Overview

Dataset statistics

Number of variables18
Number of observations193
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory28.2 KiB
Average record size in memory149.7 B

Variable types

Numeric5
Categorical6
Text4
DateTime3

Dataset

Description동래구 도서관 홈페이지에 등록되어 있는 강좌정보의 상세 정보를 제공합니다.강좌그룹, 기수, 강좌명, 접수항목 추가옵션, 대상, 총접수인원, 대기자수, 접수시작일, 접수마감일, 강좌시작일, 강좌종료일, 시작시간, 강좌장소, 준비물, 수강료, 유의사항, 조회수, 등록일 등의 정보를 제공합니다.
Author부산광역시 동래구
URLhttps://www.data.go.kr/data/15122630/fileData.do

Alerts

도서관명 is highly overall correlated with 기수코드 and 4 other fieldsHigh correlation
강좌그룹 is highly overall correlated with 기수코드 and 4 other fieldsHigh correlation
순번 is highly overall correlated with 기수코드 and 1 other fieldsHigh correlation
기수코드 is highly overall correlated with 순번 and 3 other fieldsHigh correlation
대기자수 is highly overall correlated with 강좌그룹 and 2 other fieldsHigh correlation
기수명 is highly overall correlated with 순번 and 5 other fieldsHigh correlation
강좌장소 is highly overall correlated with 강좌그룹 and 2 other fieldsHigh correlation
접수항목 추가옵션 is highly imbalanced (59.2%)Imbalance
수강료 is highly imbalanced (56.5%)Imbalance
순번 has unique valuesUnique
대기자수 has 22 (11.4%) zerosZeros

Reproduction

Analysis started2023-12-12 06:48:42.855545
Analysis finished2023-12-12 06:48:47.240550
Duration4.39 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

순번
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct193
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean97
Minimum1
Maximum193
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.8 KiB
2023-12-12T15:48:47.335876image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile10.6
Q149
median97
Q3145
95-th percentile183.4
Maximum193
Range192
Interquartile range (IQR)96

Descriptive statistics

Standard deviation55.858452
Coefficient of variation (CV)0.57586033
Kurtosis-1.2
Mean97
Median Absolute Deviation (MAD)48
Skewness0
Sum18721
Variance3120.1667
MonotonicityStrictly increasing
2023-12-12T15:48:47.498963image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
0.5%
146 1
 
0.5%
124 1
 
0.5%
125 1
 
0.5%
126 1
 
0.5%
127 1
 
0.5%
128 1
 
0.5%
129 1
 
0.5%
130 1
 
0.5%
131 1
 
0.5%
Other values (183) 183
94.8%
ValueCountFrequency (%)
1 1
0.5%
2 1
0.5%
3 1
0.5%
4 1
0.5%
5 1
0.5%
6 1
0.5%
7 1
0.5%
8 1
0.5%
9 1
0.5%
10 1
0.5%
ValueCountFrequency (%)
193 1
0.5%
192 1
0.5%
191 1
0.5%
190 1
0.5%
189 1
0.5%
188 1
0.5%
187 1
0.5%
186 1
0.5%
185 1
0.5%
184 1
0.5%

강좌그룹
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
문화강좌
101 
2022 도서관 강좌
92 

Length

Max length11
Median length4
Mean length7.3367876
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
문화강좌 101
52.3%
2022 도서관 강좌 92
47.7%

Length

2023-12-12T15:48:47.651804image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T15:48:47.750724image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
문화강좌 101
26.8%
2022 92
24.4%
도서관 92
24.4%
강좌 92
24.4%

도서관명
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
동래읍성도서관
101 
안락누리도서관
92 

Length

Max length7
Median length7
Mean length7
Min length7

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
동래읍성도서관 101
52.3%
안락누리도서관 92
47.7%

Length

2023-12-12T15:48:47.859053image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T15:48:47.973035image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
동래읍성도서관 101
52.3%
안락누리도서관 92
47.7%

기수코드
Real number (ℝ)

HIGH CORRELATION 

Distinct50
Distinct (%)25.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean157.72539
Minimum96
Maximum190
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.8 KiB
2023-12-12T15:48:48.116991image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum96
5-th percentile102
Q1144
median167
Q3182
95-th percentile188
Maximum190
Range94
Interquartile range (IQR)38

Descriptive statistics

Standard deviation27.603257
Coefficient of variation (CV)0.17500833
Kurtosis-0.30875809
Mean157.72539
Median Absolute Deviation (MAD)18
Skewness-0.86649966
Sum30441
Variance761.93982
MonotonicityNot monotonic
2023-12-12T15:48:48.275141image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
102 21
 
10.9%
185 16
 
8.3%
188 11
 
5.7%
142 8
 
4.1%
145 8
 
4.1%
169 7
 
3.6%
175 6
 
3.1%
140 6
 
3.1%
170 6
 
3.1%
150 6
 
3.1%
Other values (40) 98
50.8%
ValueCountFrequency (%)
96 1
 
0.5%
102 21
10.9%
104 3
 
1.6%
113 2
 
1.0%
115 2
 
1.0%
136 1
 
0.5%
137 3
 
1.6%
140 6
 
3.1%
142 8
 
4.1%
143 1
 
0.5%
ValueCountFrequency (%)
190 4
 
2.1%
189 3
 
1.6%
188 11
5.7%
187 2
 
1.0%
186 5
 
2.6%
185 16
8.3%
184 1
 
0.5%
183 5
 
2.6%
182 3
 
1.6%
181 1
 
0.5%

기수명
Categorical

HIGH CORRELATION 

Distinct48
Distinct (%)24.9%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
동화구연 교실
21 
휴먼북도서관 기획프로그램
16 
2023년 9월 독서의 달
14 
2022년 성인 독서문화강좌
 
8
2022년 안락누리도서관 유아동화구연교실
 
8
Other values (43)
126 

Length

Max length33
Median length22
Mean length14.756477
Min length7

Unique

Unique13 ?
Unique (%)6.7%

Sample

1st row2021년 성인 독서문화강좌
2nd row2021년 가정의 달 특강
3rd row제57회 도서관주간 행사
4th row제57회 도서관주간 행사
5th row2021년 가정의 달 특강

Common Values

ValueCountFrequency (%)
동화구연 교실 21
 
10.9%
휴먼북도서관 기획프로그램 16
 
8.3%
2023년 9월 독서의 달 14
 
7.3%
2022년 성인 독서문화강좌 8
 
4.1%
2022년 안락누리도서관 유아동화구연교실 8
 
4.1%
2023 동화구연교실 7
 
3.6%
2023 상반기 어린이청소년 독서문화강좌 6
 
3.1%
2022년 문화가 있는 날 6
 
3.1%
2022 강좌 6
 
3.1%
2023년 어린이 청소년 상반기 독서강좌 6
 
3.1%
Other values (38) 95
49.2%

Length

2023-12-12T15:48:48.430270image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2022년 55
 
9.0%
2023년 51
 
8.3%
독서문화강좌 32
 
5.2%
2023 32
 
5.2%
어린이 27
 
4.4%
달 23
 
3.8%
동화구연 21
 
3.4%
상반기 21
 
3.4%
교실 21
 
3.4%
청소년 21
 
3.4%
Other values (46) 307
50.2%

강좌명
Text

Distinct191
Distinct (%)99.0%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
2023-12-12T15:48:48.747607image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length45
Median length30
Mean length22.979275
Min length9

Characters and Unicode

Total characters4435
Distinct characters398
Distinct categories12 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique189 ?
Unique (%)97.9%

Sample

1st row어둠을 밝히는 옛이야기의 세계[온라인 강좌]
2nd row바이러스, 그리고 인류의 역사와 문화[온라인 강좌]
3rd row아동 체험특강 다육이 테라리움 만들기(초등1-3)
4th row언택트 「공룡 매직쇼」 [온라인 시청]
5th row[5월 가정의 달 특강] 꿈을 이루는 기적의 독서법
ValueCountFrequency (%)
동래읍성 21
 
2.4%
온라인 17
 
1.9%
책 17
 
1.9%
2022년 15
 
1.7%
놀이터 14
 
1.6%
동화구연 14
 
1.6%
인문학 13
 
1.5%
떠나는 11
 
1.3%
2023년 11
 
1.3%
가족체험특강 10
 
1.1%
Other values (451) 730
83.6%
2023-12-12T15:48:49.198150image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
683
 
15.4%
0 140
 
3.2%
1 101
 
2.3%
2 90
 
2.0%
) 86
 
1.9%
( 82
 
1.8%
이 66
 
1.5%
동 65
 
1.5%
는 63
 
1.4%
화 60
 
1.4%
Other values (388) 2999
67.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 2582
58.2%
Space Separator 683
 
15.4%
Decimal Number 466
 
10.5%
Lowercase Letter 151
 
3.4%
Other Punctuation 139
 
3.1%
Close Punctuation 138
 
3.1%
Open Punctuation 134
 
3.0%
Uppercase Letter 63
 
1.4%
Dash Punctuation 45
 
1.0%
Math Symbol 28
 
0.6%
Other values (2) 6
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
이 66
 
2.6%
동 65
 
2.5%
는 63
 
2.4%
화 60
 
2.3%
인 56
 
2.2%
기 44
 
1.7%
월 40
 
1.5%
성 40
 
1.5%
가 39
 
1.5%
서 39
 
1.5%
Other values (322) 2070
80.2%
Lowercase Letter
ValueCountFrequency (%)
i 18
11.9%
n 17
11.3%
l 17
11.3%
g 14
9.3%
h 13
8.6%
s 12
7.9%
o 10
 
6.6%
r 8
 
5.3%
y 8
 
5.3%
a 6
 
4.0%
Other values (10) 28
18.5%
Uppercase Letter
ValueCountFrequency (%)
E 17
27.0%
I 10
15.9%
S 7
11.1%
N 6
 
9.5%
T 5
 
7.9%
M 4
 
6.3%
F 4
 
6.3%
B 3
 
4.8%
J 2
 
3.2%
Y 1
 
1.6%
Other values (4) 4
 
6.3%
Decimal Number
ValueCountFrequency (%)
0 140
30.0%
1 101
21.7%
2 90
19.3%
3 37
 
7.9%
5 33
 
7.1%
6 26
 
5.6%
4 20
 
4.3%
7 11
 
2.4%
9 5
 
1.1%
8 3
 
0.6%
Other Punctuation
ValueCountFrequency (%)
: 57
41.0%
" 40
28.8%
, 25
18.0%
! 13
 
9.4%
. 2
 
1.4%
& 1
 
0.7%
? 1
 
0.7%
Close Punctuation
ValueCountFrequency (%)
) 86
62.3%
] 49
35.5%
』 2
 
1.4%
」 1
 
0.7%
Open Punctuation
ValueCountFrequency (%)
( 82
61.2%
[ 49
36.6%
『 2
 
1.5%
「 1
 
0.7%
Math Symbol
ValueCountFrequency (%)
~ 24
85.7%
> 2
 
7.1%
< 2
 
7.1%
Space Separator
ValueCountFrequency (%)
683
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 45
100.0%
Final Punctuation
ValueCountFrequency (%)
” 3
100.0%
Initial Punctuation
ValueCountFrequency (%)
“ 3
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 2582
58.2%
Common 1639
37.0%
Latin 214
 
4.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
이 66
 
2.6%
동 65
 
2.5%
는 63
 
2.4%
화 60
 
2.3%
인 56
 
2.2%
기 44
 
1.7%
월 40
 
1.5%
성 40
 
1.5%
가 39
 
1.5%
서 39
 
1.5%
Other values (322) 2070
80.2%
Latin
ValueCountFrequency (%)
i 18
 
8.4%
n 17
 
7.9%
E 17
 
7.9%
l 17
 
7.9%
g 14
 
6.5%
h 13
 
6.1%
s 12
 
5.6%
I 10
 
4.7%
o 10
 
4.7%
r 8
 
3.7%
Other values (24) 78
36.4%
Common
ValueCountFrequency (%)
683
41.7%
0 140
 
8.5%
1 101
 
6.2%
2 90
 
5.5%
) 86
 
5.2%
( 82
 
5.0%
: 57
 
3.5%
[ 49
 
3.0%
] 49
 
3.0%
- 45
 
2.7%
Other values (22) 257
 
15.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 2582
58.2%
ASCII 1841
41.5%
Punctuation 6
 
0.1%
None 6
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
683
37.1%
0 140
 
7.6%
1 101
 
5.5%
2 90
 
4.9%
) 86
 
4.7%
( 82
 
4.5%
: 57
 
3.1%
[ 49
 
2.7%
] 49
 
2.7%
- 45
 
2.4%
Other values (50) 459
24.9%
Hangul
ValueCountFrequency (%)
이 66
 
2.6%
동 65
 
2.5%
는 63
 
2.4%
화 60
 
2.3%
인 56
 
2.2%
기 44
 
1.7%
월 40
 
1.5%
성 40
 
1.5%
가 39
 
1.5%
서 39
 
1.5%
Other values (322) 2070
80.2%
Punctuation
ValueCountFrequency (%)
” 3
50.0%
“ 3
50.0%
None
ValueCountFrequency (%)
『 2
33.3%
』 2
33.3%
「 1
16.7%
」 1
16.7%

접수항목 추가옵션
Categorical

IMBALANCE 

Distinct9
Distinct (%)4.7%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
생년월일,휴대폰
144 
휴대폰
31 
자녀성명,생년월일,휴대폰
 
5
추가인원수,휴대폰
 
5
생년월일,추가인원수,휴대폰
 
3
Other values (4)
 
5

Length

Max length16
Median length8
Mean length7.5336788
Min length3

Unique

Unique3 ?
Unique (%)1.6%

Sample

1st row휴대폰
2nd row휴대폰
3rd row생년월일,휴대폰
4th row휴대폰
5th row휴대폰

Common Values

ValueCountFrequency (%)
생년월일,휴대폰 144
74.6%
휴대폰 31
 
16.1%
자녀성명,생년월일,휴대폰 5
 
2.6%
추가인원수,휴대폰 5
 
2.6%
생년월일,추가인원수,휴대폰 3
 
1.6%
생년월일,휴대폰,이메일 2
 
1.0%
생년월일,학교정보,전화,휴대폰 1
 
0.5%
자녀성명,휴대폰 1
 
0.5%
보호자성명,휴대폰 1
 
0.5%

Length

2023-12-12T15:48:49.375205image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T15:48:49.538813image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
생년월일,휴대폰 144
74.6%
휴대폰 31
 
16.1%
자녀성명,생년월일,휴대폰 5
 
2.6%
추가인원수,휴대폰 5
 
2.6%
생년월일,추가인원수,휴대폰 3
 
1.6%
생년월일,휴대폰,이메일 2
 
1.0%
생년월일,학교정보,전화,휴대폰 1
 
0.5%
자녀성명,휴대폰 1
 
0.5%
보호자성명,휴대폰 1
 
0.5%

대상
Text

Distinct58
Distinct (%)30.1%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
2023-12-12T15:48:50.165859image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length18
Median length13
Mean length7.8911917
Min length2

Characters and Unicode

Total characters1523
Distinct characters42
Distinct categories8 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique28 ?
Unique (%)14.5%

Sample

1st row성인 25명
2nd row성인 25명
3rd row초등 1~3학년
4th row유아, 초등학생 및 학부모 60명
5th row성인 30명
ValueCountFrequency (%)
성인 49
 
11.7%
초등 45
 
10.8%
유아 32
 
7.7%
1학년 29
 
6.9%
5명 22
 
5.3%
유아4세~초등 16
 
3.8%
12
 
2.9%
20명 11
 
2.6%
초등3-4 10
 
2.4%
6세 10
 
2.4%
Other values (55) 182
43.5%
2023-12-12T15:48:50.622357image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
225
 
14.8%
등 111
 
7.3%
초 107
 
7.0%
학 85
 
5.6%
1 78
 
5.1%
년 67
 
4.4%
~ 66
 
4.3%
명 59
 
3.9%
인 57
 
3.7%
성 57
 
3.7%
Other values (32) 611
40.1%

Most occurring categories

ValueCountFrequency (%)
Other Letter 827
54.3%
Decimal Number 344
22.6%
Space Separator 225
 
14.8%
Math Symbol 66
 
4.3%
Dash Punctuation 48
 
3.2%
Other Punctuation 11
 
0.7%
Open Punctuation 1
 
0.1%
Close Punctuation 1
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
등 111
13.4%
초 107
12.9%
학 85
10.3%
년 67
8.1%
명 59
7.1%
인 57
6.9%
성 57
6.9%
아 54
6.5%
유 54
6.5%
세 43
 
5.2%
Other values (18) 133
16.1%
Decimal Number
ValueCountFrequency (%)
1 78
22.7%
4 49
14.2%
6 48
14.0%
5 45
13.1%
3 41
11.9%
2 37
10.8%
0 33
9.6%
7 13
 
3.8%
Space Separator
ValueCountFrequency (%)
225
100.0%
Math Symbol
ValueCountFrequency (%)
~ 66
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 48
100.0%
Other Punctuation
ValueCountFrequency (%)
, 11
100.0%
Open Punctuation
ValueCountFrequency (%)
( 1
100.0%
Close Punctuation
ValueCountFrequency (%)
) 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 827
54.3%
Common 696
45.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
등 111
13.4%
초 107
12.9%
학 85
10.3%
년 67
8.1%
명 59
7.1%
인 57
6.9%
성 57
6.9%
아 54
6.5%
유 54
6.5%
세 43
 
5.2%
Other values (18) 133
16.1%
Common
ValueCountFrequency (%)
225
32.3%
1 78
 
11.2%
~ 66
 
9.5%
4 49
 
7.0%
- 48
 
6.9%
6 48
 
6.9%
5 45
 
6.5%
3 41
 
5.9%
2 37
 
5.3%
0 33
 
4.7%
Other values (4) 26
 
3.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 827
54.3%
ASCII 696
45.7%

Most frequent character per block

ASCII
ValueCountFrequency (%)
225
32.3%
1 78
 
11.2%
~ 66
 
9.5%
4 49
 
7.0%
- 48
 
6.9%
6 48
 
6.9%
5 45
 
6.5%
3 41
 
5.9%
2 37
 
5.3%
0 33
 
4.7%
Other values (4) 26
 
3.7%
Hangul
ValueCountFrequency (%)
등 111
13.4%
초 107
12.9%
학 85
10.3%
년 67
8.1%
명 59
7.1%
인 57
6.9%
성 57
6.9%
아 54
6.5%
유 54
6.5%
세 43
 
5.2%
Other values (18) 133
16.1%

총접수인원
Real number (ℝ)

Distinct17
Distinct (%)8.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean20.984456
Minimum5
Maximum80
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.8 KiB
2023-12-12T15:48:50.781812image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum5
5-th percentile5
Q115
median20
Q325
95-th percentile40
Maximum80
Range75
Interquartile range (IQR)10

Descriptive statistics

Standard deviation12.620864
Coefficient of variation (CV)0.60143872
Kurtosis6.8171399
Mean20.984456
Median Absolute Deviation (MAD)5
Skewness2.1843488
Sum4050
Variance159.28622
MonotonicityNot monotonic
2023-12-12T15:48:50.913470image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%)
20 64
33.2%
15 47
24.4%
30 24
 
12.4%
5 22
 
11.4%
25 10
 
5.2%
10 5
 
2.6%
70 5
 
2.6%
40 5
 
2.6%
37 2
 
1.0%
17 2
 
1.0%
Other values (7) 7
 
3.6%
ValueCountFrequency (%)
5 22
 
11.4%
10 5
 
2.6%
13 1
 
0.5%
15 47
24.4%
16 1
 
0.5%
17 2
 
1.0%
20 64
33.2%
23 1
 
0.5%
25 10
 
5.2%
30 24
 
12.4%
ValueCountFrequency (%)
80 1
 
0.5%
70 5
 
2.6%
60 1
 
0.5%
50 1
 
0.5%
40 5
 
2.6%
37 2
 
1.0%
35 1
 
0.5%
30 24
12.4%
25 10
5.2%
23 1
 
0.5%

대기자수
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct12
Distinct (%)6.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.1295337
Minimum0
Maximum30
Zeros22
Zeros (%)11.4%
Negative0
Negative (%)0.0%
Memory size1.8 KiB
2023-12-12T15:48:51.061835image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q15
median6
Q310
95-th percentile15
Maximum30
Range30
Interquartile range (IQR)5

Descriptive statistics

Standard deviation4.8871439
Coefficient of variation (CV)0.68547876
Kurtosis2.0913617
Mean7.1295337
Median Absolute Deviation (MAD)4
Skewness0.84974608
Sum1376
Variance23.884175
MonotonicityNot monotonic
2023-12-12T15:48:51.215656image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
10 72
37.3%
5 50
25.9%
0 22
 
11.4%
2 22
 
11.4%
15 7
 
3.6%
20 6
 
3.1%
12 4
 
2.1%
8 3
 
1.6%
7 3
 
1.6%
4 2
 
1.0%
Other values (2) 2
 
1.0%
ValueCountFrequency (%)
0 22
 
11.4%
2 22
 
11.4%
4 2
 
1.0%
5 50
25.9%
6 1
 
0.5%
7 3
 
1.6%
8 3
 
1.6%
10 72
37.3%
12 4
 
2.1%
15 7
 
3.6%
ValueCountFrequency (%)
30 1
 
0.5%
20 6
 
3.1%
15 7
 
3.6%
12 4
 
2.1%
10 72
37.3%
8 3
 
1.6%
7 3
 
1.6%
6 1
 
0.5%
5 50
25.9%
4 2
 
1.0%

강좌시작일
Date

Distinct133
Distinct (%)68.9%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
Minimum2021-03-12 00:00:00
Maximum2023-09-23 00:00:00
2023-12-12T15:48:51.364480image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:51.504023image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

강좌종료일
Date

Distinct140
Distinct (%)72.5%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
Minimum2021-04-15 00:00:00
Maximum2023-12-17 00:00:00
2023-12-12T15:48:51.679469image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:51.820431image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

시작시간
Text

Distinct60
Distinct (%)31.1%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
2023-12-12T15:48:52.044548image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length46
Median length14
Mean length15.316062
Min length14

Characters and Unicode

Total characters2956
Distinct characters26
Distinct categories7 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique27 ?
Unique (%)14.0%

Sample

1st row10:00-12:00(금)
2nd row10:00-11:30(목)
3rd row17:00-18:30(목)
4th row14:00-15:00(일)
5th row10:00-11:30(화)
ValueCountFrequency (%)
17:10-18:00(금 15
 
7.1%
15:30-16:30(토 14
 
6.6%
16:00-17:30(목 9
 
4.2%
11:00-11:50(목 7
 
3.3%
14:00-15:00(일 7
 
3.3%
10:00-10:50(목 7
 
3.3%
10:30-11:30(토 7
 
3.3%
17:00-18:30(수 7
 
3.3%
16:00-17:30(수 7
 
3.3%
10:00-12:00(금 7
 
3.3%
Other values (55) 125
59.0%
2023-12-12T15:48:52.399051image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 714
24.2%
1 487
16.5%
: 418
14.1%
- 209
 
7.1%
( 207
 
7.0%
) 207
 
7.0%
3 145
 
4.9%
5 62
 
2.1%
6 62
 
2.1%
7 55
 
1.9%
Other values (16) 390
13.2%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 1667
56.4%
Other Punctuation 434
 
14.7%
Other Letter 212
 
7.2%
Dash Punctuation 209
 
7.1%
Open Punctuation 207
 
7.0%
Close Punctuation 207
 
7.0%
Space Separator 20
 
0.7%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 714
42.8%
1 487
29.2%
3 145
 
8.7%
5 62
 
3.7%
6 62
 
3.7%
7 55
 
3.3%
4 47
 
2.8%
2 42
 
2.5%
8 33
 
2.0%
9 20
 
1.2%
Other Letter
ValueCountFrequency (%)
금 48
22.6%
목 43
20.3%
토 42
19.8%
수 39
18.4%
일 19
 
9.0%
화 16
 
7.5%
월 2
 
0.9%
셋 1
 
0.5%
째 1
 
0.5%
주 1
 
0.5%
Other Punctuation
ValueCountFrequency (%)
: 418
96.3%
, 16
 
3.7%
Dash Punctuation
ValueCountFrequency (%)
- 209
100.0%
Open Punctuation
ValueCountFrequency (%)
( 207
100.0%
Close Punctuation
ValueCountFrequency (%)
) 207
100.0%
Space Separator
ValueCountFrequency (%)
20
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 2744
92.8%
Hangul 212
 
7.2%

Most frequent character per script

Common
ValueCountFrequency (%)
0 714
26.0%
1 487
17.7%
: 418
15.2%
- 209
 
7.6%
( 207
 
7.5%
) 207
 
7.5%
3 145
 
5.3%
5 62
 
2.3%
6 62
 
2.3%
7 55
 
2.0%
Other values (6) 178
 
6.5%
Hangul
ValueCountFrequency (%)
금 48
22.6%
목 43
20.3%
토 42
19.8%
수 39
18.4%
일 19
 
9.0%
화 16
 
7.5%
월 2
 
0.9%
셋 1
 
0.5%
째 1
 
0.5%
주 1
 
0.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII 2744
92.8%
Hangul 212
 
7.2%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 714
26.0%
1 487
17.7%
: 418
15.2%
- 209
 
7.6%
( 207
 
7.5%
) 207
 
7.5%
3 145
 
5.3%
5 62
 
2.3%
6 62
 
2.3%
7 55
 
2.0%
Other values (6) 178
 
6.5%
Hangul
ValueCountFrequency (%)
금 48
22.6%
목 43
20.3%
토 42
19.8%
수 39
18.4%
일 19
 
9.0%
화 16
 
7.5%
월 2
 
0.9%
셋 1
 
0.5%
째 1
 
0.5%
주 1
 
0.5%

강좌장소
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
안락누리도서관 1층 문화강좌실
70 
온라인 강좌
55 
동래읍성도서관 1층 문화강좌실
54 
1층 문화강좌실
12 
온고지신 작은도서관 2층 문화강좌실
 
2

Length

Max length19
Median length16
Mean length12.683938
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row온라인 강좌
2nd row온라인 강좌
3rd row온라인 강좌
4th row온라인 강좌
5th row온라인 강좌

Common Values

ValueCountFrequency (%)
안락누리도서관 1층 문화강좌실 70
36.3%
온라인 강좌 55
28.5%
동래읍성도서관 1층 문화강좌실 54
28.0%
1층 문화강좌실 12
 
6.2%
온고지신 작은도서관 2층 문화강좌실 2
 
1.0%

Length

2023-12-12T15:48:52.543932image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T15:48:52.667082image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
문화강좌실 138
26.8%
1층 136
26.5%
안락누리도서관 70
13.6%
온라인 55
 
10.7%
강좌 55
 
10.7%
동래읍성도서관 54
 
10.5%
온고지신 2
 
0.4%
작은도서관 2
 
0.4%
2층 2
 
0.4%

준비물
Text

Distinct51
Distinct (%)26.4%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
2023-12-12T15:48:52.913647image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length37
Median length4
Mean length8.880829
Min length2

Characters and Unicode

Total characters1714
Distinct characters136
Distinct categories8 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique39 ?
Unique (%)20.2%

Sample

1st row해당없음
2nd row해당없음
3rd row해당없음
4th row해당없음
5th row해당없음
ValueCountFrequency (%)
해당없음 80
18.7%
색연필 36
 
8.4%
필기도구 30
 
7.0%
가위 29
 
6.8%
풀 27
 
6.3%
등 26
 
6.1%
필기구 22
 
5.2%
색종이 19
 
4.4%
스케치북 19
 
4.4%
사인펜 16
 
3.7%
Other values (62) 123
28.8%
2023-12-12T15:48:53.430788image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
235
 
13.7%
, 180
 
10.5%
필 96
 
5.6%
없 95
 
5.5%
음 95
 
5.5%
해 80
 
4.7%
당 80
 
4.7%
색 60
 
3.5%
구 58
 
3.4%
기 54
 
3.2%
Other values (126) 681
39.7%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1250
72.9%
Space Separator 235
 
13.7%
Other Punctuation 181
 
10.6%
Decimal Number 24
 
1.4%
Open Punctuation 10
 
0.6%
Close Punctuation 10
 
0.6%
Lowercase Letter 2
 
0.1%
Math Symbol 2
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
필 96
 
7.7%
없 95
 
7.6%
음 95
 
7.6%
해 80
 
6.4%
당 80
 
6.4%
색 60
 
4.8%
구 58
 
4.6%
기 54
 
4.3%
연 43
 
3.4%
풀 40
 
3.2%
Other values (112) 549
43.9%
Decimal Number
ValueCountFrequency (%)
0 17
70.8%
4 3
 
12.5%
1 2
 
8.3%
8 1
 
4.2%
2 1
 
4.2%
Other Punctuation
ValueCountFrequency (%)
, 180
99.4%
. 1
 
0.6%
Lowercase Letter
ValueCountFrequency (%)
o 1
50.0%
r 1
50.0%
Math Symbol
ValueCountFrequency (%)
< 1
50.0%
> 1
50.0%
Space Separator
ValueCountFrequency (%)
235
100.0%
Open Punctuation
ValueCountFrequency (%)
( 10
100.0%
Close Punctuation
ValueCountFrequency (%)
) 10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1250
72.9%
Common 462
 
27.0%
Latin 2
 
0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
필 96
 
7.7%
없 95
 
7.6%
음 95
 
7.6%
해 80
 
6.4%
당 80
 
6.4%
색 60
 
4.8%
구 58
 
4.6%
기 54
 
4.3%
연 43
 
3.4%
풀 40
 
3.2%
Other values (112) 549
43.9%
Common
ValueCountFrequency (%)
235
50.9%
, 180
39.0%
0 17
 
3.7%
( 10
 
2.2%
) 10
 
2.2%
4 3
 
0.6%
1 2
 
0.4%
. 1
 
0.2%
8 1
 
0.2%
2 1
 
0.2%
Other values (2) 2
 
0.4%
Latin
ValueCountFrequency (%)
o 1
50.0%
r 1
50.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1250
72.9%
ASCII 464
 
27.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
235
50.6%
, 180
38.8%
0 17
 
3.7%
( 10
 
2.2%
) 10
 
2.2%
4 3
 
0.6%
1 2
 
0.4%
o 1
 
0.2%
. 1
 
0.2%
8 1
 
0.2%
Other values (4) 4
 
0.9%
Hangul
ValueCountFrequency (%)
필 96
 
7.7%
없 95
 
7.6%
음 95
 
7.6%
해 80
 
6.4%
당 80
 
6.4%
색 60
 
4.8%
구 58
 
4.6%
기 54
 
4.3%
연 43
 
3.4%
풀 40
 
3.2%
Other values (112) 549
43.9%

수강료
Categorical

IMBALANCE 

Distinct44
Distinct (%)22.8%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
무료
138 
무료 (재료비 : 3000원)
 
3
무료 (재료비 : 10,000원)
 
3
무료 (재료비 : 5,000원)
 
3
무료(교재비: 10,000원)
 
2
Other values (39)
44 

Length

Max length30
Median length2
Mean length6.8082902
Min length2

Unique

Unique34 ?
Unique (%)17.6%

Sample

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

Common Values

ValueCountFrequency (%)
무료 138
71.5%
무료 (재료비 : 3000원) 3
 
1.6%
무료 (재료비 : 10,000원) 3
 
1.6%
무료 (재료비 : 5,000원) 3
 
1.6%
무료(교재비: 10,000원) 2
 
1.0%
무료 (재료비 : 20,000원) 2
 
1.0%
재료비 5천원 2
 
1.0%
무료 (재료비 : 50,000원) 2
 
1.0%
무료(재료비: 5,000원) 2
 
1.0%
무료(단, 재료비 2만5천원은 수강생 본인 부담) 2
 
1.0%
Other values (34) 34
 
17.6%

Length

2023-12-12T15:48:53.661861image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
무료 158
44.9%
재료비 28
 
8.0%
20
 
5.7%
부담 18
 
5.1%
무료(재료비 17
 
4.8%
수강생 16
 
4.5%
본인 15
 
4.3%
무료(단 10
 
2.8%
5,000원 8
 
2.3%
10,000원 7
 
2.0%
Other values (28) 55
 
15.6%

조회수
Real number (ℝ)

Distinct173
Distinct (%)89.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean855.78238
Minimum0
Maximum2804
Zeros1
Zeros (%)0.5%
Negative0
Negative (%)0.0%
Memory size1.8 KiB
2023-12-12T15:48:53.799489image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile216.2
Q1373
median547
Q31341
95-th percentile1920.2
Maximum2804
Range2804
Interquartile range (IQR)968

Descriptive statistics

Standard deviation583.78459
Coefficient of variation (CV)0.68216476
Kurtosis-0.41430202
Mean855.78238
Median Absolute Deviation (MAD)306
Skewness0.7655896
Sum165166
Variance340804.44
MonotonicityNot monotonic
2023-12-12T15:48:53.964216image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
404 3
 
1.6%
352 3
 
1.6%
1435 3
 
1.6%
438 3
 
1.6%
1350 2
 
1.0%
1524 2
 
1.0%
461 2
 
1.0%
392 2
 
1.0%
395 2
 
1.0%
369 2
 
1.0%
Other values (163) 169
87.6%
ValueCountFrequency (%)
0 1
0.5%
133 1
0.5%
135 1
0.5%
202 1
0.5%
203 1
0.5%
205 1
0.5%
210 1
0.5%
213 2
1.0%
215 1
0.5%
217 1
0.5%
ValueCountFrequency (%)
2804 1
0.5%
2242 1
0.5%
2187 1
0.5%
2180 1
0.5%
2163 1
0.5%
2133 1
0.5%
2127 1
0.5%
1977 1
0.5%
1938 1
0.5%
1934 1
0.5%

등록일
Date

Distinct84
Distinct (%)43.5%
Missing0
Missing (%)0.0%
Memory size1.6 KiB
Minimum2021-01-13 00:00:00
Maximum2023-08-10 00:00:00
2023-12-12T15:48:54.113297image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:54.267699image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

Interactions

2023-12-12T15:48:46.354960image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:44.274356image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:44.756239image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:45.253813image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:45.820612image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:46.473006image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:44.366410image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:44.865924image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:45.388031image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:45.929770image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:46.557575image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:44.454019image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:44.961174image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:45.481071image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:46.035188image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:46.656824image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:44.560516image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:45.053195image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:45.596342image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:46.133898image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:46.761715image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:44.647325image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:45.151547image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:45.718087image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T15:48:46.244814image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T15:48:54.416962image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번강좌그룹도서관명기수코드기수명접수항목 추가옵션대상총접수인원대기자수시작시간강좌장소준비물수강료조회수등록일
순번1.0000.4920.4920.7920.9530.3230.7280.4600.3570.5400.7960.5190.5170.6260.995
강좌그룹0.4921.0001.0000.5240.9970.4900.9830.5710.7450.8860.7400.7420.3520.2860.985
도서관명0.4921.0001.0000.5240.9970.4900.9830.5710.7450.8860.7400.7420.3520.2860.985
기수코드0.7920.5240.5241.0001.0000.4080.9000.7610.4970.8930.6670.6100.0000.6450.993
기수명0.9530.9970.9971.0001.0000.7900.9290.8670.9340.9700.9660.9330.8890.7360.996
접수항목 추가옵션0.3230.4900.4900.4080.7901.0000.9170.7990.6570.8840.3910.3670.0000.5090.748
대상0.7280.9830.9830.9000.9290.9171.0000.9530.9320.9560.8660.8880.9330.5670.893
총접수인원0.4600.5710.5710.7610.8670.7990.9531.0000.8580.8130.4720.0000.0000.5060.917
대기자수0.3570.7450.7450.4970.9340.6570.9320.8581.0000.8340.4230.5280.0000.3360.890
시작시간0.5400.8860.8860.8930.9700.8840.9560.8130.8341.0000.9160.9430.7330.7270.000
강좌장소0.7960.7400.7400.6670.9660.3910.8660.4720.4230.9161.0000.0000.7930.3870.992
준비물0.5190.7420.7420.6100.9330.3670.8880.0000.5280.9430.0001.0000.9600.0000.910
수강료0.5170.3520.3520.0000.8890.0000.9330.0000.0000.7330.7930.9601.0000.0000.000
조회수0.6260.2860.2860.6450.7360.5090.5670.5060.3360.7270.3870.0000.0001.0000.860
등록일0.9950.9850.9850.9930.9960.7480.8930.9170.8900.0000.9920.9100.0000.8601.000
2023-12-12T15:48:54.602700image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
접수항목 추가옵션강좌장소기수명수강료도서관명강좌그룹
접수항목 추가옵션1.0000.2350.3750.0000.4820.482
강좌장소0.2351.0000.7350.4530.8680.868
기수명0.3750.7351.0000.3250.8360.836
수강료0.0000.4530.3251.0000.2460.246
도서관명0.4820.8680.8360.2461.0000.990
강좌그룹0.4820.8680.8360.2460.9901.000
2023-12-12T15:48:54.744651image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번기수코드총접수인원대기자수조회수강좌그룹도서관명기수명접수항목 추가옵션강좌장소수강료
순번1.0000.802-0.395-0.124-0.0250.3670.3670.6480.1500.4460.185
기수코드0.8021.000-0.4940.061-0.0960.5160.5160.8880.1400.4600.000
총접수인원-0.395-0.4941.0000.2720.1940.4810.4810.4330.3950.2220.000
대기자수-0.1240.0610.2721.0000.1070.5610.5610.5500.4340.2630.163
조회수-0.025-0.0960.1940.1071.0000.2800.2800.3230.1840.2320.000
강좌그룹0.3670.5160.4810.5610.2801.0000.9900.8360.4820.8680.246
도서관명0.3670.5160.4810.5610.2800.9901.0000.8360.4820.8680.246
기수명0.6480.8880.4330.5500.3230.8360.8361.0000.3750.7350.325
접수항목 추가옵션0.1500.1400.3950.4340.1840.4820.4820.3751.0000.2350.000
강좌장소0.4460.4600.2220.2630.2320.8680.8680.7350.2351.0000.453
수강료0.1850.0000.0000.1630.0000.2460.2460.3250.0000.4531.000

Missing values

2023-12-12T15:48:46.905335image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T15:48:47.156463image/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

순번강좌그룹도서관명기수코드기수명강좌명접수항목 추가옵션대상총접수인원대기자수강좌시작일강좌종료일시작시간강좌장소준비물수강료조회수등록일
01문화강좌동래읍성도서관1042021년 성인 독서문화강좌어둠을 밝히는 옛이야기의 세계[온라인 강좌]휴대폰성인 25명40122021-03-122021-04-3010:00-12:00(금)온라인 강좌해당없음무료3552021-01-13
12문화강좌동래읍성도서관1152021년 가정의 달 특강바이러스, 그리고 인류의 역사와 문화[온라인 강좌]휴대폰성인 25명35102021-04-082021-05-2710:00-11:30(목)온라인 강좌해당없음무료2812021-03-03
23문화강좌동래읍성도서관113제57회 도서관주간 행사아동 체험특강 다육이 테라리움 만들기(초등1-3)생년월일,휴대폰초등 1~3학년1762021-04-152021-04-1517:00-18:30(목)온라인 강좌해당없음무료3432021-03-11
34문화강좌동래읍성도서관113제57회 도서관주간 행사언택트 「공룡 매직쇼」 [온라인 시청]휴대폰유아, 초등학생 및 학부모 60명80202021-04-182021-04-1814:00-15:00(일)온라인 강좌해당없음무료3352021-03-11
45문화강좌동래읍성도서관1152021년 가정의 달 특강[5월 가정의 달 특강] 꿈을 이루는 기적의 독서법휴대폰성인 30명40102021-05-112021-05-1810:00-11:30(화)온라인 강좌해당없음무료4422021-03-31
56문화강좌동래읍성도서관1042021년 성인 독서문화강좌영화 읽기를 통한 긍정 심리학휴대폰성인 25명37122021-09-102021-10-2910:00-12:00(금)온라인 강좌해당없음무료3572021-08-04
67문화강좌동래읍성도서관1042021년 성인 독서문화강좌동양철학으로 배우는 노블레스 인문학휴대폰성인 25명37122021-09-012021-10-2710:00-12:00(수)온라인 강좌해당없음무료1352021-08-04
78문화강좌동래읍성도서관1362022년 겨울방학 독서교실2022 동래읍성도서관 겨울방학 독서교실생년월일,휴대폰초등 3~4학년2382022-01-052022-01-0709:10-12:40(수), 9:10-12:40(목), 9:10-12:40 금온라인 강좌색연필, 사인펜, 검정 네임펜, 가위, 연필, 지우개, 스카치테이프무료4382021-12-03
89문화강좌동래읍성도서관1372022년 겨울방학특강두근두근 동화놀이터(유아6-7세)생년월일,휴대폰유아 6-7세2052022-01-052022-01-2616:30-18:00(수)온라인 강좌연필, 지우개, 색연필, 싸인펜, 가위, 풀무료 (재료비 : 8000원)2032021-12-03
910문화강좌동래읍성도서관1372022년 겨울방학특강Nice!! English Story(초등1-3)생년월일,휴대폰초등1-32052022-01-072022-01-2816:00-17:30(금)온라인 강좌필기도구무료 (재료비 : 3000원)3542021-12-03
순번강좌그룹도서관명기수코드기수명강좌명접수항목 추가옵션대상총접수인원대기자수강좌시작일강좌종료일시작시간강좌장소준비물수강료조회수등록일
1831842022 도서관 강좌안락누리도서관1882023년 9월 독서의 달[독서의달](인형극공연)파랑새를 찾아서생년월일,추가인원수,휴대폰유아, 초등학생, 보호자40152023-09-172023-09-1711:00-11:40(일)안락누리도서관 1층 문화강좌실해당없음무료3762023-08-04
1841852022 도서관 강좌안락누리도서관1882023년 9월 독서의 달[독서의달]음악과 미술의 콜라보: 바흐&피카소자녀성명,생년월일,휴대폰초등 4~6학년20102023-09-172023-09-1715:30-17:00(일)안락누리도서관 1층 문화강좌실재료비 4,000원, 필기구, 색연필, 싸인펜무료3612023-08-04
1851862022 도서관 강좌안락누리도서관1882023년 9월 독서의 달[독서의달]박진명 작가 특강-골목을 걷고 읽고 쓰다생년월일,휴대폰성인25122023-09-232023-09-2314:00-15:30(토)안락누리도서관 1층 문화강좌실해당없음무료3582023-08-04
186187문화강좌동래읍성도서관102동화구연 교실2023년 9월 동래읍성 동화구연(대면 교육)보호자성명,휴대폰유아 5~7세2552023-09-022023-09-2310:30-11:30(토)동래읍성도서관 1층 문화강좌실색연필, 스케치북, 색종이, 가위, 풀 등무료3982023-08-04
187188문화강좌동래읍성도서관1892023년 9월 독서의 달[독서의 달 어린이 체험 특강] 생태를 생각한 그립톡 만들기휴대폰초등 1~3학년 15명2052023-09-142023-09-1416:00-17:30(목)동래읍성도서관 1층 문화강좌실해당없음무료4042023-08-04
188189문화강좌동래읍성도서관1892023년 9월 독서의 달[작가 초청 특강] 소설가의 읽고 쓰는 날들휴대폰성인 20명30102023-09-122023-09-1910:00-12:00(화)동래읍성도서관 1층 문화강좌실해당없음무료4292023-08-04
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