Overview

Dataset statistics

Number of variables12
Number of observations109
Missing cells373
Missing cells (%)28.5%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory10.5 KiB
Average record size in memory98.2 B

Variable types

Text3
Categorical5
Unsupported4

Dataset

Description광진구민체육센터에서 운영하는 겨울학기 운영 강좌 안내
Author광진구시설관리공단
URLhttps://www.data.go.kr/data/3076799/fileData.do

Alerts

Unnamed: 11 has constant value ""Constant
Unnamed: 2 is highly overall correlated with Unnamed: 4High correlation
Unnamed: 3 is highly overall correlated with Unnamed: 4High correlation
Unnamed: 4 is highly overall correlated with Unnamed: 2 and 1 other fieldsHigh correlation
2015년 구민체육센터 가을학기 문화강좌 프로그램 has 101 (92.7%) missing valuesMissing
Unnamed: 1 has 2 (1.8%) missing valuesMissing
Unnamed: 8 has 7 (6.4%) missing valuesMissing
Unnamed: 9 has 45 (41.3%) missing valuesMissing
Unnamed: 10 has 109 (100.0%) missing valuesMissing
Unnamed: 11 has 108 (99.1%) missing valuesMissing
Unnamed: 7 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 8 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 9 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 10 is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2023-12-12 17:35:56.753911
Analysis finished2023-12-12 17:35:58.236228
Duration1.48 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

2015년 구민체육센터 가을학기 문화강좌 프로그램
Text

MISSING 

Distinct8
Distinct (%)100.0%
Missing101
Missing (%)92.7%
Memory size1004.0 B
2023-12-13T02:35:58.364498image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length15
Median length6.5
Mean length5.375
Min length2

Characters and Unicode

Total characters43
Distinct characters28
Distinct categories5 ?
Distinct scripts2 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique8 ?
Unique (%)100.0%

Sample

1st row※ 47개강좌 / 101개반
2nd row구분
3rd row엄마랑 아가랑
4th row어린이
5th row성인
ValueCountFrequency (%)
어린이 2
13.3%
성인 2
13.3%
토요 2
13.3%
※ 1
6.7%
47개강좌 1
6.7%
1
6.7%
101개반 1
6.7%
구분 1
6.7%
엄마랑 1
6.7%
아가랑 1
6.7%
Other values (2) 2
13.3%
2023-12-13T02:35:58.750497image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
5
 
11.6%
2
 
4.7%
요 2
 
4.7%
개 2
 
4.7%
토 2
 
4.7%
인 2
 
4.7%
성 2
 
4.7%
1 2
 
4.7%
이 2
 
4.7%
린 2
 
4.7%
Other values (18) 20
46.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 29
67.4%
Space Separator 5
 
11.6%
Decimal Number 5
 
11.6%
Control 2
 
4.7%
Other Punctuation 2
 
4.7%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
요 2
 
6.9%
개 2
 
6.9%
토 2
 
6.9%
인 2
 
6.9%
성 2
 
6.9%
이 2
 
6.9%
린 2
 
6.9%
어 2
 
6.9%
랑 2
 
6.9%
합 1
 
3.4%
Other values (10) 10
34.5%
Decimal Number
ValueCountFrequency (%)
1 2
40.0%
0 1
20.0%
7 1
20.0%
4 1
20.0%
Other Punctuation
ValueCountFrequency (%)
※ 1
50.0%
/ 1
50.0%
Space Separator
ValueCountFrequency (%)
5
100.0%
Control
ValueCountFrequency (%)
2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 29
67.4%
Common 14
32.6%

Most frequent character per script

Hangul
ValueCountFrequency (%)
요 2
 
6.9%
개 2
 
6.9%
토 2
 
6.9%
인 2
 
6.9%
성 2
 
6.9%
이 2
 
6.9%
린 2
 
6.9%
어 2
 
6.9%
랑 2
 
6.9%
합 1
 
3.4%
Other values (10) 10
34.5%
Common
ValueCountFrequency (%)
5
35.7%
2
 
14.3%
1 2
 
14.3%
※ 1
 
7.1%
0 1
 
7.1%
/ 1
 
7.1%
7 1
 
7.1%
4 1
 
7.1%

Most occurring blocks

ValueCountFrequency (%)
Hangul 29
67.4%
ASCII 13
30.2%
Punctuation 1
 
2.3%

Most frequent character per block

ASCII
ValueCountFrequency (%)
5
38.5%
2
 
15.4%
1 2
 
15.4%
0 1
 
7.7%
/ 1
 
7.7%
7 1
 
7.7%
4 1
 
7.7%
Hangul
ValueCountFrequency (%)
요 2
 
6.9%
개 2
 
6.9%
토 2
 
6.9%
인 2
 
6.9%
성 2
 
6.9%
이 2
 
6.9%
린 2
 
6.9%
어 2
 
6.9%
랑 2
 
6.9%
합 1
 
3.4%
Other values (10) 10
34.5%
Punctuation
ValueCountFrequency (%)
※ 1
100.0%

Unnamed: 1
Text

MISSING 

Distinct106
Distinct (%)99.1%
Missing2
Missing (%)1.8%
Memory size1004.0 B
2023-12-13T02:35:59.010294image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length32
Median length24
Mean length14.906542
Min length4

Characters and Unicode

Total characters1595
Distinct characters201
Distinct categories10 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique105 ?
Unique (%)98.1%

Sample

1st row강습반명
2nd row놀이친구 노리야 A
3rd row놀이친구 노리야 B
4th row놀이친구 노리야 C
5th row놀이친구 노리야 베이비 D
ValueCountFrequency (%)
a 40
 
11.2%
b 35
 
9.8%
c 19
 
5.3%
어린이 8
 
2.2%
금요 6
 
1.7%
칼라클레이 5
 
1.4%
토]어린이 5
 
1.4%
영어발레 5
 
1.4%
노리야 4
 
1.1%
요리교실 4
 
1.1%
Other values (120) 225
63.2%
2023-12-13T02:35:59.430125image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
249
 
15.6%
이 49
 
3.1%
A 44
 
2.8%
B 40
 
2.5%
토 37
 
2.3%
] 33
 
2.1%
[ 33
 
2.1%
) 32
 
2.0%
( 32
 
2.0%
교 30
 
1.9%
Other values (191) 1016
63.7%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1022
64.1%
Space Separator 249
 
15.6%
Uppercase Letter 151
 
9.5%
Close Punctuation 65
 
4.1%
Open Punctuation 65
 
4.1%
Decimal Number 15
 
0.9%
Lowercase Letter 15
 
0.9%
Other Punctuation 11
 
0.7%
Letter Number 1
 
0.1%
Math Symbol 1
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
이 49
 
4.8%
토 37
 
3.6%
교 30
 
2.9%
실 28
 
2.7%
트 27
 
2.6%
레 27
 
2.6%
어 27
 
2.6%
미 24
 
2.3%
스 21
 
2.1%
요 19
 
1.9%
Other values (151) 733
71.7%
Uppercase Letter
ValueCountFrequency (%)
A 44
29.1%
B 40
26.5%
C 21
13.9%
E 8
 
5.3%
S 6
 
4.0%
Q 4
 
2.6%
I 4
 
2.6%
R 4
 
2.6%
D 3
 
2.0%
K 2
 
1.3%
Other values (8) 15
 
9.9%
Decimal Number
ValueCountFrequency (%)
2 4
26.7%
4 3
20.0%
1 3
20.0%
3 1
 
6.7%
0 1
 
6.7%
9 1
 
6.7%
8 1
 
6.7%
6 1
 
6.7%
Lowercase Letter
ValueCountFrequency (%)
a 3
20.0%
l 3
20.0%
e 3
20.0%
v 3
20.0%
i 3
20.0%
Close Punctuation
ValueCountFrequency (%)
] 33
50.8%
) 32
49.2%
Open Punctuation
ValueCountFrequency (%)
[ 33
50.8%
( 32
49.2%
Other Punctuation
ValueCountFrequency (%)
! 9
81.8%
& 2
 
18.2%
Space Separator
ValueCountFrequency (%)
249
100.0%
Letter Number
ValueCountFrequency (%)
Ⅱ 1
100.0%
Math Symbol
ValueCountFrequency (%)
+ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1022
64.1%
Common 406
 
25.5%
Latin 167
 
10.5%

Most frequent character per script

Hangul
ValueCountFrequency (%)
이 49
 
4.8%
토 37
 
3.6%
교 30
 
2.9%
실 28
 
2.7%
트 27
 
2.6%
레 27
 
2.6%
어 27
 
2.6%
미 24
 
2.3%
스 21
 
2.1%
요 19
 
1.9%
Other values (151) 733
71.7%
Latin
ValueCountFrequency (%)
A 44
26.3%
B 40
24.0%
C 21
12.6%
E 8
 
4.8%
S 6
 
3.6%
Q 4
 
2.4%
I 4
 
2.4%
R 4
 
2.4%
a 3
 
1.8%
l 3
 
1.8%
Other values (14) 30
18.0%
Common
ValueCountFrequency (%)
249
61.3%
] 33
 
8.1%
[ 33
 
8.1%
) 32
 
7.9%
( 32
 
7.9%
! 9
 
2.2%
2 4
 
1.0%
4 3
 
0.7%
1 3
 
0.7%
& 2
 
0.5%
Other values (6) 6
 
1.5%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1022
64.1%
ASCII 572
35.9%
Number Forms 1
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
249
43.5%
A 44
 
7.7%
B 40
 
7.0%
] 33
 
5.8%
[ 33
 
5.8%
) 32
 
5.6%
( 32
 
5.6%
C 21
 
3.7%
! 9
 
1.6%
E 8
 
1.4%
Other values (29) 71
 
12.4%
Hangul
ValueCountFrequency (%)
이 49
 
4.8%
토 37
 
3.6%
교 30
 
2.9%
실 28
 
2.7%
트 27
 
2.6%
레 27
 
2.6%
어 27
 
2.6%
미 24
 
2.3%
스 21
 
2.1%
요 19
 
1.9%
Other values (151) 733
71.7%
Number Forms
ValueCountFrequency (%)
Ⅱ 1
100.0%

Unnamed: 2
Categorical

HIGH CORRELATION 

Distinct7
Distinct (%)6.4%
Missing0
Missing (%)0.0%
Memory size1004.0 B
문화교실#1
32 
문화교실#2
28 
문화교실#3
26 
에어로빅
9 
<NA>
7 
Other values (2)
7 

Length

Max length6
Median length6
Mean length5.5779817
Min length4

Unique

Unique1 ?
Unique (%)0.9%

Sample

1st row<NA>
2nd row강습장소
3rd row문화교실#2
4th row문화교실#2
5th row문화교실#2

Common Values

ValueCountFrequency (%)
문화교실#1 32
29.4%
문화교실#2 28
25.7%
문화교실#3 26
23.9%
에어로빅 9
 
8.3%
<NA> 7
 
6.4%
소체육관 6
 
5.5%
강습장소 1
 
0.9%

Length

2023-12-13T02:35:59.612893image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T02:35:59.741603image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
문화교실#1 32
29.4%
문화교실#2 28
25.7%
문화교실#3 26
23.9%
에어로빅 9
 
8.3%
na 7
 
6.4%
소체육관 6
 
5.5%
강습장소 1
 
0.9%

Unnamed: 3
Categorical

HIGH CORRELATION 

Distinct9
Distinct (%)8.3%
Missing0
Missing (%)0.0%
Memory size1004.0 B
토
32 
월
15 
금
14 
수
13 
목
12 
Other values (4)
23 

Length

Max length4
Median length1
Mean length1.293578
Min length1

Unique

Unique1 ?
Unique (%)0.9%

Sample

1st row<NA>
2nd row강습요일
3rd row월
4th row월
5th row월

Common Values

ValueCountFrequency (%)
토 32
29.4%
월 15
13.8%
금 14
12.8%
수 13
11.9%
목 12
 
11.0%
화 11
 
10.1%
<NA> 7
 
6.4%
월,수 4
 
3.7%
강습요일 1
 
0.9%

Length

2023-12-13T02:35:59.887990image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T02:36:00.024071image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
토 32
29.4%
월 15
13.8%
금 14
12.8%
수 13
11.9%
목 12
 
11.0%
화 11
 
10.1%
na 7
 
6.4%
월,수 4
 
3.7%
강습요일 1
 
0.9%

Unnamed: 4
Categorical

HIGH CORRELATION 

Distinct39
Distinct (%)35.8%
Missing0
Missing (%)0.0%
Memory size1004.0 B
<NA>
 
7
윤연숙
 
6
임선영
 
6
김순임
 
5
강은정
 
4
Other values (34)
81 

Length

Max length4
Median length3
Mean length3.0550459
Min length2

Unique

Unique6 ?
Unique (%)5.5%

Sample

1st row<NA>
2nd row강사명
3rd row강은정
4th row강은정
5th row강은정

Common Values

ValueCountFrequency (%)
<NA> 7
 
6.4%
윤연숙 6
 
5.5%
임선영 6
 
5.5%
김순임 5
 
4.6%
강은정 4
 
3.7%
이미선 4
 
3.7%
박배은 4
 
3.7%
정정숙 4
 
3.7%
박선영 3
 
2.8%
정승호 3
 
2.8%
Other values (29) 63
57.8%

Length

2023-12-13T02:36:00.227198image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
na 7
 
6.4%
임선영 6
 
5.5%
윤연숙 6
 
5.5%
김순임 5
 
4.6%
강은정 4
 
3.7%
이미선 4
 
3.7%
박배은 4
 
3.7%
정정숙 4
 
3.7%
박지혜 3
 
2.8%
송지영 3
 
2.8%
Other values (29) 63
57.8%

Unnamed: 5
Categorical

Distinct24
Distinct (%)22.0%
Missing0
Missing (%)0.0%
Memory size1004.0 B
16:00-16:50
18 
17:00-17:50
16 
15:00-15:50
15 
<NA>
7 
11:00-11:50
6 
Other values (19)
47 

Length

Max length11
Median length11
Mean length10.486239
Min length4

Unique

Unique8 ?
Unique (%)7.3%

Sample

1st row<NA>
2nd row강습시간
3rd row10:20-11:00
4th row11:10-11:50
5th row12:00-12:40

Common Values

ValueCountFrequency (%)
16:00-16:50 18
16.5%
17:00-17:50 16
14.7%
15:00-15:50 15
13.8%
<NA> 7
 
6.4%
11:00-11:50 6
 
5.5%
12:00-12:40 5
 
4.6%
14:00-14:50 5
 
4.6%
12:00-12:50 5
 
4.6%
11:10-11:50 4
 
3.7%
13:00-13:50 4
 
3.7%
Other values (14) 24
22.0%

Length

2023-12-13T02:36:00.397729image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
16:00-16:50 18
16.5%
17:00-17:50 16
14.7%
15:00-15:50 15
13.8%
na 7
 
6.4%
11:00-11:50 6
 
5.5%
12:00-12:40 5
 
4.6%
14:00-14:50 5
 
4.6%
12:00-12:50 5
 
4.6%
11:10-11:50 4
 
3.7%
13:00-13:50 4
 
3.7%
Other values (14) 24
22.0%

Unnamed: 6
Categorical

Distinct44
Distinct (%)40.4%
Missing0
Missing (%)0.0%
Memory size1004.0 B
6-7세
12 
5-6세
10 
5-7세
9 
5세-초등
8 
<NA>
7 
Other values (39)
63 

Length

Max length7
Median length6
Mean length5.1009174
Min length2

Unique

Unique28 ?
Unique (%)25.7%

Sample

1st row<NA>
2nd row대상
3rd row26-40개월
4th row18-26개월
5th row12-18개월

Common Values

ValueCountFrequency (%)
6-7세 12
 
11.0%
5-6세 10
 
9.2%
5-7세 9
 
8.3%
5세-초등 8
 
7.3%
<NA> 7
 
6.4%
6세-초등2년 6
 
5.5%
성인 6
 
5.5%
6세-초등 5
 
4.6%
7세-초등3년 3
 
2.8%
6세-초등3년 3
 
2.8%
Other values (34) 40
36.7%

Length

2023-12-13T02:36:00.860726image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
6-7세 12
 
11.0%
5-6세 10
 
9.2%
5-7세 9
 
8.3%
5세-초등 8
 
7.3%
na 7
 
6.4%
6세-초등2년 6
 
5.5%
성인 6
 
5.5%
6세-초등 5
 
4.6%
7세-초등3년 3
 
2.8%
6세-초등3년 3
 
2.8%
Other values (34) 40
36.7%

Unnamed: 7
Unsupported

REJECTED  UNSUPPORTED 

Missing1
Missing (%)0.9%
Memory size1004.0 B

Unnamed: 8
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing7
Missing (%)6.4%
Memory size1004.0 B

Unnamed: 9
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing45
Missing (%)41.3%
Memory size1004.0 B

Unnamed: 10
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing109
Missing (%)100.0%
Memory size1.1 KiB

Unnamed: 11
Text

CONSTANT  MISSING 

Distinct1
Distinct (%)100.0%
Missing108
Missing (%)99.1%
Memory size1004.0 B
2023-12-13T02:36:00.949826image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters1
Distinct characters1
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1 ?
Unique (%)100.0%

Sample

1st row`
ValueCountFrequency (%)
1
100.0%
2023-12-13T02:36:01.228159image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
` 1
100.0%

Most occurring categories

ValueCountFrequency (%)
Modifier Symbol 1
100.0%

Most frequent character per category

Modifier Symbol
ValueCountFrequency (%)
` 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 1
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
` 1
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 1
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
` 1
100.0%

Correlations

2023-12-13T02:36:01.334951image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2015년 구민체육센터 가을학기 문화강좌 프로그램Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6
2015년 구민체육센터 가을학기 문화강좌 프로그램1.0001.0001.0001.0001.0001.000
Unnamed: 21.0001.0000.6980.9870.6830.839
Unnamed: 31.0000.6981.0000.9870.7800.869
Unnamed: 41.0000.9870.9871.0000.8300.931
Unnamed: 51.0000.6830.7800.8301.0000.949
Unnamed: 61.0000.8390.8690.9310.9491.000
2023-12-13T02:36:01.496215image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Unnamed: 4Unnamed: 6Unnamed: 3Unnamed: 2Unnamed: 5
Unnamed: 41.0000.4120.7520.7530.301
Unnamed: 60.4121.0000.4430.4280.490
Unnamed: 30.7520.4431.0000.4780.413
Unnamed: 20.7530.4280.4781.0000.352
Unnamed: 50.3010.4900.4130.3521.000
2023-12-13T02:36:01.632579image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6
Unnamed: 21.0000.4780.7530.3520.428
Unnamed: 30.4781.0000.7520.4130.443
Unnamed: 40.7530.7521.0000.3010.412
Unnamed: 50.3520.4130.3011.0000.490
Unnamed: 60.4280.4430.4120.4901.000

Missing values

2023-12-13T02:35:57.573261image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T02:35:57.827763image/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.
2023-12-13T02:35:58.071639image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

2015년 구민체육센터 가을학기 문화강좌 프로그램Unnamed: 1Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11
0※ 47개강좌 / 101개반<NA><NA><NA><NA><NA><NA>NaNNaNNaN<NA><NA>
1구분강습반명강습장소강습요일강사명강습시간대상정원수강료(원)비고<NA><NA>
2엄마랑 아가랑놀이친구 노리야 A문화교실#2월강은정10:20-11:0026-40개월1211000025000<NA><NA>
3<NA>놀이친구 노리야 B문화교실#2월강은정11:10-11:5018-26개월1211000025000<NA><NA>
4<NA>놀이친구 노리야 C문화교실#2월강은정12:00-12:4012-18개월1211000025000<NA><NA>
5<NA>놀이친구 노리야 베이비 D문화교실#2월강은정13:00-13:406-12개월1211000025000<NA><NA>
6<NA>아이와 나무 A문화교실#1월송지영10:20-11:0026-40개월1211000030000<NA><NA>
7<NA>아이와 나무 B문화교실#1월송지영11:10-11:5018-25개월1211000030000<NA><NA>
8<NA>아이와 나무 C문화교실#1월송지영12:00-12:4012-17개월1211000030000<NA><NA>
9<NA>신나는 퍼포먼스미술 A문화교실#1화임선영12:10-12:5014-22개월1211000030000<NA><NA>
2015년 구민체육센터 가을학기 문화강좌 프로그램Unnamed: 1Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11
99<NA>[토]어린이 발레교실(초급) A소체육관토박배은14:00-14:505세-초등2060000NaN<NA><NA>
100<NA>[토]어린이 발레교실(고급) B소체육관토박배은15:00-15:505세-초등2060000시간, 강의실 변경<NA><NA>
101<NA>[토]음악줄넘기 A에어로빅토이현숙15:00-15:505세-초등2060000시간, 강의실 변경<NA><NA>
102<NA>[토]음악줄넘기 B에어로빅토이현숙16:00-16:505세-초등2060000NaN<NA><NA>
103<NA>[토]유소년 과학탐구단(기초과정) A문화교실#1토이승준16:20-15:106~8세1275000NaN<NA><NA>
104<NA>14개강좌 30개반<NA><NA><NA><NA><NA>400NaNNaN<NA><NA>
105토요 성인[토]탄력S라인 필라테스 A에어로빅토정진하10:00-10:50성인/청소년2060000NaN<NA><NA>
106<NA>[토]다이나믹 파워요가 A문화교실#2토최미라09:30-10:20성인/청소년2060000NaN<NA><NA>
107<NA>2개강좌 2개반<NA><NA><NA><NA><NA>40NaNNaN<NA><NA>
108합 계<NA><NA><NA><NA><NA><NA>1260NaNNaN<NA><NA>