Overview

Dataset statistics

Number of variables12
Number of observations100
Missing cells0
Missing cells (%)0.0%
Duplicate rows3
Duplicate rows (%)3.0%
Total size in memory10.2 KiB
Average record size in memory104.3 B

Variable types

Categorical9
Numeric3

Alerts

변경통지서발급일자 has constant value ""Constant
영업정지여부 has constant value ""Constant
Dataset has 3 (3.0%) duplicate rowsDuplicates
등록취소사유 is highly overall correlated with 등록 일자 and 4 other fieldsHigh correlation
전문인력총수 is highly overall correlated with 기관등록번호 and 6 other fieldsHigh correlation
등록증발급번호 is highly overall correlated with 기관등록번호 and 8 other fieldsHigh correlation
주소 is highly overall correlated with 기관등록번호 and 8 other fieldsHigh correlation
권리주체명 is highly overall correlated with 기관등록번호 and 8 other fieldsHigh correlation
등록취소일자 is highly overall correlated with 등록 일자 and 4 other fieldsHigh correlation
전화번호 is highly overall correlated with 기관등록번호 and 8 other fieldsHigh correlation
기관등록번호 is highly overall correlated with 권리주체명 and 4 other fieldsHigh correlation
등록 일자 is highly overall correlated with 등록증발급일자 and 7 other fieldsHigh correlation
등록증발급일자 is highly overall correlated with 등록 일자 and 5 other fieldsHigh correlation
권리주체명 is highly imbalanced (72.1%)Imbalance
등록증발급번호 is highly imbalanced (72.1%)Imbalance
등록취소사유 is highly imbalanced (91.9%)Imbalance
등록취소일자 is highly imbalanced (91.9%)Imbalance
전문인력총수 is highly imbalanced (68.6%)Imbalance
전화번호 is highly imbalanced (72.1%)Imbalance
주소 is highly imbalanced (63.1%)Imbalance
등록증발급일자 has 3 (3.0%) zerosZeros

Reproduction

Analysis started2023-12-10 12:00:49.886218
Analysis finished2023-12-10 12:00:52.149547
Duration2.26 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

권리주체명
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct12
Distinct (%)12.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
(유) 한일수자원개발
87 
(주) 중원개발
 
2
(주) 지오공간
 
2
()주)정진 이엔씨
 
1
(유) 정 도
 
1
Other values (7)
 
7

Length

Max length11
Median length11
Mean length10.64
Min length7

Unique

Unique9 ?
Unique (%)9.0%

Sample

1st row()주)정진 이엔씨
2nd row(유) 정 도
3rd row(유) 은호건설
4th row(주) 대웅지질
5th row(주) 백제건설

Common Values

ValueCountFrequency (%)
(유) 한일수자원개발 87
87.0%
(주) 중원개발 2
 
2.0%
(주) 지오공간 2
 
2.0%
()주)정진 이엔씨 1
 
1.0%
(유) 정 도 1
 
1.0%
(유) 은호건설 1
 
1.0%
(주) 대웅지질 1
 
1.0%
(주) 백제건설 1
 
1.0%
(주) 서훤건설 1
 
1.0%
(주) 태정개발 1
 
1.0%
Other values (2) 2
 
2.0%

Length

2023-12-10T21:00:52.262627image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
유 90
44.8%
한일수자원개발 87
43.3%
주 9
 
4.5%
중원개발 2
 
1.0%
지오공간 2
 
1.0%
주)정진 1
 
0.5%
이엔씨 1
 
0.5%
정 1
 
0.5%
도 1
 
0.5%
은호건설 1
 
0.5%
Other values (6) 6
 
3.0%

기관등록번호
Real number (ℝ)

HIGH CORRELATION 

Distinct12
Distinct (%)12.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.057531 × 1012
Minimum1.5451102 × 1011
Maximum2.3011101 × 1012
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 KiB
2023-12-10T21:00:52.439066image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1.5451102 × 1011
5-th percentile1.7601101 × 1012
Q12.10114 × 1012
median2.10114 × 1012
Q32.10114 × 1012
95-th percentile2.10114 × 1012
Maximum2.3011101 × 1012
Range2.146599 × 1012
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.2730639 × 1011
Coefficient of variation (CV)0.11047532
Kurtosis51.671363
Mean2.057531 × 1012
Median Absolute Deviation (MAD)0
Skewness-6.7012805
Sum2.057531 × 1014
Variance5.1668195 × 1022
MonotonicityNot monotonic
2023-12-10T21:00:52.571139image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
2101140008174 87
87.0%
1760110080678 2
 
2.0%
1358110075226 2
 
2.0%
2001110187306 1
 
1.0%
2112140006456 1
 
1.0%
2101140025467 1
 
1.0%
2301110070422 1
 
1.0%
1748110009161 1
 
1.0%
2052110004909 1
 
1.0%
154511020737 1
 
1.0%
Other values (2) 2
 
2.0%
ValueCountFrequency (%)
154511020737 1
 
1.0%
1358110075226 2
 
2.0%
1748110009161 1
 
1.0%
1760110080678 2
 
2.0%
2001110187306 1
 
1.0%
2052110004909 1
 
1.0%
2101140008174 87
87.0%
2101140025467 1
 
1.0%
2101140059193 1
 
1.0%
2112140006456 1
 
1.0%
ValueCountFrequency (%)
2301110070422 1
 
1.0%
2146110001310 1
 
1.0%
2112140006456 1
 
1.0%
2101140059193 1
 
1.0%
2101140025467 1
 
1.0%
2101140008174 87
87.0%
2052110004909 1
 
1.0%
2001110187306 1
 
1.0%
1760110080678 2
 
2.0%
1748110009161 1
 
1.0%

등록 일자
Real number (ℝ)

HIGH CORRELATION 

Distinct12
Distinct (%)12.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19987268
Minimum19971002
Maximum20181019
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.0 KiB
2023-12-10T21:00:53.061600image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum19971002
5-th percentile19971002
Q119971002
median19971002
Q319971002
95-th percentile20130125
Maximum20181019
Range210017
Interquartile range (IQR)0

Descriptive statistics

Standard deviation47042.535
Coefficient of variation (CV)0.002353625
Kurtosis7.2701878
Mean19987268
Median Absolute Deviation (MAD)0
Skewness2.9070655
Sum1.9987268 × 109
Variance2.2130001 × 109
MonotonicityNot monotonic
2023-12-10T21:00:53.223954image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
19971002 87
87.0%
20130125 2
 
2.0%
20011128 2
 
2.0%
20080819 1
 
1.0%
20140121 1
 
1.0%
20011227 1
 
1.0%
20060804 1
 
1.0%
20160621 1
 
1.0%
20181019 1
 
1.0%
20141223 1
 
1.0%
Other values (2) 2
 
2.0%
ValueCountFrequency (%)
19971002 87
87.0%
20011128 2
 
2.0%
20011227 1
 
1.0%
20060804 1
 
1.0%
20070903 1
 
1.0%
20080819 1
 
1.0%
20120416 1
 
1.0%
20130125 2
 
2.0%
20140121 1
 
1.0%
20141223 1
 
1.0%
ValueCountFrequency (%)
20181019 1
1.0%
20160621 1
1.0%
20141223 1
1.0%
20140121 1
1.0%
20130125 2
2.0%
20120416 1
1.0%
20080819 1
1.0%
20070903 1
1.0%
20060804 1
1.0%
20011227 1
1.0%

등록증발급번호
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct12
Distinct (%)12.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
제1호
87 
구미2013-1
 
2
57
 
2
진도군1호
 
1
2014-0003
 
1
Other values (7)
 
7

Length

Max length9
Median length3
Mean length3.48
Min length2

Unique

Unique9 ?
Unique (%)9.0%

Sample

1st row진도군1호
2nd row2014-0003
3rd row2001-4
4th row북구06-01호
5th row변경2020-5

Common Values

ValueCountFrequency (%)
제1호 87
87.0%
구미2013-1 2
 
2.0%
57 2
 
2.0%
진도군1호 1
 
1.0%
2014-0003 1
 
1.0%
2001-4 1
 
1.0%
북구06-01호 1
 
1.0%
변경2020-5 1
 
1.0%
고흥2018-03 1
 
1.0%
2014-1 1
 
1.0%
Other values (2) 2
 
2.0%

Length

2023-12-10T21:00:53.388948image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
제1호 87
87.0%
구미2013-1 2
 
2.0%
57 2
 
2.0%
진도군1호 1
 
1.0%
2014-0003 1
 
1.0%
2001-4 1
 
1.0%
북구06-01호 1
 
1.0%
변경2020-5 1
 
1.0%
고흥2018-03 1
 
1.0%
2014-1 1
 
1.0%
Other values (2) 2
 
2.0%

등록증발급일자
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct10
Distinct (%)10.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19387258
Minimum0
Maximum20210818
Zeros3
Zeros (%)3.0%
Negative0
Negative (%)0.0%
Memory size1.0 KiB
2023-12-10T21:00:53.557740image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile19971002
Q119971002
median19971002
Q319971002
95-th percentile20150828
Maximum20210818
Range20210818
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3427063.6
Coefficient of variation (CV)0.17676886
Kurtosis29.883063
Mean19387258
Median Absolute Deviation (MAD)0
Skewness-5.5926404
Sum1.9387258 × 109
Variance1.1744765 × 1013
MonotonicityNot monotonic
2023-12-10T21:00:53.717762image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
19971002 87
87.0%
0 3
 
3.0%
20150828 2
 
2.0%
20011128 2
 
2.0%
20080819 1
 
1.0%
20161019 1
 
1.0%
20090827 1
 
1.0%
20201119 1
 
1.0%
20210818 1
 
1.0%
20180129 1
 
1.0%
ValueCountFrequency (%)
0 3
 
3.0%
19971002 87
87.0%
20011128 2
 
2.0%
20080819 1
 
1.0%
20090827 1
 
1.0%
20150828 2
 
2.0%
20161019 1
 
1.0%
20180129 1
 
1.0%
20201119 1
 
1.0%
20210818 1
 
1.0%
ValueCountFrequency (%)
20210818 1
 
1.0%
20201119 1
 
1.0%
20180129 1
 
1.0%
20161019 1
 
1.0%
20150828 2
 
2.0%
20090827 1
 
1.0%
20080819 1
 
1.0%
20011128 2
 
2.0%
19971002 87
87.0%
0 3
 
3.0%

등록취소사유
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
0
99 
폐업(자진반납)
 
1

Length

Max length8
Median length1
Mean length1.07
Min length1

Unique

Unique1 ?
Unique (%)1.0%

Sample

1st row0
2nd row폐업(자진반납)
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 99
99.0%
폐업(자진반납) 1
 
1.0%

Length

2023-12-10T21:00:53.940003image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T21:00:54.086005image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 99
99.0%
폐업(자진반납 1
 
1.0%

등록취소일자
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
0
99 
20171110
 
1

Length

Max length8
Median length1
Mean length1.07
Min length1

Unique

Unique1 ?
Unique (%)1.0%

Sample

1st row0
2nd row20171110
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 99
99.0%
20171110 1
 
1.0%

Length

2023-12-10T21:00:54.217476image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T21:00:54.335050image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 99
99.0%
20171110 1
 
1.0%

변경통지서발급일자
Categorical

CONSTANT 

Distinct1
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
0
100 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 100
100.0%

Length

2023-12-10T21:00:54.463398image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T21:00:54.582067image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 100
100.0%

영업정지여부
Categorical

CONSTANT 

Distinct1
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
0
100 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 100
100.0%

Length

2023-12-10T21:00:54.688335image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T21:00:54.789726image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 100
100.0%

전문인력총수
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)4.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
8
88 
4
10 
0
 
1
3
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique2 ?
Unique (%)2.0%

Sample

1st row0
2nd row4
3rd row4
4th row4
5th row4

Common Values

ValueCountFrequency (%)
8 88
88.0%
4 10
 
10.0%
0 1
 
1.0%
3 1
 
1.0%

Length

2023-12-10T21:00:54.897743image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T21:00:55.021575image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
8 88
88.0%
4 10
 
10.0%
0 1
 
1.0%
3 1
 
1.0%

전화번호
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct12
Distinct (%)12.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
063-243-4011
87 
054-472-8040
 
2
031-235-2553
 
2
0
 
1
070-8834-2975
 
1
Other values (7)
 
7

Length

Max length13
Median length12
Mean length11.91
Min length1

Unique

Unique9 ?
Unique (%)9.0%

Sample

1st row0
2nd row070-8834-2975
3rd row063-245-9394
4th row052-295-9090
5th row063-536-3864

Common Values

ValueCountFrequency (%)
063-243-4011 87
87.0%
054-472-8040 2
 
2.0%
031-235-2553 2
 
2.0%
0 1
 
1.0%
070-8834-2975 1
 
1.0%
063-245-9394 1
 
1.0%
052-295-9090 1
 
1.0%
063-536-3864 1
 
1.0%
062-361-0660 1
 
1.0%
010-6339-6159 1
 
1.0%
Other values (2) 2
 
2.0%

Length

2023-12-10T21:00:55.124314image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
063-243-4011 87
87.0%
054-472-8040 2
 
2.0%
031-235-2553 2
 
2.0%
0 1
 
1.0%
070-8834-2975 1
 
1.0%
063-245-9394 1
 
1.0%
052-295-9090 1
 
1.0%
063-536-3864 1
 
1.0%
062-361-0660 1
 
1.0%
010-6339-6159 1
 
1.0%
Other values (2) 2
 
2.0%

주소
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct14
Distinct (%)14.0%
Missing0
Missing (%)0.0%
Memory size932.0 B
전라북도 완주군 용진면 신지송광로 49
79 
전라북도 완주군 용진면 신지리 1254번지 1호
8 
경기도 수원시 팔달구 경수대로428번길 25. 502호 (인계동.대일빌딩)
 
2
전라남도 진도군 진도읍 남산로 130-48
 
1
전라북도 고창군 고창읍 성산로 36
 
1
Other values (9)
9 

Length

Max length41
Median length21
Mean length22.16
Min length19

Unique

Unique11 ?
Unique (%)11.0%

Sample

1st row전라남도 진도군 진도읍 남산로 130-48
2nd row전라북도 고창군 고창읍 성산로 36
3rd row전라북도 완주군 소양면 분토길 15-15
4th row울산광역시 북구 산업로 1348 (호계동)
5th row전라북도 남원시 의서길 26 (왕정동)

Common Values

ValueCountFrequency (%)
전라북도 완주군 용진면 신지송광로 49 79
79.0%
전라북도 완주군 용진면 신지리 1254번지 1호 8
 
8.0%
경기도 수원시 팔달구 경수대로428번길 25. 502호 (인계동.대일빌딩) 2
 
2.0%
전라남도 진도군 진도읍 남산로 130-48 1
 
1.0%
전라북도 고창군 고창읍 성산로 36 1
 
1.0%
전라북도 완주군 소양면 분토길 15-15 1
 
1.0%
울산광역시 북구 산업로 1348 (호계동) 1
 
1.0%
전라북도 남원시 의서길 26 (왕정동) 1
 
1.0%
전라남도 고흥군 고흥읍 고흥로 1722-1. 2층 1
 
1.0%
경상북도 구미시 인동15길 33 (인의동) 1
 
1.0%
Other values (4) 4
 
4.0%

Length

2023-12-10T21:00:55.250471image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
전라북도 92
17.8%
완주군 88
17.1%
용진면 87
16.9%
신지송광로 79
15.3%
49 79
15.3%
신지리 8
 
1.6%
1254번지 8
 
1.6%
1호 8
 
1.6%
인계동.대일빌딩 2
 
0.4%
구미시 2
 
0.4%
Other values (52) 63
12.2%

Interactions

2023-12-10T21:00:51.372510image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T21:00:50.676200image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T21:00:51.001765image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T21:00:51.496722image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T21:00:50.773298image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T21:00:51.115520image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T21:00:51.613513image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T21:00:50.871289image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T21:00:51.234613image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-10T21:00:55.373484image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
권리주체명기관등록번호등록 일자등록증발급번호등록증발급일자등록취소사유등록취소일자전문인력총수전화번호주소
권리주체명1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
기관등록번호1.0001.0000.7081.0000.0000.0000.0000.9511.0001.000
등록 일자1.0000.7081.0001.0000.0000.4800.4800.7901.0001.000
등록증발급번호1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
등록증발급일자1.0000.0000.0001.0001.0000.0000.0000.7101.0001.000
등록취소사유1.0000.0000.4801.0000.0001.0000.6930.3741.0001.000
등록취소일자1.0000.0000.4801.0000.0000.6931.0000.3741.0001.000
전문인력총수1.0000.9510.7901.0000.7100.3740.3741.0001.0001.000
전화번호1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
주소1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000
2023-12-10T21:00:55.547577image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
등록취소사유전문인력총수등록증발급번호주소권리주체명등록취소일자전화번호
등록취소사유1.0000.2470.9480.9370.9480.4870.948
전문인력총수0.2471.0000.9570.9460.9570.2470.957
등록증발급번호0.9480.9571.0000.9891.0000.9481.000
주소0.9370.9460.9891.0000.9890.9370.989
권리주체명0.9480.9571.0000.9891.0000.9481.000
등록취소일자0.4870.2470.9480.9370.9481.0000.948
전화번호0.9480.9571.0000.9891.0000.9481.000
2023-12-10T21:00:55.710480image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
기관등록번호등록 일자등록증발급일자권리주체명등록증발급번호등록취소사유등록취소일자전문인력총수전화번호주소
기관등록번호1.000-0.248-0.3660.9620.9620.0000.0000.7070.9620.951
등록 일자-0.2481.0000.5350.9730.9730.6620.6620.8720.9730.962
등록증발급일자-0.3660.5351.0000.9480.9480.0000.0000.5010.9480.937
권리주체명0.9620.9730.9481.0001.0000.9480.9480.9571.0000.989
등록증발급번호0.9620.9730.9481.0001.0000.9480.9480.9571.0000.989
등록취소사유0.0000.6620.0000.9480.9481.0000.4870.2470.9480.937
등록취소일자0.0000.6620.0000.9480.9480.4871.0000.2470.9480.937
전문인력총수0.7070.8720.5010.9570.9570.2470.2471.0000.9570.946
전화번호0.9620.9730.9481.0001.0000.9480.9480.9571.0000.989
주소0.9510.9620.9370.9890.9890.9370.9370.9460.9891.000

Missing values

2023-12-10T21:00:51.811134image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-10T21:00:52.036959image/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

권리주체명기관등록번호등록 일자등록증발급번호등록증발급일자등록취소사유등록취소일자변경통지서발급일자영업정지여부전문인력총수전화번호주소
0()주)정진 이엔씨200111018730620080819진도군1호20080819000000전라남도 진도군 진도읍 남산로 130-48
1(유) 정 도2112140006456201401212014-000320161019폐업(자진반납)20171110004070-8834-2975전라북도 고창군 고창읍 성산로 36
2(유) 은호건설2101140025467200112272001-42009082700004063-245-9394전라북도 완주군 소양면 분토길 15-15
3(주) 대웅지질230111007042220060804북구06-01호000004052-295-9090울산광역시 북구 산업로 1348 (호계동)
4(주) 백제건설174811000916120160621변경2020-52020111900004063-536-3864전라북도 남원시 의서길 26 (왕정동)
5(주) 서훤건설205211000490920181019고흥2018-032021081800003062-361-0660전라남도 고흥군 고흥읍 고흥로 1722-1. 2층
6(주) 중원개발176011008067820130125구미2013-12015082800004054-472-8040경상북도 구미시 인동15길 33 (인의동)
7(주) 중원개발176011008067820130125구미2013-12015082800004054-472-8040경상북도 구미시 인의동 654번지 2호
8(주) 지오공간135811007522620011128572001112800004031-235-2553경기도 수원시 팔달구 경수대로428번길 25. 502호 (인계동.대일빌딩)
9(주) 지오공간135811007522620011128572001112800004031-235-2553경기도 수원시 팔달구 경수대로428번길 25. 502호 (인계동.대일빌딩)
권리주체명기관등록번호등록 일자등록증발급번호등록증발급일자등록취소사유등록취소일자변경통지서발급일자영업정지여부전문인력총수전화번호주소
90(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 49
91(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 49
92(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지리 1254번지 1호
93(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 49
94(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 49
95(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 49
96(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 49
97(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 49
98(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 49
99(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 49

Duplicate rows

Most frequently occurring

권리주체명기관등록번호등록 일자등록증발급번호등록증발급일자등록취소사유등록취소일자변경통지서발급일자영업정지여부전문인력총수전화번호주소# duplicates
1(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지송광로 4979
0(유) 한일수자원개발210114000817419971002제1호1997100200008063-243-4011전라북도 완주군 용진면 신지리 1254번지 1호8
2(주) 지오공간135811007522620011128572001112800004031-235-2553경기도 수원시 팔달구 경수대로428번길 25. 502호 (인계동.대일빌딩)2