Overview

Dataset statistics

Number of variables8
Number of observations413
Missing cells413
Missing cells (%)12.5%
Duplicate rows8
Duplicate rows (%)1.9%
Total size in memory26.3 KiB
Average record size in memory65.3 B

Variable types

Unsupported1
Categorical5
Text1
DateTime1

Dataset

Description구인번호,담당센터,기업명,구인제목,희망경력,근무지역,마감일,진행상태
Author서울시여성능력개발원
URLhttps://data.seoul.go.kr/dataList/OA-13537/S/1/datasetView.do

Alerts

진행상태 has constant value ""Constant
Dataset has 8 (1.9%) duplicate rowsDuplicates
구인번호 has 413 (100.0%) missing valuesMissing
구인번호 is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2024-05-03 20:55:28.463389
Analysis finished2024-05-03 20:55:31.022286
Duration2.56 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

구인번호
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing413
Missing (%)100.0%
Memory size3.8 KiB

담당센터
Categorical

Distinct12
Distinct (%)2.9%
Missing0
Missing (%)0.0%
Memory size3.4 KiB
중부여성발전센터
108 
서부여성발전센터
82 
북부여성발전센터
80 
남부여성발전센터
54 
서초여성인력개발센터
44 
Other values (7)
45 

Length

Max length11
Median length8
Mean length8.4043584
Min length8

Unique

Unique2 ?
Unique (%)0.5%

Sample

1st row동작여성인력개발센터
2nd row동작여성인력개발센터
3rd row서초여성인력개발센터
4th row남부여성발전센터
5th row서부여성발전센터

Common Values

ValueCountFrequency (%)
중부여성발전센터 108
26.2%
서부여성발전센터 82
19.9%
북부여성발전센터 80
19.4%
남부여성발전센터 54
13.1%
서초여성인력개발센터 44
10.7%
동작여성인력개발센터 21
 
5.1%
중랑여성인력개발센터 10
 
2.4%
동부여성발전센터 6
 
1.5%
은평여성인력개발센터 4
 
1.0%
장애여성인력개발센터 2
 
0.5%
Other values (2) 2
 
0.5%

Length

2024-05-03T20:55:31.320137image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
중부여성발전센터 108
26.2%
서부여성발전센터 82
19.9%
북부여성발전센터 80
19.4%
남부여성발전센터 54
13.1%
서초여성인력개발센터 44
10.7%
동작여성인력개발센터 21
 
5.1%
중랑여성인력개발센터 10
 
2.4%
동부여성발전센터 6
 
1.5%
은평여성인력개발센터 4
 
1.0%
장애여성인력개발센터 2
 
0.5%
Other values (2) 2
 
0.5%
Distinct351
Distinct (%)85.0%
Missing0
Missing (%)0.0%
Memory size3.4 KiB
2024-05-03T20:55:31.933596image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length27
Median length18
Mean length9.5617433
Min length2

Characters and Unicode

Total characters3949
Distinct characters378
Distinct categories11 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique311 ?
Unique (%)75.3%

Sample

1st row사단법인 미래소비자행동
2nd row(주)한흥화스나
3rd row주하
4th row연세비엠씨주식회사
5th row새소망재가복지센터
ValueCountFrequency (%)
주식회사 23
 
4.6%
케어닥 7
 
1.4%
송파점 7
 
1.4%
방문요양센터 7
 
1.4%
좋은사람들 5
 
1.0%
재가요양복지센터 5
 
1.0%
좋은사람들재가요양복지센터 5
 
1.0%
맘편한세상 5
 
1.0%
법무법인 5
 
1.0%
명성재가복지센터 4
 
0.8%
Other values (377) 428
85.4%
2024-05-03T20:55:33.133991image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
174
 
4.4%
173
 
4.4%
142
 
3.6%
111
 
2.8%
110
 
2.8%
109
 
2.8%
106
 
2.7%
103
 
2.6%
96
 
2.4%
( 94
 
2.4%
Other values (368) 2731
69.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 3605
91.3%
Open Punctuation 94
 
2.4%
Close Punctuation 94
 
2.4%
Space Separator 88
 
2.2%
Uppercase Letter 29
 
0.7%
Decimal Number 11
 
0.3%
Lowercase Letter 11
 
0.3%
Other Punctuation 10
 
0.3%
Math Symbol 4
 
0.1%
Other Symbol 2
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
174
 
4.8%
173
 
4.8%
142
 
3.9%
111
 
3.1%
110
 
3.1%
109
 
3.0%
106
 
2.9%
103
 
2.9%
96
 
2.7%
83
 
2.3%
Other values (331) 2398
66.5%
Uppercase Letter
ValueCountFrequency (%)
A 11
37.9%
C 3
 
10.3%
D 2
 
6.9%
E 2
 
6.9%
T 2
 
6.9%
L 1
 
3.4%
F 1
 
3.4%
O 1
 
3.4%
M 1
 
3.4%
V 1
 
3.4%
Other values (4) 4
 
13.8%
Lowercase Letter
ValueCountFrequency (%)
s 2
18.2%
e 2
18.2%
k 1
9.1%
i 1
9.1%
u 1
9.1%
r 1
9.1%
v 1
9.1%
o 1
9.1%
l 1
9.1%
Decimal Number
ValueCountFrequency (%)
2 5
45.5%
8 2
 
18.2%
4 2
 
18.2%
1 2
 
18.2%
Other Punctuation
ValueCountFrequency (%)
. 4
40.0%
* 4
40.0%
, 1
 
10.0%
/ 1
 
10.0%
Open Punctuation
ValueCountFrequency (%)
( 94
100.0%
Close Punctuation
ValueCountFrequency (%)
) 94
100.0%
Space Separator
ValueCountFrequency (%)
88
100.0%
Math Symbol
ValueCountFrequency (%)
+ 4
100.0%
Other Symbol
ValueCountFrequency (%)
2
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 3607
91.3%
Common 302
 
7.6%
Latin 40
 
1.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
174
 
4.8%
173
 
4.8%
142
 
3.9%
111
 
3.1%
110
 
3.0%
109
 
3.0%
106
 
2.9%
103
 
2.9%
96
 
2.7%
83
 
2.3%
Other values (332) 2400
66.5%
Latin
ValueCountFrequency (%)
A 11
27.5%
C 3
 
7.5%
s 2
 
5.0%
e 2
 
5.0%
D 2
 
5.0%
E 2
 
5.0%
T 2
 
5.0%
L 1
 
2.5%
F 1
 
2.5%
O 1
 
2.5%
Other values (13) 13
32.5%
Common
ValueCountFrequency (%)
( 94
31.1%
) 94
31.1%
88
29.1%
2 5
 
1.7%
. 4
 
1.3%
+ 4
 
1.3%
* 4
 
1.3%
8 2
 
0.7%
4 2
 
0.7%
1 2
 
0.7%
Other values (3) 3
 
1.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 3605
91.3%
ASCII 342
 
8.7%
None 2
 
0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
174
 
4.8%
173
 
4.8%
142
 
3.9%
111
 
3.1%
110
 
3.1%
109
 
3.0%
106
 
2.9%
103
 
2.9%
96
 
2.7%
83
 
2.3%
Other values (331) 2398
66.5%
ASCII
ValueCountFrequency (%)
( 94
27.5%
) 94
27.5%
88
25.7%
A 11
 
3.2%
2 5
 
1.5%
. 4
 
1.2%
+ 4
 
1.2%
* 4
 
1.2%
C 3
 
0.9%
8 2
 
0.6%
Other values (26) 33
 
9.6%
None
ValueCountFrequency (%)
2
100.0%

구인제목
Categorical

Distinct45
Distinct (%)10.9%
Missing0
Missing (%)0.0%
Memory size3.4 KiB
요양보호사
171 
기타 사무직
28 
경리 및 회계관련
24 
조리사
24 
청소직
22 
Other values (40)
144 

Length

Max length10
Median length5
Mean length5.0024213
Min length2

Unique

Unique16 ?
Unique (%)3.9%

Sample

1st row경리 및 회계관련
2nd row경리 및 회계관련
3rd row총무사무원
4th row경리 및 회계관련
5th row요양보호사

Common Values

ValueCountFrequency (%)
요양보호사 171
41.4%
기타 사무직 28
 
6.8%
경리 및 회계관련 24
 
5.8%
조리사 24
 
5.8%
청소직 22
 
5.3%
사회복지사 19
 
4.6%
보육교사 14
 
3.4%
간호조무사 12
 
2.9%
주방보조 7
 
1.7%
기타 7
 
1.7%
Other values (35) 85
20.6%

Length

2024-05-03T20:55:33.954611image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
요양보호사 171
34.6%
기타 39
 
7.9%
사무직 28
 
5.7%
경리 24
 
4.9%
24
 
4.9%
회계관련 24
 
4.9%
조리사 24
 
4.9%
청소직 22
 
4.5%
사회복지사 19
 
3.8%
보육교사 14
 
2.8%
Other values (38) 105
21.3%

희망경력
Categorical

Distinct5
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Memory size3.4 KiB
무관
310 
경력
45 
기타
40 
신입
 
17
<NA>
 
1

Length

Max length4
Median length2
Mean length2.0048426
Min length2

Unique

Unique1 ?
Unique (%)0.2%

Sample

1st row<NA>
2nd row무관
3rd row무관
4th row경력
5th row무관

Common Values

ValueCountFrequency (%)
무관 310
75.1%
경력 45
 
10.9%
기타 40
 
9.7%
신입 17
 
4.1%
<NA> 1
 
0.2%

Length

2024-05-03T20:55:34.463581image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-05-03T20:55:34.920873image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
무관 310
75.1%
경력 45
 
10.9%
기타 40
 
9.7%
신입 17
 
4.1%
na 1
 
0.2%

근무지역
Categorical

Distinct28
Distinct (%)6.8%
Missing0
Missing (%)0.0%
Memory size3.4 KiB
서울
116 
강서구
53 
노원구
48 
금천구
25 
양천구
24 
Other values (23)
147 

Length

Max length4
Median length3
Mean length2.7263923
Min length2

Unique

Unique1 ?
Unique (%)0.2%

Sample

1st row서초구
2nd row종로구
3rd row서울
4th row동작구
5th row서울

Common Values

ValueCountFrequency (%)
서울 116
28.1%
강서구 53
12.8%
노원구 48
11.6%
금천구 25
 
6.1%
양천구 24
 
5.8%
강남구 20
 
4.8%
서초구 14
 
3.4%
도봉구 13
 
3.1%
구로구 11
 
2.7%
경기 10
 
2.4%
Other values (18) 79
19.1%

Length

2024-05-03T20:55:35.740241image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
서울 116
28.1%
강서구 53
12.8%
노원구 48
11.6%
금천구 25
 
6.1%
양천구 24
 
5.8%
강남구 20
 
4.8%
서초구 14
 
3.4%
도봉구 13
 
3.1%
구로구 11
 
2.7%
경기 10
 
2.4%
Other values (18) 79
19.1%
Distinct67
Distinct (%)16.2%
Missing0
Missing (%)0.0%
Memory size3.4 KiB
Minimum2024-05-04 00:00:00
Maximum2121-03-17 00:00:00
2024-05-03T20:55:36.297508image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-05-03T20:55:36.695496image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

진행상태
Categorical

CONSTANT 

Distinct1
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size3.4 KiB
모집중
413 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
모집중 413
100.0%

Length

2024-05-03T20:55:37.068903image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-05-03T20:55:37.460828image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
모집중 413
100.0%

Correlations

2024-05-03T20:55:37.815765image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
담당센터구인제목희망경력근무지역마감일
담당센터1.0000.7040.4870.8420.696
구인제목0.7041.0000.5310.6410.846
희망경력0.4870.5311.0000.4520.438
근무지역0.8420.6410.4521.0000.000
마감일0.6960.8460.4380.0001.000
2024-05-03T20:55:38.128782image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
근무지역담당센터희망경력구인제목
근무지역1.0000.4550.2220.176
담당센터0.4551.0000.2410.289
희망경력0.2220.2411.0000.280
구인제목0.1760.2890.2801.000
2024-05-03T20:55:38.465308image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
담당센터구인제목희망경력근무지역
담당센터1.0000.2890.2410.455
구인제목0.2891.0000.2800.176
희망경력0.2410.2801.0000.222
근무지역0.4550.1760.2221.000

Missing values

2024-05-03T20:55:30.175393image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-05-03T20:55:30.737458image/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

구인번호담당센터기업명구인제목희망경력근무지역마감일진행상태
0<NA>동작여성인력개발센터사단법인 미래소비자행동경리 및 회계관련<NA>서초구2024-05-31모집중
1<NA>동작여성인력개발센터(주)한흥화스나경리 및 회계관련무관종로구2024-05-31모집중
2<NA>서초여성인력개발센터주하총무사무원무관서울2024-07-02모집중
3<NA>남부여성발전센터연세비엠씨주식회사경리 및 회계관련경력동작구2024-05-18모집중
4<NA>서부여성발전센터새소망재가복지센터요양보호사무관서울2024-05-17모집중
5<NA>중부여성발전센터케어닥 방문요양센터 송파점요양보호사무관강남구2024-05-31모집중
6<NA>남부여성발전센터서울특별시서부여성발전센터교무행정실무사무관양천구2024-05-10모집중
7<NA>남부여성발전센터주식회사우덜끼리청소직무관구로구2024-05-18모집중
8<NA>남부여성발전센터나눔노인복지센터요양보호사무관금천구2024-05-25모집중
9<NA>남부여성발전센터아우름사회복지사무관경기2024-05-31모집중
구인번호담당센터기업명구인제목희망경력근무지역마감일진행상태
403<NA>중부여성발전센터(주)아스타아이비에스(본사)조리사무관서울2025-01-31모집중
404<NA>남부여성발전센터주식회사멘큐경리 및 회계관련무관서울2024-12-20모집중
405<NA>서부여성발전센터지안방문요양돌봄재가복지센터요양보호사무관강서구2024-12-05모집중
406<NA>동부여성발전센터(주)페코텍기타 생산직단순노무신입서울2024-05-30모집중
407<NA>은평여성인력개발센터주식회사 **르청소직신입서울2024-12-18모집중
408<NA>은평여성인력개발센터(주)**움코리아바리스타무관서울2026-12-17모집중
409<NA>서부여성발전센터좋은사람들 재가요양복지센터요양보호사무관강서구2024-10-03모집중
410<NA>중부여성발전센터평강재가복지센터요양보호사무관서울2024-09-30모집중
411<NA>북부여성발전센터선한노인전문요양원기타무관서울2024-08-02모집중
412<NA>동작여성인력개발센터에스지아이신용정보기타 사무직신입서초구2121-03-17모집중

Duplicate rows

Most frequently occurring

담당센터기업명구인제목희망경력근무지역마감일진행상태# duplicates
0북부여성발전센터생생노원재가복지센터(공릉동)요양보호사기타노원구2024-05-10모집중2
1서부여성발전센터토란시니어스요양보호사무관강서구2024-05-17모집중2
2서부여성발전센터효드림재가복지센터요양보호사무관양천구2024-05-16모집중2
3서초여성인력개발센터(주)마더브레인기타무관서울2024-05-21모집중2
4서초여성인력개발센터오켈리커피바리스타무관서초구2024-05-17모집중2
5서초여성인력개발센터한스코칭교육관련직경력서울2024-05-31모집중2
6중부여성발전센터강남구립 논현요양센터요양보호사무관강남구2024-05-14모집중2
7중부여성발전센터케어닥 방문요양센터 송파점요양보호사무관송파구2024-05-24모집중2