Overview

Dataset statistics

Number of variables7
Number of observations69
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory4.0 KiB
Average record size in memory58.9 B

Variable types

Categorical6
Numeric1

Dataset

Description함안군 군민 무료 정보화교육 과정과, 일정, 시간, 장소 등을 제공. 군민의 정보화 역량 향상을 위하여 매년 무료로 운영되는 사업
Author경상남도 함안군
URLhttps://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=15040158

Alerts

교육일 has constant value ""Constant
접수기간 is highly overall correlated with 교육일수 and 2 other fieldsHigh correlation
과정명 is highly overall correlated with 교육일수 and 2 other fieldsHigh correlation
교육기간 is highly overall correlated with 교육일수 and 2 other fieldsHigh correlation
교육일수 is highly overall correlated with 접수기간 and 2 other fieldsHigh correlation
교육시간 is highly overall correlated with 교육장소High correlation
교육장소 is highly overall correlated with 교육시간High correlation

Reproduction

Analysis started2024-04-17 10:20:58.487547
Analysis finished2024-04-17 10:20:58.927212
Duration0.44 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

접수기간
Categorical

HIGH CORRELATION 

Distinct16
Distinct (%)23.2%
Missing0
Missing (%)0.0%
Memory size684.0 B
2023-02-07~2023-02-09
5 
2023-02-21~2023-02-23
5 
2023-03-14~2023-03-16
5 
2023-04-04~2023-04-06
5 
2023-04-25~2023-04-27
5 
Other values (11)
44 

Length

Max length21
Median length21
Mean length21
Min length21

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2023-02-07~2023-02-09
2nd row2023-02-07~2023-02-09
3rd row2023-02-07~2023-02-09
4th row2023-02-07~2023-02-09
5th row2023-02-07~2023-02-09

Common Values

ValueCountFrequency (%)
2023-02-07~2023-02-09 5
 
7.2%
2023-02-21~2023-02-23 5
 
7.2%
2023-03-14~2023-03-16 5
 
7.2%
2023-04-04~2023-04-06 5
 
7.2%
2023-04-25~2023-04-27 5
 
7.2%
2023-05-16~2023-05-18 5
 
7.2%
2023-06-07~2023-06-09 5
 
7.2%
2023-06-20~2023-06-22 5
 
7.2%
2023-08-22~2023-08-24 4
 
5.8%
2023-09-19~2023-09-21 4
 
5.8%
Other values (6) 21
30.4%

Length

2024-04-17T19:20:58.982991image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2023-02-07~2023-02-09 5
 
7.2%
2023-02-21~2023-02-23 5
 
7.2%
2023-03-14~2023-03-16 5
 
7.2%
2023-04-04~2023-04-06 5
 
7.2%
2023-04-25~2023-04-27 5
 
7.2%
2023-05-16~2023-05-18 5
 
7.2%
2023-06-07~2023-06-09 5
 
7.2%
2023-06-20~2023-06-22 5
 
7.2%
2023-08-22~2023-08-24 4
 
5.8%
2023-09-19~2023-09-21 4
 
5.8%
Other values (6) 21
30.4%

과정명
Categorical

HIGH CORRELATION 

Distinct7
Distinct (%)10.1%
Missing0
Missing (%)0.0%
Memory size684.0 B
엑셀
13 
컴퓨터 기초
12 
한글 문서작성
12 
스마트생활(무인주문기)
10 
스마트폰(안드로이드)
10 
Other values (2)
12 

Length

Max length12
Median length7
Mean length6.8405797
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row스마트생활(무인주문기)
2nd row스마트생활(무인주문기)
3rd row스마트생활(무인주문기)
4th row스마트생활(무인주문기)
5th row스마트생활(무인주문기)

Common Values

ValueCountFrequency (%)
엑셀 13
18.8%
컴퓨터 기초 12
17.4%
한글 문서작성 12
17.4%
스마트생활(무인주문기) 10
14.5%
스마트폰(안드로이드) 10
14.5%
파워포인트 9
13.0%
ITQ한글 3
 
4.3%

Length

2024-04-17T19:20:59.077658image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-17T19:20:59.170214image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
엑셀 13
14.0%
컴퓨터 12
12.9%
기초 12
12.9%
한글 12
12.9%
문서작성 12
12.9%
스마트생활(무인주문기 10
10.8%
스마트폰(안드로이드 10
10.8%
파워포인트 9
9.7%
itq한글 3
 
3.2%

교육기간
Categorical

HIGH CORRELATION 

Distinct16
Distinct (%)23.2%
Missing0
Missing (%)0.0%
Memory size684.0 B
2023-02-20~2023-03-02
5 
2023-03-06~2023-03-23
5 
2023-03-27~2023-04-13
5 
2023-04-17~2023-05-04
5 
2023-05-08~2023-05-25
5 
Other values (11)
44 

Length

Max length21
Median length21
Mean length21
Min length21

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2023-02-20~2023-03-02
2nd row2023-02-20~2023-03-02
3rd row2023-02-20~2023-03-02
4th row2023-02-20~2023-03-02
5th row2023-02-20~2023-03-02

Common Values

ValueCountFrequency (%)
2023-02-20~2023-03-02 5
 
7.2%
2023-03-06~2023-03-23 5
 
7.2%
2023-03-27~2023-04-13 5
 
7.2%
2023-04-17~2023-05-04 5
 
7.2%
2023-05-08~2023-05-25 5
 
7.2%
2023-05-30~2023-06-15 5
 
7.2%
2023-06-19~2023-06-29 5
 
7.2%
2023-07-03~2023-07-20 5
 
7.2%
2023-09-04~2023-09-21 4
 
5.8%
2023-10-02~2023-10-19 4
 
5.8%
Other values (6) 21
30.4%

Length

2024-04-17T19:20:59.269151image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2023-02-20~2023-03-02 5
 
7.2%
2023-03-06~2023-03-23 5
 
7.2%
2023-03-27~2023-04-13 5
 
7.2%
2023-04-17~2023-05-04 5
 
7.2%
2023-05-08~2023-05-25 5
 
7.2%
2023-05-30~2023-06-15 5
 
7.2%
2023-06-19~2023-06-29 5
 
7.2%
2023-07-03~2023-07-20 5
 
7.2%
2023-09-04~2023-09-21 4
 
5.8%
2023-10-02~2023-10-19 4
 
5.8%
Other values (6) 21
30.4%

교육일수
Real number (ℝ)

HIGH CORRELATION 

Distinct6
Distinct (%)8.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.985507
Minimum7
Maximum12
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size753.0 B
2024-04-17T19:20:59.343592image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum7
5-th percentile7
Q110
median12
Q312
95-th percentile12
Maximum12
Range5
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.684643
Coefficient of variation (CV)0.15335141
Kurtosis0.40370913
Mean10.985507
Median Absolute Deviation (MAD)0
Skewness-1.3830392
Sum758
Variance2.8380222
MonotonicityNot monotonic
2024-04-17T19:20:59.417945image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
12 47
68.1%
7 5
 
7.2%
10 5
 
7.2%
8 5
 
7.2%
9 4
 
5.8%
11 3
 
4.3%
ValueCountFrequency (%)
7 5
 
7.2%
8 5
 
7.2%
9 4
 
5.8%
10 5
 
7.2%
11 3
 
4.3%
12 47
68.1%
ValueCountFrequency (%)
12 47
68.1%
11 3
 
4.3%
10 5
 
7.2%
9 4
 
5.8%
8 5
 
7.2%
7 5
 
7.2%

교육일
Categorical

CONSTANT 

Distinct1
Distinct (%)1.4%
Missing0
Missing (%)0.0%
Memory size684.0 B
월+화+수+목
69 

Length

Max length7
Median length7
Mean length7
Min length7

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row월+화+수+목
2nd row월+화+수+목
3rd row월+화+수+목
4th row월+화+수+목
5th row월+화+수+목

Common Values

ValueCountFrequency (%)
월+화+수+목 69
100.0%

Length

2024-04-17T19:20:59.508668image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-17T19:20:59.584682image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
월+화+수+목 69
100.0%

교육시간
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size684.0 B
10:00 ~ 12:00
32 
18:30 ~ 20:30
21 
14:00 ~ 16:00
16 

Length

Max length13
Median length13
Mean length13
Min length13

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row10:00 ~ 12:00
2nd row10:00 ~ 12:00
3rd row14:00 ~ 16:00
4th row18:30 ~ 20:30
5th row18:30 ~ 20:30

Common Values

ValueCountFrequency (%)
10:00 ~ 12:00 32
46.4%
18:30 ~ 20:30 21
30.4%
14:00 ~ 16:00 16
23.2%

Length

2024-04-17T19:20:59.672296image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-17T19:20:59.760969image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
69
33.3%
10:00 32
15.5%
12:00 32
15.5%
18:30 21
 
10.1%
20:30 21
 
10.1%
14:00 16
 
7.7%
16:00 16
 
7.7%

교육장소
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Memory size684.0 B
칠원
29 
가야
24 
군북
16 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row군북
2nd row칠원
3rd row가야
4th row가야
5th row칠원

Common Values

ValueCountFrequency (%)
칠원 29
42.0%
가야 24
34.8%
군북 16
23.2%

Length

2024-04-17T19:20:59.857639image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-17T19:20:59.939617image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
칠원 29
42.0%
가야 24
34.8%
군북 16
23.2%

Interactions

2024-04-17T19:20:58.727845image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-04-17T19:20:59.995338image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
접수기간과정명교육기간교육일수교육시간교육장소
접수기간1.0001.0001.0001.0000.0000.000
과정명1.0001.0001.0000.7610.0000.000
교육기간1.0001.0001.0001.0000.0000.000
교육일수1.0000.7611.0001.0000.0000.000
교육시간0.0000.0000.0000.0001.0000.912
교육장소0.0000.0000.0000.0000.9121.000
2024-04-17T19:21:00.092302image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육장소접수기간과정명교육시간교육기간
교육장소1.0000.0000.0000.6370.000
접수기간0.0001.0000.9250.0001.000
과정명0.0000.9251.0000.0000.925
교육시간0.6370.0000.0001.0000.000
교육기간0.0001.0000.9250.0001.000
2024-04-17T19:21:00.184705image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육일수접수기간과정명교육기간교육시간교육장소
교육일수1.0000.9170.5780.9170.0000.000
접수기간0.9171.0000.9251.0000.0000.000
과정명0.5780.9251.0000.9250.0000.000
교육기간0.9171.0000.9251.0000.0000.000
교육시간0.0000.0000.0000.0001.0000.637
교육장소0.0000.0000.0000.0000.6371.000

Missing values

2024-04-17T19:20:58.807645image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-04-17T19:20:58.894117image/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

접수기간과정명교육기간교육일수교육일교육시간교육장소
02023-02-07~2023-02-09스마트생활(무인주문기)2023-02-20~2023-03-027월+화+수+목10:00 ~ 12:00군북
12023-02-07~2023-02-09스마트생활(무인주문기)2023-02-20~2023-03-027월+화+수+목10:00 ~ 12:00칠원
22023-02-07~2023-02-09스마트생활(무인주문기)2023-02-20~2023-03-027월+화+수+목14:00 ~ 16:00가야
32023-02-07~2023-02-09스마트생활(무인주문기)2023-02-20~2023-03-027월+화+수+목18:30 ~ 20:30가야
42023-02-07~2023-02-09스마트생활(무인주문기)2023-02-20~2023-03-027월+화+수+목18:30 ~ 20:30칠원
52023-02-21~2023-02-23스마트폰(안드로이드)2023-03-06~2023-03-2312월+화+수+목10:00 ~ 12:00군북
62023-02-21~2023-02-23스마트폰(안드로이드)2023-03-06~2023-03-2312월+화+수+목10:00 ~ 12:00칠원
72023-02-21~2023-02-23스마트폰(안드로이드)2023-03-06~2023-03-2312월+화+수+목14:00 ~ 16:00가야
82023-02-21~2023-02-23스마트폰(안드로이드)2023-03-06~2023-03-2312월+화+수+목18:30 ~ 20:30가야
92023-02-21~2023-02-23스마트폰(안드로이드)2023-03-06~2023-03-2312월+화+수+목18:30 ~ 20:30칠원
접수기간과정명교육기간교육일수교육일교육시간교육장소
592023-10-31~2023-11-02엑셀2023-11-13~2023-11-3012월+화+수+목10:00 ~ 12:00칠원
602023-10-31~2023-11-02엑셀2023-11-13~2023-11-3012월+화+수+목14:00 ~ 16:00가야
612023-10-31~2023-11-02엑셀2023-11-13~2023-11-3012월+화+수+목18:30 ~ 20:30칠원
622023-11-21~2023-11-23파워포인트2023-12-04~2023-12-0412월+화+수+목10:00 ~ 12:00군북
632023-11-21~2023-11-23파워포인트2023-12-04~2023-12-0412월+화+수+목10:00 ~ 12:00칠원
642023-11-21~2023-11-23파워포인트2023-12-04~2023-12-0412월+화+수+목14:00 ~ 16:00가야
652023-11-21~2023-11-23파워포인트2023-12-04~2023-12-0412월+화+수+목18:30 ~ 20:30칠원
662023-12-19~2023-12-21ITQ한글2024-01-08~2024-01-2512월+화+수+목10:00 ~ 12:00군북
672023-12-19~2023-12-21ITQ한글2024-01-08~2024-01-2512월+화+수+목10:00 ~ 12:00칠원
682023-12-19~2023-12-21ITQ한글2024-01-08~2024-01-2512월+화+수+목14:00 ~ 16:00가야