Overview

Dataset statistics

Number of variables15
Number of observations126
Missing cells125
Missing cells (%)6.6%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory15.3 KiB
Average record size in memory124.0 B

Variable types

Numeric2
Categorical8
DateTime5

Dataset

Description남해군 내 교육지원사업 정보에 대한 데이터로 기준년도에 따른 지원 교육명, 지원대상, 정원, 사업기간 등에 대한 정보를 제공합니다.
Author경상남도 남해군
URLhttps://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=15109556

Alerts

데이터기준일자 has constant value ""Constant
분류명 is highly overall correlated with 자료일련번호 and 6 other fieldsHigh correlation
사업기간 is highly overall correlated with 자료일련번호 and 4 other fieldsHigh correlation
자료일련번호 is highly overall correlated with 분류명 and 2 other fieldsHigh correlation
정원 is highly overall correlated with 교육내용 and 1 other fieldsHigh correlation
기준연도 is highly overall correlated with 자료일련번호 and 3 other fieldsHigh correlation
교육명 is highly overall correlated with 분류명 and 2 other fieldsHigh correlation
교육내용 is highly overall correlated with 정원 and 3 other fieldsHigh correlation
지원대상 is highly overall correlated with 분류명 and 4 other fieldsHigh correlation
행정동명 is highly overall correlated with 교육장소High correlation
교육장소 is highly overall correlated with 분류명 and 1 other fieldsHigh correlation
지원대상 is highly imbalanced (56.1%)Imbalance
정원 has 3 (2.4%) missing valuesMissing
신청시작일자 has 61 (48.4%) missing valuesMissing
신청종료일자 has 61 (48.4%) missing valuesMissing
자료일련번호 has unique valuesUnique

Reproduction

Analysis started2023-12-11 00:04:26.481894
Analysis finished2023-12-11 00:04:28.982073
Duration2.5 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

자료일련번호
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct126
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean63.5
Minimum1
Maximum126
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.2 KiB
2023-12-11T09:04:29.102025image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile7.25
Q132.25
median63.5
Q394.75
95-th percentile119.75
Maximum126
Range125
Interquartile range (IQR)62.5

Descriptive statistics

Standard deviation36.517119
Coefficient of variation (CV)0.57507274
Kurtosis-1.2
Mean63.5
Median Absolute Deviation (MAD)31.5
Skewness0
Sum8001
Variance1333.5
MonotonicityStrictly increasing
2023-12-11T09:04:29.314703image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
0.8%
81 1
 
0.8%
94 1
 
0.8%
93 1
 
0.8%
92 1
 
0.8%
91 1
 
0.8%
90 1
 
0.8%
89 1
 
0.8%
88 1
 
0.8%
87 1
 
0.8%
Other values (116) 116
92.1%
ValueCountFrequency (%)
1 1
0.8%
2 1
0.8%
3 1
0.8%
4 1
0.8%
5 1
0.8%
6 1
0.8%
7 1
0.8%
8 1
0.8%
9 1
0.8%
10 1
0.8%
ValueCountFrequency (%)
126 1
0.8%
125 1
0.8%
124 1
0.8%
123 1
0.8%
122 1
0.8%
121 1
0.8%
120 1
0.8%
119 1
0.8%
118 1
0.8%
117 1
0.8%

분류명
Categorical

HIGH CORRELATION 

Distinct7
Distinct (%)5.6%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
대학위탁평생교육전문과정
66 
찾아가는 배달강좌
25 
성인문해교육지원사업
23 
보물섬 아카데미
8 
생활터전학교
 
2
Other values (2)
 
2

Length

Max length12
Median length12
Mean length10.603175
Min length6

Unique

Unique2 ?
Unique (%)1.6%

Sample

1st row보물섬 아카데미
2nd row보물섬 아카데미
3rd row보물섬 아카데미
4th row보물섬 아카데미
5th row보물섬 아카데미

Common Values

ValueCountFrequency (%)
대학위탁평생교육전문과정 66
52.4%
찾아가는 배달강좌 25
 
19.8%
성인문해교육지원사업 23
 
18.3%
보물섬 아카데미 8
 
6.3%
생활터전학교 2
 
1.6%
바다마을학교 1
 
0.8%
보물섬영어캠프 1
 
0.8%

Length

2023-12-11T09:04:29.493547image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T09:04:29.618837image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
대학위탁평생교육전문과정 66
41.5%
찾아가는 25
 
15.7%
배달강좌 25
 
15.7%
성인문해교육지원사업 23
 
14.5%
보물섬 8
 
5.0%
아카데미 8
 
5.0%
생활터전학교 2
 
1.3%
바다마을학교 1
 
0.6%
보물섬영어캠프 1
 
0.6%

기준연도
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)3.2%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2020
50 
2019
38 
2021
35 
2022
 
3

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2019
2nd row2019
3rd row2019
4th row2019
5th row2019

Common Values

ValueCountFrequency (%)
2020 50
39.7%
2019 38
30.2%
2021 35
27.8%
2022 3
 
2.4%

Length

2023-12-11T09:04:29.767810image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T09:04:29.888050image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2020 50
39.7%
2019 38
30.2%
2021 35
27.8%
2022 3
 
2.4%

교육명
Categorical

HIGH CORRELATION 

Distinct47
Distinct (%)37.3%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
책 읽는 은빛사랑방
14 
기초한글교실 초등1단계
9 
교양강좌
 
7
서예
 
5
농악
 
5
Other values (42)
86 

Length

Max length15
Median length13
Mean length6.4047619
Min length2

Unique

Unique21 ?
Unique (%)16.7%

Sample

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

Common Values

ValueCountFrequency (%)
책 읽는 은빛사랑방 14
 
11.1%
기초한글교실 초등1단계 9
 
7.1%
교양강좌 7
 
5.6%
서예 5
 
4.0%
농악 5
 
4.0%
서각 5
 
4.0%
서양요리 5
 
4.0%
한식요리 5
 
4.0%
바리스타(초급반) 4
 
3.2%
일식조리 4
 
3.2%
Other values (37) 63
50.0%

Length

2023-12-11T09:04:30.050469image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
책 14
 
8.3%
은빛사랑방 14
 
8.3%
읽는 14
 
8.3%
기초한글교실 9
 
5.3%
초등1단계 9
 
5.3%
교양강좌 7
 
4.1%
서예 5
 
3.0%
농악 5
 
3.0%
서각 5
 
3.0%
서양요리 5
 
3.0%
Other values (45) 82
48.5%

교육내용
Categorical

HIGH CORRELATION 

Distinct45
Distinct (%)35.7%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
기초 한글교육,한글백일장 대회,한글작품전시 등
12 
큰글씨책,그림책 비치 및 책읽기 프로그램 운영
11 
바리스타
10 
농악
8 
서각
 
6
Other values (40)
79 

Length

Max length49
Median length29
Mean length9.8650794
Min length2

Unique

Unique24 ?
Unique (%)19.0%

Sample

1st row우리소리의 숨은 매력을 찾아서
2nd row4차 산업 혁명 이야기
3rd row행복한 관계의 힘
4th row변화 그리고 희망
5th row지금 여기, 행복하기

Common Values

ValueCountFrequency (%)
기초 한글교육,한글백일장 대회,한글작품전시 등 12
 
9.5%
큰글씨책,그림책 비치 및 책읽기 프로그램 운영 11
 
8.7%
바리스타 10
 
7.9%
농악 8
 
6.3%
서각 6
 
4.8%
한식요리 5
 
4.0%
서양요리 5
 
4.0%
서예 5
 
4.0%
노인돌봄지도사 4
 
3.2%
수제맥주 4
 
3.2%
Other values (35) 56
44.4%

Length

2023-12-11T09:04:30.196298image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
등 14
 
5.2%
프로그램 14
 
5.2%
및 13
 
4.9%
운영 13
 
4.9%
기초 12
 
4.5%
한글교육,한글백일장 12
 
4.5%
대회,한글작품전시 12
 
4.5%
큰글씨책,그림책 11
 
4.1%
비치 11
 
4.1%
책읽기 11
 
4.1%
Other values (83) 144
53.9%

지원대상
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct6
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
남해군민
94 
노인(어르신)
24 
아동청소년
 
4
다문화가족 및 노인(어르신)
 
2
학부모
 
1

Length

Max length15
Median length4
Mean length4.7777778
Min length3

Unique

Unique2 ?
Unique (%)1.6%

Sample

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

Common Values

ValueCountFrequency (%)
남해군민 94
74.6%
노인(어르신) 24
 
19.0%
아동청소년 4
 
3.2%
다문화가족 및 노인(어르신) 2
 
1.6%
학부모 1
 
0.8%
다문화가족 1
 
0.8%

Length

2023-12-11T09:04:30.327428image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T09:04:30.457243image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
남해군민 94
72.3%
노인(어르신 26
 
20.0%
아동청소년 4
 
3.1%
다문화가족 3
 
2.3%
및 2
 
1.5%
학부모 1
 
0.8%

정원
Real number (ℝ)

HIGH CORRELATION  MISSING 

Distinct26
Distinct (%)21.1%
Missing3
Missing (%)2.4%
Infinite0
Infinite (%)0.0%
Mean32.569106
Minimum7
Maximum230
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.2 KiB
2023-12-11T09:04:30.633454image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum7
5-th percentile10
Q115.5
median20
Q340
95-th percentile83.5
Maximum230
Range223
Interquartile range (IQR)24.5

Descriptive statistics

Standard deviation38.51231
Coefficient of variation (CV)1.1824798
Kurtosis15.800292
Mean32.569106
Median Absolute Deviation (MAD)6
Skewness3.8692218
Sum4006
Variance1483.1981
MonotonicityNot monotonic
2023-12-11T09:04:30.754245image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%)
20 40
31.7%
40 26
20.6%
15 11
 
8.7%
10 6
 
4.8%
11 5
 
4.0%
25 4
 
3.2%
12 4
 
3.2%
35 3
 
2.4%
8 2
 
1.6%
200 2
 
1.6%
Other values (16) 20
15.9%
(Missing) 3
 
2.4%
ValueCountFrequency (%)
7 1
 
0.8%
8 2
 
1.6%
9 1
 
0.8%
10 6
4.8%
11 5
4.0%
12 4
 
3.2%
14 1
 
0.8%
15 11
8.7%
16 2
 
1.6%
17 1
 
0.8%
ValueCountFrequency (%)
230 2
 
1.6%
200 2
 
1.6%
145 1
 
0.8%
109 1
 
0.8%
85 1
 
0.8%
70 1
 
0.8%
64 1
 
0.8%
60 1
 
0.8%
40 26
20.6%
35 3
 
2.4%

사업기간
Categorical

HIGH CORRELATION 

Distinct29
Distinct (%)23.0%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2020-08-01~2020-12-31
14 
2020-03-01~2020-06-30
14 
2019-09-01~2019-12-31
13 
2020-06-01~2020-12-31
12 
2019-03-01~2019-06-30
9 
Other values (24)
64 

Length

Max length21
Median length21
Mean length21
Min length21

Unique

Unique11 ?
Unique (%)8.7%

Sample

1st row2019-06-05~2019-12-31
2nd row2019-06-05~2019-12-31
3rd row2019-06-05~2019-12-31
4th row2019-06-05~2019-12-31
5th row2019-06-05~2019-12-31

Common Values

ValueCountFrequency (%)
2020-08-01~2020-12-31 14
11.1%
2020-03-01~2020-06-30 14
11.1%
2019-09-01~2019-12-31 13
10.3%
2020-06-01~2020-12-31 12
 
9.5%
2019-03-01~2019-06-30 9
 
7.1%
2021-03-01~2021-06-30 9
 
7.1%
2019-03-01~2019-12-31 7
 
5.6%
2021-03-01~2021-11-30 6
 
4.8%
2020-02-01~2020-11-30 6
 
4.8%
2019-06-05~2019-12-31 5
 
4.0%
Other values (19) 31
24.6%

Length

2023-12-11T09:04:30.909906image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2020-08-01~2020-12-31 14
11.1%
2020-03-01~2020-06-30 14
11.1%
2019-09-01~2019-12-31 13
10.3%
2020-06-01~2020-12-31 12
 
9.5%
2019-03-01~2019-06-30 9
 
7.1%
2021-03-01~2021-06-30 9
 
7.1%
2019-03-01~2019-12-31 7
 
5.6%
2021-03-01~2021-11-30 6
 
4.8%
2020-02-01~2020-11-30 6
 
4.8%
2019-06-05~2019-12-31 5
 
4.0%
Other values (19) 31
24.6%

신청시작일자
Date

MISSING 

Distinct8
Distinct (%)12.3%
Missing61
Missing (%)48.4%
Memory size1.1 KiB
Minimum2019-02-25 00:00:00
Maximum2022-02-22 00:00:00
2023-12-11T09:04:31.023164image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T09:04:31.156306image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)

신청종료일자
Date

MISSING 

Distinct8
Distinct (%)12.3%
Missing61
Missing (%)48.4%
Memory size1.1 KiB
Minimum2019-03-08 00:00:00
Maximum2022-03-10 00:00:00
2023-12-11T09:04:31.267666image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T09:04:31.405894image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)

교육시작일자
Date

Distinct36
Distinct (%)28.6%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
Minimum2019-03-01 00:00:00
Maximum2022-06-01 00:00:00
2023-12-11T09:04:31.557150image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T09:04:31.748702image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=36)

교육종료일자
Date

Distinct30
Distinct (%)23.8%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
Minimum2019-06-20 00:00:00
Maximum2022-11-30 00:00:00
2023-12-11T09:04:31.926069image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T09:04:32.071441image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=30)

행정동명
Categorical

HIGH CORRELATION 

Distinct10
Distinct (%)7.9%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
남해읍
90 
이동면
 
6
삼동면
 
5
남면
 
5
창선면
 
5
Other values (5)
15 

Length

Max length4
Median length3
Mean length2.968254
Min length2

Unique

Unique1 ?
Unique (%)0.8%

Sample

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

Common Values

ValueCountFrequency (%)
남해읍 90
71.4%
이동면 6
 
4.8%
삼동면 5
 
4.0%
남면 5
 
4.0%
창선면 5
 
4.0%
고현면 5
 
4.0%
미조면 4
 
3.2%
<NA> 3
 
2.4%
서면 2
 
1.6%
설천면 1
 
0.8%

Length

2023-12-11T09:04:32.241034image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T09:04:32.398629image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
남해읍 90
71.4%
이동면 6
 
4.8%
삼동면 5
 
4.0%
남면 5
 
4.0%
창선면 5
 
4.0%
고현면 5
 
4.0%
미조면 4
 
3.2%
na 3
 
2.4%
서면 2
 
1.6%
설천면 1
 
0.8%

교육장소
Categorical

HIGH CORRELATION 

Distinct31
Distinct (%)24.6%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
경남도립남해대학
67 
<NA>
11 
노인복지관
7 
이동면 복지회관
 
4
생활문화센터
 
3
Other values (26)
34 

Length

Max length19
Median length8
Mean length7.0873016
Min length4

Unique

Unique19 ?
Unique (%)15.1%

Sample

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

Common Values

ValueCountFrequency (%)
경남도립남해대학 67
53.2%
<NA> 11
 
8.7%
노인복지관 7
 
5.6%
이동면 복지회관 4
 
3.2%
생활문화센터 3
 
2.4%
물건마을회관 3
 
2.4%
섬호경로당 2
 
1.6%
이동복지회관 2
 
1.6%
남구마을회관 2
 
1.6%
창선종합복지회관 2
 
1.6%
Other values (21) 23
 
18.3%

Length

2023-12-11T09:04:32.591335image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
경남도립남해대학 67
47.5%
na 11
 
7.8%
노인복지관 7
 
5.0%
복지회관 6
 
4.3%
이동면 4
 
2.8%
평생학습관 3
 
2.1%
생활문화센터 3
 
2.1%
물건마을회관 3
 
2.1%
경로당 2
 
1.4%
평현경로당 2
 
1.4%
Other values (28) 33
23.4%

데이터기준일자
Date

CONSTANT 

Distinct1
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
Minimum2022-11-03 00:00:00
Maximum2022-11-03 00:00:00
2023-12-11T09:04:32.717963image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T09:04:32.812999image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=1)

Interactions

2023-12-11T09:04:27.888030image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T09:04:27.657409image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T09:04:27.994389image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T09:04:27.787985image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-11T09:04:32.911129image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
자료일련번호분류명기준연도교육명교육내용지원대상정원사업기간신청시작일자신청종료일자교육시작일자교육종료일자행정동명교육장소
자료일련번호1.0000.8150.7990.8340.8160.6980.5910.9620.9820.9820.9560.9590.4290.804
분류명0.8151.0000.7381.0000.9990.7900.6841.0001.0001.0000.9990.9900.6250.985
기준연도0.7990.7381.0000.8530.8370.7030.6391.0001.0001.0001.0001.0000.0000.807
교육명0.8341.0000.8531.0000.9970.9770.0000.8310.6620.6620.0000.0000.8380.927
교육내용0.8160.9990.8370.9971.0000.9790.9280.8850.6860.6860.9280.9540.6420.774
지원대상0.6980.7900.7030.9770.9791.0000.1371.0001.0001.0001.0000.9990.0000.754
정원0.5910.6840.6390.0000.9280.1371.0000.9430.9940.9940.9940.9890.0000.831
사업기간0.9621.0001.0000.8310.8851.0000.9431.0001.0001.0000.9990.9950.7650.895
신청시작일자0.9821.0001.0000.6620.6861.0000.9941.0001.0001.0001.0001.000NaN1.000
신청종료일자0.9821.0001.0000.6620.6861.0000.9941.0001.0001.0001.0001.000NaN1.000
교육시작일자0.9560.9991.0000.0000.9281.0000.9940.9991.0001.0001.0001.0000.6820.833
교육종료일자0.9590.9901.0000.0000.9540.9990.9890.9951.0001.0001.0001.0000.4720.806
행정동명0.4290.6250.0000.8380.6420.0000.0000.765NaNNaN0.6820.4721.0001.000
교육장소0.8040.9850.8070.9270.7740.7540.8310.8951.0001.0000.8330.8061.0001.000
2023-12-11T09:04:33.095245image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육내용기준연도지원대상분류명사업기간교육장소교육명행정동명
교육내용1.0000.4810.7120.8200.3410.2270.8550.240
기준연도0.4811.0000.5300.6070.8920.4930.4930.000
지원대상0.7120.5301.0000.6190.8990.3640.7000.000
분류명0.8200.6070.6191.0000.9030.7420.8150.416
사업기간0.3410.8920.8990.9031.0000.4380.2710.338
교육장소0.2270.4930.3640.7420.4381.0000.3930.900
교육명0.8550.4930.7000.8150.2710.3931.0000.404
행정동명0.2400.0000.0000.4160.3380.9000.4041.000
2023-12-11T09:04:33.251233image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
자료일련번호정원분류명기준연도교육명교육내용지원대상사업기간행정동명교육장소
자료일련번호1.000-0.1430.5900.6140.3750.3530.4540.7260.1950.349
정원-0.1431.0000.4640.3230.0000.5780.0800.6910.0000.460
분류명0.5900.4641.0000.6070.8150.8200.6190.9030.4160.742
기준연도0.6140.3230.6071.0000.4930.4810.5300.8920.0000.493
교육명0.3750.0000.8150.4931.0000.8550.7000.2710.4040.393
교육내용0.3530.5780.8200.4810.8551.0000.7120.3410.2400.227
지원대상0.4540.0800.6190.5300.7000.7121.0000.8990.0000.364
사업기간0.7260.6910.9030.8920.2710.3410.8991.0000.3380.438
행정동명0.1950.0000.4160.0000.4040.2400.0000.3381.0000.900
교육장소0.3490.4600.7420.4930.3930.2270.3640.4380.9001.000

Missing values

2023-12-11T09:04:28.425369image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T09:04:28.665587image/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.
2023-12-11T09:04:28.860536image/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

자료일련번호분류명기준연도교육명교육내용지원대상정원사업기간신청시작일자신청종료일자교육시작일자교육종료일자행정동명교육장소데이터기준일자
01보물섬 아카데미2019교양강좌우리소리의 숨은 매력을 찾아서남해군민2302019-06-05~2019-12-31<NA><NA>2019-06-202019-06-20남해읍노인복지관2022-11-03
12보물섬 아카데미2019교양강좌4차 산업 혁명 이야기남해군민2002019-06-05~2019-12-31<NA><NA>2019-07-182019-07-18남해읍노인복지관2022-11-03
23보물섬 아카데미2019교양강좌행복한 관계의 힘남해군민2302019-06-05~2019-12-31<NA><NA>2019-10-172019-10-17남해읍노인복지관2022-11-03
34보물섬 아카데미2019교양강좌변화 그리고 희망남해군민2002019-06-05~2019-12-31<NA><NA>2019-11-212019-11-21남해읍노인복지관2022-11-03
45보물섬 아카데미2019교양강좌지금 여기, 행복하기남해군민702019-06-05~2019-12-31<NA><NA>2019-12-052019-12-05남해읍노인복지관2022-11-03
56보물섬 아카데미2020학부모리더십과정학부모의 자신감 개발,자녀와의 관계증진·소통능력 강화,리더십 배양을 위한 교육학부모272020-05-21~2020-07-092020-04-162020-05-092020-05-212020-07-09남해읍평생학습관2022-11-03
67보물섬 아카데미2021교양강좌새로 쓰는 주역강의남해군민852021-11-22~2021-12-24<NA><NA>2021-11-242021-11-24남해읍노인복지관2022-11-03
78보물섬 아카데미2021교양강좌위드코로나 시대:내 몸 건강과 면역 지키기남해군민642021-11-22~2021-12-24<NA><NA>2021-12-092021-12-09남해읍노인복지관2022-11-03
89찾아가는 배달강좌2019서예서예남해군민152019-03-01~2019-12-31<NA><NA>2019-03-012019-12-31남해읍생활문화센터2022-11-03
910찾아가는 배달강좌2019수지침수지침남해군민152019-03-01~2019-12-31<NA><NA>2019-03-012019-12-31이동면이동복지회관2022-11-03
자료일련번호분류명기준연도교육명교육내용지원대상정원사업기간신청시작일자신청종료일자교육시작일자교육종료일자행정동명교육장소데이터기준일자
116117성인문해교육지원사업2020책 읽는 은빛사랑방큰글씨책,그림책 비치 및 책읽기 프로그램 운영노인(어르신)202020-02-01~2020-11-30<NA><NA>2020-02-102020-11-30고현면대곡경로당2022-11-03
117118성인문해교육지원사업2021책 읽는 은빛사랑방큰글씨책,그림책 비치 및 책읽기 프로그램 운영노인(어르신)112021-06-01~2021-11-30<NA><NA>2021-06-212021-11-30남해읍평현경로당2022-11-03
118119성인문해교육지원사업2021책 읽는 은빛사랑방큰글씨책,그림책 비치 및 책읽기 프로그램 운영노인(어르신)82021-06-01~2021-11-30<NA><NA>2021-06-212021-11-30남해읍섬호경로당2022-11-03
119120성인문해교육지원사업2021책 읽는 은빛사랑방큰글씨책,그림책 비치 및 책읽기 프로그램 운영노인(어르신)112021-06-01~2021-11-30<NA><NA>2021-06-212021-11-30미조면노구경로당2022-11-03
120121성인문해교육지원사업2021책 읽는 은빛사랑방큰글씨책,그림책 비치 및 책읽기 프로그램 운영노인(어르신)152021-06-01~2021-11-30<NA><NA>2021-06-212021-11-30고현면천동경로당2022-11-03
121122성인문해교육지원사업2021책 읽는 은빛사랑방큰글씨책,그림책 비치 및 책읽기 프로그램 운영노인(어르신)152021-06-01~2021-11-30<NA><NA>2021-06-212021-11-30고현면대사경로당2022-11-03
122123바다마을학교2022바다마을학교해양교육 프로그램(연안체험활동,수상레저활동)아동청소년<NA>2022-06-01~2022-10-31<NA><NA>2022-06-012022-10-31<NA>관내 바다마을학교 운영단체2022-11-03
123124보물섬영어캠프2019보물섬영어캠프합숙형(숙식제공),원어민 교원 지도의 실용영어 습득,Activity수업,개별 보충관리 등아동청소년602019-07-01~2019-08-31<NA><NA>2019-07-252019-08-12남해읍경남도립남해대학2022-11-03
124125생활터전학교2022지역과 함께하는 생활터전학교학교 교과과정 연계한 프로그램 및 주말 프로그램 운영아동청소년252022-04-01~2022-11-302022-02-222022-03-102022-04-012022-11-30<NA><NA>2022-11-03
125126생활터전학교2022마을에서 배우는 마을배움터지역 마을을 기반으로 마을돌봄 및 교육 프로그램 운영아동청소년202022-04-01~2022-11-302022-02-222022-03-102022-04-012022-11-30<NA><NA>2022-11-03