.0000.7201.0000.997
교육시작시각0.0841.0000.0840.1090.1110.5550.5530.2240.0840.0000.0840.157
홈페이지주소1.0000.0841.0000.9440.9970.6970.5780.7751.0000.7201.0000.997
교육장소0.9440.1090.9441.0000.9480.6190.2860.3600.9440.6440.9440.941
교육장도로명주소0.9970.1110.9970.9481.0000.5650.4470.6140.9970.5900.9970.993
교육시작일자0.6970.5550.6970.6190.5651.0000.2310.7640.6970.3710.6970.700
교육종료시각0.5780.5530.5780.2860.4470.2311.0000.1620.5780.2690.5780.806
운영요일0.7750.2240.7750.3600.6140.7640.1621.0000.7750.3300.7750.784
운영기관명1.0000.0841.0000.9440.9970.6970.5780.7751.0000.7201.0000.997
수강료0.7200.0000.7200.6440.5900.3710.2690.3300.7201.0000.7200.969
교육종료일자1.0000.0841.0000.9440.9970.6970.5780.7751.0000.7201.0000.997
선정방법구분0.9970.1570.9970.9410.9930.7000.8060.7840.9970.9690.9971.000
2023-12-23T07:37:04.861669image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강좌정원수교육시작일자교육종료일자교육시작시각교육종료시각운영요일교육장소수강료교육장도로명주소운영기관명운영기관전화번호선정방법구분홈페이지주소
강좌정원수1.0000.6200.2520.5220.0790.5840.4190.2280.1900.2520.2520.3690.252
교육시작일자0.6201.0000.6970.5550.2310.7640.6190.3710.5650.6970.6970.7000.697
교육종료일자0.2520.6971.0000.0840.5780.7750.9440.7200.9971.0001.0000.9971.000
교육시작시각0.5220.5550.0841.0000.5530.2240.1090.0000.1110.0840.0840.1570.084
교육종료시각0.0790.2310.5780.5531.0000.1620.2860.2690.4470.5780.5780.8060.578
운영요일0.5840.7640.7750.2240.1621.0000.3600.3300.6140.7750.7750.7840.775
교육장소0.4190.6190.9440.1090.2860.3601.0000.6440.9480.9440.9440.9410.944
수강료0.2280.3710.7200.0000.2690.3300.6441.0000.5900.7200.7200.9690.720
교육장도로명주소0.1900.5650.9970.1110.4470.6140.9480.5901.0000.9970.9970.9930.997
운영기관명0.2520.6971.0000.0840.5780.7750.9440.7200.9971.0001.0000.9971.000
운영기관전화번호0.2520.6971.0000.0840.5780.7750.9440.7200.9971.0001.0000.9971.000
선정방법구분0.3690.7000.9970.1570.8060.7840.9410.9690.9930.9970.9971.0000.997
홈페이지주소0.2520.6971.0000.0840.5780.7750.9440.7200.9971.0001.0000.9971.000

Missing values

2023-12-23T07:36:31.785468image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-23T07:36:33.397565image/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

강좌명교육시작일자교육종료일자교육시작시각교육종료시각강좌내용교육대상구분교육방법구분운영요일교육장소강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수방법구분선정방법구분홈페이지주소데이터기준일자
0컴퓨터시작기초반2023-01-022023-12-2909:3010:20컴퓨터시작 기초만60세 이상 어르신강의월·수3층 정보화교실25월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
1컴퓨터시작심화반2023-01-022023-12-2910:3011:20컴퓨터시작 심화만60세 이상 어르신강의월·수3층 정보화교실25월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
2워드&인터넷반2023-01-022023-12-2911:3012:20워드&인터넷 활용만60세 이상 어르신강의월·수3층 정보화교실25월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
3컴퓨터&스마트기초A반2023-01-022023-12-2913:0013:50컴퓨터&스마트 활용반만60세 이상 어르신강의월·수3층 정보화교실25월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
4컴퓨터&스마트기초B반2023-01-022023-12-2914:0014:50컴퓨터&스마트 활용반만60세 이상 어르신강의월·수3층 정보화교실25월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
5스마트고급활용반2023-01-022023-12-2910:0010:50스마트고급&동영상편집반만60세 이상 어르신강의화·목3층 정보화교실25월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
6동영상제작반2023-01-022023-12-2911:0011:50동영상 제작 및 유튜브 활용만60세 이상 어르신강의화·목3층 정보화교실25월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
7원어민 중국어 level22023-01-022023-12-2910:0010:50중국어 중급만60세 이상 어르신강의수·금5층 프로그램실 135월 1만원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
8원어민 중국어 level32023-01-022023-12-2911:0011:50중국어 고급만60세 이상 어르신강의수·금5층 프로그램실 135월 1만원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
9일본어초급반2023-01-022023-12-2909:0009:50일본어 초급만60세 이상 어르신강의월·목5층 프로그램실 135월 1만원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2023-12-19
강좌명교육시작일자교육종료일자교육시작시각교육종료시각강좌내용교육대상구분교육방법구분운영요일교육장소강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수방법구분선정방법구분홈페이지주소데이터기준일자
141서예교실A2023-01-012024-02-2910:3012:30서예만60세 이상 어르신강의화, 목4층 묵향실15월5만2천원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19
142서예교실B2023-01-012024-02-2913:0015:00서예만60세 이상 어르신강의화, 목4층 묵향실15월5만2천원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19
143서예교실C(수)2023-01-012024-02-2914:3016:30서예만60세 이상 어르신강의수4층 묵향실15월5만2천원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19
144서예교실C(금)2023-01-012024-02-2909:3011:30서예만60세 이상 어르신강의금4층 묵향실15월5만2천원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19
145수채화교실A2023-01-012024-02-2910:0012:00정물화, 풍경화 등 수채화만60세 이상 어르신강의월4층 소회의실20월 4만원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19
146수채화교실B2023-01-012024-02-2913:0015:00작품전을 위한 수채화만60세 이상 어르신강의월4층 소회의실20월 4만원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19
147오카리나2023-01-012024-02-2909:3011:00오카리나만60세 이상 어르신강의수5층 어진샘홀15월3만6천원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19
148캘리그라피2023-01-012024-02-2913:0015:00붓을 활용한 캘리그라피만60세 이상 어르신강의월4층 묵향실15월 4만원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19
149풍물교실2023-01-012024-02-2914:3015:30징, 북, 장구 등 풍물만60세 이상 어르신강의월, 수5층 어진샘홀20월 4만원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19
150하모니카2023-01-012024-02-2909:0010:30하모니카만60세 이상 어르신강의금3층 나눔실15월3만6천원해운대구 재반로 12번길 16어진샘노인종합복지관051-784-8008방문접수기존접수, 신규접수, 추가접수http://ojin.saem.or.kr/2023-12-19