Overview

Dataset statistics

Number of variables11
Number of observations42
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory3.9 KiB
Average record size in memory94.1 B

Variable types

Text1
DateTime2
Categorical7
Numeric1

Dataset

Description부산광역시_사상구_정보화교육정보_20230120
Author부산광역시 사상구
URLhttp://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=15043156

Alerts

교육장소 has constant value ""Constant
교육인원 has constant value ""Constant
전화번호 has constant value ""Constant
구군명 has constant value ""Constant
데이터기준일자 has constant value ""Constant
월 is highly overall correlated with 일수High correlation
일수 is highly overall correlated with 월High correlation

Reproduction

Analysis started2023-12-10 16:16:45.526322
Analysis finished2023-12-10 16:16:46.118146
Duration0.59 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

교육과정
Text

Distinct22
Distinct (%)52.4%
Missing0
Missing (%)0.0%
Memory size468.0 B
2023-12-11T01:16:46.246610image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length23
Median length16
Mean length12.119048
Min length7

Characters and Unicode

Total characters509
Distinct characters74
Distinct categories4 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique11 ?
Unique (%)26.2%

Sample

1st row스마트폰 기초 활용
2nd row컴퓨터/인터넷 기초활용
3rd row컴퓨터 기초/활용
4th row문서 작성 기초/활용
5th row인터넷 기초/활용
ValueCountFrequency (%)
활용 19
 
13.6%
기초 17
 
12.1%
15
 
10.7%
스마트폰 8
 
5.7%
기초/활용 6
 
4.3%
문서 5
 
3.6%
작성 5
 
3.6%
사진편집 4
 
2.9%
만들기 4
 
2.9%
또 3
 
2.1%
Other values (24) 54
38.6%
2023-12-11T01:16:46.547092image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
98
19.3%
기 33
 
6.5%
활 28
 
5.5%
용 28
 
5.5%
초 26
 
5.1%
/ 25
 
4.9%
스 15
 
2.9%
트 12
 
2.4%
터 11
 
2.2%
마 10
 
2.0%
Other values (64) 223
43.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 374
73.5%
Space Separator 98
 
19.3%
Other Punctuation 25
 
4.9%
Uppercase Letter 12
 
2.4%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
기 33
 
8.8%
활 28
 
7.5%
용 28
 
7.5%
초 26
 
7.0%
스 15
 
4.0%
트 12
 
3.2%
터 11
 
2.9%
마 10
 
2.7%
폰 8
 
2.1%
버 6
 
1.6%
Other values (59) 197
52.7%
Uppercase Letter
ValueCountFrequency (%)
T 4
33.3%
Q 4
33.3%
I 4
33.3%
Space Separator
ValueCountFrequency (%)
98
100.0%
Other Punctuation
ValueCountFrequency (%)
/ 25
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 374
73.5%
Common 123
 
24.2%
Latin 12
 
2.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
기 33
 
8.8%
활 28
 
7.5%
용 28
 
7.5%
초 26
 
7.0%
스 15
 
4.0%
트 12
 
3.2%
터 11
 
2.9%
마 10
 
2.7%
폰 8
 
2.1%
버 6
 
1.6%
Other values (59) 197
52.7%
Latin
ValueCountFrequency (%)
T 4
33.3%
Q 4
33.3%
I 4
33.3%
Common
ValueCountFrequency (%)
98
79.7%
/ 25
 
20.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 374
73.5%
ASCII 135
 
26.5%

Most frequent character per block

ASCII
ValueCountFrequency (%)
98
72.6%
/ 25
 
18.5%
T 4
 
3.0%
Q 4
 
3.0%
I 4
 
3.0%
Hangul
ValueCountFrequency (%)
기 33
 
8.8%
활 28
 
7.5%
용 28
 
7.5%
초 26
 
7.0%
스 15
 
4.0%
트 12
 
3.2%
터 11
 
2.9%
마 10
 
2.7%
폰 8
 
2.1%
버 6
 
1.6%
Other values (59) 197
52.7%

교육시작일
Date

Distinct21
Distinct (%)50.0%
Missing0
Missing (%)0.0%
Memory size468.0 B
Minimum2023-01-09 00:00:00
Maximum2023-12-04 00:00:00
2023-12-11T01:16:46.654079image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T01:16:46.750877image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=21)

교육종료일
Date

Distinct21
Distinct (%)50.0%
Missing0
Missing (%)0.0%
Memory size468.0 B
Minimum2023-01-20 00:00:00
Maximum2023-12-15 00:00:00
2023-12-11T01:16:46.844707image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T01:16:46.949591image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=21)

교육시간
Categorical

Distinct2
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Memory size468.0 B
10:00~12:00
21 
13:30~15:30
21 

Length

Max length11
Median length11
Mean length11
Min length11

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row10:00~12:00
2nd row13:30~15:30
3rd row10:00~12:00
4th row13:30~15:30
5th row10:00~12:00

Common Values

ValueCountFrequency (%)
10:00~12:00 21
50.0%
13:30~15:30 21
50.0%

Length

2023-12-11T01:16:47.067552image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:16:47.161044image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
10:00~12:00 21
50.0%
13:30~15:30 21
50.0%

교육장소
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size468.0 B
사상구청 전산교육장
42 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row사상구청 전산교육장
2nd row사상구청 전산교육장
3rd row사상구청 전산교육장
4th row사상구청 전산교육장
5th row사상구청 전산교육장

Common Values

ValueCountFrequency (%)
사상구청 전산교육장 42
100.0%

Length

2023-12-11T01:16:47.268226image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:16:47.380196image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
사상구청 42
50.0%
전산교육장 42
50.0%

교육인원
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size468.0 B
15
42 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row15
2nd row15
3rd row15
4th row15
5th row15

Common Values

ValueCountFrequency (%)
15 42
100.0%

Length

2023-12-11T01:16:47.487295image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:16:47.588028image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
15 42
100.0%

월
Real number (ℝ)

HIGH CORRELATION 

Distinct12
Distinct (%)28.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.2857143
Minimum1
Maximum12
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size510.0 B
2023-12-11T01:16:47.688600image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile2
Q14
median6
Q39
95-th percentile11
Maximum12
Range11
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.1875192
Coefficient of variation (CV)0.50710533
Kurtosis-1.075508
Mean6.2857143
Median Absolute Deviation (MAD)3
Skewness0.10593013
Sum264
Variance10.160279
MonotonicityIncreasing
2023-12-11T01:16:47.791934image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
7 6
14.3%
10 6
14.3%
2 4
9.5%
3 4
9.5%
4 4
9.5%
5 4
9.5%
6 4
9.5%
1 2
 
4.8%
8 2
 
4.8%
9 2
 
4.8%
Other values (2) 4
9.5%
ValueCountFrequency (%)
1 2
 
4.8%
2 4
9.5%
3 4
9.5%
4 4
9.5%
5 4
9.5%
6 4
9.5%
7 6
14.3%
8 2
 
4.8%
9 2
 
4.8%
10 6
14.3%
ValueCountFrequency (%)
12 2
 
4.8%
11 2
 
4.8%
10 6
14.3%
9 2
 
4.8%
8 2
 
4.8%
7 6
14.3%
6 4
9.5%
5 4
9.5%
4 4
9.5%
3 4
9.5%

전화번호
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size468.0 B
051-310-4307
42 

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row051-310-4307
2nd row051-310-4307
3rd row051-310-4307
4th row051-310-4307
5th row051-310-4307

Common Values

ValueCountFrequency (%)
051-310-4307 42
100.0%

Length

2023-12-11T01:16:47.885351image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:16:47.962062image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
051-310-4307 42
100.0%

일수
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)7.1%
Missing0
Missing (%)0.0%
Memory size468.0 B
10
32 
9
6 
8
4 

Length

Max length2
Median length2
Mean length1.7619048
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row10
2nd row10
3rd row10
4th row10
5th row10

Common Values

ValueCountFrequency (%)
10 32
76.2%
9 6
 
14.3%
8 4
 
9.5%

Length

2023-12-11T01:16:48.046660image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:16:48.140961image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
10 32
76.2%
9 6
 
14.3%
8 4
 
9.5%

구군명
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size468.0 B
부산광역시 사상구
42 

Length

Max length9
Median length9
Mean length9
Min length9

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row부산광역시 사상구
2nd row부산광역시 사상구
3rd row부산광역시 사상구
4th row부산광역시 사상구
5th row부산광역시 사상구

Common Values

ValueCountFrequency (%)
부산광역시 사상구 42
100.0%

Length

2023-12-11T01:16:48.227753image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:16:48.305786image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
부산광역시 42
50.0%
사상구 42
50.0%

데이터기준일자
Categorical

CONSTANT 

Distinct1
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size468.0 B
2023-01-20
42 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2023-01-20
2nd row2023-01-20
3rd row2023-01-20
4th row2023-01-20
5th row2023-01-20

Common Values

ValueCountFrequency (%)
2023-01-20 42
100.0%

Length

2023-12-11T01:16:48.600314image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T01:16:48.675685image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2023-01-20 42
100.0%

Interactions

2023-12-11T01:16:45.787427image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-11T01:16:48.727467image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육과정교육시작일교육종료일교육시간월일수
교육과정1.0000.5540.5540.4020.0000.575
교육시작일0.5541.0001.0000.0001.0001.000
교육종료일0.5541.0001.0000.0001.0001.000
교육시간0.4020.0000.0001.0000.0000.000
월0.0001.0001.0000.0001.0000.815
일수0.5751.0001.0000.0000.8151.000
2023-12-11T01:16:48.807278image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
교육시간일수
교육시간1.0000.000
일수0.0001.000
2023-12-11T01:16:48.876939image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
월교육시간일수
월1.0000.0000.644
교육시간0.0001.0000.000
일수0.6440.0001.000

Missing values

2023-12-11T01:16:45.897246image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T01:16:46.062369image/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

교육과정교육시작일교육종료일교육시간교육장소교육인원월전화번호일수구군명데이터기준일자
0스마트폰 기초 활용2023-01-092023-01-2010:00~12:00사상구청 전산교육장151051-310-430710부산광역시 사상구2023-01-20
1컴퓨터/인터넷 기초활용2023-01-092023-01-2013:30~15:30사상구청 전산교육장151051-310-430710부산광역시 사상구2023-01-20
2컴퓨터 기초/활용2023-01-302023-02-1010:00~12:00사상구청 전산교육장152051-310-430710부산광역시 사상구2023-01-20
3문서 작성 기초/활용2023-01-302023-02-1013:30~15:30사상구청 전산교육장152051-310-430710부산광역시 사상구2023-01-20
4인터넷 기초/활용2023-02-132023-02-2410:00~12:00사상구청 전산교육장152051-310-430710부산광역시 사상구2023-01-20
5스마트폰 기초/활용2023-02-132023-02-2413:30~15:30사상구청 전산교육장152051-310-430710부산광역시 사상구2023-01-20
6스마트폰 기초 / 활용2023-03-062023-03-1710:00~12:00사상구청 전산교육장153051-310-430710부산광역시 사상구2023-01-20
7메타버스탑승 제페토로 즐기는 또 다른 세상2023-03-062023-03-1713:30~15:30사상구청 전산교육장153051-310-430710부산광역시 사상구2023-01-20
8문서 작성 기초 / 활용2023-03-202023-03-3110:00~12:00사상구청 전산교육장153051-310-430710부산광역시 사상구2023-01-20
9스마트폰 동영상 만들기2023-03-202023-03-3113:30~15:30사상구청 전산교육장153051-310-430710부산광역시 사상구2023-01-20
교육과정교육시작일교육종료일교육시간교육장소교육인원월전화번호일수구군명데이터기준일자
32컴퓨터 기초 / 활용2023-10-022023-10-1310:00~12:00사상구청 전산교육장1510051-310-43078부산광역시 사상구2023-01-20
33사진편집 기초 /활용2023-10-022023-10-1313:30~15:30사상구청 전산교육장1510051-310-43078부산광역시 사상구2023-01-20
34인터넷 기초 / 활용2023-10-162023-10-2710:00~12:00사상구청 전산교육장1510051-310-430710부산광역시 사상구2023-01-20
35스마트한 쇼핑과 키오스크 활용2023-10-162023-10-2713:30~15:30사상구청 전산교육장1510051-310-430710부산광역시 사상구2023-01-20
36스마트한 쇼핑과 키오스크 활용2023-10-302023-11-1010:00~12:00사상구청 전산교육장1510051-310-430710부산광역시 사상구2023-01-20
37스마트폰 기초 / 활용2023-10-302023-11-1013:30~15:30사상구청 전산교육장1510051-310-430710부산광역시 사상구2023-01-20
38문서 작성 기초 / 활용2023-11-132023-11-2410:00~12:00사상구청 전산교육장1511051-310-430710부산광역시 사상구2023-01-20
39메타버스탑승 제페토로 즐기는 또 다른 세상2023-11-132023-11-2413:30~15:30사상구청 전산교육장1511051-310-430710부산광역시 사상구2023-01-20
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