Overview

Dataset statistics

Number of variables13
Number of observations100
Missing cells0
Missing cells (%)0.0%
Duplicate rows2
Duplicate rows (%)2.0%
Total size in memory10.8 KiB
Average record size in memory110.3 B

Variable types

Categorical9
Text1
Numeric3

Dataset

Description경상북도영양교육지원청이 관리하는 학원교습소 현황(명칭, 설립자, 위치, 강사수, 교습과목, 교습기간, 교습비 등)
Author경상북도교육청 경상북도영양교육지원청
URLhttps://www.data.go.kr/data/15046133/fileData.do

Alerts

Dataset has 2 (2.0%) duplicate rowsDuplicates
교재비 등기타경비 is highly overall correlated with 명 칭 and 5 other fieldsHigh correlation
설립자(운영자) is highly overall correlated with 명 칭 and 7 other fieldsHigh correlation
교습계열 is highly overall correlated with 교습비 and 8 other fieldsHigh correlation
명 칭 is highly overall correlated with 설립자(운영자) and 7 other fieldsHigh correlation
교습과정 is highly overall correlated with 명 칭 and 6 other fieldsHigh correlation
위치 is highly overall correlated with 명 칭 and 7 other fieldsHigh correlation
분야구분 is highly overall correlated with 총교습시간(분) and 8 other fieldsHigh correlation
총교습시간(분) is highly overall correlated with 교습비 and 2 other fieldsHigh correlation
교습비 is highly overall correlated with 총교습시간(분) and 3 other fieldsHigh correlation
총교습비 is highly overall correlated with 총교습시간(분) and 3 other fieldsHigh correlation
강사수 is highly overall correlated with 명 칭 and 6 other fieldsHigh correlation
교습기간 is highly overall correlated with 명 칭 and 4 other fieldsHigh correlation
분야구분 is highly imbalanced (51.1%)Imbalance
교습계열 is highly imbalanced (52.9%)Imbalance
교습과정 is highly imbalanced (55.3%)Imbalance
교재비 등기타경비 is highly imbalanced (80.6%)Imbalance

Reproduction

Analysis started2023-12-11 23:29:53.836497
Analysis finished2023-12-11 23:29:56.395579
Duration2.56 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

명 칭
Categorical

HIGH CORRELATION 

Distinct25
Distinct (%)25.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
영N탑외국어입시학원
24 
윤선생IGSE아카데미영양학원
17 
하버드학원
양광자개인과외교습자
 
4
개념플러스원리수학교습소
 
3
Other values (20)
43 

Length

Max length15
Median length10
Mean length9.99
Min length5

Unique

Unique6 ?
Unique (%)6.0%

Sample

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

Common Values

ValueCountFrequency (%)
영N탑외국어입시학원 24
24.0%
윤선생IGSE아카데미영양학원 17
17.0%
하버드학원 9
 
9.0%
양광자개인과외교습자 4
 
4.0%
개념플러스원리수학교습소 3
 
3.0%
더매쓰수학학원 3
 
3.0%
영양산림생태교육학원 3
 
3.0%
호산나피아노교습소 3
 
3.0%
바른국어논술학원 3
 
3.0%
금남숙개인과외교습자 3
 
3.0%
Other values (15) 28
28.0%

Length

2023-12-12T08:29:56.466311image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
영n탑외국어입시학원 24
22.9%
윤선생igse아카데미영양학원 17
16.2%
하버드학원 9
 
8.6%
양광자개인과외교습자 4
 
3.8%
금남숙개인과외교습자 3
 
2.9%
새싹피아노 3
 
2.9%
이우종개인과외교습자 3
 
2.9%
박희숙개인과외교습자 3
 
2.9%
조정은개인과외교습자 3
 
2.9%
바른국어논술학원 3
 
2.9%
Other values (19) 33
31.4%

설립자(운영자)
Categorical

HIGH CORRELATION 

Distinct25
Distinct (%)25.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
권성환
24 
김정훈
17 
박희경
양광자
 
4
박진숙
 
3
Other values (20)
43 

Length

Max length10
Median length3
Mean length3.21
Min length3

Unique

Unique6 ?
Unique (%)6.0%

Sample

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

Common Values

ValueCountFrequency (%)
권성환 24
24.0%
김정훈 17
17.0%
박희경 9
 
9.0%
양광자 4
 
4.0%
박진숙 3
 
3.0%
강효림 3
 
3.0%
주식회사이프포레스트 3
 
3.0%
이보배 3
 
3.0%
김혜미 3
 
3.0%
금남숙 3
 
3.0%
Other values (15) 28
28.0%

Length

2023-12-12T08:29:56.634902image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
권성환 24
24.0%
김정훈 17
17.0%
박희경 9
 
9.0%
양광자 4
 
4.0%
금남숙 3
 
3.0%
전은희 3
 
3.0%
박희숙 3
 
3.0%
조정은 3
 
3.0%
이우종 3
 
3.0%
김혜미 3
 
3.0%
Other values (15) 28
28.0%

위치
Categorical

HIGH CORRELATION 

Distinct25
Distinct (%)25.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
경상북도 영양군 영양읍 동서대로 51 (영양읍)
24 
경상북도 영양군 영양읍 동서대로 27-3 (영양읍,신청구상가아파트)
17 
경상북도 영양군 영양읍 옥골2길 6 , 3층 (영양읍)
경상북도 영양군 영양읍 영양창수로 64-1 (영양읍)
 
4
경상북도 영양군 영양읍 군청길 5-8 , 1층 (영양읍, 율호재)
 
3
Other values (20)
43 

Length

Max length48
Median length46
Mean length31.08
Min length20

Unique

Unique6 ?
Unique (%)6.0%

Sample

1st row경상북도 영양군 영양읍 동서대로 51 (영양읍)
2nd row경상북도 영양군 영양읍 동서대로 51 (영양읍)
3rd row경상북도 영양군 영양읍 동서대로 51 (영양읍)
4th row경상북도 영양군 영양읍 동서대로 51 (영양읍)
5th row경상북도 영양군 영양읍 동서대로 51 (영양읍)

Common Values

ValueCountFrequency (%)
경상북도 영양군 영양읍 동서대로 51 (영양읍) 24
24.0%
경상북도 영양군 영양읍 동서대로 27-3 (영양읍,신청구상가아파트) 17
17.0%
경상북도 영양군 영양읍 옥골2길 6 , 3층 (영양읍) 9
 
9.0%
경상북도 영양군 영양읍 영양창수로 64-1 (영양읍) 4
 
4.0%
경상북도 영양군 영양읍 군청길 5-8 , 1층 (영양읍, 율호재) 3
 
3.0%
경상북도 영양군 영양읍 중앙로 92 , 3층 (영양읍) 3
 
3.0%
경상북도 영양군 영양읍 문고개길 22-48 (영양읍) 3
 
3.0%
경상북도 영양군 영양읍 군민회관길 4 , 호산나피아노 (영양읍, 호산나피아노교습소) 3
 
3.0%
경상북도 영양군 영양읍 낙원로 71 , 1층 (영양읍, 한우리독서논술 영양교습소) 3
 
3.0%
경상북도 영양군 영양읍 옥골3길 18 (영양읍) 3
 
3.0%
Other values (15) 28
28.0%

Length

2023-12-12T08:29:56.842817image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
영양읍 179
26.2%
영양군 101
14.8%
경상북도 100
14.6%
동서대로 48
 
7.0%
32
 
4.7%
51 24
 
3.5%
27-3 17
 
2.5%
영양읍,신청구상가아파트 17
 
2.5%
3층 12
 
1.8%
1층 12
 
1.8%
Other values (47) 141
20.6%

강사수
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)5.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
1
62 
3
24 
2
0
 
3
6
 
2

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row3
2nd row3
3rd row3
4th row3
5th row3

Common Values

ValueCountFrequency (%)
1 62
62.0%
3 24
 
24.0%
2 9
 
9.0%
0 3
 
3.0%
6 2
 
2.0%

Length

2023-12-12T08:29:57.006915image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:29:57.160255image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 62
62.0%
3 24
 
24.0%
2 9
 
9.0%
0 3
 
3.0%
6 2
 
2.0%

분야구분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)4.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
입시.검정 및 보습
80 
예능(대)
13 
국제화
 
4
직업기술
 
3

Length

Max length10
Median length10
Mean length8.89
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row입시.검정 및 보습
2nd row입시.검정 및 보습
3rd row입시.검정 및 보습
4th row입시.검정 및 보습
5th row입시.검정 및 보습

Common Values

ValueCountFrequency (%)
입시.검정 및 보습 80
80.0%
예능(대) 13
 
13.0%
국제화 4
 
4.0%
직업기술 3
 
3.0%

Length

2023-12-12T08:29:57.308419image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:29:57.433520image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
입시.검정 80
30.8%
80
30.8%
보습 80
30.8%
예능(대 13
 
5.0%
국제화 4
 
1.5%
직업기술 3
 
1.2%

교습계열
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct5
Distinct (%)5.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
보통교과
80 
예능(중)
외국어
 
4
음악
 
4
산업기반기술
 
3

Length

Max length6
Median length4
Mean length4.03
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
보통교과 80
80.0%
예능(중) 9
 
9.0%
외국어 4
 
4.0%
음악 4
 
4.0%
산업기반기술 3
 
3.0%

Length

2023-12-12T08:29:57.566411image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:29:57.688272image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
보통교과 80
80.0%
예능(중 9
 
9.0%
외국어 4
 
4.0%
음악 4
 
4.0%
산업기반기술 3
 
3.0%

교습과정
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct6
Distinct (%)6.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
보습
79 
음악
10 
실용외국어(유아/초·중·고)
 
4
농림
 
3
미술
 
3

Length

Max length15
Median length2
Mean length2.55
Min length2

Unique

Unique1 ?
Unique (%)1.0%

Sample

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

Common Values

ValueCountFrequency (%)
보습 79
79.0%
음악 10
 
10.0%
실용외국어(유아/초·중·고) 4
 
4.0%
농림 3
 
3.0%
미술 3
 
3.0%
보습·논술 1
 
1.0%

Length

2023-12-12T08:29:57.830373image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:29:57.958893image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
보습 79
79.0%
음악 10
 
10.0%
실용외국어(유아/초·중·고 4
 
4.0%
농림 3
 
3.0%
미술 3
 
3.0%
보습·논술 1
 
1.0%
Distinct71
Distinct (%)71.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
2023-12-12T08:29:58.217441image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length17
Median length11
Mean length5.93
Min length2

Characters and Unicode

Total characters593
Distinct characters57
Distinct categories6 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique57 ?
Unique (%)57.0%

Sample

1st row외국어1(영어기초)
2nd row외국어2(영어기초)
3rd row외국어3(영어기초)
4th row외국어4(영어기초)
5th row외국어5(영어고급)
ValueCountFrequency (%)
영어 9
 
9.0%
피아노 4
 
4.0%
수학 4
 
4.0%
피아노,기타,드럼,바이올린,플룻 3
 
3.0%
수학(초 3
 
3.0%
수학(고 3
 
3.0%
수학(중 3
 
3.0%
국어(고 2
 
2.0%
영어(고 2
 
2.0%
국어(초 2
 
2.0%
Other values (61) 65
65.0%
2023-12-12T08:29:58.715636image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
) 67
 
11.3%
( 67
 
11.3%
56
 
9.4%
37
 
6.2%
30
 
5.1%
30
 
5.1%
30
 
5.1%
28
 
4.7%
22
 
3.7%
, 19
 
3.2%
Other values (47) 207
34.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 415
70.0%
Close Punctuation 67
 
11.3%
Open Punctuation 67
 
11.3%
Other Punctuation 25
 
4.2%
Decimal Number 17
 
2.9%
Dash Punctuation 2
 
0.3%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
56
13.5%
37
 
8.9%
30
 
7.2%
30
 
7.2%
30
 
7.2%
28
 
6.7%
22
 
5.3%
19
 
4.6%
18
 
4.3%
12
 
2.9%
Other values (35) 133
32.0%
Decimal Number
ValueCountFrequency (%)
3 3
17.6%
2 3
17.6%
1 3
17.6%
4 3
17.6%
6 2
11.8%
5 2
11.8%
7 1
 
5.9%
Other Punctuation
ValueCountFrequency (%)
, 19
76.0%
. 6
 
24.0%
Close Punctuation
ValueCountFrequency (%)
) 67
100.0%
Open Punctuation
ValueCountFrequency (%)
( 67
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 415
70.0%
Common 178
30.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
56
13.5%
37
 
8.9%
30
 
7.2%
30
 
7.2%
30
 
7.2%
28
 
6.7%
22
 
5.3%
19
 
4.6%
18
 
4.3%
12
 
2.9%
Other values (35) 133
32.0%
Common
ValueCountFrequency (%)
) 67
37.6%
( 67
37.6%
, 19
 
10.7%
. 6
 
3.4%
3 3
 
1.7%
2 3
 
1.7%
1 3
 
1.7%
4 3
 
1.7%
6 2
 
1.1%
5 2
 
1.1%
Other values (2) 3
 
1.7%

Most occurring blocks

ValueCountFrequency (%)
Hangul 415
70.0%
ASCII 178
30.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
) 67
37.6%
( 67
37.6%
, 19
 
10.7%
. 6
 
3.4%
3 3
 
1.7%
2 3
 
1.7%
1 3
 
1.7%
4 3
 
1.7%
6 2
 
1.1%
5 2
 
1.1%
Other values (2) 3
 
1.7%
Hangul
ValueCountFrequency (%)
56
13.5%
37
 
8.9%
30
 
7.2%
30
 
7.2%
30
 
7.2%
28
 
6.7%
22
 
5.3%
19
 
4.6%
18
 
4.3%
12
 
2.9%
Other values (35) 133
32.0%

교습기간
Categorical

HIGH CORRELATION 

Distinct8
Distinct (%)8.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
1개월 0일
39 
1개월 20일
34 
0개월 20일
6개월 0일
0개월 0일
Other values (3)

Length

Max length7
Median length6
Mean length6.48
Min length6

Unique

Unique1 ?
Unique (%)1.0%

Sample

1st row1개월 20일
2nd row1개월 20일
3rd row1개월 20일
4th row1개월 20일
5th row1개월 20일

Common Values

ValueCountFrequency (%)
1개월 0일 39
39.0%
1개월 20일 34
34.0%
0개월 20일 9
 
9.0%
6개월 0일 9
 
9.0%
0개월 0일 4
 
4.0%
1개월 10일 2
 
2.0%
1개월 30일 2
 
2.0%
1개월 21일 1
 
1.0%

Length

2023-12-12T08:29:58.889806image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:29:59.012635image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1개월 78
39.0%
0일 52
26.0%
20일 43
21.5%
0개월 13
 
6.5%
6개월 9
 
4.5%
10일 2
 
1.0%
30일 2
 
1.0%
21일 1
 
0.5%

총교습시간(분)
Real number (ℝ)

HIGH CORRELATION 

Distinct20
Distinct (%)20.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1235.6
Minimum60
Maximum4800
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 KiB
2023-12-12T08:29:59.155288image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum60
5-th percentile240
Q11200
median1200
Q31305
95-th percentile1810
Maximum4800
Range4740
Interquartile range (IQR)105

Descriptive statistics

Standard deviation548.60212
Coefficient of variation (CV)0.44399653
Kurtosis17.946924
Mean1235.6
Median Absolute Deviation (MAD)0
Skewness2.5931282
Sum123560
Variance300964.28
MonotonicityNot monotonic
2023-12-12T08:29:59.306359image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=20)
ValueCountFrequency (%)
1200 53
53.0%
1600 12
 
12.0%
1000 4
 
4.0%
600 3
 
3.0%
240 3
 
3.0%
60 3
 
3.0%
1400 3
 
3.0%
2400 3
 
3.0%
960 2
 
2.0%
1500 2
 
2.0%
Other values (10) 12
 
12.0%
ValueCountFrequency (%)
60 3
 
3.0%
240 3
 
3.0%
450 2
 
2.0%
600 3
 
3.0%
900 2
 
2.0%
960 2
 
2.0%
1000 4
 
4.0%
1100 1
 
1.0%
1200 53
53.0%
1280 1
 
1.0%
ValueCountFrequency (%)
4800 1
 
1.0%
2400 3
 
3.0%
2000 1
 
1.0%
1800 1
 
1.0%
1600 12
12.0%
1500 2
 
2.0%
1440 1
 
1.0%
1400 3
 
3.0%
1320 1
 
1.0%
1300 1
 
1.0%

교습비
Real number (ℝ)

HIGH CORRELATION 

Distinct30
Distinct (%)30.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean170076.7
Minimum57000
Maximum800000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 KiB
2023-12-12T08:29:59.438382image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum57000
5-th percentile80000
Q1120000
median150000
Q3200000
95-th percentile271500
Maximum800000
Range743000
Interquartile range (IQR)80000

Descriptive statistics

Standard deviation88212.868
Coefficient of variation (CV)0.51866521
Kurtosis26.15574
Mean170076.7
Median Absolute Deviation (MAD)35000
Skewness4.071867
Sum17007670
Variance7.7815101 × 109
MonotonicityNot monotonic
2023-12-12T08:29:59.568136image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%)
150000 17
17.0%
200000 12
12.0%
180000 9
 
9.0%
120000 7
 
7.0%
100000 6
 
6.0%
250000 5
 
5.0%
130000 4
 
4.0%
80000 4
 
4.0%
110000 4
 
4.0%
187000 3
 
3.0%
Other values (20) 29
29.0%
ValueCountFrequency (%)
57000 2
 
2.0%
70000 1
 
1.0%
80000 4
4.0%
90000 2
 
2.0%
100000 6
6.0%
110000 4
4.0%
117000 1
 
1.0%
120000 7
7.0%
130000 4
4.0%
132000 1
 
1.0%
ValueCountFrequency (%)
800000 1
 
1.0%
400000 2
 
2.0%
300000 2
 
2.0%
270000 1
 
1.0%
250000 5
5.0%
240000 1
 
1.0%
235000 1
 
1.0%
225000 1
 
1.0%
220000 1
 
1.0%
210000 1
 
1.0%

교재비 등기타경비
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
0
97 
20000
 
3

Length

Max length5
Median length1
Mean length1.12
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 97
97.0%
20000 3
 
3.0%

Length

2023-12-12T08:29:59.783461image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T08:29:59.920407image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 97
97.0%
20000 3
 
3.0%

총교습비
Real number (ℝ)

HIGH CORRELATION 

Distinct30
Distinct (%)30.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean170676.7
Minimum57000
Maximum800000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 KiB
2023-12-12T08:30:00.012259image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum57000
5-th percentile80000
Q1120000
median150000
Q3200000
95-th percentile271500
Maximum800000
Range743000
Interquartile range (IQR)80000

Descriptive statistics

Standard deviation87935.025
Coefficient of variation (CV)0.515214
Kurtosis26.406429
Mean170676.7
Median Absolute Deviation (MAD)31500
Skewness4.0947173
Sum17067670
Variance7.7325687 × 109
MonotonicityNot monotonic
2023-12-12T08:30:00.161278image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%)
150000 19
19.0%
200000 12
12.0%
180000 9
 
9.0%
120000 8
 
8.0%
100000 5
 
5.0%
250000 5
 
5.0%
80000 4
 
4.0%
110000 4
 
4.0%
187000 3
 
3.0%
156000 3
 
3.0%
Other values (20) 28
28.0%
ValueCountFrequency (%)
57000 2
 
2.0%
70000 1
 
1.0%
80000 4
4.0%
90000 2
 
2.0%
100000 5
5.0%
110000 4
4.0%
117000 1
 
1.0%
120000 8
8.0%
130000 2
 
2.0%
132000 1
 
1.0%
ValueCountFrequency (%)
800000 1
 
1.0%
400000 2
 
2.0%
300000 2
 
2.0%
270000 1
 
1.0%
250000 5
5.0%
240000 1
 
1.0%
235000 1
 
1.0%
225000 1
 
1.0%
220000 1
 
1.0%
210000 1
 
1.0%

Interactions

2023-12-12T08:29:55.707370image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T08:29:54.749442image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T08:29:55.027651image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T08:29:55.805190image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T08:29:54.827982image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T08:29:55.466751image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T08:29:55.930199image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T08:29:54.919999image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T08:29:55.583028image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T08:30:00.266013image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
명 칭설립자(운영자)위치강사수분야구분교습계열교습과정교습과목(반)교습기간총교습시간(분)교습비교재비 등기타경비총교습비
명 칭1.0001.0001.0001.0001.0001.0000.9810.8680.9380.8020.7621.0000.760
설립자(운영자)1.0001.0001.0001.0001.0001.0000.9810.8680.9380.8020.7621.0000.760
위치1.0001.0001.0001.0001.0001.0000.9810.8680.9380.8020.7621.0000.760
강사수1.0001.0001.0001.0000.7640.9200.7350.9220.7410.5450.6320.0000.629
분야구분1.0001.0001.0000.7641.0001.0001.0001.0000.7540.7080.8050.6160.780
교습계열1.0001.0001.0000.9201.0001.0000.9200.9820.5290.6130.6910.4380.668
교습과정0.9810.9810.9810.7351.0000.9201.0001.0000.5800.8130.8651.0000.857
교습과목(반)0.8680.8680.8680.9221.0000.9821.0001.0000.9590.9610.9471.0000.946
교습기간0.9380.9380.9380.7410.7540.5290.5800.9591.0000.5020.1540.7150.085
총교습시간(분)0.8020.8020.8020.5450.7080.6130.8130.9610.5021.0000.9380.0000.940
교습비0.7620.7620.7620.6320.8050.6910.8650.9470.1540.9381.0000.2221.000
교재비 등기타경비1.0001.0001.0000.0000.6160.4381.0001.0000.7150.0000.2221.0000.000
총교습비0.7600.7600.7600.6290.7800.6680.8570.9460.0850.9401.0000.0001.000
2023-12-12T08:30:00.469537image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교재비 등기타경비설립자(운영자)교습계열명 칭교습기간교습과정위치강사수분야구분
교재비 등기타경비1.0000.8750.5240.8750.5290.9790.8750.0000.422
설립자(운영자)0.8751.0000.8891.0000.6650.8101.0000.8890.884
교습계열0.5240.8891.0000.8890.3540.8740.8890.6090.995
명 칭0.8751.0000.8891.0000.6650.8101.0000.8890.884
교습기간0.5290.6650.3540.6651.0000.3660.6650.5680.412
교습과정0.9790.8100.8740.8100.3661.0000.8100.6020.990
위치0.8751.0000.8891.0000.6650.8101.0000.8890.884
강사수0.0000.8890.6090.8890.5680.6020.8891.0000.709
분야구분0.4220.8840.9950.8840.4120.9900.8840.7091.000
2023-12-12T08:30:00.584411image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
총교습시간(분)교습비총교습비명 칭설립자(운영자)위치강사수분야구분교습계열교습과정교습기간교재비 등기타경비
총교습시간(분)1.0000.7630.7680.4610.4610.4610.4060.5340.4700.4230.3030.000
교습비0.7631.0000.9970.4110.4110.4110.4850.6400.5450.4860.0820.136
총교습비0.7680.9971.0000.4090.4090.4090.4830.6110.5210.4740.0440.000
명 칭0.4610.4110.4091.0001.0001.0000.8890.8840.8890.8100.6650.875
설립자(운영자)0.4610.4110.4091.0001.0001.0000.8890.8840.8890.8100.6650.875
위치0.4610.4110.4091.0001.0001.0000.8890.8840.8890.8100.6650.875
강사수0.4060.4850.4830.8890.8890.8891.0000.7090.6090.6020.5680.000
분야구분0.5340.6400.6110.8840.8840.8840.7091.0000.9950.9900.4120.422
교습계열0.4700.5450.5210.8890.8890.8890.6090.9951.0000.8740.3540.524
교습과정0.4230.4860.4740.8100.8100.8100.6020.9900.8741.0000.3660.979
교습기간0.3030.0820.0440.6650.6650.6650.5680.4120.3540.3661.0000.529
교재비 등기타경비0.0000.1360.0000.8750.8750.8750.0000.4220.5240.9790.5291.000

Missing values

2023-12-12T08:29:56.102165image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T08:29:56.317179image/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

명 칭설립자(운영자)위치강사수분야구분교습계열교습과정교습과목(반)교습기간총교습시간(분)교습비교재비 등기타경비총교습비
0영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습외국어1(영어기초)1개월 20일60090000090000
1영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습외국어2(영어기초)1개월 20일9001300000130000
2영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습외국어3(영어기초)1개월 20일10001500000150000
3영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습외국어4(영어기초)1개월 20일12001800000180000
4영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습외국어5(영어고급)1개월 20일15002100000210000
5영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습수학(초등)1개월 20일12001400000140000
6영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습국수사과(초등)1개월 20일20002350000235000
7영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습수학(중등)1개월 20일12001450000145000
8영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습국어(중등)1개월 20일11001320000132000
9영N탑외국어입시학원권성환경상북도 영양군 영양읍 동서대로 51 (영양읍)3입시.검정 및 보습보통교과보습사회(중등)1개월 10일45057000057000
명 칭설립자(운영자)위치강사수분야구분교습계열교습과정교습과목(반)교습기간총교습시간(분)교습비교재비 등기타경비총교습비
90박희숙개인과외교습자박희숙경상북도 영양군 영양읍 팔수로1길 7-9 , 1층 (영양읍)1입시.검정 및 보습보통교과보습수학1개월 0일12001200000120000
91박희숙개인과외교습자박희숙경상북도 영양군 영양읍 팔수로1길 7-9 , 1층 (영양읍)1입시.검정 및 보습보통교과보습수학1개월 0일12001666700166670
92박희숙개인과외교습자박희숙경상북도 영양군 영양읍 팔수로1길 7-9 , 1층 (영양읍)1입시.검정 및 보습보통교과보습·논술국어(논술)1개월 0일120070000070000
93김현정개인과외교습자김현정경상북도 영양군 영양읍 자부1길 7 , 그린빌 2차 202호 (영양읍, 그린빌)1입시.검정 및 보습보통교과보습보통교과(전과목)1개월 0일12001500000150000
94이우종개인과외교습자이우종경상북도 영양군 영양읍 팔수로 544 (영양읍)1입시.검정 및 보습보통교과보습영어1개월 0일12001200000120000
95이우종개인과외교습자이우종경상북도 영양군 영양읍 팔수로 544 (영양읍)1입시.검정 및 보습보통교과보습영어1개월 0일12001600000160000
96이우종개인과외교습자이우종경상북도 영양군 영양읍 팔수로 544 (영양읍)1입시.검정 및 보습보통교과보습영어1개월 0일12001800000180000
97정은아개인과외교습자정은아경상북도 영양군 영양읍 중앙로 971예능(대)음악음악피아노1개월 0일12001100000110000
98박윤정개인과외교습자박윤정경상북도 영양군 영양읍 중앙로 89-41입시.검정 및 보습보통교과보습국어.수학(초1.2)1개월 0일12001000000100000
99박윤정개인과외교습자박윤정경상북도 영양군 영양읍 중앙로 89-41입시.검정 및 보습보통교과보습국어.수학(초3.4.5.6)1개월 0일12001200000120000

Duplicate rows

Most frequently occurring

명 칭설립자(운영자)위치강사수분야구분교습계열교습과정교습과목(반)교습기간총교습시간(분)교습비교재비 등기타경비총교습비# duplicates
0양광자개인과외교습자양광자경상북도 영양군 영양읍 영양창수로 64-1 (영양읍)1입시.검정 및 보습보통교과보습영어1개월 0일120015000001500003
1조정은개인과외교습자조정은경상북도 영양군 영양읍 영양창수로 24 (영양읍, 시온가스)1예능(대)음악음악피아노,기타,드럼,바이올린,플룻1개월 0일240800000800003