Overview

Dataset statistics

Number of variables7
Number of observations123
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory7.1 KiB
Average record size in memory59.1 B

Variable types

Numeric2
Categorical3
DateTime1
Text1

Dataset

Description남동구 병의원의 의료기관 지도점검 결과에 대한 데이터로 연번,연도,시설종류,점검일,위반사항,조치사항,데이터기준일자를 제공합니다.
Author인천광역시 남동구
URLhttps://www.data.go.kr/data/15087430/fileData.do

Alerts

데이터기준일자 has constant value ""Constant
연번 is highly overall correlated with 연도High correlation
연도 is highly overall correlated with 연번 and 1 other fieldsHigh correlation
시설종류 is highly overall correlated with 연도High correlation
시설종류 is highly imbalanced (77.6%)Imbalance
연번 has unique valuesUnique

Reproduction

Analysis started2024-03-16 04:17:21.340687
Analysis finished2024-03-16 04:17:23.826423
Duration2.49 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

연번
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct123
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean62
Minimum1
Maximum123
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.2 KiB
2024-03-16T13:17:23.968406image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile7.1
Q131.5
median62
Q392.5
95-th percentile116.9
Maximum123
Range122
Interquartile range (IQR)61

Descriptive statistics

Standard deviation35.651087
Coefficient of variation (CV)0.57501753
Kurtosis-1.2
Mean62
Median Absolute Deviation (MAD)31
Skewness0
Sum7626
Variance1271
MonotonicityStrictly increasing
2024-03-16T13:17:24.225497image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
0.8%
79 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%
86 1
 
0.8%
85 1
 
0.8%
Other values (113) 113
91.9%
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 (%)
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%
116 1
0.8%
115 1
0.8%
114 1
0.8%

연도
Real number (ℝ)

HIGH CORRELATION 

Distinct8
Distinct (%)6.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2019.9268
Minimum2016
Maximum2023
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.2 KiB
2024-03-16T13:17:24.460275image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum2016
5-th percentile2016.1
Q12019
median2020
Q32020
95-th percentile2023
Maximum2023
Range7
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.7281219
Coefficient of variation (CV)0.0008555369
Kurtosis0.24793193
Mean2019.9268
Median Absolute Deviation (MAD)1
Skewness0.027487717
Sum248451
Variance2.9864054
MonotonicityIncreasing
2024-03-16T13:17:24.636593image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
2020 44
35.8%
2019 34
27.6%
2023 16
 
13.0%
2022 8
 
6.5%
2016 7
 
5.7%
2018 7
 
5.7%
2021 6
 
4.9%
2017 1
 
0.8%
ValueCountFrequency (%)
2016 7
 
5.7%
2017 1
 
0.8%
2018 7
 
5.7%
2019 34
27.6%
2020 44
35.8%
2021 6
 
4.9%
2022 8
 
6.5%
2023 16
 
13.0%
ValueCountFrequency (%)
2023 16
 
13.0%
2022 8
 
6.5%
2021 6
 
4.9%
2020 44
35.8%
2019 34
27.6%
2018 7
 
5.7%
2017 1
 
0.8%
2016 7
 
5.7%

시설종류
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
의료기관
115 
요양병원
 
3
의원
 
3
치과의원
 
2

Length

Max length4
Median length4
Mean length3.9512195
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row요양병원
2nd row요양병원
3rd row치과의원
4th row의원
5th row의원

Common Values

ValueCountFrequency (%)
의료기관 115
93.5%
요양병원 3
 
2.4%
의원 3
 
2.4%
치과의원 2
 
1.6%

Length

2024-03-16T13:17:24.896950image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-16T13:17:25.693215image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
의료기관 115
93.5%
요양병원 3
 
2.4%
의원 3
 
2.4%
치과의원 2
 
1.6%
Distinct87
Distinct (%)70.7%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
Minimum2016-02-16 00:00:00
Maximum2023-11-22 00:00:00
2024-03-16T13:17:25.901459image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-16T13:17:26.167274image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
Distinct61
Distinct (%)49.6%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2024-03-16T13:17:26.581368image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length48
Median length33
Mean length24.308943
Min length4

Characters and Unicode

Total characters2990
Distinct characters176
Distinct categories6 ?
Distinct scripts2 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique36 ?
Unique (%)29.3%

Sample

1st row마약류 관리법 위반(마약류 분실 등 미보고, 장부 재고량 불일치, 마약류 보관 부적절)
2nd row무자격자 의약품 조제
3rd row의료기사가 아닌자의 의료기사 업무 실시
4th row방사선관계종사자 피폭관리 미실시
5th row의료기관 명칭표시 위반
ValueCountFrequency (%)
부적합 30
 
4.7%
방사선 26
 
4.0%
진단용 26
 
4.0%
아니함 25
 
3.9%
발생장치 24
 
3.7%
정기검사 20
 
3.1%
안전관리 19
 
3.0%
기준에 19
 
3.0%
맞게 19
 
3.0%
안전관리기준 16
 
2.5%
Other values (168) 419
65.2%
2024-03-16T13:17:27.205101image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
521
 
17.4%
138
 
4.6%
108
 
3.6%
71
 
2.4%
69
 
2.3%
62
 
2.1%
58
 
1.9%
58
 
1.9%
54
 
1.8%
53
 
1.8%
Other values (166) 1798
60.1%

Most occurring categories

ValueCountFrequency (%)
Other Letter 2369
79.2%
Space Separator 521
 
17.4%
Close Punctuation 30
 
1.0%
Open Punctuation 30
 
1.0%
Other Punctuation 28
 
0.9%
Decimal Number 12
 
0.4%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
138
 
5.8%
108
 
4.6%
71
 
3.0%
69
 
2.9%
62
 
2.6%
58
 
2.4%
58
 
2.4%
54
 
2.3%
53
 
2.2%
50
 
2.1%
Other values (154) 1648
69.6%
Decimal Number
ValueCountFrequency (%)
5 6
50.0%
2 2
 
16.7%
4 2
 
16.7%
3 1
 
8.3%
1 1
 
8.3%
Other Punctuation
ValueCountFrequency (%)
. 12
42.9%
, 11
39.3%
· 4
 
14.3%
% 1
 
3.6%
Space Separator
ValueCountFrequency (%)
521
100.0%
Close Punctuation
ValueCountFrequency (%)
) 30
100.0%
Open Punctuation
ValueCountFrequency (%)
( 30
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 2369
79.2%
Common 621
 
20.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
138
 
5.8%
108
 
4.6%
71
 
3.0%
69
 
2.9%
62
 
2.6%
58
 
2.4%
58
 
2.4%
54
 
2.3%
53
 
2.2%
50
 
2.1%
Other values (154) 1648
69.6%
Common
ValueCountFrequency (%)
521
83.9%
) 30
 
4.8%
( 30
 
4.8%
. 12
 
1.9%
, 11
 
1.8%
5 6
 
1.0%
· 4
 
0.6%
2 2
 
0.3%
4 2
 
0.3%
3 1
 
0.2%
Other values (2) 2
 
0.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 2369
79.2%
ASCII 617
 
20.6%
None 4
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
521
84.4%
) 30
 
4.9%
( 30
 
4.9%
. 12
 
1.9%
, 11
 
1.8%
5 6
 
1.0%
2 2
 
0.3%
4 2
 
0.3%
3 1
 
0.2%
% 1
 
0.2%
Hangul
ValueCountFrequency (%)
138
 
5.8%
108
 
4.6%
71
 
3.0%
69
 
2.9%
62
 
2.6%
58
 
2.4%
58
 
2.4%
54
 
2.3%
53
 
2.2%
50
 
2.1%
Other values (154) 1648
69.6%
None
ValueCountFrequency (%)
· 4
100.0%

조치사항
Categorical

Distinct35
Distinct (%)28.5%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
시정명령
53 
고발
11 
자격정지 2개월
자격정지 3개월
 
4
시정명령+과태료 부과
 
4
Other values (30)
45 

Length

Max length25
Median length22
Mean length6.8943089
Min length2

Unique

Unique22 ?
Unique (%)17.9%

Sample

1st row업무정지+경고+과태료
2nd row고발
3rd row고발+자격정지 의뢰
4th row시정명령+과태료
5th row시정명령

Common Values

ValueCountFrequency (%)
시정명령 53
43.1%
고발 11
 
8.9%
자격정지 2개월 6
 
4.9%
자격정지 3개월 4
 
3.3%
시정명령+과태료 부과 4
 
3.3%
시정명령+과태료 200만원 부과 4
 
3.3%
과징금 90만원 4
 
3.3%
자격정지 15일(의뢰)+고발 3
 
2.4%
자격정지 15일 3
 
2.4%
과태료 300만원 3
 
2.4%
Other values (25) 28
22.8%

Length

2024-03-16T13:17:27.457762image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
시정명령 53
29.4%
자격정지 16
 
8.9%
시정명령+과태료 15
 
8.3%
부과 13
 
7.2%
고발 11
 
6.1%
과징금 7
 
3.9%
업무정지 6
 
3.3%
과태료 6
 
3.3%
200만원 6
 
3.3%
2개월 6
 
3.3%
Other values (25) 41
22.8%

데이터기준일자
Categorical

CONSTANT 

Distinct1
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2024-02-23
123 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2024-02-23
2nd row2024-02-23
3rd row2024-02-23
4th row2024-02-23
5th row2024-02-23

Common Values

ValueCountFrequency (%)
2024-02-23 123
100.0%

Length

2024-03-16T13:17:27.661210image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-16T13:17:27.858728image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2024-02-23 123
100.0%

Interactions

2024-03-16T13:17:22.813631image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-16T13:17:22.107313image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-16T13:17:23.300367image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-16T13:17:22.475224image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-16T13:17:27.946959image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
연번연도시설종류점검일위반사항조치사항
연번1.0000.9000.5530.8940.9290.727
연도0.9001.0001.0001.0000.9840.814
시설종류0.5531.0001.0001.0000.9920.716
점검일0.8941.0001.0001.0000.9970.987
위반사항0.9290.9840.9920.9971.0000.992
조치사항0.7270.8140.7160.9870.9921.000
2024-03-16T13:17:28.137756image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
시설종류조치사항
시설종류1.0000.389
조치사항0.3891.000
2024-03-16T13:17:28.282113image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
연번연도시설종류조치사항
연번1.0000.9640.3540.301
연도0.9641.0000.6040.452
시설종류0.3540.6041.0000.389
조치사항0.3010.4520.3891.000

Missing values

2024-03-16T13:17:23.574928image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-16T13:17:23.753637image/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

연번연도시설종류점검일위반사항조치사항데이터기준일자
012016요양병원2016-02-16마약류 관리법 위반(마약류 분실 등 미보고, 장부 재고량 불일치, 마약류 보관 부적절)업무정지+경고+과태료2024-02-23
122016요양병원2016-03-09무자격자 의약품 조제고발2024-02-23
232016치과의원2016-02-26의료기사가 아닌자의 의료기사 업무 실시고발+자격정지 의뢰2024-02-23
342016의원2016-07-15방사선관계종사자 피폭관리 미실시시정명령+과태료2024-02-23
452016의원2016-07-21의료기관 명칭표시 위반시정명령2024-02-23
562016요양병원2016-08-10당직의료인 근무 운영 위반시정명령2024-02-23
672016치과의원2016-08-29진단용 방사선 발생장치 정기검사 기한 내 미필시정명령+과태료2024-02-23
782017의원2017-04-06의약품 및 의료용품 관리 소홀시정명령2024-02-23
892018의료기관2017-12-04진단용방사선발생장치의 안전관리 기준에 부적합 설치운영시정명령2024-02-23
9102018의료기관2017-11-23진단용방사선발생장치의 안전관리 기준에 부적합 설치운영시정명령2024-02-23
연번연도시설종류점검일위반사항조치사항데이터기준일자
1131142023의료기관2023-06-23사고마약류(분실) 미보고과태료 부과2024-02-23
1141152023의료기관2023-06-23사고마약류(분실) 미보고과징금 부과2024-02-23
1151162023의료기관2023-07-05개인피폭선량계를 적정하게 관리하지 아니함시정명령+과태료 부과2024-02-23
1161172023의료기관2023-07-13진단용방사선안전관리기준에 맞게 설치·운영하지 아니함시정명령2024-02-23
1171182023의료기관2023-07-13진단용방사선안전관리기준에 맞게 설치·운영하지 아니함시정명령2024-02-23
1181192023의료기관2023-08-14이중수검검진기관 업무정지2024-02-23
1191202023의료기관2023-09-14개설신고사항 준수사항을 지키지 못함시정명령2024-02-23
1201212023의료기관2023-11-06의료기관(내) 및 의료기관 홈페이지에 비급여 진료비용을 고지하지 아니함시정명령2024-02-23
1211222023의료기관2023-11-13검체 채취 후 24시간 이내 검사되지 않음국가건강검진(일반검진) 업무정지2024-02-23
1221232023의료기관2023-11-22유효기간이 지난 의약품을 진열함시정명령2024-02-23