Overview

Dataset statistics

Number of variables5
Number of observations1308
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory55.1 KiB
Average record size in memory43.1 B

Variable types

Numeric3
Categorical2

Dataset

DescriptionKOICA 연도별 유형별 분야별 대외무상원조지원실적(원, 달러) 정보입니다.KOICA 통계조회서비스(stat.koica.go.kr)에서도 동 데이터를 확인하실수 있습니다.
Author한국국제협력단
URLhttps://www.data.go.kr/data/15051104/fileData.do

Alerts

연도 is highly overall correlated with 원High correlation
원 is highly overall correlated with 연도 and 1 other fieldsHigh correlation
달러 is highly overall correlated with 원High correlation
달러 has unique valuesUnique

Reproduction

Analysis started2023-12-12 13:43:56.765504
Analysis finished2023-12-12 13:43:58.504502
Duration1.74 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

연도
Real number (ℝ)

HIGH CORRELATION 

Distinct31
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2007.1223
Minimum1991
Maximum2021
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size11.6 KiB
2023-12-12T22:43:58.603487image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1991
5-th percentile1993
Q12000
median2007.5
Q32015
95-th percentile2020
Maximum2021
Range30
Interquartile range (IQR)15

Descriptive statistics

Standard deviation8.7284297
Coefficient of variation (CV)0.0043487283
Kurtosis-1.1310497
Mean2007.1223
Median Absolute Deviation (MAD)7.5
Skewness-0.12400269
Sum2625316
Variance76.185484
MonotonicityIncreasing
2023-12-12T22:43:58.765329image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%)
2021 51
 
3.9%
2007 50
 
3.8%
2019 50
 
3.8%
2020 50
 
3.8%
2018 49
 
3.7%
2010 49
 
3.7%
2008 48
 
3.7%
2009 47
 
3.6%
2017 47
 
3.6%
2006 47
 
3.6%
Other values (21) 820
62.7%
ValueCountFrequency (%)
1991 28
2.1%
1992 30
2.3%
1993 31
2.4%
1994 34
2.6%
1995 37
2.8%
1996 40
3.1%
1997 37
2.8%
1998 38
2.9%
1999 39
3.0%
2000 40
3.1%
ValueCountFrequency (%)
2021 51
3.9%
2020 50
3.8%
2019 50
3.8%
2018 49
3.7%
2017 47
3.6%
2016 46
3.5%
2015 43
3.3%
2014 42
3.2%
2013 41
3.1%
2012 46
3.5%

사업유형
Categorical

Distinct11
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size10.3 KiB
연수생초청사업
198 
봉사단
183 
프로젝트
175 
소규모무상원조
172 
민관협력사업
153 
Other values (6)
427 

Length

Max length8
Median length7
Mean length5.5267584
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row개발인식증진
2nd row개발컨설팅
3rd row개발컨설팅
4th row봉사단
5th row봉사단

Common Values

ValueCountFrequency (%)
연수생초청사업 198
15.1%
봉사단 183
14.0%
프로젝트 175
13.4%
소규모무상원조 172
13.1%
민관협력사업 153
11.7%
전문가파견 117
8.9%
개발컨설팅 103
7.9%
국제기구협력사업 102
7.8%
인도적지원 43
 
3.3%
개발인식증진 31
 
2.4%

Length

2023-12-12T22:43:58.932370image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
연수생초청사업 198
15.1%
봉사단 183
14.0%
프로젝트 175
13.4%
소규모무상원조 172
13.1%
민관협력사업 153
11.7%
전문가파견 117
8.9%
개발컨설팅 103
7.9%
국제기구협력사업 102
7.8%
인도적지원 43
 
3.3%
개발인식증진 31
 
2.4%

사업분야
Categorical

Distinct7
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size10.3 KiB
농림수산
206 
공공행정
206 
보건의료
204 
기타
197 
기술환경에너지
196 
Other values (2)
299 

Length

Max length7
Median length4
Mean length3.8501529
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row기타
2nd row기술환경에너지
3rd row농림수산
4th row공공행정
5th row교육

Common Values

ValueCountFrequency (%)
농림수산 206
15.7%
공공행정 206
15.7%
보건의료 204
15.6%
기타 197
15.1%
기술환경에너지 196
15.0%
교육 195
14.9%
긴급구호 104
8.0%

Length

2023-12-12T22:43:59.111919image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T22:43:59.252250image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
농림수산 206
15.7%
공공행정 206
15.7%
보건의료 204
15.6%
기타 197
15.1%
기술환경에너지 196
15.0%
교육 195
14.9%
긴급구호 104
8.0%

원
Real number (ℝ)

HIGH CORRELATION 

Distinct1307
Distinct (%)99.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.3056617 × 109
Minimum1200000
Maximum1.04301 × 1011
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size11.6 KiB
2023-12-12T22:43:59.405880image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1200000
5-th percentile47063532
Q13.77311 × 108
median1.6759509 × 109
Q37.1695924 × 109
95-th percentile3.7493508 × 1010
Maximum1.04301 × 1011
Range1.042998 × 1011
Interquartile range (IQR)6.7922814 × 109

Descriptive statistics

Standard deviation1.406725 × 1010
Coefficient of variation (CV)1.9255272
Kurtosis12.504099
Mean7.3056617 × 109
Median Absolute Deviation (MAD)1.5304426 × 109
Skewness3.3083904
Sum9.5558055 × 1012
Variance1.9788752 × 1020
MonotonicityNot monotonic
2023-12-12T22:43:59.604817image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
102800000000.0 2
 
0.2%
189456000.0 1
 
0.1%
9822536956.0 1
 
0.1%
6382494215.0 1
 
0.1%
4385586529.0 1
 
0.1%
23530532412.0 1
 
0.1%
526727456.4 1
 
0.1%
272875223.8 1
 
0.1%
438875455.8 1
 
0.1%
245225275.6 1
 
0.1%
Other values (1297) 1297
99.2%
ValueCountFrequency (%)
1200000.0 1
0.1%
3250439.0 1
0.1%
5210082.0 1
0.1%
5719699.0 1
0.1%
7387124.0 1
0.1%
8148000.0 1
0.1%
8212315.3 1
0.1%
8984000.0 1
0.1%
9162221.0 1
0.1%
9281127.0 1
0.1%
ValueCountFrequency (%)
104301000000.0 1
0.1%
102800000000.0 2
0.2%
94718459512.0 1
0.1%
79365603680.0 1
0.1%
76786362017.0 1
0.1%
76334153853.0 1
0.1%
75433175320.0 1
0.1%
74559395966.0 1
0.1%
74124393727.0 1
0.1%
74092506523.0 1
0.1%

달러
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct1308
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6530673.3
Minimum1080.9837
Maximum90273036
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size11.6 KiB
2023-12-12T22:43:59.800222image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1080.9837
5-th percentile49838.967
Q1384763.4
median1509136.2
Q36512167.3
95-th percentile33372151
Maximum90273036
Range90271955
Interquartile range (IQR)6127403.9

Descriptive statistics

Standard deviation12322505
Coefficient of variation (CV)1.8868659
Kurtosis11.307455
Mean6530673.3
Median Absolute Deviation (MAD)1374070.4
Skewness3.1845774
Sum8.5421207 × 109
Variance1.5184413 × 1014
MonotonicityNot monotonic
2023-12-12T22:43:59.997128image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
249022.082 1
 
0.1%
5327529.753 1
 
0.1%
1120605.138 1
 
0.1%
3328375.212 1
 
0.1%
5668793.157 1
 
0.1%
3895182.989 1
 
0.1%
20899309.36 1
 
0.1%
467827.9212 1
 
0.1%
242361.865 1
 
0.1%
389799.6765 1
 
0.1%
Other values (1298) 1298
99.2%
ValueCountFrequency (%)
1080.9837 1
0.1%
2732.6554 1
0.1%
5477.8964 1
0.1%
6197.8236 1
0.1%
7107.7682 1
0.1%
7117.4174 1
0.1%
7190.0459 1
0.1%
9809.4791 1
0.1%
10029.6409 1
0.1%
10428.1139 1
0.1%
ValueCountFrequency (%)
90273036.24 1
0.1%
89823907.0 1
0.1%
80261182.0 1
0.1%
68911476.0 1
0.1%
68113290.39 1
0.1%
68107805.0 1
0.1%
67374429.0 1
0.1%
67345443.0 1
0.1%
66699064.0 1
0.1%
65287498.11 1
0.1%

Interactions

2023-12-12T22:43:57.969420image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:43:57.386726image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:43:57.684914image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:43:58.069536image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:43:57.491017image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:43:57.781234image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:43:58.174551image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:43:57.586335image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T22:43:57.865875image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T22:44:00.129188image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
연도사업유형사업분야원달러
연도1.0000.2350.0000.2930.376
사업유형0.2351.0000.4820.3850.396
사업분야0.0000.4821.0000.1680.161
원0.2930.3850.1681.0000.961
달러0.3760.3960.1610.9611.000
2023-12-12T22:44:00.248796image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
사업분야사업유형
사업분야1.0000.262
사업유형0.2621.000
2023-12-12T22:44:00.354888image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
연도원달러사업유형사업분야
연도1.0000.5180.4890.1050.000
원0.5181.0000.9970.1850.088
달러0.4890.9971.0000.1800.082
사업유형0.1050.1850.1801.0000.262
사업분야0.0000.0880.0820.2621.000

Missing values

2023-12-12T22:43:58.308768image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T22:43:58.463249image/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

연도사업유형사업분야원달러
01991개발인식증진기타189456000.0249022.082
11991개발컨설팅기술환경에너지18001000.023660.6204
21991개발컨설팅농림수산16843000.022138.5384
31991봉사단공공행정46477807.061090.7032
41991봉사단교육180159656.0236802.9129
51991봉사단기술환경에너지88741913.0116642.893
61991봉사단농림수산160335728.0210746.2247
71991봉사단보건의료77986896.0102506.4351
81991소규모무상원조공공행정5589831000.07347306.782
91991소규모무상원조교육333072000.0437791.7981
연도사업유형사업분야원달러
12982021인도적지원긴급구호1208977214.01056377.0
12992021인도적지원보건의료1380935000.01206630.0
13002021프로젝트공공행정63059245697.055099746.0
13012021프로젝트교육54931482367.047997893.0
13022021프로젝트기술환경에너지76334153853.066699064.0
13032021프로젝트기타16817280485.014694560.0
13042021프로젝트긴급구호7110391066.06212899.0
13052021프로젝트농림수산58561314646.051169557.0
13062021프로젝트보건의료102800000000.089823907.0
13072021행정성경비기타102800000000.068911476.0