Overview

Dataset statistics

Number of variables45
Number of observations38
Missing cells77
Missing cells (%)4.5%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory13.5 KiB
Average record size in memory363.5 B

Variable types

Text8
Unsupported9
Categorical28

Dataset

Description저희 도로교통공단에서는 법규위반, 사고, 음주운전, 난폭, 보복운전 등으로 운전면허 행정처분을 받은 대상자를 대상으로 교통안전교육을 진행하고 있습니다.
Author도로교통공단
URLhttps://www.data.go.kr/data/15087815/fileData.do

Alerts

Unnamed: 5 is highly imbalanced (55.5%)Imbalance
Unnamed: 17 is highly imbalanced (62.9%)Imbalance
Unnamed: 18 is highly imbalanced (58.6%)Imbalance
Unnamed: 19 is highly imbalanced (58.6%)Imbalance
Unnamed: 27 is highly imbalanced (62.9%)Imbalance
Unnamed: 28 is highly imbalanced (58.6%)Imbalance
Unnamed: 32 is highly imbalanced (62.9%)Imbalance
Unnamed: 33 is highly imbalanced (58.6%)Imbalance
Unnamed: 37 is highly imbalanced (62.9%)Imbalance
Unnamed: 38 is highly imbalanced (58.6%)Imbalance
Unnamed: 42 is highly imbalanced (60.7%)Imbalance
Unnamed: 44 is highly imbalanced (58.7%)Imbalance
교통안전교육 교육예약정보 has 23 (60.5%) missing valuesMissing
Unnamed: 1 has 4 (10.5%) missing valuesMissing
Unnamed: 2 has 1 (2.6%) missing valuesMissing
Unnamed: 3 has 4 (10.5%) missing valuesMissing
Unnamed: 6 has 4 (10.5%) missing valuesMissing
Unnamed: 8 has 2 (5.3%) missing valuesMissing
Unnamed: 9 has 4 (10.5%) missing valuesMissing
Unnamed: 12 has 4 (10.5%) missing valuesMissing
Unnamed: 14 has 2 (5.3%) missing valuesMissing
Unnamed: 15 has 4 (10.5%) missing valuesMissing
Unnamed: 29 has 2 (5.3%) missing valuesMissing
Unnamed: 30 has 4 (10.5%) missing valuesMissing
Unnamed: 34 has 2 (5.3%) missing valuesMissing
Unnamed: 35 has 7 (18.4%) missing valuesMissing
Unnamed: 39 has 2 (5.3%) missing valuesMissing
Unnamed: 40 has 4 (10.5%) missing valuesMissing
Unnamed: 43 has 4 (10.5%) missing valuesMissing
Unnamed: 3 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 6 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: 12 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 15 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 30 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 35 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 40 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 43 is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2023-12-12 16:19:32.241647
Analysis finished2023-12-12 16:19:32.879019
Duration0.64 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

교통안전교육 교육예약정보
Text

MISSING 

Distinct15
Distinct (%)100.0%
Missing23
Missing (%)60.5%
Memory size436.0 B
2023-12-13T01:19:32.966232image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length16
Median length2
Mean length3.3333333
Min length2

Characters and Unicode

Total characters50
Distinct characters30
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique15 ?
Unique (%)100.0%

Sample

1st row기준일 : 2021.07.15
2nd row지부
3rd row서울
4th row부산
5th row대구
ValueCountFrequency (%)
기준일 1
 
5.9%
강원 1
 
5.9%
울산경남 1
 
5.9%
경북 1
 
5.9%
광주전남 1
 
5.9%
전북 1
 
5.9%
대전충남 1
 
5.9%
충북 1
 
5.9%
경기 1
 
5.9%
1
 
5.9%
Other values (7) 7
41.2%
2023-12-13T01:19:33.220649image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
남 3
 
6.0%
전 3
 
6.0%
북 3
 
6.0%
경 3
 
6.0%
기 2
 
4.0%
부 2
 
4.0%
주 2
 
4.0%
충 2
 
4.0%
대 2
 
4.0%
울 2
 
4.0%
Other values (20) 26
52.0%

Most occurring categories

ValueCountFrequency (%)
Other Letter 37
74.0%
Decimal Number 8
 
16.0%
Other Punctuation 3
 
6.0%
Space Separator 2
 
4.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
남 3
 
8.1%
전 3
 
8.1%
북 3
 
8.1%
경 3
 
8.1%
기 2
 
5.4%
부 2
 
5.4%
주 2
 
5.4%
충 2
 
5.4%
대 2
 
5.4%
울 2
 
5.4%
Other values (12) 13
35.1%
Decimal Number
ValueCountFrequency (%)
1 2
25.0%
2 2
25.0%
0 2
25.0%
5 1
12.5%
7 1
12.5%
Other Punctuation
ValueCountFrequency (%)
. 2
66.7%
: 1
33.3%
Space Separator
ValueCountFrequency (%)
2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 37
74.0%
Common 13
 
26.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
남 3
 
8.1%
전 3
 
8.1%
북 3
 
8.1%
경 3
 
8.1%
기 2
 
5.4%
부 2
 
5.4%
주 2
 
5.4%
충 2
 
5.4%
대 2
 
5.4%
울 2
 
5.4%
Other values (12) 13
35.1%
Common
ValueCountFrequency (%)
1 2
15.4%
2
15.4%
. 2
15.4%
2 2
15.4%
0 2
15.4%
: 1
7.7%
5 1
7.7%
7 1
7.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 37
74.0%
ASCII 13
 
26.0%

Most frequent character per block

Hangul
ValueCountFrequency (%)
남 3
 
8.1%
전 3
 
8.1%
북 3
 
8.1%
경 3
 
8.1%
기 2
 
5.4%
부 2
 
5.4%
주 2
 
5.4%
충 2
 
5.4%
대 2
 
5.4%
울 2
 
5.4%
Other values (12) 13
35.1%
ASCII
ValueCountFrequency (%)
1 2
15.4%
2
15.4%
. 2
15.4%
2 2
15.4%
0 2
15.4%
: 1
7.7%
5 1
7.7%
7 1
7.7%

Unnamed: 1
Text

MISSING 

Distinct22
Distinct (%)64.7%
Missing4
Missing (%)10.5%
Memory size436.0 B
2023-12-13T01:19:33.382669image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length6
Median length5
Mean length4.9705882
Min length3

Characters and Unicode

Total characters169
Distinct characters35
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

Unique21 ?
Unique (%)61.8%

Sample

1st row교육장
2nd row지부교육장
3rd row강북교육장
4th row강남시험장
5th row강서시험장
ValueCountFrequency (%)
지부교육장 13
38.2%
원주시험장 1
 
2.9%
태백시험장 1
 
2.9%
김해교육장 1
 
2.9%
울산교육장 1
 
2.9%
포항교육장 1
 
2.9%
안동교육장 1
 
2.9%
목포교육장 1
 
2.9%
광양교육장 1
 
2.9%
군산교육장 1
 
2.9%
Other values (12) 12
35.3%
2023-12-13T01:19:33.672884image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
장 34
20.1%
교 27
16.0%
육 27
16.0%
부 16
9.5%
지 13
 
7.7%
시 7
 
4.1%
험 7
 
4.1%
강 4
 
2.4%
주 3
 
1.8%
산 3
 
1.8%
Other values (25) 28
16.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 169
100.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
장 34
20.1%
교 27
16.0%
육 27
16.0%
부 16
9.5%
지 13
 
7.7%
시 7
 
4.1%
험 7
 
4.1%
강 4
 
2.4%
주 3
 
1.8%
산 3
 
1.8%
Other values (25) 28
16.6%

Most occurring scripts

ValueCountFrequency (%)
Hangul 169
100.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
장 34
20.1%
교 27
16.0%
육 27
16.0%
부 16
9.5%
지 13
 
7.7%
시 7
 
4.1%
험 7
 
4.1%
강 4
 
2.4%
주 3
 
1.8%
산 3
 
1.8%
Other values (25) 28
16.6%

Most occurring blocks

ValueCountFrequency (%)
Hangul 169
100.0%

Most frequent character per block

Hangul
ValueCountFrequency (%)
장 34
20.1%
교 27
16.0%
육 27
16.0%
부 16
9.5%
지 13
 
7.7%
시 7
 
4.1%
험 7
 
4.1%
강 4
 
2.4%
주 3
 
1.8%
산 3
 
1.8%
Other values (25) 28
16.6%

Unnamed: 2
Text

MISSING 

Distinct21
Distinct (%)56.8%
Missing1
Missing (%)2.6%
Memory size436.0 B
2023-12-13T01:19:33.818091image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length12
Median length10
Mean length3.8648649
Min length1

Characters and Unicode

Total characters143
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

Unique15 ?
Unique (%)40.5%

Sample

1st row교육과정
2nd row법규준수교육
3rd row평일
4th row요일
5th row매주 월, 수
ValueCountFrequency (%)
매주 12
23.5%
10
19.6%
수 4
 
7.8%
월 4
 
7.8%
화(2,4 2
 
3.9%
화 2
 
3.9%
목(2 2
 
3.9%
목 2
 
3.9%
화(1,3 2
 
3.9%
월(2 1
 
2.0%
Other values (10) 10
19.6%
2023-12-13T01:19:34.064617image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
14
 
9.8%
주 12
 
8.4%
( 12
 
8.4%
매 12
 
8.4%
) 12
 
8.4%
, 11
 
7.7%
- 10
 
7.0%
수 7
 
4.9%
화 7
 
4.9%
2 7
 
4.9%
Other values (16) 39
27.3%

Most occurring categories

ValueCountFrequency (%)
Other Letter 63
44.1%
Decimal Number 21
 
14.7%
Space Separator 14
 
9.8%
Open Punctuation 12
 
8.4%
Close Punctuation 12
 
8.4%
Other Punctuation 11
 
7.7%
Dash Punctuation 10
 
7.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
주 12
19.0%
매 12
19.0%
수 7
11.1%
화 7
11.1%
월 6
9.5%
목 5
7.9%
교 2
 
3.2%
육 2
 
3.2%
일 2
 
3.2%
정 1
 
1.6%
Other values (7) 7
11.1%
Decimal Number
ValueCountFrequency (%)
2 7
33.3%
4 5
23.8%
1 5
23.8%
3 4
19.0%
Space Separator
ValueCountFrequency (%)
14
100.0%
Open Punctuation
ValueCountFrequency (%)
( 12
100.0%
Close Punctuation
ValueCountFrequency (%)
) 12
100.0%
Other Punctuation
ValueCountFrequency (%)
, 11
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 10
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 80
55.9%
Hangul 63
44.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
주 12
19.0%
매 12
19.0%
수 7
11.1%
화 7
11.1%
월 6
9.5%
목 5
7.9%
교 2
 
3.2%
육 2
 
3.2%
일 2
 
3.2%
정 1
 
1.6%
Other values (7) 7
11.1%
Common
ValueCountFrequency (%)
14
17.5%
( 12
15.0%
) 12
15.0%
, 11
13.8%
- 10
12.5%
2 7
8.8%
4 5
 
6.2%
1 5
 
6.2%
3 4
 
5.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 80
55.9%
Hangul 63
44.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
14
17.5%
( 12
15.0%
) 12
15.0%
, 11
13.8%
- 10
12.5%
2 7
8.8%
4 5
 
6.2%
1 5
 
6.2%
3 4
 
5.0%
Hangul
ValueCountFrequency (%)
주 12
19.0%
매 12
19.0%
수 7
11.1%
화 7
11.1%
월 6
9.5%
목 5
7.9%
교 2
 
3.2%
육 2
 
3.2%
일 2
 
3.2%
정 1
 
1.6%
Other values (7) 7
11.1%

Unnamed: 3
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing4
Missing (%)10.5%
Memory size436.0 B

Unnamed: 4
Categorical

Distinct5
Distinct (%)13.2%
Missing0
Missing (%)0.0%
Memory size436.0 B
10:00-17:00
19 
-
10 
<NA>
4 
09:30-16:30
4 
시간
 
1

Length

Max length11
Median length11
Mean length7.3947368
Min length1

Unique

Unique1 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
10:00-17:00 19
50.0%
- 10
26.3%
<NA> 4
 
10.5%
09:30-16:30 4
 
10.5%
시간 1
 
2.6%

Length

2023-12-13T01:19:34.175662image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:34.295272image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
10:00-17:00 19
50.0%
10
26.3%
na 4
 
10.5%
09:30-16:30 4
 
10.5%
시간 1
 
2.6%

Unnamed: 5
Categorical

IMBALANCE 

Distinct7
Distinct (%)18.4%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
30 
<NA>
 
3
주말
 
1
요일
 
1
일(3)
 
1
Other values (2)
 
2

Length

Max length4
Median length1
Mean length1.5263158
Min length1

Unique

Unique5 ?
Unique (%)13.2%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row주말
5th row요일

Common Values

ValueCountFrequency (%)
- 30
78.9%
<NA> 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%
일(3) 1
 
2.6%
일(4) 1
 
2.6%
일(2) 1
 
2.6%

Length

2023-12-13T01:19:34.418588image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:34.575108image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
30
78.9%
na 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%
일(3 1
 
2.6%
일(4 1
 
2.6%
일(2 1
 
2.6%

Unnamed: 6
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing4
Missing (%)10.5%
Memory size436.0 B

Unnamed: 7
Categorical

Distinct4
Distinct (%)10.5%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
29 
<NA>
4 
10:00-17:00
4 
시간
 
1

Length

Max length11
Median length1
Mean length2.3947368
Min length1

Unique

Unique1 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
- 29
76.3%
<NA> 4
 
10.5%
10:00-17:00 4
 
10.5%
시간 1
 
2.6%

Length

2023-12-13T01:19:34.695467image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:34.816522image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
29
76.3%
na 4
 
10.5%
10:00-17:00 4
 
10.5%
시간 1
 
2.6%

Unnamed: 8
Text

MISSING 

Distinct20
Distinct (%)55.6%
Missing2
Missing (%)5.3%
Memory size436.0 B
2023-12-13T01:19:34.938843image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length18
Median length10
Mean length4.8611111
Min length1

Characters and Unicode

Total characters175
Distinct characters24
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

Unique12 ?
Unique (%)33.3%

Sample

1st row음주1회자 교육
2nd row평일
3rd row요일
4th row매주 화, 금
5th row매주 월, 목
ValueCountFrequency (%)
매주 18
27.7%
8
12.3%
월 8
12.3%
목 7
 
10.8%
금 5
 
7.7%
수 4
 
6.2%
화 3
 
4.6%
월(2,4 2
 
3.1%
수(1,2,3,4 1
 
1.5%
수(1,3 1
 
1.5%
Other values (8) 8
12.3%
2023-12-13T01:19:35.216738image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
29
16.6%
, 21
12.0%
주 19
10.9%
매 18
10.3%
월 12
 
6.9%
- 8
 
4.6%
( 8
 
4.6%
) 8
 
4.6%
목 8
 
4.6%
수 6
 
3.4%
Other values (14) 38
21.7%

Most occurring categories

ValueCountFrequency (%)
Other Letter 81
46.3%
Space Separator 29
 
16.6%
Other Punctuation 21
 
12.0%
Decimal Number 20
 
11.4%
Dash Punctuation 8
 
4.6%
Open Punctuation 8
 
4.6%
Close Punctuation 8
 
4.6%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
주 19
23.5%
매 18
22.2%
월 12
14.8%
목 8
9.9%
수 6
 
7.4%
금 5
 
6.2%
화 4
 
4.9%
일 2
 
2.5%
음 1
 
1.2%
회 1
 
1.2%
Other values (5) 5
 
6.2%
Decimal Number
ValueCountFrequency (%)
1 6
30.0%
2 5
25.0%
4 5
25.0%
3 4
20.0%
Space Separator
ValueCountFrequency (%)
29
100.0%
Other Punctuation
ValueCountFrequency (%)
, 21
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 8
100.0%
Open Punctuation
ValueCountFrequency (%)
( 8
100.0%
Close Punctuation
ValueCountFrequency (%)
) 8
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 94
53.7%
Hangul 81
46.3%

Most frequent character per script

Hangul
ValueCountFrequency (%)
주 19
23.5%
매 18
22.2%
월 12
14.8%
목 8
9.9%
수 6
 
7.4%
금 5
 
6.2%
화 4
 
4.9%
일 2
 
2.5%
음 1
 
1.2%
회 1
 
1.2%
Other values (5) 5
 
6.2%
Common
ValueCountFrequency (%)
29
30.9%
, 21
22.3%
- 8
 
8.5%
( 8
 
8.5%
) 8
 
8.5%
1 6
 
6.4%
2 5
 
5.3%
4 5
 
5.3%
3 4
 
4.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII 94
53.7%
Hangul 81
46.3%

Most frequent character per block

ASCII
ValueCountFrequency (%)
29
30.9%
, 21
22.3%
- 8
 
8.5%
( 8
 
8.5%
) 8
 
8.5%
1 6
 
6.4%
2 5
 
5.3%
4 5
 
5.3%
3 4
 
4.3%
Hangul
ValueCountFrequency (%)
주 19
23.5%
매 18
22.2%
월 12
14.8%
목 8
9.9%
수 6
 
7.4%
금 5
 
6.2%
화 4
 
4.9%
일 2
 
2.5%
음 1
 
1.2%
회 1
 
1.2%
Other values (5) 5
 
6.2%

Unnamed: 9
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing4
Missing (%)10.5%
Memory size436.0 B

Unnamed: 10
Categorical

Distinct6
Distinct (%)15.8%
Missing0
Missing (%)0.0%
Memory size436.0 B
10:00-17:00
18 
-
8 
09:30-16:30
6 
<NA>
4 
시간
 
1

Length

Max length11
Median length11
Mean length7.9210526
Min length1

Unique

Unique2 ?
Unique (%)5.3%

Sample

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

Common Values

ValueCountFrequency (%)
10:00-17:00 18
47.4%
- 8
21.1%
09:30-16:30 6
 
15.8%
<NA> 4
 
10.5%
시간 1
 
2.6%
13:00-19:00 1
 
2.6%

Length

2023-12-13T01:19:35.354166image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:35.484933image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
10:00-17:00 18
47.4%
8
21.1%
09:30-16:30 6
 
15.8%
na 4
 
10.5%
시간 1
 
2.6%
13:00-19:00 1
 
2.6%

Unnamed: 11
Categorical

Distinct9
Distinct (%)23.7%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
13 
일(2)
6 
일(3)
5 
일(1)
4 
일(4)
4 
Other values (4)
6 

Length

Max length4
Median length4
Mean length2.8684211
Min length1

Unique

Unique3 ?
Unique (%)7.9%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row주말
5th row요일

Common Values

ValueCountFrequency (%)
- 13
34.2%
일(2) 6
15.8%
일(3) 5
 
13.2%
일(1) 4
 
10.5%
일(4) 4
 
10.5%
<NA> 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%
토(4) 1
 
2.6%

Length

2023-12-13T01:19:35.645535image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:35.804210image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
13
34.2%
일(2 6
15.8%
일(3 5
 
13.2%
일(1 4
 
10.5%
일(4 4
 
10.5%
na 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%
토(4 1
 
2.6%

Unnamed: 12
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing4
Missing (%)10.5%
Memory size436.0 B

Unnamed: 13
Categorical

Distinct6
Distinct (%)15.8%
Missing0
Missing (%)0.0%
Memory size436.0 B
10:00-17:00
16 
-
13 
<NA>
4 
09:30-16:30
3 
시간
 
1

Length

Max length11
Median length11
Mean length6.6052632
Min length1

Unique

Unique2 ?
Unique (%)5.3%

Sample

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

Common Values

ValueCountFrequency (%)
10:00-17:00 16
42.1%
- 13
34.2%
<NA> 4
 
10.5%
09:30-16:30 3
 
7.9%
시간 1
 
2.6%
13:00-19:00 1
 
2.6%

Length

2023-12-13T01:19:36.063043image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:36.172801image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
10:00-17:00 16
42.1%
13
34.2%
na 4
 
10.5%
09:30-16:30 3
 
7.9%
시간 1
 
2.6%
13:00-19:00 1
 
2.6%

Unnamed: 14
Text

MISSING 

Distinct18
Distinct (%)50.0%
Missing2
Missing (%)5.3%
Memory size436.0 B
2023-12-13T01:19:36.325280image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length8
Median length6
Mean length3.6666667
Min length1

Characters and Unicode

Total characters132
Distinct characters23
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

Unique11 ?
Unique (%)30.6%

Sample

1st row음주2회자 교육
2nd row평일
3rd row요일
4th row화(1,3)
5th row목(2,4)
ValueCountFrequency (%)
12
31.6%
화(1,3 3
 
7.9%
월(2,4 2
 
5.3%
수(2,4 2
 
5.3%
수(4 2
 
5.3%
목(1,3 2
 
5.3%
목(2,4 2
 
5.3%
목(1 1
 
2.6%
월 1
 
2.6%
매주 1
 
2.6%
Other values (10) 10
26.3%
2023-12-13T01:19:36.639891image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
( 20
15.2%
) 20
15.2%
- 12
9.1%
, 12
9.1%
2 10
7.6%
4 10
7.6%
1 7
 
5.3%
목 6
 
4.5%
3 6
 
4.5%
월 5
 
3.8%
Other values (13) 24
18.2%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 33
25.0%
Other Letter 33
25.0%
Open Punctuation 20
15.2%
Close Punctuation 20
15.2%
Dash Punctuation 12
 
9.1%
Other Punctuation 12
 
9.1%
Space Separator 2
 
1.5%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
목 6
18.2%
월 5
15.2%
수 5
15.2%
화 5
15.2%
일 2
 
6.1%
주 2
 
6.1%
평 1
 
3.0%
요 1
 
3.0%
음 1
 
3.0%
회 1
 
3.0%
Other values (4) 4
12.1%
Decimal Number
ValueCountFrequency (%)
2 10
30.3%
4 10
30.3%
1 7
21.2%
3 6
18.2%
Open Punctuation
ValueCountFrequency (%)
( 20
100.0%
Close Punctuation
ValueCountFrequency (%)
) 20
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 12
100.0%
Other Punctuation
ValueCountFrequency (%)
, 12
100.0%
Space Separator
ValueCountFrequency (%)
2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 99
75.0%
Hangul 33
 
25.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
목 6
18.2%
월 5
15.2%
수 5
15.2%
화 5
15.2%
일 2
 
6.1%
주 2
 
6.1%
평 1
 
3.0%
요 1
 
3.0%
음 1
 
3.0%
회 1
 
3.0%
Other values (4) 4
12.1%
Common
ValueCountFrequency (%)
( 20
20.2%
) 20
20.2%
- 12
12.1%
, 12
12.1%
2 10
10.1%
4 10
10.1%
1 7
 
7.1%
3 6
 
6.1%
2
 
2.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 99
75.0%
Hangul 33
 
25.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
( 20
20.2%
) 20
20.2%
- 12
12.1%
, 12
12.1%
2 10
10.1%
4 10
10.1%
1 7
 
7.1%
3 6
 
6.1%
2
 
2.0%
Hangul
ValueCountFrequency (%)
목 6
18.2%
월 5
15.2%
수 5
15.2%
화 5
15.2%
일 2
 
6.1%
주 2
 
6.1%
평 1
 
3.0%
요 1
 
3.0%
음 1
 
3.0%
회 1
 
3.0%
Other values (4) 4
12.1%

Unnamed: 15
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing4
Missing (%)10.5%
Memory size436.0 B

Unnamed: 16
Categorical

Distinct6
Distinct (%)15.8%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
12 
09:00-18:00
9 
09:30-18:30
8 
<NA>
4 
10:00-19:00
4 

Length

Max length11
Median length11
Mean length6.8684211
Min length1

Unique

Unique1 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
- 12
31.6%
09:00-18:00 9
23.7%
09:30-18:30 8
21.1%
<NA> 4
 
10.5%
10:00-19:00 4
 
10.5%
시간 1
 
2.6%

Length

2023-12-13T01:19:36.812948image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:36.947996image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
12
31.6%
09:00-18:00 9
23.7%
09:30-18:30 8
21.1%
na 4
 
10.5%
10:00-19:00 4
 
10.5%
시간 1
 
2.6%

Unnamed: 17
Categorical

IMBALANCE 

Distinct4
Distinct (%)10.5%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
33 
<NA>
 
3
주말
 
1
요일
 
1

Length

Max length4
Median length1
Mean length1.2894737
Min length1

Unique

Unique2 ?
Unique (%)5.3%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row주말
5th row요일

Common Values

ValueCountFrequency (%)
- 33
86.8%
<NA> 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%

Length

2023-12-13T01:19:37.098050image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:37.209686image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
33
86.8%
na 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%

Unnamed: 18
Categorical

IMBALANCE 

Distinct3
Distinct (%)7.9%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
33 
<NA>
4 
정원
 
1

Length

Max length4
Median length1
Mean length1.3421053
Min length1

Unique

Unique1 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
- 33
86.8%
<NA> 4
 
10.5%
정원 1
 
2.6%

Length

2023-12-13T01:19:37.351834image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:37.474210image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
33
86.8%
na 4
 
10.5%
정원 1
 
2.6%

Unnamed: 19
Categorical

IMBALANCE 

Distinct3
Distinct (%)7.9%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
33 
<NA>
4 
시간
 
1

Length

Max length4
Median length1
Mean length1.3421053
Min length1

Unique

Unique1 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
- 33
86.8%
<NA> 4
 
10.5%
시간 1
 
2.6%

Length

2023-12-13T01:19:37.648562image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:37.860006image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
33
86.8%
na 4
 
10.5%
시간 1
 
2.6%

Unnamed: 20
Categorical

Distinct13
Distinct (%)34.2%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
18 
<NA>
3 
목
3 
수
3 
화
3 
Other values (8)
8 

Length

Max length8
Median length1
Mean length1.7631579
Min length1

Unique

Unique8 ?
Unique (%)21.1%

Sample

1st row<NA>
2nd row<NA>
3rd row음주3회자 교육
4th row요일
5th row<NA>

Common Values

ValueCountFrequency (%)
- 18
47.4%
<NA> 3
 
7.9%
목 3
 
7.9%
수 3
 
7.9%
화 3
 
7.9%
음주3회자 교육 1
 
2.6%
요일 1
 
2.6%
수,목,금 1
 
2.6%
월,화 1
 
2.6%
월 1
 
2.6%
Other values (3) 3
 
7.9%

Length

2023-12-13T01:19:38.058174image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
18
46.2%
na 3
 
7.7%
목 3
 
7.7%
수 3
 
7.7%
화 3
 
7.7%
음주3회자 1
 
2.6%
교육 1
 
2.6%
요일 1
 
2.6%
수,목,금 1
 
2.6%
월,화 1
 
2.6%
Other values (4) 4
 
10.3%

Unnamed: 21
Categorical

Distinct9
Distinct (%)23.7%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
18 
13:00-17:00
9 
<NA>
3 
13:00-18:00
3 
시간
 
1
Other values (4)
4 

Length

Max length11
Median length4
Mean length5.2368421
Min length1

Unique

Unique5 ?
Unique (%)13.2%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row시간
5th row1차

Common Values

ValueCountFrequency (%)
- 18
47.4%
13:00-17:00 9
23.7%
<NA> 3
 
7.9%
13:00-18:00 3
 
7.9%
시간 1
 
2.6%
1차 1
 
2.6%
10:00-15:00 1
 
2.6%
14:00-18:00 1
 
2.6%
13:30-17:30 1
 
2.6%

Length

2023-12-13T01:19:38.635167image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:38.770530image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
18
47.4%
13:00-17:00 9
23.7%
na 3
 
7.9%
13:00-18:00 3
 
7.9%
시간 1
 
2.6%
1차 1
 
2.6%
10:00-15:00 1
 
2.6%
14:00-18:00 1
 
2.6%
13:30-17:30 1
 
2.6%

Unnamed: 22
Categorical

Distinct7
Distinct (%)18.4%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
18 
13:00-17:00
12 
<NA>
4 
2차
 
1
10:00-15:00
 
1
Other values (2)
2 

Length

Max length11
Median length4
Mean length5.2894737
Min length1

Unique

Unique4 ?
Unique (%)10.5%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row2차

Common Values

ValueCountFrequency (%)
- 18
47.4%
13:00-17:00 12
31.6%
<NA> 4
 
10.5%
2차 1
 
2.6%
10:00-15:00 1
 
2.6%
14:00-18:00 1
 
2.6%
13:30-17:30 1
 
2.6%

Length

2023-12-13T01:19:38.907754image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:39.025904image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
18
47.4%
13:00-17:00 12
31.6%
na 4
 
10.5%
2차 1
 
2.6%
10:00-15:00 1
 
2.6%
14:00-18:00 1
 
2.6%
13:30-17:30 1
 
2.6%

Unnamed: 23
Categorical

Distinct7
Distinct (%)18.4%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
18 
13:00-17:00
12 
<NA>
4 
3차
 
1
10:00-15:00
 
1
Other values (2)
2 

Length

Max length11
Median length4
Mean length5.2894737
Min length1

Unique

Unique4 ?
Unique (%)10.5%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row3차

Common Values

ValueCountFrequency (%)
- 18
47.4%
13:00-17:00 12
31.6%
<NA> 4
 
10.5%
3차 1
 
2.6%
10:00-15:00 1
 
2.6%
14:00-18:00 1
 
2.6%
13:30-17:30 1
 
2.6%

Length

2023-12-13T01:19:39.179855image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:39.298469image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
18
47.4%
13:00-17:00 12
31.6%
na 4
 
10.5%
3차 1
 
2.6%
10:00-15:00 1
 
2.6%
14:00-18:00 1
 
2.6%
13:30-17:30 1
 
2.6%

Unnamed: 24
Categorical

Distinct8
Distinct (%)21.1%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
18 
13:00-17:00
9 
<NA>
4 
13:00-16:00
3 
4차
 
1
Other values (3)
3 

Length

Max length11
Median length4
Mean length5.2894737
Min length1

Unique

Unique4 ?
Unique (%)10.5%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row4차

Common Values

ValueCountFrequency (%)
- 18
47.4%
13:00-17:00 9
23.7%
<NA> 4
 
10.5%
13:00-16:00 3
 
7.9%
4차 1
 
2.6%
10:00-15:00 1
 
2.6%
14:00-17:00 1
 
2.6%
13:30-17:30 1
 
2.6%

Length

2023-12-13T01:19:39.433643image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:39.569646image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
18
47.4%
13:00-17:00 9
23.7%
na 4
 
10.5%
13:00-16:00 3
 
7.9%
4차 1
 
2.6%
10:00-15:00 1
 
2.6%
14:00-17:00 1
 
2.6%
13:30-17:30 1
 
2.6%

Unnamed: 25
Categorical

Distinct17
Distinct (%)44.7%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
18 
화(2)
3 
<NA>
2 
화(2,4)
2 
목(3)
 
1
Other values (12)
12 

Length

Max length6
Median length4
Mean length2.7368421
Min length1

Unique

Unique13 ?
Unique (%)34.2%

Sample

1st row<NA>
2nd row<NA>
3rd row배려운전교육
4th row평일
5th row요일

Common Values

ValueCountFrequency (%)
- 18
47.4%
화(2) 3
 
7.9%
<NA> 2
 
5.3%
화(2,4) 2
 
5.3%
목(3) 1
 
2.6%
평일 1
 
2.6%
요일 1
 
2.6%
수(3) 1
 
2.6%
배려운전교육 1
 
2.6%
월(3) 1
 
2.6%
Other values (7) 7
 
18.4%

Length

2023-12-13T01:19:39.713600image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
18
46.2%
화(2 3
 
7.7%
na 2
 
5.1%
화(2,4 2
 
5.1%
목(2 1
 
2.6%
매주 1
 
2.6%
월(1 1
 
2.6%
월(4 1
 
2.6%
화(1 1
 
2.6%
목(1,3 1
 
2.6%
Other values (8) 8
20.5%

Unnamed: 26
Categorical

Distinct5
Distinct (%)13.2%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
18 
10:00-17:00
14 
<NA>
4 
시간
 
1
09:30-16:30
 
1

Length

Max length11
Median length4
Mean length5.2894737
Min length1

Unique

Unique2 ?
Unique (%)5.3%

Sample

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

Common Values

ValueCountFrequency (%)
- 18
47.4%
10:00-17:00 14
36.8%
<NA> 4
 
10.5%
시간 1
 
2.6%
09:30-16:30 1
 
2.6%

Length

2023-12-13T01:19:39.833104image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:39.940714image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
18
47.4%
10:00-17:00 14
36.8%
na 4
 
10.5%
시간 1
 
2.6%
09:30-16:30 1
 
2.6%

Unnamed: 27
Categorical

IMBALANCE 

Distinct4
Distinct (%)10.5%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
33 
<NA>
 
3
주말
 
1
요일
 
1

Length

Max length4
Median length1
Mean length1.2894737
Min length1

Unique

Unique2 ?
Unique (%)5.3%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row주말
5th row요일

Common Values

ValueCountFrequency (%)
- 33
86.8%
<NA> 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%

Length

2023-12-13T01:19:40.047148image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:40.154306image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
33
86.8%
na 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%

Unnamed: 28
Categorical

IMBALANCE 

Distinct3
Distinct (%)7.9%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
33 
<NA>
4 
시간
 
1

Length

Max length4
Median length1
Mean length1.3421053
Min length1

Unique

Unique1 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
- 33
86.8%
<NA> 4
 
10.5%
시간 1
 
2.6%

Length

2023-12-13T01:19:40.282585image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:40.393457image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
33
86.8%
na 4
 
10.5%
시간 1
 
2.6%

Unnamed: 29
Text

MISSING 

Distinct23
Distinct (%)63.9%
Missing2
Missing (%)5.3%
Memory size436.0 B
2023-12-13T01:19:40.516100image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length14
Median length10
Mean length4.0555556
Min length1

Characters and Unicode

Total characters146
Distinct characters25
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

Unique18 ?
Unique (%)50.0%

Sample

1st row벌점감경교육
2nd row평일
3rd row요일
4th row금(1,3)
5th row매주 월
ValueCountFrequency (%)
10
24.4%
매주 3
 
7.3%
목 2
 
4.9%
수(1,3 2
 
4.9%
화(2,4 2
 
4.9%
금(1,3 2
 
4.9%
목(4 1
 
2.4%
월(4 1
 
2.4%
목(2 1
 
2.4%
목(1,3 1
 
2.4%
Other values (16) 16
39.0%
2023-12-13T01:19:40.794664image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
( 22
15.1%
) 22
15.1%
, 13
 
8.9%
- 10
 
6.8%
1 9
 
6.2%
3 9
 
6.2%
2 8
 
5.5%
4 7
 
4.8%
목 7
 
4.8%
월 6
 
4.1%
Other values (15) 33
22.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 41
28.1%
Decimal Number 33
22.6%
Open Punctuation 22
15.1%
Close Punctuation 22
15.1%
Other Punctuation 13
 
8.9%
Dash Punctuation 10
 
6.8%
Space Separator 5
 
3.4%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
목 7
17.1%
월 6
14.6%
금 4
9.8%
화 4
9.8%
수 4
9.8%
주 3
7.3%
매 3
7.3%
일 2
 
4.9%
평 1
 
2.4%
요 1
 
2.4%
Other values (6) 6
14.6%
Decimal Number
ValueCountFrequency (%)
1 9
27.3%
3 9
27.3%
2 8
24.2%
4 7
21.2%
Open Punctuation
ValueCountFrequency (%)
( 22
100.0%
Close Punctuation
ValueCountFrequency (%)
) 22
100.0%
Other Punctuation
ValueCountFrequency (%)
, 13
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 10
100.0%
Space Separator
ValueCountFrequency (%)
5
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 105
71.9%
Hangul 41
 
28.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
목 7
17.1%
월 6
14.6%
금 4
9.8%
화 4
9.8%
수 4
9.8%
주 3
7.3%
매 3
7.3%
일 2
 
4.9%
평 1
 
2.4%
요 1
 
2.4%
Other values (6) 6
14.6%
Common
ValueCountFrequency (%)
( 22
21.0%
) 22
21.0%
, 13
12.4%
- 10
9.5%
1 9
8.6%
3 9
8.6%
2 8
 
7.6%
4 7
 
6.7%
5
 
4.8%

Most occurring blocks

ValueCountFrequency (%)
ASCII 105
71.9%
Hangul 41
 
28.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
( 22
21.0%
) 22
21.0%
, 13
12.4%
- 10
9.5%
1 9
8.6%
3 9
8.6%
2 8
 
7.6%
4 7
 
6.7%
5
 
4.8%
Hangul
ValueCountFrequency (%)
목 7
17.1%
월 6
14.6%
금 4
9.8%
화 4
9.8%
수 4
9.8%
주 3
7.3%
매 3
7.3%
일 2
 
4.9%
평 1
 
2.4%
요 1
 
2.4%
Other values (6) 6
14.6%

Unnamed: 30
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing4
Missing (%)10.5%
Memory size436.0 B

Unnamed: 31
Categorical

Distinct9
Distinct (%)23.7%
Missing0
Missing (%)0.0%
Memory size436.0 B
13:00-17:00
12 
-
10 
<NA>
4 
13:30-17:30
4 
10:00-15:00
3 
Other values (4)
5 

Length

Max length26
Median length11
Mean length8.1052632
Min length1

Unique

Unique3 ?
Unique (%)7.9%

Sample

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

Common Values

ValueCountFrequency (%)
13:00-17:00 12
31.6%
- 10
26.3%
<NA> 4
 
10.5%
13:30-17:30 4
 
10.5%
10:00-15:00 3
 
7.9%
14:00-18:00 2
 
5.3%
시간 1
 
2.6%
14:00-18:00 (3)18:30-22:30 1
 
2.6%
13:30-17:30 18:30-22:30 1
 
2.6%

Length

2023-12-13T01:19:40.963329image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:41.117179image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
13:00-17:00 12
30.0%
10
25.0%
13:30-17:30 5
12.5%
na 4
 
10.0%
10:00-15:00 3
 
7.5%
14:00-18:00 3
 
7.5%
시간 1
 
2.5%
3)18:30-22:30 1
 
2.5%
18:30-22:30 1
 
2.5%

Unnamed: 32
Categorical

IMBALANCE 

Distinct4
Distinct (%)10.5%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
33 
<NA>
 
3
주말
 
1
요일
 
1

Length

Max length4
Median length1
Mean length1.2894737
Min length1

Unique

Unique2 ?
Unique (%)5.3%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row주말
5th row요일

Common Values

ValueCountFrequency (%)
- 33
86.8%
<NA> 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%

Length

2023-12-13T01:19:41.251779image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:41.383620image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
33
86.8%
na 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%

Unnamed: 33
Categorical

IMBALANCE 

Distinct3
Distinct (%)7.9%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
33 
<NA>
4 
시간
 
1

Length

Max length4
Median length1
Mean length1.3421053
Min length1

Unique

Unique1 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
- 33
86.8%
<NA> 4
 
10.5%
시간 1
 
2.6%

Length

2023-12-13T01:19:41.488127image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:41.601666image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
33
86.8%
na 4
 
10.5%
시간 1
 
2.6%

Unnamed: 34
Text

MISSING 

Distinct23
Distinct (%)63.9%
Missing2
Missing (%)5.3%
Memory size436.0 B
2023-12-13T01:19:41.715994image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length12
Median length8
Mean length5.4444444
Min length1

Characters and Unicode

Total characters196
Distinct characters25
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

Unique18 ?
Unique (%)50.0%

Sample

1st row현장참여교육
2nd row평일
3rd row요일
4th row매주 월, 수, 목
5th row매주 화, 금
ValueCountFrequency (%)
매주 16
23.9%
9
13.4%
금 8
11.9%
목 6
 
9.0%
수 5
 
7.5%
화 5
 
7.5%
월 3
 
4.5%
수(2,4 2
 
3.0%
목(3 1
 
1.5%
평일 1
 
1.5%
Other values (11) 11
16.4%
2023-12-13T01:19:41.973390image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
31
15.8%
, 27
13.8%
주 16
 
8.2%
매 16
 
8.2%
) 12
 
6.1%
( 12
 
6.1%
금 10
 
5.1%
수 9
 
4.6%
- 9
 
4.6%
목 8
 
4.1%
Other values (15) 46
23.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 81
41.3%
Space Separator 31
 
15.8%
Other Punctuation 27
 
13.8%
Decimal Number 24
 
12.2%
Close Punctuation 12
 
6.1%
Open Punctuation 12
 
6.1%
Dash Punctuation 9
 
4.6%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
주 16
19.8%
매 16
19.8%
금 10
12.3%
수 9
11.1%
목 8
9.9%
화 7
8.6%
월 5
 
6.2%
일 2
 
2.5%
평 1
 
1.2%
요 1
 
1.2%
Other values (6) 6
 
7.4%
Decimal Number
ValueCountFrequency (%)
2 7
29.2%
4 6
25.0%
3 6
25.0%
1 5
20.8%
Space Separator
ValueCountFrequency (%)
31
100.0%
Other Punctuation
ValueCountFrequency (%)
, 27
100.0%
Close Punctuation
ValueCountFrequency (%)
) 12
100.0%
Open Punctuation
ValueCountFrequency (%)
( 12
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 9
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 115
58.7%
Hangul 81
41.3%

Most frequent character per script

Hangul
ValueCountFrequency (%)
주 16
19.8%
매 16
19.8%
금 10
12.3%
수 9
11.1%
목 8
9.9%
화 7
8.6%
월 5
 
6.2%
일 2
 
2.5%
평 1
 
1.2%
요 1
 
1.2%
Other values (6) 6
 
7.4%
Common
ValueCountFrequency (%)
31
27.0%
, 27
23.5%
) 12
 
10.4%
( 12
 
10.4%
- 9
 
7.8%
2 7
 
6.1%
4 6
 
5.2%
3 6
 
5.2%
1 5
 
4.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII 115
58.7%
Hangul 81
41.3%

Most frequent character per block

ASCII
ValueCountFrequency (%)
31
27.0%
, 27
23.5%
) 12
 
10.4%
( 12
 
10.4%
- 9
 
7.8%
2 7
 
6.1%
4 6
 
5.2%
3 6
 
5.2%
1 5
 
4.3%
Hangul
ValueCountFrequency (%)
주 16
19.8%
매 16
19.8%
금 10
12.3%
수 9
11.1%
목 8
9.9%
화 7
8.6%
월 5
 
6.2%
일 2
 
2.5%
평 1
 
1.2%
요 1
 
1.2%
Other values (6) 6
 
7.4%

Unnamed: 35
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing7
Missing (%)18.4%
Memory size436.0 B

Unnamed: 36
Categorical

Distinct5
Distinct (%)13.2%
Missing0
Missing (%)0.0%
Memory size436.0 B
09:30-18:30
16 
-
9 
09:00-18:00
8 
<NA>
4 
시간
 
1

Length

Max length11
Median length11
Mean length7.6578947
Min length1

Unique

Unique1 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
09:30-18:30 16
42.1%
- 9
23.7%
09:00-18:00 8
21.1%
<NA> 4
 
10.5%
시간 1
 
2.6%

Length

2023-12-13T01:19:42.087665image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:42.175289image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
09:30-18:30 16
42.1%
9
23.7%
09:00-18:00 8
21.1%
na 4
 
10.5%
시간 1
 
2.6%

Unnamed: 37
Categorical

IMBALANCE 

Distinct4
Distinct (%)10.5%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
33 
<NA>
 
3
주말
 
1
요일
 
1

Length

Max length4
Median length1
Mean length1.2894737
Min length1

Unique

Unique2 ?
Unique (%)5.3%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row주말
5th row요일

Common Values

ValueCountFrequency (%)
- 33
86.8%
<NA> 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%

Length

2023-12-13T01:19:42.274966image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:42.363719image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
33
86.8%
na 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%

Unnamed: 38
Categorical

IMBALANCE 

Distinct3
Distinct (%)7.9%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
33 
<NA>
4 
시간
 
1

Length

Max length4
Median length1
Mean length1.3421053
Min length1

Unique

Unique1 ?
Unique (%)2.6%

Sample

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

Common Values

ValueCountFrequency (%)
- 33
86.8%
<NA> 4
 
10.5%
시간 1
 
2.6%

Length

2023-12-13T01:19:42.453053image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:42.537894image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
33
86.8%
na 4
 
10.5%
시간 1
 
2.6%

Unnamed: 39
Text

MISSING 

Distinct23
Distinct (%)63.9%
Missing2
Missing (%)5.3%
Memory size436.0 B
2023-12-13T01:19:42.654637image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length23
Median length20
Mean length5.4444444
Min length1

Characters and Unicode

Total characters196
Distinct characters38
Distinct categories9 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique20 ?
Unique (%)55.6%

Sample

1st row어린이 통학버스 교육
2nd row평일
3rd row요일
4th row목(1,3,오후) 목(2,4,오전)
5th row화(2,오전) 화(4,오후)
ValueCountFrequency (%)
12
27.3%
화(4 2
 
4.5%
월(2,4 2
 
4.5%
수(1,3 2
 
4.5%
어린이 1
 
2.3%
금(3 1
 
2.3%
목(1,3,4 1
 
2.3%
2,4,6,8,10,12 1
 
2.3%
수(1 1
 
2.3%
수(4 1
 
2.3%
Other values (20) 20
45.5%
2023-12-13T01:19:42.899334image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
, 27
13.8%
( 24
12.2%
) 24
12.2%
4 13
 
6.6%
- 12
 
6.1%
1 12
 
6.1%
2 11
 
5.6%
3 10
 
5.1%
화 8
 
4.1%
5
 
2.6%
Other values (28) 50
25.5%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 51
26.0%
Other Letter 48
24.5%
Other Punctuation 27
13.8%
Open Punctuation 24
12.2%
Close Punctuation 24
12.2%
Dash Punctuation 12
 
6.1%
Control 5
 
2.6%
Space Separator 3
 
1.5%
Math Symbol 2
 
1.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
화 8
16.7%
목 5
10.4%
월 5
10.4%
수 4
 
8.3%
오 4
 
8.3%
금 3
 
6.2%
후 2
 
4.2%
전 2
 
4.2%
일 2
 
4.2%
버 1
 
2.1%
Other values (12) 12
25.0%
Decimal Number
ValueCountFrequency (%)
4 13
25.5%
1 12
23.5%
2 11
21.6%
3 10
19.6%
6 2
 
3.9%
8 1
 
2.0%
9 1
 
2.0%
0 1
 
2.0%
Math Symbol
ValueCountFrequency (%)
< 1
50.0%
> 1
50.0%
Other Punctuation
ValueCountFrequency (%)
, 27
100.0%
Open Punctuation
ValueCountFrequency (%)
( 24
100.0%
Close Punctuation
ValueCountFrequency (%)
) 24
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 12
100.0%
Control
ValueCountFrequency (%)
5
100.0%
Space Separator
ValueCountFrequency (%)
3
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 148
75.5%
Hangul 48
 
24.5%

Most frequent character per script

Hangul
ValueCountFrequency (%)
화 8
16.7%
목 5
10.4%
월 5
10.4%
수 4
 
8.3%
오 4
 
8.3%
금 3
 
6.2%
후 2
 
4.2%
전 2
 
4.2%
일 2
 
4.2%
버 1
 
2.1%
Other values (12) 12
25.0%
Common
ValueCountFrequency (%)
, 27
18.2%
( 24
16.2%
) 24
16.2%
4 13
8.8%
- 12
8.1%
1 12
8.1%
2 11
7.4%
3 10
 
6.8%
5
 
3.4%
3
 
2.0%
Other values (6) 7
 
4.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII 148
75.5%
Hangul 48
 
24.5%

Most frequent character per block

ASCII
ValueCountFrequency (%)
, 27
18.2%
( 24
16.2%
) 24
16.2%
4 13
8.8%
- 12
8.1%
1 12
8.1%
2 11
7.4%
3 10
 
6.8%
5
 
3.4%
3
 
2.0%
Other values (6) 7
 
4.7%
Hangul
ValueCountFrequency (%)
화 8
16.7%
목 5
10.4%
월 5
10.4%
수 4
 
8.3%
오 4
 
8.3%
금 3
 
6.2%
후 2
 
4.2%
전 2
 
4.2%
일 2
 
4.2%
버 1
 
2.1%
Other values (12) 12
25.0%

Unnamed: 40
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing4
Missing (%)10.5%
Memory size436.0 B

Unnamed: 41
Categorical

Distinct12
Distinct (%)31.6%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
12 
10:00-13:00
9 
<NA>
4 
10:30-13:30
4 
10:00~13:00 14:00~17:00
2 
Other values (7)
7 

Length

Max length35
Median length33
Mean length9.9736842
Min length1

Unique

Unique7 ?
Unique (%)18.4%

Sample

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

Common Values

ValueCountFrequency (%)
- 12
31.6%
10:00-13:00 9
23.7%
<NA> 4
 
10.5%
10:30-13:30 4
 
10.5%
10:00~13:00 14:00~17:00 2
 
5.3%
시간 1
 
2.6%
09:30-12:30 10:30-13:30 1
 
2.6%
10:00-13:00 13:00-16:00 1
 
2.6%
10:00-13:00(짝수달) 13:00-16:00(홀수달) 1
 
2.6%
10:30-13:30 09:30-12:30 1
 
2.6%
Other values (2) 2
 
5.3%

Length

2023-12-13T01:19:43.023393image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
10:00-13:00 13
27.7%
12
25.5%
10:30-13:30 6
12.8%
na 4
 
8.5%
10:00~13:00 2
 
4.3%
14:00~17:00 2
 
4.3%
09:30-12:30 2
 
4.3%
시간 1
 
2.1%
13:00-16:00 1
 
2.1%
10:00-13:00(짝수달 1
 
2.1%
Other values (3) 3
 
6.4%

Unnamed: 42
Categorical

IMBALANCE 

Distinct5
Distinct (%)13.2%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
32 
<NA>
 
3
주말
 
1
요일
 
1
<3,6,9,12월> 토(4)
 
1

Length

Max length16
Median length1
Mean length1.6842105
Min length1

Unique

Unique3 ?
Unique (%)7.9%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row주말
5th row요일

Common Values

ValueCountFrequency (%)
- 32
84.2%
<NA> 3
 
7.9%
주말 1
 
2.6%
요일 1
 
2.6%
<3,6,9,12월> 토(4) 1
 
2.6%

Length

2023-12-13T01:19:43.140329image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:43.233946image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
32
82.1%
na 3
 
7.7%
주말 1
 
2.6%
요일 1
 
2.6%
3,6,9,12월 1
 
2.6%
토(4 1
 
2.6%

Unnamed: 43
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing4
Missing (%)10.5%
Memory size436.0 B

Unnamed: 44
Categorical

IMBALANCE 

Distinct4
Distinct (%)10.5%
Missing0
Missing (%)0.0%
Memory size436.0 B
-
32 
<NA>
4 
시간
 
1
10:00-13:00
 
1

Length

Max length11
Median length1
Mean length1.6052632
Min length1

Unique

Unique2 ?
Unique (%)5.3%

Sample

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

Common Values

ValueCountFrequency (%)
- 32
84.2%
<NA> 4
 
10.5%
시간 1
 
2.6%
10:00-13:00 1
 
2.6%

Length

2023-12-13T01:19:43.335687image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T01:19:43.429278image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
32
84.2%
na 4
 
10.5%
시간 1
 
2.6%
10:00-13:00 1
 
2.6%

Sample

교통안전교육 교육예약정보Unnamed: 1Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12Unnamed: 13Unnamed: 14Unnamed: 15Unnamed: 16Unnamed: 17Unnamed: 18Unnamed: 19Unnamed: 20Unnamed: 21Unnamed: 22Unnamed: 23Unnamed: 24Unnamed: 25Unnamed: 26Unnamed: 27Unnamed: 28Unnamed: 29Unnamed: 30Unnamed: 31Unnamed: 32Unnamed: 33Unnamed: 34Unnamed: 35Unnamed: 36Unnamed: 37Unnamed: 38Unnamed: 39Unnamed: 40Unnamed: 41Unnamed: 42Unnamed: 43Unnamed: 44
0기준일 : 2021.07.15<NA><NA>NaN<NA><NA>NaN<NA><NA>NaN<NA><NA>NaN<NA><NA>NaN<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>NaN<NA><NA><NA><NA>NaN<NA><NA><NA><NA>NaN<NA><NA>NaN<NA>
1지부교육장교육과정NaN<NA><NA>NaN<NA><NA>NaN<NA><NA>NaN<NA><NA>NaN<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>NaN<NA><NA><NA><NA>NaN<NA><NA><NA><NA>NaN<NA><NA>NaN<NA>
2<NA><NA>법규준수교육NaN<NA><NA>NaN<NA>음주1회자 교육NaN<NA><NA>NaN<NA>음주2회자 교육NaN<NA><NA><NA><NA>음주3회자 교육<NA><NA><NA><NA>배려운전교육<NA><NA><NA>벌점감경교육NaN<NA><NA><NA>현장참여교육NaN<NA><NA><NA>어린이 통학버스 교육NaN<NA><NA>NaN<NA>
3<NA><NA>평일NaN<NA>주말NaN<NA>평일NaN<NA>주말NaN<NA>평일NaN<NA>주말<NA><NA>요일시간<NA><NA><NA>평일<NA>주말<NA>평일NaN<NA>주말<NA>평일NaN<NA>주말<NA>평일NaN<NA>주말NaN<NA>
4<NA><NA>요일정원시간요일정원시간요일정원시간요일정원시간요일정원시간요일정원시간<NA>1차2차3차4차요일시간요일시간요일정원시간요일시간요일정원시간요일시간요일정원시간요일정원시간
5서울지부교육장매주 월, 수6009:30-16:30---매주 화, 금6009:30-16:30일(2)10009:30-16:30화(1,3)6009:30-18:30---수,목,금10:00-15:0010:00-15:0010:00-15:0010:00-15:00화(2,4)10:00-17:00--금(1,3)6010:00-15:00--매주 월, 수, 목5009:30-18:30--목(1,3,오후) 목(2,4,오전)4010:00~13:00 14:00~17:00---
6<NA>강북교육장매주 수6009:30-16:30---매주 월, 목4009:30-16:30---목(2,4)4009:30-18:30------------매주 월4010:00-15:00--매주 화, 금4009:30-18:30--화(2,오전) 화(4,오후)4010:00~13:00 14:00~17:00---
7<NA>강남시험장---------------------------------NaN---------
8<NA>강서시험장---------------------------------NaN---------
9<NA>서부시험장---------------------------------NaN---------
교통안전교육 교육예약정보Unnamed: 1Unnamed: 2Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12Unnamed: 13Unnamed: 14Unnamed: 15Unnamed: 16Unnamed: 17Unnamed: 18Unnamed: 19Unnamed: 20Unnamed: 21Unnamed: 22Unnamed: 23Unnamed: 24Unnamed: 25Unnamed: 26Unnamed: 27Unnamed: 28Unnamed: 29Unnamed: 30Unnamed: 31Unnamed: 32Unnamed: 33Unnamed: 34Unnamed: 35Unnamed: 36Unnamed: 37Unnamed: 38Unnamed: 39Unnamed: 40Unnamed: 41Unnamed: 42Unnamed: 43Unnamed: 44
28<NA>광양교육장월(4)4310:00-17:00---수(1,2,3,4)4810:00-17:00일(3)4810:00-17:00월(1)4209:00-18:00------------월(2)4313:30-17:30--목(1,2,3)4309:30-18:30--금(4)4310:30-13:30---
29<NA>목포교육장-------------------------------------------
30경북지부교육장화(2,4)5010:00-17:00---매주 월5010:00-17:00일(1)5010:00-17:00화(1,3)5009:00-18:00---금13:00-17:0013:00-17:0013:00-17:0013:00-17:00목(1,3)10:00-17:00--수(1,3)5013:00-17:00--매주 목5009:00-18:00--수(4)4510:00-13:00---
31<NA>안동교육장목(2)5010:00-17:00---화(2,4)3010:00-17:00---수(4)3009:00-18:00------------화(3)3013:00-17:00--금(2,4)5009:00-18:00--수(1) (2,4,6,8,10,12)4510:30-13:30---
32<NA>포항교육장화(1)5009:30-16:30---매주 금5009:30-16:30토(4)5009:30-16:30수(2)5009:00-18:00------------수(2), 목(3)5013:00-17:00--매주 월4009:00-18:00--화(4)4510:30-13:30---
33울산경남지부교육장매주 수7010:00-17:00일(4)5010:00-17:00매주 월, 목5010:00-17:00일(4)6510:00-17:00목(2,4)5010:00-19:00---수13:00-17:0013:00-17:0013:00-17:0013:00-17:00화(1)10:00-17:00--목(1,3)5014:00-18:00--매주 화, 금5009:00-18:00--목(1,3,4)6010:00-13:00 14:00-17:00 18:30-22:30---
34<NA>울산교육장수(1,3)5010:00-17:00일(2)3010:00-17:00매주 월, 금3010:00-17:00일(2)6010:00-17:00수(2,4)3010:00-19:00---목13:00-17:0013:00-17:0013:00-17:0013:00-17:00월(4)10:00-17:00--목(2)5013:00-17:00--매주 화, 목1709:00-18:00--화(1,3)3010:00-13:00 10:00-13:00---
35<NA>김해교육장-------------------------------------------
36<NA>진주교육장-------------------------------------------
37제주지부교육장매주 화2010:00-17:00---매주 목3013:00-19:00일(4)5013:00-19:00월(2,4)3010:00-19:00---수13:00-17:0013:00-17:0013:00-17:0013:00-17:00매주 화10:00-17:00--월(1)3013:00-17:00--수(2), 매주 금3009:00-18:00--수(1,3)3010:00-13:00---