Overview

Dataset statistics

Number of variables19
Number of observations122
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory18.4 KiB
Average record size in memory154.1 B

Variable types

Text2
Categorical16
Numeric1

Dataset

Description부산광역시해운대구_노인복지관프로그램현황_20211029
Author부산광역시 해운대구
URLhttp://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=3074444

Alerts

접수방법구분 has constant value ""Constant
데이터기준일자 has constant value ""Constant
홈페이지주소 is highly overall correlated with 교육종료시각 and 9 other fieldsHigh correlation
운영기관명 is highly overall correlated with 교육시작일자 and 10 other fieldsHigh correlation
수강료 is highly overall correlated with 교육시작일자 and 9 other fieldsHigh correlation
선정방법구분 is highly overall correlated with 교육종료시각 and 9 other fieldsHigh correlation
교육시작일자 is highly overall correlated with 교육종료일자 and 4 other fieldsHigh correlation
교육장소 is highly overall correlated with 강좌정원수 and 9 other fieldsHigh correlation
교육종료일자 is highly overall correlated with 교육시작일자 and 5 other fieldsHigh correlation
운영기관전화번호 is highly overall correlated with 교육시작일자 and 11 other fieldsHigh correlation
교육대상구분 is highly overall correlated with 강좌정원수 and 10 other fieldsHigh correlation
교육방법구분 is highly overall correlated with 강좌정원수 and 8 other fieldsHigh correlation
강좌정원수 is highly overall correlated with 교육대상구분 and 2 other fieldsHigh correlation
교육시작시각 is highly overall correlated with 교육종료시각High correlation
교육종료시각 is highly overall correlated with 교육시작시각 and 4 other fieldsHigh correlation
운영요일 is highly overall correlated with 교육대상구분 and 5 other fieldsHigh correlation
교육장도로명주소 is highly overall correlated with 교육종료일자 and 6 other fieldsHigh correlation
교육시작일자 is highly imbalanced (65.9%)Imbalance
교육종료일자 is highly imbalanced (54.0%)Imbalance

Reproduction

Analysis started2023-12-10 17:23:05.814055
Analysis finished2023-12-10 17:23:09.749787
Duration3.94 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

강좌명
Text

Distinct120
Distinct (%)98.4%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2023-12-11T02:23:10.224145image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length13
Median length7
Mean length5.6229508
Min length2

Characters and Unicode

Total characters686
Distinct characters132
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

Unique118 ?
Unique (%)96.7%

Sample

1st row컴퓨터시작기초반
2nd row컴퓨터시작심화반
3rd row워드&인터넷반
4th row스마트미디어반
5th row스마트고급활용반
ValueCountFrequency (%)
단전호흡 7
 
4.7%
실버요가 5
 
3.4%
b반 4
 
2.7%
a반 4
 
2.7%
중급반 3
 
2.0%
초급반 3
 
2.0%
원어민중국어 2
 
1.4%
일본어 2
 
1.4%
d반 2
 
1.4%
e반 2
 
1.4%
Other values (109) 114
77.0%
2023-12-11T02:23:11.129896image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
반 48
 
7.0%
급 34
 
5.0%
어 31
 
4.5%
26
 
3.8%
B 22
 
3.2%
A 22
 
3.2%
초 17
 
2.5%
스 16
 
2.3%
중 16
 
2.3%
실 16
 
2.3%
Other values (122) 438
63.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 588
85.7%
Uppercase Letter 58
 
8.5%
Space Separator 26
 
3.8%
Lowercase Letter 10
 
1.5%
Other Punctuation 2
 
0.3%
Decimal Number 2
 
0.3%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
반 48
 
8.2%
급 34
 
5.8%
어 31
 
5.3%
초 17
 
2.9%
스 16
 
2.7%
중 16
 
2.7%
실 16
 
2.7%
화 15
 
2.6%
영 15
 
2.6%
요 13
 
2.2%
Other values (108) 367
62.4%
Uppercase Letter
ValueCountFrequency (%)
B 22
37.9%
A 22
37.9%
C 9
15.5%
E 2
 
3.4%
D 2
 
3.4%
P 1
 
1.7%
Lowercase Letter
ValueCountFrequency (%)
l 4
40.0%
e 4
40.0%
v 2
20.0%
Other Punctuation
ValueCountFrequency (%)
· 1
50.0%
& 1
50.0%
Decimal Number
ValueCountFrequency (%)
2 1
50.0%
1 1
50.0%
Space Separator
ValueCountFrequency (%)
26
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 588
85.7%
Latin 68
 
9.9%
Common 30
 
4.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
반 48
 
8.2%
급 34
 
5.8%
어 31
 
5.3%
초 17
 
2.9%
스 16
 
2.7%
중 16
 
2.7%
실 16
 
2.7%
화 15
 
2.6%
영 15
 
2.6%
요 13
 
2.2%
Other values (108) 367
62.4%
Latin
ValueCountFrequency (%)
B 22
32.4%
A 22
32.4%
C 9
13.2%
l 4
 
5.9%
e 4
 
5.9%
E 2
 
2.9%
D 2
 
2.9%
v 2
 
2.9%
P 1
 
1.5%
Common
ValueCountFrequency (%)
26
86.7%
· 1
 
3.3%
& 1
 
3.3%
2 1
 
3.3%
1 1
 
3.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 588
85.7%
ASCII 97
 
14.1%
None 1
 
0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
반 48
 
8.2%
급 34
 
5.8%
어 31
 
5.3%
초 17
 
2.9%
스 16
 
2.7%
중 16
 
2.7%
실 16
 
2.7%
화 15
 
2.6%
영 15
 
2.6%
요 13
 
2.2%
Other values (108) 367
62.4%
ASCII
ValueCountFrequency (%)
26
26.8%
B 22
22.7%
A 22
22.7%
C 9
 
9.3%
l 4
 
4.1%
e 4
 
4.1%
E 2
 
2.1%
D 2
 
2.1%
v 2
 
2.1%
P 1
 
1.0%
Other values (3) 3
 
3.1%
None
ValueCountFrequency (%)
· 1
100.0%

교육시작일자
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct5
Distinct (%)4.1%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2021-11-01
104 
2021-07-26
13 
2021-10-25
 
2
2021-10-26
 
2
2021-10-27
 
1

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique1 ?
Unique (%)0.8%

Sample

1st row2021-11-01
2nd row2021-11-01
3rd row2021-11-01
4th row2021-11-01
5th row2021-11-01

Common Values

ValueCountFrequency (%)
2021-11-01 104
85.2%
2021-07-26 13
 
10.7%
2021-10-25 2
 
1.6%
2021-10-26 2
 
1.6%
2021-10-27 1
 
0.8%

Length

2023-12-11T02:23:11.448520image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:11.700342image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-11-01 104
85.2%
2021-07-26 13
 
10.7%
2021-10-25 2
 
1.6%
2021-10-26 2
 
1.6%
2021-10-27 1
 
0.8%

교육종료일자
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct3
Distinct (%)2.5%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2022-02-18
104 
2021-11-12
13 
2021-12-17
 
5

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2022-02-18
2nd row2022-02-18
3rd row2022-02-18
4th row2022-02-18
5th row2022-02-18

Common Values

ValueCountFrequency (%)
2022-02-18 104
85.2%
2021-11-12 13
 
10.7%
2021-12-17 5
 
4.1%

Length

2023-12-11T02:23:11.986354image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:12.213580image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2022-02-18 104
85.2%
2021-11-12 13
 
10.7%
2021-12-17 5
 
4.1%

교육시작시각
Categorical

HIGH CORRELATION 

Distinct19
Distinct (%)15.6%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
13:00
20 
10:00
17 
14:00
15 
09:30
13 
11:00
13 
Other values (14)
44 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique5 ?
Unique (%)4.1%

Sample

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

Common Values

ValueCountFrequency (%)
13:00 20
16.4%
10:00 17
13.9%
14:00 15
12.3%
09:30 13
10.7%
11:00 13
10.7%
10:30 9
7.4%
11:30 6
 
4.9%
15:00 6
 
4.9%
09:00 5
 
4.1%
12:30 5
 
4.1%
Other values (9) 13
10.7%

Length

2023-12-11T02:23:12.473370image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
13:00 20
16.4%
10:00 17
13.9%
14:00 15
12.3%
09:30 13
10.7%
11:00 13
10.7%
10:30 9
7.4%
11:30 6
 
4.9%
15:00 6
 
4.9%
12:30 5
 
4.1%
09:00 5
 
4.1%
Other values (9) 13
10.7%

교육종료시각
Categorical

HIGH CORRELATION 

Distinct30
Distinct (%)24.6%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
12:00
11 
12:30
9 
11:00
 
8
13:50
 
7
14:00
 
7
Other values (25)
80 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique6 ?
Unique (%)4.9%

Sample

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

Common Values

ValueCountFrequency (%)
12:00 11
 
9.0%
12:30 9
 
7.4%
11:00 8
 
6.6%
13:50 7
 
5.7%
14:00 7
 
5.7%
11:20 7
 
5.7%
15:00 6
 
4.9%
14:50 6
 
4.9%
15:30 6
 
4.9%
11:30 5
 
4.1%
Other values (20) 50
41.0%

Length

2023-12-11T02:23:12.872629image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
12:00 11
 
9.0%
12:30 9
 
7.4%
11:00 8
 
6.6%
13:50 7
 
5.7%
14:00 7
 
5.7%
11:20 7
 
5.7%
14:50 6
 
4.9%
15:30 6
 
4.9%
15:00 6
 
4.9%
11:30 5
 
4.1%
Other values (20) 50
41.0%

강좌내용
Text

Distinct75
Distinct (%)61.5%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2023-12-11T02:23:13.424997image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length9
Median length7.5
Mean length4.4344262
Min length2

Characters and Unicode

Total characters541
Distinct characters115
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

Unique55 ?
Unique (%)45.1%

Sample

1st row컴퓨터시작 기초
2nd row컴퓨터시작 심화
3rd row워드&인터넷 활용
4th row블로그 활용 강의
5th row블로그 활용 심화
ValueCountFrequency (%)
단전호흡 11
 
7.1%
요가 9
 
5.8%
영어 5
 
3.2%
일본어 5
 
3.2%
기타 5
 
3.2%
난타 4
 
2.6%
영어문법기초 4
 
2.6%
스마트폰 4
 
2.6%
중국어 4
 
2.6%
활용 3
 
1.9%
Other values (59) 100
64.9%
2023-12-11T02:23:14.264827image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
32
 
5.9%
어 28
 
5.2%
급 19
 
3.5%
화 17
 
3.1%
초 16
 
3.0%
영 16
 
3.0%
기 15
 
2.8%
요 13
 
2.4%
스 13
 
2.4%
반 13
 
2.4%
Other values (105) 359
66.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 493
91.1%
Space Separator 32
 
5.9%
Uppercase Letter 6
 
1.1%
Close Punctuation 4
 
0.7%
Open Punctuation 4
 
0.7%
Other Punctuation 2
 
0.4%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
어 28
 
5.7%
급 19
 
3.9%
화 17
 
3.4%
초 16
 
3.2%
영 16
 
3.2%
기 15
 
3.0%
요 13
 
2.6%
스 13
 
2.6%
반 13
 
2.6%
전 12
 
2.4%
Other values (96) 331
67.1%
Uppercase Letter
ValueCountFrequency (%)
A 2
33.3%
B 2
33.3%
P 1
16.7%
C 1
16.7%
Other Punctuation
ValueCountFrequency (%)
· 1
50.0%
& 1
50.0%
Space Separator
ValueCountFrequency (%)
32
100.0%
Close Punctuation
ValueCountFrequency (%)
) 4
100.0%
Open Punctuation
ValueCountFrequency (%)
( 4
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 493
91.1%
Common 42
 
7.8%
Latin 6
 
1.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
어 28
 
5.7%
급 19
 
3.9%
화 17
 
3.4%
초 16
 
3.2%
영 16
 
3.2%
기 15
 
3.0%
요 13
 
2.6%
스 13
 
2.6%
반 13
 
2.6%
전 12
 
2.4%
Other values (96) 331
67.1%
Common
ValueCountFrequency (%)
32
76.2%
) 4
 
9.5%
( 4
 
9.5%
· 1
 
2.4%
& 1
 
2.4%
Latin
ValueCountFrequency (%)
A 2
33.3%
B 2
33.3%
P 1
16.7%
C 1
16.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 493
91.1%
ASCII 47
 
8.7%
None 1
 
0.2%

Most frequent character per block

ASCII
ValueCountFrequency (%)
32
68.1%
) 4
 
8.5%
( 4
 
8.5%
A 2
 
4.3%
B 2
 
4.3%
P 1
 
2.1%
C 1
 
2.1%
& 1
 
2.1%
Hangul
ValueCountFrequency (%)
어 28
 
5.7%
급 19
 
3.9%
화 17
 
3.4%
초 16
 
3.2%
영 16
 
3.2%
기 15
 
3.0%
요 13
 
2.6%
스 13
 
2.6%
반 13
 
2.6%
전 12
 
2.4%
Other values (96) 331
67.1%
None
ValueCountFrequency (%)
· 1
100.0%

교육대상구분
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
만60세 이상 어르신
88 
노인
34 

Length

Max length11
Median length11
Mean length8.4918033
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
만60세 이상 어르신 88
72.1%
노인 34
 
27.9%

Length

2023-12-11T02:23:14.591379image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:14.828309image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
만60세 88
29.5%
이상 88
29.5%
어르신 88
29.5%
노인 34
 
11.4%

교육방법구분
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)2.5%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
강의
88 
실습
20 
강의식
14 

Length

Max length3
Median length2
Mean length2.1147541
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
강의 88
72.1%
실습 20
 
16.4%
강의식 14
 
11.5%

Length

2023-12-11T02:23:15.085884image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:15.352129image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
강의 88
72.1%
실습 20
 
16.4%
강의식 14
 
11.5%

운영요일
Categorical

HIGH CORRELATION 

Distinct17
Distinct (%)13.9%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
화ㆍ목
19 
화·목
14 
월ㆍ수
12 
월·수
9 
월ㆍ목
9 
Other values (12)
59 

Length

Max length3
Median length3
Mean length2.557377
Min length1

Unique

Unique1 ?
Unique (%)0.8%

Sample

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

Common Values

ValueCountFrequency (%)
화ㆍ목 19
15.6%
화·목 14
11.5%
월ㆍ수 12
9.8%
월·수 9
 
7.4%
월ㆍ목 9
 
7.4%
수ㆍ금 9
 
7.4%
월 8
 
6.6%
금 7
 
5.7%
화ㆍ금 6
 
4.9%
수·금 5
 
4.1%
Other values (7) 24
19.7%

Length

2023-12-11T02:23:15.607608image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
화ㆍ목 19
15.6%
화·목 14
11.5%
월ㆍ수 12
9.8%
월·수 9
 
7.4%
월ㆍ목 9
 
7.4%
수ㆍ금 9
 
7.4%
월 8
 
6.6%
금 7
 
5.7%
화ㆍ금 6
 
4.9%
수·금 5
 
4.1%
Other values (7) 24
19.7%

교육장소
Categorical

HIGH CORRELATION 

Distinct20
Distinct (%)16.4%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
정보화실
11 
소회의실
11 
4층 프로그램실
10 
누리실
9 
어진샘홀
9 
Other values (15)
72 

Length

Max length10
Median length7.5
Mean length5.204918
Min length2

Unique

Unique1 ?
Unique (%)0.8%

Sample

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

Common Values

ValueCountFrequency (%)
정보화실 11
 
9.0%
소회의실 11
 
9.0%
4층 프로그램실 10
 
8.2%
누리실 9
 
7.4%
어진샘홀 9
 
7.4%
행복실 8
 
6.6%
5층 프로그램실 1 8
 
6.6%
희망실 6
 
4.9%
3층 서예실 6
 
4.9%
3층 정보화교실 6
 
4.9%
Other values (10) 38
31.1%

Length

2023-12-11T02:23:15.935315image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
프로그램실 21
 
12.6%
3층 12
 
7.2%
정보화실 11
 
6.6%
4층 11
 
6.6%
5층 11
 
6.6%
소회의실 11
 
6.6%
누리실 9
 
5.4%
어진샘홀 9
 
5.4%
행복실 8
 
4.8%
1 8
 
4.8%
Other values (12) 56
33.5%

강좌정원수
Real number (ℝ)

HIGH CORRELATION 

Distinct10
Distinct (%)8.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.795082
Minimum10
Maximum30
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.2 KiB
2023-12-11T02:23:16.259159image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum10
5-th percentile10
Q113.25
median15
Q317
95-th percentile24
Maximum30
Range20
Interquartile range (IQR)3.75

Descriptive statistics

Standard deviation4.2405725
Coefficient of variation (CV)0.26847423
Kurtosis1.1270763
Mean15.795082
Median Absolute Deviation (MAD)2
Skewness1.0438508
Sum1927
Variance17.982455
MonotonicityNot monotonic
2023-12-11T02:23:16.565094image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
15 51
41.8%
20 18
 
14.8%
10 14
 
11.5%
12 13
 
10.7%
24 8
 
6.6%
14 6
 
4.9%
17 4
 
3.3%
13 4
 
3.3%
30 2
 
1.6%
25 2
 
1.6%
ValueCountFrequency (%)
10 14
 
11.5%
12 13
 
10.7%
13 4
 
3.3%
14 6
 
4.9%
15 51
41.8%
17 4
 
3.3%
20 18
 
14.8%
24 8
 
6.6%
25 2
 
1.6%
30 2
 
1.6%
ValueCountFrequency (%)
30 2
 
1.6%
25 2
 
1.6%
24 8
 
6.6%
20 18
 
14.8%
17 4
 
3.3%
15 51
41.8%
14 6
 
4.9%
13 4
 
3.3%
12 13
 
10.7%
10 14
 
11.5%

수강료
Categorical

HIGH CORRELATION 

Distinct10
Distinct (%)8.2%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
분기25000원
59 
월 1만원
27 
4개월 40,000원
11 
월 1만2천원
7 
분기30000원
6 
Other values (5)
12 

Length

Max length11
Median length8
Mean length7.5
Min length2

Unique

Unique3 ?
Unique (%)2.5%

Sample

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

Common Values

ValueCountFrequency (%)
분기25000원 59
48.4%
월 1만원 27
22.1%
4개월 40,000원 11
 
9.0%
월 1만2천원 7
 
5.7%
분기30000원 6
 
4.9%
2개월 20,000원 5
 
4.1%
무료 4
 
3.3%
분기25001원 1
 
0.8%
분기25002원 1
 
0.8%
4개월 20,000원 1
 
0.8%

Length

2023-12-11T02:23:16.929023image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:17.282351image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
분기25000원 59
34.1%
월 34
19.7%
1만원 27
15.6%
4개월 12
 
6.9%
40,000원 11
 
6.4%
1만2천원 7
 
4.0%
분기30000원 6
 
3.5%
20,000원 6
 
3.5%
2개월 5
 
2.9%
무료 4
 
2.3%
Other values (2) 2
 
1.2%

교육장도로명주소
Categorical

HIGH CORRELATION 

Distinct42
Distinct (%)34.4%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
해운대구 좌동로 126
34 
해운대구 재반로 12번길72
14 
해운대구 207번길 79
13 
해운대구 재반로 12번길85
11 
해운대구 재반로256번길 29-53
5 
Other values (37)
45 

Length

Max length19
Median length15
Mean length14.221311
Min length12

Unique

Unique32 ?
Unique (%)26.2%

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 좌동로 126 34
27.9%
해운대구 재반로 12번길72 14
11.5%
해운대구 207번길 79 13
 
10.7%
해운대구 재반로 12번길85 11
 
9.0%
해운대구 재반로256번길 29-53 5
 
4.1%
해운대구 재반로 12번길68 4
 
3.3%
해운대구 재반로 12번길64 3
 
2.5%
해운대구 재반로 12번길18 2
 
1.6%
해운대구 재반로 12번길57 2
 
1.6%
해운대구 재반로 12번길50 2
 
1.6%
Other values (32) 32
26.2%

Length

2023-12-11T02:23:17.795257image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
해운대구 122
33.3%
재반로 70
19.1%
좌동로 34
 
9.3%
126 34
 
9.3%
12번길72 14
 
3.8%
207번길 13
 
3.6%
79 13
 
3.6%
12번길85 11
 
3.0%
재반로256번길 5
 
1.4%
29-53 5
 
1.4%
Other values (37) 45
 
12.3%

운영기관명
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
어진샘노인종합복지관
70 
장산노인복지관
34 
노인복지관 반여분관
13 
반디문화센터
 
5

Length

Max length10
Median length10
Mean length9
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
어진샘노인종합복지관 70
57.4%
장산노인복지관 34
27.9%
노인복지관 반여분관 13
 
10.7%
반디문화센터 5
 
4.1%

Length

2023-12-11T02:23:18.196558image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:18.503267image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
어진샘노인종합복지관 70
51.9%
장산노인복지관 34
25.2%
노인복지관 13
 
9.6%
반여분관 13
 
9.6%
반디문화센터 5
 
3.7%

운영기관전화번호
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)2.5%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
051-784-8008
70 
051-704-9141
34 
051-529-9141
18 

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 70
57.4%
051-704-9141 34
27.9%
051-529-9141 18
 
14.8%

Length

2023-12-11T02:23:18.840623image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:19.106582image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
051-784-8008 70
57.4%
051-704-9141 34
27.9%
051-529-9141 18
 
14.8%

접수방법구분
Categorical

CONSTANT 

Distinct1
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
방문접수
122 

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 122
100.0%

Length

2023-12-11T02:23:19.385479image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:19.630266image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
방문접수 122
100.0%

선정방법구분
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
선착순
70 
공개추첨
52 

Length

Max length4
Median length3
Mean length3.4262295
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
선착순 70
57.4%
공개추첨 52
42.6%

Length

2023-12-11T02:23:19.925294image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:20.199179image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
선착순 70
57.4%
공개추첨 52
42.6%

홈페이지주소
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
http://ojin.saem.or.kr/
70 
http://www.haeundaejangsan.or.kr
52 

Length

Max length32
Median length23
Mean length26.836066
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/ 70
57.4%
http://www.haeundaejangsan.or.kr 52
42.6%

Length

2023-12-11T02:23:20.504374image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:20.779718image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
http://ojin.saem.or.kr 70
57.4%
http://www.haeundaejangsan.or.kr 52
42.6%

데이터기준일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2021-10-29
122 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-10-29
2nd row2021-10-29
3rd row2021-10-29
4th row2021-10-29
5th row2021-10-29

Common Values

ValueCountFrequency (%)
2021-10-29 122
100.0%

Length

2023-12-11T02:23:21.087438image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:23:21.388779image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2021-10-29 122
100.0%

Interactions

2023-12-11T02:23:08.832395image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-11T02:23:21.578559image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육시작일자교육종료일자교육시작시각교육종료시각강좌내용교육대상구분교육방법구분운영요일교육장소강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호선정방법구분홈페이지주소
교육시작일자1.0001.0000.0000.3090.7310.1530.0350.4900.9090.0930.9380.7780.8370.7090.3730.373
교육종료일자1.0001.0000.0000.5150.8130.1370.3690.5391.0000.0770.9741.0001.0000.9400.2900.290
교육시작시각0.0000.0001.0000.9690.8330.3540.2410.1740.4630.0000.5760.6720.0430.4040.2060.206
교육종료시각0.3090.5150.9691.0000.7500.8950.7790.5750.7790.3420.8640.2040.8070.9381.0001.000
강좌내용0.7310.8130.8330.7501.0000.8490.9600.9710.9890.9610.9140.0000.8710.9350.8790.879
교육대상구분0.1530.1370.3540.8950.8491.0001.0000.9591.0000.4441.0001.0001.0001.0000.8910.891
교육방법구분0.0350.3690.2410.7790.9601.0001.0000.8381.0000.6510.8440.7570.6690.9400.4640.464
운영요일0.4900.5390.1740.5750.9710.9590.8381.0000.8550.6600.7170.7860.8090.8820.8040.804
교육장소0.9091.0000.4630.7790.9891.0001.0000.8551.0000.9160.9660.9221.0001.0001.0001.000
강좌정원수0.0930.0770.0000.3420.9610.4440.6510.6600.9161.0000.4140.7830.3850.4260.3340.334
수강료0.9380.9740.5760.8640.9141.0000.8440.7170.9660.4141.0000.9040.9990.9761.0001.000
교육장도로명주소0.7781.0000.6720.2040.0001.0000.7570.7860.9220.7830.9041.0001.0001.0001.0001.000
운영기관명0.8371.0000.0430.8070.8711.0000.6690.8091.0000.3850.9991.0001.0001.0001.0001.000
운영기관전화번호0.7090.9400.4040.9380.9351.0000.9400.8821.0000.4260.9761.0001.0001.0001.0001.000
선정방법구분0.3730.2900.2061.0000.8790.8910.4640.8041.0000.3341.0001.0001.0001.0001.0001.000
홈페이지주소0.3730.2900.2061.0000.8790.8910.4640.8041.0000.3341.0001.0001.0001.0001.0001.000
2023-12-11T02:23:22.010313image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
홈페이지주소교육시작시각운영기관명교육종료시각수강료선정방법구분운영요일교육시작일자교육장소교육종료일자교육장도로명주소운영기관전화번호교육대상구분교육방법구분
홈페이지주소1.0000.1660.9920.8760.9530.9830.7010.4490.9220.4670.8160.9960.7000.713
교육시작시각0.1661.0000.0000.6820.2440.1660.0390.0000.1460.0000.1960.2170.2890.117
운영기관명0.9920.0001.0000.4970.9620.9920.5690.8060.9300.9960.8230.9960.9920.695
교육종료시각0.8760.6820.4971.0000.4310.8760.1780.1150.2850.2430.0000.6610.6680.456
수강료0.9530.2440.9620.4311.0000.9530.3640.6510.6710.9530.5030.9560.9660.735
선정방법구분0.9830.1660.9920.8760.9531.0000.7010.4490.9220.4670.8160.9960.7000.713
운영요일0.7010.0390.5690.1780.3640.7011.0000.2620.4520.3240.2850.7100.8930.644
교육시작일자0.4490.0000.8060.1150.6510.4490.2621.0000.5960.9920.4080.6890.1850.020
교육장소0.9220.1460.9300.2850.6710.9220.4520.5961.0000.9260.4530.9260.9220.926
교육종료일자0.4670.0000.9960.2430.9530.4670.3240.9920.9261.0000.8200.7010.2250.131
교육장도로명주소0.8160.1960.8230.0000.5030.8160.2850.4080.4530.8201.0000.8200.8160.405
운영기관전화번호0.9960.2170.9960.6610.9560.9960.7100.6890.9260.7010.8201.0000.9960.701
교육대상구분0.7000.2890.9920.6680.9660.7000.8930.1850.9220.2250.8160.9961.0000.996
교육방법구분0.7130.1170.6950.4560.7350.7130.6440.0200.9260.1310.4050.7010.9961.000
2023-12-11T02:23:23.011614image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
강좌정원수교육시작일자교육종료일자교육시작시각교육종료시각교육대상구분교육방법구분운영요일교육장소수강료교육장도로명주소운영기관명운영기관전화번호선정방법구분홈페이지주소
강좌정원수1.0000.0000.0000.0730.1990.5800.6590.3620.6650.2310.4110.3080.3980.4320.432
교육시작일자0.0001.0000.9920.0000.1150.1850.0200.2620.5960.6510.4080.8060.6890.4490.449
교육종료일자0.0000.9921.0000.0000.2430.2250.1310.3240.9260.9530.8200.9960.7010.4670.467
교육시작시각0.0730.0000.0001.0000.6820.2890.1170.0390.1460.2440.1960.0000.2170.1660.166
교육종료시각0.1990.1150.2430.6821.0000.6680.4560.1780.2850.4310.0000.4970.6610.8760.876
교육대상구분0.5800.1850.2250.2890.6681.0000.9960.8930.9220.9660.8160.9920.9960.7000.700
교육방법구분0.6590.0200.1310.1170.4560.9961.0000.6440.9260.7350.4050.6950.7010.7130.713
운영요일0.3620.2620.3240.0390.1780.8930.6441.0000.4520.3640.2850.5690.7100.7010.701
교육장소0.6650.5960.9260.1460.2850.9220.9260.4521.0000.6710.4530.9300.9260.9220.922
수강료0.2310.6510.9530.2440.4310.9660.7350.3640.6711.0000.5030.9620.9560.9530.953
교육장도로명주소0.4110.4080.8200.1960.0000.8160.4050.2850.4530.5031.0000.8230.8200.8160.816
운영기관명0.3080.8060.9960.0000.4970.9920.6950.5690.9300.9620.8231.0000.9960.9920.992
운영기관전화번호0.3980.6890.7010.2170.6610.9960.7010.7100.9260.9560.8200.9961.0000.9960.996
선정방법구분0.4320.4490.4670.1660.8760.7000.7130.7010.9220.9530.8160.9920.9961.0000.983
홈페이지주소0.4320.4490.4670.1660.8760.7000.7130.7010.9220.9530.8160.9920.9960.9831.000

Missing values

2023-12-11T02:23:09.118061image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T02:23:09.547996image/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
0컴퓨터시작기초반2021-11-012022-02-1809:3010:20컴퓨터시작 기초노인강의식월·수3층 정보화교실15월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
1컴퓨터시작심화반2021-11-012022-02-1810:3011:20컴퓨터시작 심화노인강의식월·수3층 정보화교실15월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
2워드&인터넷반2021-11-012022-02-1811:3012:20워드&인터넷 활용노인강의식월·수3층 정보화교실15월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
3스마트미디어반2021-11-012022-02-1813:0013:50블로그 활용 강의노인강의식월·수3층 정보화교실15월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
4스마트고급활용반2021-11-012022-02-1809:3010:20블로그 활용 심화노인강의식화·목3층 정보화교실15월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
5동영상제작반2021-11-012022-02-1810:3011:20동영상 제작노인강의식화·목3층 정보화교실15월 1만2천원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
6원어민중국어 level12021-11-012022-02-1809:0009:50중국어 회화 기초노인강의식수·금5층 프로그램실 124월 1만원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
7원어민중국어 level22021-11-012022-02-1810:0010:50중국어 회화 심화노인강의식수·금5층 프로그램실 124월 1만원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
8일본어초급반2021-11-012022-02-1809:3010:20일본어 초급노인강의식월·목5층 프로그램실 124월 1만원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
9일본어중급반2021-11-012022-02-1810:3012:20일본어 중급노인강의식월·목5층 프로그램실 124월 1만원해운대구 좌동로 126장산노인복지관051-704-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
강좌명교육시작일자교육종료일자교육시작시각교육종료시각강좌내용교육대상구분교육방법구분운영요일교육장소강좌정원수수강료교육장도로명주소운영기관명운영기관전화번호접수방법구분선정방법구분홈페이지주소데이터기준일자
112영어 초급반2021-07-262021-11-1213:0013:50영어 초급반만60세 이상 어르신강의월ㆍ수프로그램실1154개월 40,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
113영어 중급반2021-07-262021-11-1214:0014:50영어 중급반만60세 이상 어르신강의월ㆍ수프로그램실1154개월 40,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
114스마트폰활용반2021-07-262021-11-1210:0010:50스마트폰활용반만60세 이상 어르신강의금프로그램실1154개월 20,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
115연필그림반2021-07-262021-11-1214:0015:20연필그림반만60세 이상 어르신강의금프로그램실1154개월 40,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
116우쿠렐레 초급반2021-07-262021-11-1212:3013:50우쿠렐레 초급반만60세 이상 어르신강의목프로그램실2124개월 40,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
117우쿠렐레 중급반2021-07-262021-11-1214:0015:20우쿠렐레 중급반만60세 이상 어르신강의목프로그램실2124개월 40,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
118건강체조 A반2021-07-262021-11-1214:0014:50건강체조 A반만60세 이상 어르신강의월ㆍ수강당204개월 40,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
119건강체조 B반2021-07-262021-11-1215:0015:50건강체조 B반만60세 이상 어르신강의월ㆍ수강당204개월 40,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
120단전호흡 A반2021-07-262021-11-1212:3013:20단전호흡 A반만60세 이상 어르신강의화ㆍ목강당204개월 40,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29
121단전호흡 B반2021-07-262021-11-1213:3014:20단전호흡 B반만60세 이상 어르신강의화ㆍ목강당204개월 40,000원해운대구 207번길 79노인복지관 반여분관051-529-9141방문접수공개추첨http://www.haeundaejangsan.or.kr2021-10-29