Overview

Dataset statistics

Number of variables10
Number of observations2361
Missing cells167
Missing cells (%)0.7%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory186.9 KiB
Average record size in memory81.1 B

Variable types

DateTime1
Text3
Categorical5
Numeric1

Dataset

Description방위사업청 및 각 군이 국외에서 조달하는 군수품에 대한 조달계획 정보를 제공합니다.집행예정월,판단번호,대표품명,집행유형,계약방법 등이 수록됨
Author방위사업청
URLhttps://www.data.go.kr/data/15050925/fileData.do

Alerts

집행유형 is highly overall correlated with 계약방법 and 1 other fieldsHigh correlation
계약방법 is highly overall correlated with 집행유형 and 2 other fieldsHigh correlation
집행기관 is highly overall correlated with 계약방법 and 1 other fieldsHigh correlation
입찰방법 is highly overall correlated with 집행유형 and 2 other fieldsHigh correlation
담당자명 has 166 (7.0%) missing valuesMissing
예산금액 is highly skewed (γ1 = 30.33818599)Skewed

Reproduction

Analysis started2024-03-16 04:14:48.681001
Analysis finished2024-03-16 04:14:52.718824
Duration4.04 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

집행예정월
Date

Distinct317
Distinct (%)13.4%
Missing0
Missing (%)0.0%
Memory size18.6 KiB
Minimum2017-01-01 00:00:00
Maximum2023-09-30 00:00:00
2024-03-16T13:14:52.816138image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-16T13:14:52.983631image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

판단번호
Text

Distinct2360
Distinct (%)> 99.9%
Missing0
Missing (%)0.0%
Memory size18.6 KiB
2024-03-16T13:14:53.280528image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length11
Median length11
Mean length10.998729
Min length10

Characters and Unicode

Total characters25968
Distinct characters33
Distinct categories2 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique2359 ?
Unique (%)99.9%

Sample

1st rowPCA97261001
2nd rowDAH47039001
3rd rowPCD87113001
4th rowPCD87113002
5th rowPCD87111001
ValueCountFrequency (%)
bbbb0001001 2
 
0.1%
waaq0037002 1
 
< 0.1%
waaq0025002 1
 
< 0.1%
baaq0035002 1
 
< 0.1%
waaq0017002 1
 
< 0.1%
pkcm0016001 1
 
< 0.1%
bjoh0001002 1
 
< 0.1%
baaq0004002 1
 
< 0.1%
baaq0026002 1
 
< 0.1%
baaq0003002 1
 
< 0.1%
Other values (2350) 2350
99.5%
2024-03-16T13:14:53.808933image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 7438
28.6%
1 2741
 
10.6%
B 1934
 
7.4%
A 1881
 
7.2%
2 1721
 
6.6%
9 1577
 
6.1%
D 1277
 
4.9%
8 1176
 
4.5%
7 888
 
3.4%
4 847
 
3.3%
Other values (23) 4488
17.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 17837
68.7%
Uppercase Letter 8131
31.3%

Most frequent character per category

Uppercase Letter
ValueCountFrequency (%)
B 1934
23.8%
A 1881
23.1%
D 1277
15.7%
P 733
 
9.0%
M 428
 
5.3%
C 413
 
5.1%
H 332
 
4.1%
W 249
 
3.1%
K 176
 
2.2%
E 167
 
2.1%
Other values (13) 541
 
6.7%
Decimal Number
ValueCountFrequency (%)
0 7438
41.7%
1 2741
 
15.4%
2 1721
 
9.6%
9 1577
 
8.8%
8 1176
 
6.6%
7 888
 
5.0%
4 847
 
4.7%
3 696
 
3.9%
5 438
 
2.5%
6 315
 
1.8%

Most occurring scripts

ValueCountFrequency (%)
Common 17837
68.7%
Latin 8131
31.3%

Most frequent character per script

Latin
ValueCountFrequency (%)
B 1934
23.8%
A 1881
23.1%
D 1277
15.7%
P 733
 
9.0%
M 428
 
5.3%
C 413
 
5.1%
H 332
 
4.1%
W 249
 
3.1%
K 176
 
2.2%
E 167
 
2.1%
Other values (13) 541
 
6.7%
Common
ValueCountFrequency (%)
0 7438
41.7%
1 2741
 
15.4%
2 1721
 
9.6%
9 1577
 
8.8%
8 1176
 
6.6%
7 888
 
5.0%
4 847
 
4.7%
3 696
 
3.9%
5 438
 
2.5%
6 315
 
1.8%

Most occurring blocks

ValueCountFrequency (%)
ASCII 25968
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 7438
28.6%
1 2741
 
10.6%
B 1934
 
7.4%
A 1881
 
7.2%
2 1721
 
6.6%
9 1577
 
6.1%
D 1277
 
4.9%
8 1176
 
4.5%
7 888
 
3.4%
4 847
 
3.3%
Other values (23) 4488
17.3%

대표품명
Text

Distinct773
Distinct (%)32.8%
Missing1
Missing (%)< 0.1%
Memory size18.6 KiB
2024-03-16T13:14:54.216091image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length44
Median length38
Mean length11.763559
Min length2

Characters and Unicode

Total characters27762
Distinct characters390
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

Unique372 ?
Unique (%)15.8%

Sample

1st rowATS-II용 선체고정음탐기
2nd rowF-15K 항공기 PBL 2차사업
3rd row함정기관 부속
4th row함정기관 부속
5th row함정기관 부속
ValueCountFrequency (%)
부품정비 346
 
6.6%
부품구매 157
 
3.0%
부품 118
 
2.2%
지원장비 113
 
2.1%
부속 95
 
1.8%
수리온 76
 
1.4%
해군함정부품 72
 
1.4%
기술용역 69
 
1.3%
잠수함 60
 
1.1%
구매 59
 
1.1%
Other values (1025) 4101
77.9%
2024-03-16T13:14:54.860819image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
2908
 
10.5%
부 1241
 
4.5%
비 1051
 
3.8%
품 965
 
3.5%
기 818
 
2.9%
- 723
 
2.6%
정 669
 
2.4%
장 655
 
2.4%
A 461
 
1.7%
0 397
 
1.4%
Other values (380) 17874
64.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 17029
61.3%
Uppercase Letter 4127
 
14.9%
Space Separator 2908
 
10.5%
Decimal Number 2027
 
7.3%
Dash Punctuation 723
 
2.6%
Open Punctuation 279
 
1.0%
Other Punctuation 279
 
1.0%
Close Punctuation 278
 
1.0%
Connector Punctuation 76
 
0.3%
Letter Number 34
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
부 1241
 
7.3%
비 1051
 
6.2%
품 965
 
5.7%
기 818
 
4.8%
정 669
 
3.9%
장 655
 
3.8%
지 385
 
2.3%
용 319
 
1.9%
속 299
 
1.8%
수 297
 
1.7%
Other values (332) 10330
60.7%
Uppercase Letter
ValueCountFrequency (%)
A 461
 
11.2%
H 332
 
8.0%
C 281
 
6.8%
M 239
 
5.8%
S 239
 
5.8%
R 236
 
5.7%
K 233
 
5.6%
T 215
 
5.2%
U 200
 
4.8%
I 192
 
4.7%
Other values (16) 1499
36.3%
Decimal Number
ValueCountFrequency (%)
0 397
19.6%
1 363
17.9%
5 268
13.2%
3 257
12.7%
2 254
12.5%
7 152
 
7.5%
6 102
 
5.0%
9 92
 
4.5%
4 85
 
4.2%
8 57
 
2.8%
Other Punctuation
ValueCountFrequency (%)
, 162
58.1%
/ 92
33.0%
. 25
 
9.0%
Letter Number
ValueCountFrequency (%)
Ⅲ 17
50.0%
Ⅰ 12
35.3%
Ⅱ 5
 
14.7%
Space Separator
ValueCountFrequency (%)
2908
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 723
100.0%
Open Punctuation
ValueCountFrequency (%)
( 279
100.0%
Close Punctuation
ValueCountFrequency (%)
) 278
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 76
100.0%
Math Symbol
ValueCountFrequency (%)
+ 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 17029
61.3%
Common 6572
 
23.7%
Latin 4161
 
15.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
부 1241
 
7.3%
비 1051
 
6.2%
품 965
 
5.7%
기 818
 
4.8%
정 669
 
3.9%
장 655
 
3.8%
지 385
 
2.3%
용 319
 
1.9%
속 299
 
1.8%
수 297
 
1.7%
Other values (332) 10330
60.7%
Latin
ValueCountFrequency (%)
A 461
 
11.1%
H 332
 
8.0%
C 281
 
6.8%
M 239
 
5.7%
S 239
 
5.7%
R 236
 
5.7%
K 233
 
5.6%
T 215
 
5.2%
U 200
 
4.8%
I 192
 
4.6%
Other values (19) 1533
36.8%
Common
ValueCountFrequency (%)
2908
44.2%
- 723
 
11.0%
0 397
 
6.0%
1 363
 
5.5%
( 279
 
4.2%
) 278
 
4.2%
5 268
 
4.1%
3 257
 
3.9%
2 254
 
3.9%
, 162
 
2.5%
Other values (9) 683
 
10.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 17029
61.3%
ASCII 10699
38.5%
Number Forms 34
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
2908
27.2%
- 723
 
6.8%
A 461
 
4.3%
0 397
 
3.7%
1 363
 
3.4%
H 332
 
3.1%
C 281
 
2.6%
( 279
 
2.6%
) 278
 
2.6%
5 268
 
2.5%
Other values (35) 4409
41.2%
Hangul
ValueCountFrequency (%)
부 1241
 
7.3%
비 1051
 
6.2%
품 965
 
5.7%
기 818
 
4.8%
정 669
 
3.9%
장 655
 
3.8%
지 385
 
2.3%
용 319
 
1.9%
속 299
 
1.8%
수 297
 
1.7%
Other values (332) 10330
60.7%
Number Forms
ValueCountFrequency (%)
Ⅲ 17
50.0%
Ⅰ 12
35.3%
Ⅱ 5
 
14.7%

집행유형
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size18.6 KiB
장비
683 
(확정)부품
514 
장비정비
429 
한도액부품
387 
물자
160 
Other values (6)
188 

Length

Max length6
Median length5
Mean length3.9055485
Min length2

Unique

Unique2 ?
Unique (%)0.1%

Sample

1st row장비
2nd row기타
3rd row(확정)부품
4th row(확정)부품
5th row(확정)부품

Common Values

ValueCountFrequency (%)
장비 683
28.9%
(확정)부품 514
21.8%
장비정비 429
18.2%
한도액부품 387
16.4%
물자 160
 
6.8%
기술용역 128
 
5.4%
기름(연료) 39
 
1.7%
기타 14
 
0.6%
기술도서 5
 
0.2%
교육 1
 
< 0.1%

Length

2024-03-16T13:14:55.159724image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
장비 683
28.9%
확정)부품 514
21.8%
장비정비 429
18.2%
한도액부품 387
16.4%
물자 160
 
6.8%
기술용역 128
 
5.4%
기름(연료 39
 
1.7%
기타 14
 
0.6%
기술도서 5
 
0.2%
교육 1
 
< 0.1%

계약방법
Categorical

HIGH CORRELATION 

Distinct6
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size18.6 KiB
수의계약
1038 
2단계경쟁(동시)
700 
일반경쟁
601 
2단계경쟁(분리)
 
17
협상에의한계약(서류)
 
3

Length

Max length11
Median length4
Mean length5.5273189
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row일반경쟁
2nd row수의계약
3rd row일반경쟁
4th row일반경쟁
5th row일반경쟁

Common Values

ValueCountFrequency (%)
수의계약 1038
44.0%
2단계경쟁(동시) 700
29.6%
일반경쟁 601
25.5%
2단계경쟁(분리) 17
 
0.7%
협상에의한계약(서류) 3
 
0.1%
지명경쟁 2
 
0.1%

Length

2024-03-16T13:14:55.335713image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-16T13:14:55.518635image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
수의계약 1038
44.0%
2단계경쟁(동시 700
29.6%
일반경쟁 601
25.5%
2단계경쟁(분리 17
 
0.7%
협상에의한계약(서류 3
 
0.1%
지명경쟁 2
 
0.1%

집행기관
Categorical

HIGH CORRELATION 

Distinct17
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size18.6 KiB
국제부품계약팀(구:19.09.16)
533 
국제장비계약팀(구:19.09.16)
515 
기반전력사업국제계약팀
484 
미래전력사업국제계약팀
321 
대정부계약팀(구:19.09.16)
227 
Other values (12)
281 

Length

Max length19
Median length18
Mean length14.814909
Min length6

Unique

Unique2 ?
Unique (%)0.1%

Sample

1st row국제장비계약팀(구:19.09.16)
2nd row대정부계약팀(구:19.09.16)
3rd row국제부품계약팀(구:19.09.16)
4th row국제부품계약팀(구:19.09.16)
5th row국제부품계약팀(구:19.09.16)

Common Values

ValueCountFrequency (%)
국제부품계약팀(구:19.09.16) 533
22.6%
국제장비계약팀(구:19.09.16) 515
21.8%
기반전력사업국제계약팀 484
20.5%
미래전력사업국제계약팀 321
13.6%
대정부계약팀(구:19.09.16) 227
9.6%
헬기총괄계약팀 101
 
4.3%
화력총괄계약팀 42
 
1.8%
항공기총괄계약팀 33
 
1.4%
연구개발총괄계약팀 33
 
1.4%
기동총괄계약팀 27
 
1.1%
Other values (7) 45
 
1.9%

Length

2024-03-16T13:14:55.784485image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
국제부품계약팀(구:19.09.16 533
22.6%
국제장비계약팀(구:19.09.16 515
21.8%
기반전력사업국제계약팀 484
20.5%
미래전력사업국제계약팀 321
13.6%
대정부계약팀(구:19.09.16 227
9.6%
헬기총괄계약팀 101
 
4.3%
화력총괄계약팀 42
 
1.8%
연구개발총괄계약팀 33
 
1.4%
항공기총괄계약팀 33
 
1.4%
기동총괄계약팀 27
 
1.1%
Other values (7) 45
 
1.9%

예산금액
Real number (ℝ)

SKEWED 

Distinct2318
Distinct (%)98.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.1265899 × 109
Minimum924
Maximum1.5 × 1012
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size20.9 KiB
2024-03-16T13:14:55.982865image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum924
5-th percentile7900000
Q198036382
median4.397422 × 108
Q31.6091957 × 109
95-th percentile9.8858793 × 109
Maximum1.5 × 1012
Range1.5 × 1012
Interquartile range (IQR)1.5111593 × 109

Descriptive statistics

Standard deviation3.7248028 × 1010
Coefficient of variation (CV)9.026346
Kurtosis1132.7812
Mean4.1265899 × 109
Median Absolute Deviation (MAD)4.0757793 × 108
Skewness30.338186
Sum9.7428787 × 1012
Variance1.3874156 × 1021
MonotonicityNot monotonic
2024-03-16T13:14:56.206567image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
22867750 4
 
0.2%
920000 4
 
0.2%
1380000 4
 
0.2%
73600000000 3
 
0.1%
31893120 3
 
0.1%
57500000 3
 
0.1%
2255134785 3
 
0.1%
902700067 2
 
0.1%
247689300 2
 
0.1%
160000000 2
 
0.1%
Other values (2308) 2331
98.7%
ValueCountFrequency (%)
924 1
< 0.1%
25936 1
< 0.1%
31900 1
< 0.1%
34194 1
< 0.1%
81728 1
< 0.1%
110548 1
< 0.1%
172500 1
< 0.1%
402897 1
< 0.1%
431497 1
< 0.1%
460000 1
< 0.1%
ValueCountFrequency (%)
1500000000000 1
< 0.1%
469000000000 1
< 0.1%
452000000000 1
< 0.1%
404000000000 1
< 0.1%
335000000000 1
< 0.1%
334000000000 1
< 0.1%
182000000000 1
< 0.1%
179000000000 1
< 0.1%
157000000000 1
< 0.1%
117000000000 1
< 0.1%

입찰방법
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size18.6 KiB
총액제
999 
단가제
689 
한도액계약
673 

Length

Max length5
Median length3
Mean length3.5700974
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row총액제
2nd row총액제
3rd row단가제
4th row단가제
5th row단가제

Common Values

ValueCountFrequency (%)
총액제 999
42.3%
단가제 689
29.2%
한도액계약 673
28.5%

Length

2024-03-16T13:14:56.463810image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-16T13:14:56.614683image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
총액제 999
42.3%
단가제 689
29.2%
한도액계약 673
28.5%

진행상태
Categorical

Distinct11
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size18.6 KiB
계약
927 
2차공고의뢰중
875 
2차공고중
206 
판단완료
112 
3차공고중
 
69
Other values (6)
172 

Length

Max length7
Median length5
Mean length4.5133418
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2차공고의뢰중
2nd row2차공고의뢰중
3rd row2차공고의뢰중
4th row2차공고의뢰중
5th row2차공고의뢰중

Common Values

ValueCountFrequency (%)
계약 927
39.3%
2차공고의뢰중 875
37.1%
2차공고중 206
 
8.7%
판단완료 112
 
4.7%
3차공고중 69
 
2.9%
부분계약 56
 
2.4%
1차공고중 50
 
2.1%
3차공고의뢰중 33
 
1.4%
4차공고중 23
 
1.0%
판단중 8
 
0.3%

Length

2024-03-16T13:14:56.772636image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
계약 927
39.3%
2차공고의뢰중 875
37.1%
2차공고중 206
 
8.7%
판단완료 112
 
4.7%
3차공고중 69
 
2.9%
부분계약 56
 
2.4%
1차공고중 50
 
2.1%
3차공고의뢰중 33
 
1.4%
4차공고중 23
 
1.0%
판단중 8
 
0.3%

담당자명
Text

MISSING 

Distinct145
Distinct (%)6.6%
Missing166
Missing (%)7.0%
Memory size18.6 KiB
2024-03-16T13:14:57.311847image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length3
Median length3
Mean length2.9922551
Min length2

Characters and Unicode

Total characters6568
Distinct characters126
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique7 ?
Unique (%)0.3%

Sample

1st row정성민
2nd row김명현
3rd row김현승
4th row김현승
5th row김현승
ValueCountFrequency (%)
남원석 135
 
6.2%
김종현 98
 
4.5%
황병순 68
 
3.1%
이송이 48
 
2.2%
문선희 45
 
2.1%
전명진 45
 
2.1%
김현승 44
 
2.0%
이지수 44
 
2.0%
전병서 36
 
1.6%
이주영 35
 
1.6%
Other values (135) 1597
72.8%
2024-03-16T13:14:57.916590image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
이 527
 
8.0%
김 444
 
6.8%
현 284
 
4.3%
정 216
 
3.3%
원 199
 
3.0%
영 177
 
2.7%
석 151
 
2.3%
주 149
 
2.3%
남 149
 
2.3%
지 139
 
2.1%
Other values (116) 4133
62.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 6568
100.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
이 527
 
8.0%
김 444
 
6.8%
현 284
 
4.3%
정 216
 
3.3%
원 199
 
3.0%
영 177
 
2.7%
석 151
 
2.3%
주 149
 
2.3%
남 149
 
2.3%
지 139
 
2.1%
Other values (116) 4133
62.9%

Most occurring scripts

ValueCountFrequency (%)
Hangul 6568
100.0%

Most frequent character per script

Hangul
ValueCountFrequency (%)
이 527
 
8.0%
김 444
 
6.8%
현 284
 
4.3%
정 216
 
3.3%
원 199
 
3.0%
영 177
 
2.7%
석 151
 
2.3%
주 149
 
2.3%
남 149
 
2.3%
지 139
 
2.1%
Other values (116) 4133
62.9%

Most occurring blocks

ValueCountFrequency (%)
Hangul 6568
100.0%

Most frequent character per block

Hangul
ValueCountFrequency (%)
이 527
 
8.0%
김 444
 
6.8%
현 284
 
4.3%
정 216
 
3.3%
원 199
 
3.0%
영 177
 
2.7%
석 151
 
2.3%
주 149
 
2.3%
남 149
 
2.3%
지 139
 
2.1%
Other values (116) 4133
62.9%

Interactions

2024-03-16T13:14:52.020924image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-16T13:14:58.091950image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
집행유형계약방법집행기관예산금액입찰방법진행상태
집행유형1.0000.7950.7830.4290.9130.446
계약방법0.7951.0000.8140.0000.9500.532
집행기관0.7830.8141.0000.1670.8610.674
예산금액0.4290.0000.1671.0000.0000.000
입찰방법0.9130.9500.8610.0001.0000.567
진행상태0.4460.5320.6740.0000.5671.000
2024-03-16T13:14:58.266242image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
집행기관계약방법집행유형진행상태입찰방법
집행기관1.0000.5570.4490.3260.719
계약방법0.5571.0000.5790.3070.728
집행유형0.4490.5791.0000.2070.875
진행상태0.3260.3070.2071.0000.400
입찰방법0.7190.7280.8750.4001.000
2024-03-16T13:14:58.824352image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
예산금액집행유형계약방법집행기관입찰방법진행상태
예산금액1.0000.1920.0000.0860.0000.000
집행유형0.1921.0000.5790.4490.8750.207
계약방법0.0000.5791.0000.5570.7280.307
집행기관0.0860.4490.5571.0000.7190.326
입찰방법0.0000.8750.7280.7191.0000.400
진행상태0.0000.2070.3070.3260.4001.000

Missing values

2024-03-16T13:14:52.257237image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-16T13:14:52.448424image/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.
2024-03-16T13:14:52.631514image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

집행예정월판단번호대표품명집행유형계약방법집행기관예산금액입찰방법진행상태담당자명
02017-01-01PCA97261001ATS-II용 선체고정음탐기장비일반경쟁국제장비계약팀(구:19.09.16)18075000000총액제2차공고의뢰중정성민
12017-02-13DAH47039001F-15K 항공기 PBL 2차사업기타수의계약대정부계약팀(구:19.09.16)404000000000총액제2차공고의뢰중김명현
22017-03-01PCD87113001함정기관 부속(확정)부품일반경쟁국제부품계약팀(구:19.09.16)223679393단가제2차공고의뢰중김현승
32017-03-01PCD87113002함정기관 부속(확정)부품일반경쟁국제부품계약팀(구:19.09.16)2504838단가제2차공고의뢰중김현승
42017-03-01PCD87111001함정기관 부속(확정)부품일반경쟁국제부품계약팀(구:19.09.16)98317180단가제2차공고의뢰중김현승
52017-03-01PCD87113003함정기관 부속(확정)부품일반경쟁국제부품계약팀(구:19.09.16)936933290단가제2차공고의뢰중김현승
62017-03-01PCM77103002함정기관 부속한도액부품수의계약국제부품계약팀(구:19.09.16)426427061총액제2차공고의뢰중김현승
72017-03-01PCD87111002함정기관 부속(확정)부품일반경쟁국제부품계약팀(구:19.09.16)57839515단가제2차공고의뢰중김현승
82017-03-01PCD87114002함정기관 부속(확정)부품일반경쟁국제부품계약팀(구:19.09.16)378803572단가제2차공고의뢰중김현승
92017-03-01PCM77101004무레나 수리부속한도액부품수의계약국제부품계약팀(구:19.09.16)2672091907총액제2차공고의뢰중김현승
집행예정월판단번호대표품명집행유형계약방법집행기관예산금액입찰방법진행상태담당자명
23512023-08-31PBAH3023001폭발물탐지기(폭약성분분석기)장비2단계경쟁(분리)미래전력사업국제계약팀434252700총액제계약최한울
23522023-08-31DAMB3001001B-737 부품구매한도액부품수의계약기반전력사업국제계약팀1059369878한도액계약판단완료장혜진
23532023-08-31DABB3101001(K)F-16 항전부품정비장비정비수의계약기반전력사업국제계약팀1610622121한도액계약판단완료최용규
23542023-08-31PABB3026001P-3 항공기 부품정비장비정비수의계약기반전력사업국제계약팀7859369750한도액계약계약이우용
23552023-09-13DAAP301000120MM 실탄보급기장비2단계경쟁(동시)항공기총괄계약팀12585240000총액제2차공고중김현승
23562023-09-25PCMB3100001잠수함 선체부품한도액부품수의계약기반전력사업국제계약팀9867151911한도액계약판단완료남원석
23572023-09-29PLAK300400250톤 유압기중기(험지형)장비2단계경쟁(동시)기동총괄계약팀1807290000총액제2차공고중경희연
23582023-09-29PLAK3003002100톤 유압기중기장비2단계경쟁(동시)기동총괄계약팀1290000000총액제2차공고중김만근
23592023-09-30DSEB3948001T-50 기관 기술지원기술용역수의계약기반전력사업국제계약팀1709035576총액제계약변성훈
23602023-09-30BKAH3024002PORTABLE METAL CUTTING IGNITER AND CARTRIDGE장비2단계경쟁(동시)미래전력사업국제계약팀520742711단가제2차공고중김태연