Overview

Dataset statistics

Number of variables10
Number of observations66
Missing cells132
Missing cells (%)20.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory5.5 KiB
Average record size in memory85.0 B

Variable types

Categorical6
Text1
Numeric1
Unsupported2

Dataset

Description부산광역시_동래구_노인일자리사업현황_20220823
Author부산광역시 동래구
URLhttp://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=15039196

Alerts

시도 has constant value ""Constant
시군구 has constant value ""Constant
사업유형(대분류) is highly overall correlated with 사업유형(중분류) and 1 other fieldsHigh correlation
사업유형(중분류) is highly overall correlated with 사업유형(대분류) and 1 other fieldsHigh correlation
사업유형(소분류) is highly overall correlated with 사업유형(대분류) and 1 other fieldsHigh correlation
Unnamed: 8 has 66 (100.0%) missing valuesMissing
Unnamed: 9 has 66 (100.0%) missing valuesMissing
Unnamed: 8 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

Reproduction

Analysis started2023-12-10 17:20:48.908020
Analysis finished2023-12-10 17:20:50.690119
Duration1.78 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

시도
Categorical

CONSTANT 

Distinct1
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Memory size660.0 B
부산광역시
66 

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
부산광역시 66
100.0%

Length

2023-12-11T02:20:50.865017image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:20:51.067200image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
부산광역시 66
100.0%

시군구
Categorical

CONSTANT 

Distinct1
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Memory size660.0 B
동래구
66 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
동래구 66
100.0%

Length

2023-12-11T02:20:51.281158image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:20:51.482116image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
동래구 66
100.0%
Distinct5
Distinct (%)7.6%
Missing0
Missing (%)0.0%
Memory size660.0 B
부산동래시니어클럽
31 
부산광역시사직종합사회복지관
11 
동래구노인복지관
10 
부산동래구지회
동래종합사회복지관

Length

Max length14
Median length9
Mean length9.4090909
Min length7

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
부산동래시니어클럽 31
47.0%
부산광역시사직종합사회복지관 11
 
16.7%
동래구노인복지관 10
 
15.2%
부산동래구지회 9
 
13.6%
동래종합사회복지관 5
 
7.6%

Length

2023-12-11T02:20:51.715533image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:20:51.981799image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
부산동래시니어클럽 31
47.0%
부산광역시사직종합사회복지관 11
 
16.7%
동래구노인복지관 10
 
15.2%
부산동래구지회 9
 
13.6%
동래종합사회복지관 5
 
7.6%

사업유형(대분류)
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Memory size660.0 B
공익활동형
48 
사회서비스형
시장형

Length

Max length6
Median length5
Mean length4.8636364
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
공익활동형 48
72.7%
사회서비스형 9
 
13.6%
시장형 9
 
13.6%

Length

2023-12-11T02:20:52.320774image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:20:52.546479image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
공익활동형 48
72.7%
사회서비스형 9
 
13.6%
시장형 9
 
13.6%

사업유형(중분류)
Categorical

HIGH CORRELATION 

Distinct14
Distinct (%)21.2%
Missing0
Missing (%)0.0%
Memory size660.0 B
공공시설 봉사
34 
경륜전수 봉사
매장운영
노노케어
취약계층 지원
Other values (9)
14 

Length

Max length17
Median length7
Mean length6.7424242
Min length2

Unique

Unique6 ?
Unique (%)9.1%

Sample

1st row경륜전수 봉사
2nd row공공시설 봉사
3rd row공공시설 봉사
4th row공공시설 봉사
5th row경륜전수 봉사

Common Values

ValueCountFrequency (%)
공공시설 봉사 34
51.5%
경륜전수 봉사 5
 
7.6%
매장운영 5
 
7.6%
노노케어 4
 
6.1%
취약계층 지원 4
 
6.1%
기타 3
 
4.5%
취약계층 전문서비스 3
 
4.5%
공공전문 서비스 2
 
3.0%
지역상생활동 1
 
1.5%
가정 및 세대간 서비스 1
 
1.5%
Other values (4) 4
 
6.1%

Length

2023-12-11T02:20:52.842604image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
봉사 39
31.5%
공공시설 34
27.4%
취약계층 7
 
5.6%
경륜전수 5
 
4.0%
매장운영 5
 
4.0%
지원 5
 
4.0%
노노케어 4
 
3.2%
4
 
3.2%
서비스 3
 
2.4%
전문서비스 3
 
2.4%
Other values (11) 15
 
12.1%

사업유형(소분류)
Categorical

HIGH CORRELATION 

Distinct32
Distinct (%)48.5%
Missing0
Missing (%)0.0%
Memory size660.0 B
공원 놀이터 등 공공시설 봉사(A-13)
보육시설 봉사(A-10)
공공의료 및 복지시설 봉사(A-15)
노노케어(A-01)
기타(A-19)
Other values (27)
39 

Length

Max length22
Median length18
Mean length15
Min length8

Unique

Unique19 ?
Unique (%)28.8%

Sample

1st row건강체조 취미생활 지도(A-20)
2nd row지역사회 환경개선 봉사(A-16)
3rd row지역아동센터 봉사(A-11)
4th row도서관 봉사(A-12)
5th row경륜전수 활동(A-23)

Common Values

ValueCountFrequency (%)
공원 놀이터 등 공공시설 봉사(A-13) 9
 
13.6%
보육시설 봉사(A-10) 5
 
7.6%
공공의료 및 복지시설 봉사(A-15) 5
 
7.6%
노노케어(A-01) 4
 
6.1%
기타(A-19) 4
 
6.1%
기타(E-11) 3
 
4.5%
지역사회 환경개선 봉사(A-16) 3
 
4.5%
경륜전수 활동(A-23) 3
 
4.5%
지역사회안전망 구축 지원(A-18) 3
 
4.5%
문화재시설 봉사(A-14) 2
 
3.0%
Other values (22) 25
37.9%

Length

2023-12-11T02:20:53.181748image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
공원 9
 
5.5%
놀이터 9
 
5.5%
9
 
5.5%
공공시설 9
 
5.5%
봉사(a-13 9
 
5.5%
6
 
3.6%
봉사(a-10 5
 
3.0%
공공의료 5
 
3.0%
복지시설 5
 
3.0%
봉사(a-15 5
 
3.0%
Other values (56) 94
57.0%
Distinct63
Distinct (%)95.5%
Missing0
Missing (%)0.0%
Memory size660.0 B
2023-12-11T02:20:53.734627image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length18
Median length13
Mean length9.8939394
Min length4

Characters and Unicode

Total characters653
Distinct characters148
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

Unique61 ?
Unique (%)92.4%

Sample

1st row교육강사지원사업
2nd row지역사회환경개선사업
3rd row지역아동센터지원사업
4th row도서관관리지원사업
5th row육아코칭도우미사업
ValueCountFrequency (%)
노노케어 3
 
4.0%
경로당 2
 
2.7%
지역사회환경개선사업 2
 
2.7%
웰빙건강수레3호점사업단 1
 
1.3%
안락한동네지킴이사업단 1
 
1.3%
지킴이 1
 
1.3%
주거개선지원사업 1
 
1.3%
드림나눔사업단(아동시설 1
 
1.3%
웰빙건강수레4호점사업단 1
 
1.3%
웰빙건강수레2호점사업단 1
 
1.3%
Other values (61) 61
81.3%
2023-12-11T02:20:54.631417image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
61
 
9.3%
55
 
8.4%
34
 
5.2%
33
 
5.1%
18
 
2.8%
16
 
2.5%
14
 
2.1%
12
 
1.8%
11
 
1.7%
10
 
1.5%
Other values (138) 389
59.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 616
94.3%
Decimal Number 10
 
1.5%
Space Separator 9
 
1.4%
Open Punctuation 8
 
1.2%
Close Punctuation 8
 
1.2%
Dash Punctuation 2
 
0.3%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
61
 
9.9%
55
 
8.9%
34
 
5.5%
33
 
5.4%
18
 
2.9%
16
 
2.6%
14
 
2.3%
12
 
1.9%
11
 
1.8%
10
 
1.6%
Other values (126) 352
57.1%
Decimal Number
ValueCountFrequency (%)
3 2
20.0%
0 2
20.0%
7 1
10.0%
5 1
10.0%
6 1
10.0%
1 1
10.0%
2 1
10.0%
4 1
10.0%
Space Separator
ValueCountFrequency (%)
9
100.0%
Open Punctuation
ValueCountFrequency (%)
( 8
100.0%
Close Punctuation
ValueCountFrequency (%)
) 8
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 616
94.3%
Common 37
 
5.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
61
 
9.9%
55
 
8.9%
34
 
5.5%
33
 
5.4%
18
 
2.9%
16
 
2.6%
14
 
2.3%
12
 
1.9%
11
 
1.8%
10
 
1.6%
Other values (126) 352
57.1%
Common
ValueCountFrequency (%)
9
24.3%
( 8
21.6%
) 8
21.6%
3 2
 
5.4%
- 2
 
5.4%
0 2
 
5.4%
7 1
 
2.7%
5 1
 
2.7%
6 1
 
2.7%
1 1
 
2.7%
Other values (2) 2
 
5.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 616
94.3%
ASCII 37
 
5.7%

Most frequent character per block

Hangul
ValueCountFrequency (%)
61
 
9.9%
55
 
8.9%
34
 
5.5%
33
 
5.4%
18
 
2.9%
16
 
2.6%
14
 
2.3%
12
 
1.9%
11
 
1.8%
10
 
1.6%
Other values (126) 352
57.1%
ASCII
ValueCountFrequency (%)
9
24.3%
( 8
21.6%
) 8
21.6%
3 2
 
5.4%
- 2
 
5.4%
0 2
 
5.4%
7 1
 
2.7%
5 1
 
2.7%
6 1
 
2.7%
1 1
 
2.7%
Other values (2) 2
 
5.4%

인원(명)
Real number (ℝ)

Distinct41
Distinct (%)62.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean57.333333
Minimum3
Maximum200
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size726.0 B
2023-12-11T02:20:54.978909image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum3
5-th percentile8
Q115.25
median39.5
Q388
95-th percentile150
Maximum200
Range197
Interquartile range (IQR)72.75

Descriptive statistics

Standard deviation50.592287
Coefficient of variation (CV)0.88242361
Kurtosis0.27151105
Mean57.333333
Median Absolute Deviation (MAD)29
Skewness1.0564642
Sum3784
Variance2559.5795
MonotonicityNot monotonic
2023-12-11T02:20:55.312888image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=41)
ValueCountFrequency (%)
20 5
 
7.6%
40 4
 
6.1%
15 4
 
6.1%
30 4
 
6.1%
10 3
 
4.5%
25 2
 
3.0%
80 2
 
3.0%
70 2
 
3.0%
39 2
 
3.0%
140 2
 
3.0%
Other values (31) 36
54.5%
ValueCountFrequency (%)
3 2
3.0%
6 1
 
1.5%
8 2
3.0%
9 1
 
1.5%
10 3
4.5%
11 1
 
1.5%
12 1
 
1.5%
13 1
 
1.5%
14 1
 
1.5%
15 4
6.1%
ValueCountFrequency (%)
200 1
1.5%
194 1
1.5%
160 1
1.5%
150 2
3.0%
140 2
3.0%
135 1
1.5%
130 1
1.5%
120 1
1.5%
108 1
1.5%
106 1
1.5%

Unnamed: 8
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing66
Missing (%)100.0%
Memory size726.0 B

Unnamed: 9
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing66
Missing (%)100.0%
Memory size726.0 B

Interactions

2023-12-11T02:20:49.753374image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-11T02:20:55.539696image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
사업수행기관사업유형(대분류)사업유형(중분류)사업유형(소분류)사업명인원(명)
사업수행기관1.0000.4690.3380.0000.0000.000
사업유형(대분류)0.4691.0000.9691.0001.0000.000
사업유형(중분류)0.3380.9691.0001.0001.0000.230
사업유형(소분류)0.0001.0001.0001.0001.0000.000
사업명0.0001.0001.0001.0001.0000.000
인원(명)0.0000.0000.2300.0000.0001.000
2023-12-11T02:20:55.783354image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
사업유형(중분류)사업유형(대분류)사업유형(소분류)사업수행기관
사업유형(중분류)1.0000.8650.8090.160
사업유형(대분류)0.8651.0000.7350.394
사업유형(소분류)0.8090.7351.0000.000
사업수행기관0.1600.3940.0001.000
2023-12-11T02:20:56.015766image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
인원(명)사업수행기관사업유형(대분류)사업유형(중분류)사업유형(소분류)
인원(명)1.0000.0000.0000.0740.000
사업수행기관0.0001.0000.3940.1600.000
사업유형(대분류)0.0000.3941.0000.8650.735
사업유형(중분류)0.0740.1600.8651.0000.809
사업유형(소분류)0.0000.0000.7350.8091.000

Missing values

2023-12-11T02:20:50.126637image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T02:20:50.548699image/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

시도시군구사업수행기관사업유형(대분류)사업유형(중분류)사업유형(소분류)사업명인원(명)Unnamed: 8Unnamed: 9
0부산광역시동래구동래구노인복지관공익활동형경륜전수 봉사건강체조 취미생활 지도(A-20)교육강사지원사업20<NA><NA>
1부산광역시동래구동래구노인복지관공익활동형공공시설 봉사지역사회 환경개선 봉사(A-16)지역사회환경개선사업140<NA><NA>
2부산광역시동래구동래구노인복지관공익활동형공공시설 봉사지역아동센터 봉사(A-11)지역아동센터지원사업69<NA><NA>
3부산광역시동래구동래구노인복지관공익활동형공공시설 봉사도서관 봉사(A-12)도서관관리지원사업12<NA><NA>
4부산광역시동래구동래구노인복지관공익활동형경륜전수 봉사경륜전수 활동(A-23)육아코칭도우미사업9<NA><NA>
5부산광역시동래구동래구노인복지관공익활동형경륜전수 봉사경륜전수 활동(A-23)스마트가이드사업3<NA><NA>
6부산광역시동래구동래구노인복지관공익활동형공공시설 봉사공공의료 및 복지시설 봉사(A-15)복지시설지원관리사업82<NA><NA>
7부산광역시동래구동래구노인복지관공익활동형공공시설 봉사공원 놀이터 등 공공시설 봉사(A-13)공원지킴이사업26<NA><NA>
8부산광역시동래구동래구노인복지관공익활동형노노케어노노케어(A-01)노노케어사업106<NA><NA>
9부산광역시동래구동래구노인복지관공익활동형공공시설 봉사문화재시설 봉사(A-14)문화재해설사업14<NA><NA>
시도시군구사업수행기관사업유형(대분류)사업유형(중분류)사업유형(소분류)사업명인원(명)Unnamed: 8Unnamed: 9
56부산광역시동래구부산동래시니어클럽사회서비스형취약계층 전문서비스노인 관련 시설지원(B-07)드림나눔사업단(노인시설)80<NA><NA>
57부산광역시동래구부산동래시니어클럽시장형공산품제작 및 판매기타(E-07)다함께뚝딱사업단6<NA><NA>
58부산광역시동래구부산동래시니어클럽시장형매장운영카페(E-08)우리동네커피사업단10<NA><NA>
59부산광역시동래구부산동래시니어클럽시장형기타기타(E-19)얼쑤식단관리사업단10<NA><NA>
60부산광역시동래구부산동래시니어클럽시장형매장운영기타(E-11)웰빙건강수레5호점사업단55<NA><NA>
61부산광역시동래구부산동래시니어클럽시장형매장운영음식점(E-09)웰빙건강수레3호점사업단15<NA><NA>
62부산광역시동래구부산동래시니어클럽시장형식품제조 및 판매도시락 및 반찬류(E-03)웰빙건강수레사업단13<NA><NA>
63부산광역시동래구부산동래시니어클럽시장형매장운영기타(E-11)웰빙건강수레2호점사업단39<NA><NA>
64부산광역시동래구부산동래시니어클럽시장형매장운영기타(E-11)웰빙건강수레4호점사업단25<NA><NA>
65부산광역시동래구부산동래시니어클럽시장형운송아파트 택배(E-13)다이나믹6070택배사업단20<NA><NA>