Overview

Dataset statistics

Number of variables9
Number of observations10000
Missing cells0
Missing cells (%)0.0%
Duplicate rows5
Duplicate rows (%)0.1%
Total size in memory800.8 KiB
Average record size in memory82.0 B

Variable types

Categorical5
Text2
DateTime1
Numeric1

Dataset

Description전라남도 장흥군 계약정보시스템의 계약현황 자료로 계약명, 계약종류, 계약방법, 계약일자, 계약금액의 데이터를 제공합니다.
URLhttps://www.data.go.kr/data/15086684/fileData.do

Alerts

Dataset has 5 (0.1%) duplicate rowsDuplicates
계약관서 is highly overall correlated with 감독부서High correlation
감독부서 is highly overall correlated with 계약관서High correlation
경쟁방법 is highly imbalanced (62.5%)Imbalance
계약금액 is highly skewed (γ1 = 20.66718614)Skewed

Reproduction

Analysis started2023-12-12 20:46:24.213506
Analysis finished2023-12-12 20:46:26.423663
Duration2.21 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

계약관서
Categorical

HIGH CORRELATION 

Distinct17
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
본청
6189 
수도사업소
657 
관산읍
 
378
장흥읍
 
360
장평면
 
304
Other values (12)
2112 

Length

Max length7
Median length2
Mean length2.6071
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row본청
2nd row본청
3rd row수도사업소
4th row장평면
5th row본청

Common Values

ValueCountFrequency (%)
본청 6189
61.9%
수도사업소 657
 
6.6%
관산읍 378
 
3.8%
장흥읍 360
 
3.6%
장평면 304
 
3.0%
대덕읍 300
 
3.0%
안양면 276
 
2.8%
보건소 274
 
2.7%
회진면 236
 
2.4%
장동면 213
 
2.1%
Other values (7) 813
 
8.1%

Length

2023-12-13T05:46:26.515021image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
본청 6189
61.9%
수도사업소 657
 
6.6%
관산읍 378
 
3.8%
장흥읍 360
 
3.6%
장평면 304
 
3.0%
대덕읍 300
 
3.0%
안양면 276
 
2.8%
보건소 274
 
2.7%
회진면 236
 
2.4%
장동면 213
 
2.1%
Other values (7) 813
 
8.1%

계약연도
Categorical

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2022
3898 
2021
3661 
2023
2427 
2020
 
13
2019
 
1

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row2022
2nd row2023
3rd row2022
4th row2023
5th row2022

Common Values

ValueCountFrequency (%)
2022 3898
39.0%
2021 3661
36.6%
2023 2427
24.3%
2020 13
 
0.1%
2019 1
 
< 0.1%

Length

2023-12-13T05:46:26.692774image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T05:46:26.844458image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2022 3898
39.0%
2021 3661
36.6%
2023 2427
24.3%
2020 13
 
0.1%
2019 1
 
< 0.1%

계약명
Text

Distinct9739
Distinct (%)97.4%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-13T05:46:27.135791image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length70
Median length51
Mean length26.8215
Min length8

Characters and Unicode

Total characters268215
Distinct characters781
Distinct categories16 ?
Distinct scripts4 ?
Distinct blocks8 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique9505 ?
Unique (%)95.0%

Sample

1st row장동 봉동1구 회관주변 정비공사 관급자재[레미콘]
2nd row장흥군 보훈회관 사무용 비품 등 구입[접이식의자]
3rd row장흥 덕제 농어촌 마을하수도 정비사업(7차분) 관급자재구입 (아스팔트콘크리트)
4th row2023년 장평면 야외운동기구 설치 사업(운수마을) 관급자재 구매
5th row농어촌버스승강장 신축 및 교체 공사
ValueCountFrequency (%)
배수로 1139
 
2.2%
정비공사 1018
 
2.0%
시행 897
 
1.8%
및 796
 
1.6%
용역 737
 
1.4%
정비사업 701
 
1.4%
관산 646
 
1.3%
2022년 614
 
1.2%
구입 566
 
1.1%
장흥 539
 
1.1%
Other values (8345) 43406
85.0%
2023-12-13T05:46:27.567232image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
41157
 
15.3%
사 10013
 
3.7%
관 6374
 
2.4%
공 5591
 
2.1%
장 5283
 
2.0%
2 5108
 
1.9%
수 4961
 
1.8%
업 4799
 
1.8%
( 4790
 
1.8%
) 4786
 
1.8%
Other values (771) 175353
65.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 199215
74.3%
Space Separator 41157
 
15.3%
Decimal Number 10520
 
3.9%
Open Punctuation 7391
 
2.8%
Close Punctuation 7376
 
2.8%
Other Punctuation 1094
 
0.4%
Uppercase Letter 922
 
0.3%
Math Symbol 348
 
0.1%
Dash Punctuation 112
 
< 0.1%
Lowercase Letter 67
 
< 0.1%
Other values (6) 13
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
사 10013
 
5.0%
관 6374
 
3.2%
공 5591
 
2.8%
장 5283
 
2.7%
수 4961
 
2.5%
업 4799
 
2.4%
재 3970
 
2.0%
로 3910
 
2.0%
정 3839
 
1.9%
자 3711
 
1.9%
Other values (689) 146764
73.7%
Uppercase Letter
ValueCountFrequency (%)
C 183
19.8%
V 112
12.1%
T 95
10.3%
E 93
10.1%
D 66
 
7.2%
S 55
 
6.0%
L 47
 
5.1%
P 42
 
4.6%
R 34
 
3.7%
A 32
 
3.5%
Other values (13) 163
17.7%
Lowercase Letter
ValueCountFrequency (%)
c 11
16.4%
t 8
11.9%
e 7
10.4%
v 5
 
7.5%
i 5
 
7.5%
r 4
 
6.0%
o 4
 
6.0%
a 4
 
6.0%
k 3
 
4.5%
p 3
 
4.5%
Other values (9) 13
19.4%
Decimal Number
ValueCountFrequency (%)
2 5108
48.6%
0 1826
 
17.4%
1 1564
 
14.9%
3 946
 
9.0%
7 289
 
2.7%
5 263
 
2.5%
4 219
 
2.1%
8 165
 
1.6%
9 71
 
0.7%
6 69
 
0.7%
Other Punctuation
ValueCountFrequency (%)
. 453
41.4%
, 362
33.1%
/ 128
 
11.7%
· 107
 
9.8%
* 26
 
2.4%
! 7
 
0.6%
' 5
 
0.5%
: 3
 
0.3%
" 2
 
0.2%
? 1
 
0.1%
Open Punctuation
ValueCountFrequency (%)
( 4790
64.8%
[ 2521
34.1%
「 72
 
1.0%
『 5
 
0.1%
〔 3
 
< 0.1%
Close Punctuation
ValueCountFrequency (%)
) 4786
64.9%
] 2508
34.0%
」 74
 
1.0%
』 5
 
0.1%
〕 3
 
< 0.1%
Math Symbol
ValueCountFrequency (%)
~ 343
98.6%
+ 5
 
1.4%
Space Separator
ValueCountFrequency (%)
41157
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 112
100.0%
Other Symbol
ValueCountFrequency (%)
○ 5
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 3
100.0%
Control
ValueCountFrequency (%)
2
100.0%
Modifier Symbol
ValueCountFrequency (%)
˙ 1
100.0%
Initial Punctuation
ValueCountFrequency (%)
‘ 1
100.0%
Final Punctuation
ValueCountFrequency (%)
’ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 199214
74.3%
Common 68011
 
25.4%
Latin 989
 
0.4%
Han 1
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
사 10013
 
5.0%
관 6374
 
3.2%
공 5591
 
2.8%
장 5283
 
2.7%
수 4961
 
2.5%
업 4799
 
2.4%
재 3970
 
2.0%
로 3910
 
2.0%
정 3839
 
1.9%
자 3711
 
1.9%
Other values (688) 146763
73.7%
Latin
ValueCountFrequency (%)
C 183
18.5%
V 112
11.3%
T 95
9.6%
E 93
9.4%
D 66
 
6.7%
S 55
 
5.6%
L 47
 
4.8%
P 42
 
4.2%
R 34
 
3.4%
A 32
 
3.2%
Other values (32) 230
23.3%
Common
ValueCountFrequency (%)
41157
60.5%
2 5108
 
7.5%
( 4790
 
7.0%
) 4786
 
7.0%
[ 2521
 
3.7%
] 2508
 
3.7%
0 1826
 
2.7%
1 1564
 
2.3%
3 946
 
1.4%
. 453
 
0.7%
Other values (30) 2352
 
3.5%
Han
ValueCountFrequency (%)
美 1
100.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 199211
74.3%
ASCII 68723
 
25.6%
None 269
 
0.1%
Geometric Shapes 5
 
< 0.1%
Compat Jamo 3
 
< 0.1%
Punctuation 2
 
< 0.1%
Modifier Letters 1
 
< 0.1%
CJK 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
41157
59.9%
2 5108
 
7.4%
( 4790
 
7.0%
) 4786
 
7.0%
[ 2521
 
3.7%
] 2508
 
3.6%
0 1826
 
2.7%
1 1564
 
2.3%
3 946
 
1.4%
. 453
 
0.7%
Other values (61) 3064
 
4.5%
Hangul
ValueCountFrequency (%)
사 10013
 
5.0%
관 6374
 
3.2%
공 5591
 
2.8%
장 5283
 
2.7%
수 4961
 
2.5%
업 4799
 
2.4%
재 3970
 
2.0%
로 3910
 
2.0%
정 3839
 
1.9%
자 3711
 
1.9%
Other values (686) 146760
73.7%
None
ValueCountFrequency (%)
· 107
39.8%
」 74
27.5%
「 72
26.8%
』 5
 
1.9%
『 5
 
1.9%
〕 3
 
1.1%
〔 3
 
1.1%
Geometric Shapes
ValueCountFrequency (%)
○ 5
100.0%
Compat Jamo
ValueCountFrequency (%)
ㆍ 2
66.7%
ㅇ 1
33.3%
Modifier Letters
ValueCountFrequency (%)
˙ 1
100.0%
Punctuation
ValueCountFrequency (%)
‘ 1
50.0%
’ 1
50.0%
CJK
ValueCountFrequency (%)
美 1
100.0%

계약종류
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
물품
4678 
공사
3749 
용역
1573 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row물품
2nd row물품
3rd row물품
4th row물품
5th row공사

Common Values

ValueCountFrequency (%)
물품 4678
46.8%
공사 3749
37.5%
용역 1573
 
15.7%

Length

2023-12-13T05:46:27.694275image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T05:46:27.786762image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
물품 4678
46.8%
공사 3749
37.5%
용역 1573
 
15.7%

경쟁방법
Categorical

IMBALANCE 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
수의1인견적
8377 
수의2인이상견적
1029 
일반경쟁
 
282
제한경쟁
 
269
지명경쟁
 
43

Length

Max length8
Median length6
Mean length6.087
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row수의1인견적
2nd row수의1인견적
3rd row수의1인견적
4th row수의1인견적
5th row수의1인견적

Common Values

ValueCountFrequency (%)
수의1인견적 8377
83.8%
수의2인이상견적 1029
 
10.3%
일반경쟁 282
 
2.8%
제한경쟁 269
 
2.7%
지명경쟁 43
 
0.4%

Length

2023-12-13T05:46:27.896964image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T05:46:28.006906image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
수의1인견적 8377
83.8%
수의2인이상견적 1029
 
10.3%
일반경쟁 282
 
2.8%
제한경쟁 269
 
2.7%
지명경쟁 43
 
0.4%

계약일자
Date

Distinct688
Distinct (%)6.9%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
Minimum2021-01-05 00:00:00
Maximum2023-08-24 00:00:00
2023-12-13T05:46:28.117044image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:46:28.250357image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

계약금액
Real number (ℝ)

SKEWED 

Distinct7794
Distinct (%)77.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38652267
Minimum0
Maximum9.59546 × 109
Zeros90
Zeros (%)0.9%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-13T05:46:28.381231image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1011900
Q14372250
median9446655
Q318377750
95-th percentile1.1600385 × 108
Maximum9.59546 × 109
Range9.59546 × 109
Interquartile range (IQR)14005500

Descriptive statistics

Standard deviation1.9808279 × 108
Coefficient of variation (CV)5.1247392
Kurtosis697.02151
Mean38652267
Median Absolute Deviation (MAD)6396500
Skewness20.667186
Sum3.8652267 × 1011
Variance3.9236792 × 1016
MonotonicityNot monotonic
2023-12-13T05:46:28.536973image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
5000000 143
 
1.4%
0 90
 
0.9%
9500000 72
 
0.7%
18000000 66
 
0.7%
3000000 55
 
0.5%
19360000 51
 
0.5%
4000000 41
 
0.4%
7600000 32
 
0.3%
13950000 29
 
0.3%
2800000 29
 
0.3%
Other values (7784) 9392
93.9%
ValueCountFrequency (%)
0 90
0.9%
19990 1
 
< 0.1%
28860 1
 
< 0.1%
32000 1
 
< 0.1%
45320 1
 
< 0.1%
47350 1
 
< 0.1%
51170 1
 
< 0.1%
52850 1
 
< 0.1%
79010 1
 
< 0.1%
86000 1
 
< 0.1%
ValueCountFrequency (%)
9595460000 1
< 0.1%
4687809000 1
< 0.1%
4500000000 1
< 0.1%
4360070000 1
< 0.1%
3765993000 1
< 0.1%
3727770000 1
< 0.1%
3657055000 1
< 0.1%
3547121700 1
< 0.1%
2930408880 1
< 0.1%
2827625750 1
< 0.1%

계약상대자
Text

Distinct1919
Distinct (%)19.2%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-13T05:46:28.828239image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length23
Median length20
Mean length8.2934
Min length2

Characters and Unicode

Total characters82934
Distinct characters543
Distinct categories10 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique971 ?
Unique (%)9.7%

Sample

1st row전남남부레미콘사업협동조합
2nd row(주)아인스오앤씨
3rd row전남중남부아스콘사업협동조합
4th row광주지방조달청
5th row(주)탐진안전건설
ValueCountFrequency (%)
주식회사 1091
 
9.6%
전남남부레미콘사업협동조합 535
 
4.7%
전남남서부레미콘사업협동조합 307
 
2.7%
전남중남부아스콘사업협동조합 249
 
2.2%
광주지방조달청 246
 
2.2%
한국철망공업협동조합 227
 
2.0%
주)지우토건 150
 
1.3%
주)정남진건설 138
 
1.2%
합)탐진전업사 137
 
1.2%
유한회사 115
 
1.0%
Other values (1960) 8174
71.9%
2023-12-13T05:46:29.351773image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
주 6315
 
7.6%
) 5237
 
6.3%
( 5228
 
6.3%
사 3327
 
4.0%
건 2720
 
3.3%
남 2594
 
3.1%
업 2509
 
3.0%
설 2157
 
2.6%
조 1965
 
2.4%
동 1810
 
2.2%
Other values (533) 49072
59.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 70909
85.5%
Close Punctuation 5237
 
6.3%
Open Punctuation 5228
 
6.3%
Space Separator 1369
 
1.7%
Uppercase Letter 116
 
0.1%
Other Symbol 21
 
< 0.1%
Lowercase Letter 21
 
< 0.1%
Other Punctuation 16
 
< 0.1%
Dash Punctuation 9
 
< 0.1%
Decimal Number 8
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
주 6315
 
8.9%
사 3327
 
4.7%
건 2720
 
3.8%
남 2594
 
3.7%
업 2509
 
3.5%
설 2157
 
3.0%
조 1965
 
2.8%
동 1810
 
2.6%
전 1792
 
2.5%
합 1761
 
2.5%
Other values (496) 43959
62.0%
Uppercase Letter
ValueCountFrequency (%)
O 16
13.8%
G 14
12.1%
A 14
12.1%
J 11
9.5%
H 10
8.6%
M 10
8.6%
E 7
 
6.0%
N 6
 
5.2%
C 5
 
4.3%
L 4
 
3.4%
Other values (9) 19
16.4%
Lowercase Letter
ValueCountFrequency (%)
h 7
33.3%
j 5
23.8%
c 3
14.3%
e 2
 
9.5%
n 2
 
9.5%
t 1
 
4.8%
o 1
 
4.8%
Other Punctuation
ValueCountFrequency (%)
. 7
43.8%
, 5
31.2%
& 4
25.0%
Decimal Number
ValueCountFrequency (%)
2 3
37.5%
1 3
37.5%
4 2
25.0%
Close Punctuation
ValueCountFrequency (%)
) 5237
100.0%
Open Punctuation
ValueCountFrequency (%)
( 5228
100.0%
Space Separator
ValueCountFrequency (%)
1369
100.0%
Other Symbol
ValueCountFrequency (%)
㈜ 21
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 9
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 70930
85.5%
Common 11867
 
14.3%
Latin 137
 
0.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
주 6315
 
8.9%
사 3327
 
4.7%
건 2720
 
3.8%
남 2594
 
3.7%
업 2509
 
3.5%
설 2157
 
3.0%
조 1965
 
2.8%
동 1810
 
2.6%
전 1792
 
2.5%
합 1761
 
2.5%
Other values (497) 43980
62.0%
Latin
ValueCountFrequency (%)
O 16
11.7%
G 14
 
10.2%
A 14
 
10.2%
J 11
 
8.0%
H 10
 
7.3%
M 10
 
7.3%
E 7
 
5.1%
h 7
 
5.1%
N 6
 
4.4%
C 5
 
3.6%
Other values (16) 37
27.0%
Common
ValueCountFrequency (%)
) 5237
44.1%
( 5228
44.1%
1369
 
11.5%
- 9
 
0.1%
. 7
 
0.1%
, 5
 
< 0.1%
& 4
 
< 0.1%
2 3
 
< 0.1%
1 3
 
< 0.1%
4 2
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
Hangul 70908
85.5%
ASCII 12004
 
14.5%
None 21
 
< 0.1%
Compat Jamo 1
 
< 0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
주 6315
 
8.9%
사 3327
 
4.7%
건 2720
 
3.8%
남 2594
 
3.7%
업 2509
 
3.5%
설 2157
 
3.0%
조 1965
 
2.8%
동 1810
 
2.6%
전 1792
 
2.5%
합 1761
 
2.5%
Other values (495) 43958
62.0%
ASCII
ValueCountFrequency (%)
) 5237
43.6%
( 5228
43.6%
1369
 
11.4%
O 16
 
0.1%
G 14
 
0.1%
A 14
 
0.1%
J 11
 
0.1%
H 10
 
0.1%
M 10
 
0.1%
- 9
 
0.1%
Other values (26) 86
 
0.7%
None
ValueCountFrequency (%)
㈜ 21
100.0%
Compat Jamo
ValueCountFrequency (%)
ㄱ 1
100.0%

감독부서
Categorical

HIGH CORRELATION 

Distinct38
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
건설도시과
2934 
산림휴양과
856 
수도사업소
664 
재난안전과
483 
관산읍
 
378
Other values (33)
4685 

Length

Max length7
Median length5
Mean length4.397
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row건설도시과
2nd row주민복지과
3rd row수도사업소
4th row장평면
5th row재난안전과

Common Values

ValueCountFrequency (%)
건설도시과 2934
29.3%
산림휴양과 856
 
8.6%
수도사업소 664
 
6.6%
재난안전과 483
 
4.8%
관산읍 378
 
3.8%
장흥읍 360
 
3.6%
문화관광과 352
 
3.5%
장평면 304
 
3.0%
대덕읍 300
 
3.0%
보건소 273
 
2.7%
Other values (28) 3096
31.0%

Length

2023-12-13T05:46:29.502600image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
건설도시과 2934
29.3%
산림휴양과 856
 
8.6%
수도사업소 664
 
6.6%
재난안전과 483
 
4.8%
관산읍 378
 
3.8%
장흥읍 360
 
3.6%
문화관광과 352
 
3.5%
장평면 304
 
3.0%
대덕읍 300
 
3.0%
보건소 273
 
2.7%
Other values (28) 3096
31.0%

Interactions

2023-12-13T05:46:25.905575image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-13T05:46:29.597873image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
계약관서계약연도계약종류경쟁방법계약금액감독부서
계약관서1.0000.1880.4230.5070.0770.999
계약연도0.1881.0000.0590.2190.4050.347
계약종류0.4230.0591.0000.3070.1250.532
경쟁방법0.5070.2190.3071.0000.2680.580
계약금액0.0770.4050.1250.2681.0000.048
감독부서0.9990.3470.5320.5800.0481.000
2023-12-13T05:46:29.705358image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
계약종류경쟁방법계약관서감독부서계약연도
계약종류1.0000.2440.2530.3140.044
경쟁방법0.2441.0000.2900.3150.083
계약관서0.2530.2901.0000.9890.098
감독부서0.3140.3150.9891.0000.170
계약연도0.0440.0830.0980.1701.000
2023-12-13T05:46:29.802347image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
계약금액계약관서계약연도계약종류경쟁방법감독부서
계약금액1.0000.0360.2880.0520.1850.021
계약관서0.0361.0000.0980.2530.2900.989
계약연도0.2880.0981.0000.0440.0830.170
계약종류0.0520.2530.0441.0000.2440.314
경쟁방법0.1850.2900.0830.2441.0000.315
감독부서0.0210.9890.1700.3140.3151.000

Missing values

2023-12-13T05:46:26.098120image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T05:46:26.319746image/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

계약관서계약연도계약명계약종류경쟁방법계약일자계약금액계약상대자감독부서
10709본청2022장동 봉동1구 회관주변 정비공사 관급자재[레미콘]물품수의1인견적2022-11-214722570전남남부레미콘사업협동조합건설도시과
14063본청2023장흥군 보훈회관 사무용 비품 등 구입[접이식의자]물품수의1인견적2023-06-1816444000(주)아인스오앤씨주민복지과
8097수도사업소2022장흥 덕제 농어촌 마을하수도 정비사업(7차분) 관급자재구입 (아스팔트콘크리트)물품수의1인견적2022-05-1377005500전남중남부아스콘사업협동조합수도사업소
13321장평면20232023년 장평면 야외운동기구 설치 사업(운수마을) 관급자재 구매물품수의1인견적2023-05-12744420광주지방조달청장평면
5612본청2022농어촌버스승강장 신축 및 교체 공사공사수의1인견적2022-02-1517847000(주)탐진안전건설재난안전과
536본청2021보훈회관 건립사업 건축기획 및 사전검토 용역용역수의1인견적2021-03-0210825000주식회사 종합건축사사무소창주민복지과
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13670농촌활력사업소2023장흥읍 월평마을만들기 사업[스틸그레이팅]물품수의1인견적2023-04-053905300주식회사 신화엘아이디농촌활력사업소
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4197본청2021관산 송촌3구 배수로 정비사업 관급자재[배수로]물품수의1인견적2021-11-187920000창조콘크리트건설도시과
계약관서계약연도계약명계약종류경쟁방법계약일자계약금액계약상대자감독부서
3003대덕읍2021「7.5 ~ 8 집중호우」관련 응급복구사업 용역시행 (장비임차)(도비4차)(신재선)용역수의1인견적2021-07-0918150000신재선대덕읍
14029회진면2023회진 덕흥마을 사면유실 보수공사공사수의1인견적2023-06-282240000명성건설회진면
8609본청2022장흥읍 군계획도로 아스콘덧씌우기 공사 관급자재(아스팔트콘크리트)물품수의1인견적2022-06-2299519750전남중남부아스콘사업협동조합건설도시과
8666장동면2022장동 정암마을 용배수로 정비공사 시행(레미콘)물품수의1인견적2022-04-182151330전남남부레미콘사업협동조합장동면
13366본청2023회진 전통시장 시설현대화사업 시장 표지판 구입물품수의1인견적2023-05-2317982000가나광고기획경제산업과
2575관산읍2021청정장흥 으뜸 방촌마을 경관조성 사업공사수의1인견적2021-07-283000000(주)오케이관산읍
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10732본청2022장평 우산지구 지표수보강개발사업 관급자재 추가분[조경석]물품수의1인견적2022-12-1374938800삼승석재(보성그린석)건설도시과
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4862본청2021장평 부정마을 안길 확포장공사 관급자재[레미콘]물품수의1인견적2021-11-173271380전남남서부레미콘사업협동조합건설도시과

Duplicate rows

Most frequently occurring

계약관서계약연도계약명계약종류경쟁방법계약일자계약금액계약상대자감독부서# duplicates
0본청20222022 미세먼지 차단숲 조성사업용역수의2인이상견적2022-03-1892091000(주)산림기술사 자연산림휴양과2
1본청20222022년 장흥 북부 농업용 대형관정 지하수영향조사용역용역수의2인이상견적2022-02-1447648000(주)성우건설도시과2
2본청2022안양 비동지구 지표수보강개발사업 실시설계 용역용역제한경쟁2022-03-02140971000(유)승우엔지니어링건설도시과2
3본청2022장흥군 보훈회관 건립사업 통신공사공사수의2인이상견적2022-05-0982273420청명주식회사주민복지과2
4회진면20212021년 해양쓰레기 정화사업 폐기물 처리 시행(3차)용역수의1인견적2021-11-0917820000(유)청결환경회진면2