gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	7327
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.0 MiB
Average record size in memory	144.0 B

Variable types

Numeric	8
Categorical	9

Dataset

Description	Sample
Author	(사)동아시아바다공동체오션
URL	https://www.bigdata-coast.kr/gdsInfo/gdsInfoDetail.do?gdsCd=CT08OSN003

Alerts

`DNF_SRC_NM` has constant value ""	Constant
`CST_NM` has constant value ""	Constant
`ADM_ZN_NM` is highly overall correlated with `STR_LA` and 4 other fields	High correlation
`QTMT_CD` is highly overall correlated with `QTMT_NM` and 2 other fields	High correlation
`IEM_NM` is highly overall correlated with `QTMT_NM` and 2 other fields	High correlation
`INVS_AREA_NM` is highly overall correlated with `STR_LA` and 4 other fields	High correlation
`IEM_CD` is highly overall correlated with `QTMT_NM` and 2 other fields	High correlation
`QTMT_NM` is highly overall correlated with `IEM_NM` and 2 other fields	High correlation
`INVS_YR` is highly overall correlated with `INVS_YMD`	High correlation
`IEM_CNT` is highly overall correlated with `METER_PER_IEM_CNT`	High correlation
`METER_PER_IEM_CNT` is highly overall correlated with `IEM_CNT`	High correlation
`INVS_YMD` is highly overall correlated with `INVS_YR`	High correlation
`STR_LA` is highly overall correlated with `STR_LO` and 4 other fields	High correlation
`STR_LO` is highly overall correlated with `STR_LA` and 4 other fields	High correlation
`END_LA` is highly overall correlated with `STR_LA` and 4 other fields	High correlation
`END_LO` is highly overall correlated with `STR_LA` and 4 other fields	High correlation
`IEM_CNT` has 4265 (58.2%) zeros	Zeros
`METER_PER_IEM_CNT` has 4265 (58.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 12:51:48.339304
Analysis finished	2024-03-13 12:52:02.828061
Duration	14.49 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

INVS_YR
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2012.7193

Minimum	2008
Maximum	2017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.5 KiB

Quantile statistics

Minimum	2008
5-th percentile	2008
Q1	2010
median	2013
Q3	2015
95-th percentile	2017
Maximum	2017
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.864096
Coefficient of variation (CV)	0.0014229982
Kurtosis	-1.2354283
Mean	2012.7193
Median Absolute Deviation (MAD)	2
Skewness	-0.078459962
Sum	14747194
Variance	8.2030457
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2015	816	11.1%
2016	816	11.1%
2017	816	11.1%
2009	714	9.7%
2010	714	9.7%
2011	714	9.7%
2012	714	9.7%
2013	714	9.7%
2014	714	9.7%
2008	595	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2008	595	8.1%
2009	714	9.7%
2010	714	9.7%
2011	714	9.7%
2012	714	9.7%
2013	714	9.7%
2014	714	9.7%
2015	816	11.1%
2016	816	11.1%
2017	816	11.1%

Value	Count	Frequency (%)
2017	816	11.1%
2016	816	11.1%
2015	816	11.1%
2014	714	9.7%
2013	714	9.7%
2012	714	9.7%
2011	714	9.7%
2010	714	9.7%
2009	714	9.7%
2008	595	8.1%

INVS_DSRT
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

2차	1241
3차	1241
4차	1241
5차	1241
6차	1241

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2차
2nd row	2차
3rd row	2차
4th row	2차
5th row	2차

Common Values

Value	Count	Frequency (%)
2차	1241	16.9%
3차	1241	16.9%
4차	1241	16.9%
5차	1241	16.9%
6차	1241	16.9%
1차	1122	15.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2차	1241	16.9%
3차	1241	16.9%
4차	1241	16.9%
5차	1241	16.9%
6차	1241	16.9%
1차	1122	15.3%

INVS_AREA_NM
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

해남 묵동리	1003
고흥 신흥	1003
여수 반월	1003
사천 아두도	1003
통영 망일봉	1003
Other values (3)	2312

Length

Max length	6
Median length	6
Mean length	5.5893271
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	해남 묵동리
2nd row	해남 묵동리
3rd row	해남 묵동리
4th row	해남 묵동리
5th row	해남 묵동리

Common Values

Value	Count	Frequency (%)
해남 묵동리	1003	13.7%
고흥 신흥	1003	13.7%
여수 반월	1003	13.7%
사천 아두도	1003	13.7%
통영 망일봉	1003	13.7%
마산 봉암	1003	13.7%
부산 해양대	1003	13.7%
제주 사계리	306	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
해남	1003	6.8%
묵동리	1003	6.8%
고흥	1003	6.8%
신흥	1003	6.8%
여수	1003	6.8%
반월	1003	6.8%
사천	1003	6.8%
아두도	1003	6.8%
통영	1003	6.8%
망일봉	1003	6.8%
Other values (6)	4624	31.6%

DNF_SRC_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

국내기인	7327

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	국내기인
2nd row	국내기인
3rd row	국내기인
4th row	국내기인
5th row	국내기인

Common Values

Value	Count	Frequency (%)
국내기인	7327	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
국내기인	7327	100.0%

QTMT_NM
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

플라스틱류	4741
나무	2155
금속	431

Length

Max length	5
Median length	5
Mean length	3.9411765
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	플라스틱류
2nd row	플라스틱류
3rd row	플라스틱류
4th row	플라스틱류
5th row	플라스틱류

Common Values

Value	Count	Frequency (%)
플라스틱류	4741	64.7%
나무	2155	29.4%
금속	431	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
플라스틱류	4741	64.7%
나무	2155	29.4%
금속	431	5.9%

IEM_NM
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

비닐봉투, 비닐쇼핑백 등	431
음식물포장지(라면봉지, 과자봉지 등)	431
어망(2.5~50cm)	431
어망 (50cm 이상)	431
밧줄/로프 (2.5~50cm)	431
Other values (12)	5172

Length

Max length	22
Median length	17
Mean length	14.235294
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	비닐봉투, 비닐쇼핑백 등
2nd row	음식물포장지(라면봉지, 과자봉지 등)
3rd row	어망(2.5~50cm)
4th row	어망 (50cm 이상)
5th row	밧줄/로프 (2.5~50cm)

Common Values

Value	Count	Frequency (%)
비닐봉투, 비닐쇼핑백 등	431	5.9%
음식물포장지(라면봉지, 과자봉지 등)	431	5.9%
어망(2.5~50cm)	431	5.9%
어망 (50cm 이상)	431	5.9%
밧줄/로프 (2.5~50cm)	431	5.9%
밧줄/로프 (50cm 이상)	431	5.9%
끈(플라스틱, 노끈) (2.5~50cm)	431	5.9%
끈(플라스틱, 노끈) (50cm 이상)	431	5.9%
농업용폐비닐 (2.5~50cm)	431	5.9%
농업용폐비닐 (50cm 이상)	431	5.9%
Other values (7)	3017	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
50cm	2155	12.5%
이상	2155	12.5%
2.5~50cm	1724	10.0%
등	1293	7.5%
끈(플라스틱	862	5.0%
건축용목재	862	5.0%
밧줄/로프	862	5.0%
노끈	862	5.0%
농업용폐비닐	862	5.0%
나무	431	2.5%
Other values (12)	5172	30.0%

IEM_CNT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	180
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5770438

Minimum	0
Maximum	800
Zeros	4265
Zeros (%)	58.2%
Negative	0
Negative (%)	0.0%
Memory size	64.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	34
Maximum	800
Range	800
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	35.332241
Coefficient of variation (CV)	4.1193961
Kurtosis	132.73558
Mean	8.5770438
Median Absolute Deviation (MAD)	0
Skewness	9.8974985
Sum	62844
Variance	1248.3672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4265	58.2%
1	492	6.7%
2	373	5.1%
3	282	3.8%
5	219	3.0%
4	178	2.4%
6	122	1.7%
7	115	1.6%
12	87	1.2%
10	84	1.1%
Other values (170)	1110	15.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4265	58.2%
1	492	6.7%
2	373	5.1%
3	282	3.8%
4	178	2.4%
5	219	3.0%
6	122	1.7%
7	115	1.6%
8	81	1.1%
9	50	0.7%

Value	Count	Frequency (%)
800	1	< 0.1%
620	1	< 0.1%
611	1	< 0.1%
590	1	< 0.1%
564	1	< 0.1%
540	1	< 0.1%
516	1	< 0.1%
507	1	< 0.1%
454	1	< 0.1%
450	1	< 0.1%

METER_PER_IEM_CNT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	180
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.085770438

Minimum	0
Maximum	8
Zeros	4265
Zeros (%)	58.2%
Negative	0
Negative (%)	0.0%
Memory size	64.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.04
95-th percentile	0.34
Maximum	8
Range	8
Interquartile range (IQR)	0.04

Descriptive statistics

Standard deviation	0.35332241
Coefficient of variation (CV)	4.1193961
Kurtosis	132.73558
Mean	0.085770438
Median Absolute Deviation (MAD)	0
Skewness	9.8974985
Sum	628.44
Variance	0.12483672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4265	58.2%
0.01	492	6.7%
0.02	373	5.1%
0.03	282	3.8%
0.05	219	3.0%
0.04	178	2.4%
0.06	122	1.7%
0.07	115	1.6%
0.12	87	1.2%
0.1	84	1.1%
Other values (170)	1110	15.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4265	58.2%
0.01	492	6.7%
0.02	373	5.1%
0.03	282	3.8%
0.04	178	2.4%
0.05	219	3.0%
0.06	122	1.7%
0.07	115	1.6%
0.08	81	1.1%
0.09	50	0.7%

Value	Count	Frequency (%)
8.0	1	< 0.1%
6.2	1	< 0.1%
6.11	1	< 0.1%
5.9	1	< 0.1%
5.64	1	< 0.1%
5.4	1	< 0.1%
5.16	1	< 0.1%
5.07	1	< 0.1%
4.54	1	< 0.1%
4.5	1	< 0.1%

ADM_ZN_NM
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

전남	3009
경남	3009
부산	1003
제주	306

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	전남
2nd row	전남
3rd row	전남
4th row	전남
5th row	전남

Common Values

Value	Count	Frequency (%)
전남	3009	41.1%
경남	3009	41.1%
부산	1003	13.7%
제주	306	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
전남	3009	41.1%
경남	3009	41.1%
부산	1003	13.7%
제주	306	4.2%

QTMT_CD
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

PL	4741
WD	2155
ME	431

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PL
2nd row	PL
3rd row	PL
4th row	PL
5th row	PL

Common Values

Value	Count	Frequency (%)
PL	4741	64.7%
WD	2155	29.4%
ME	431	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pl	4741	64.7%
wd	2155	29.4%
me	431	5.9%

IEM_CD
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

PL_1_01	431
PL_1_05	431
PL_1_16	431
PL_1_17	431
PL_1_20	431
Other values (12)	5172

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PL_1_01
2nd row	PL_1_05
3rd row	PL_1_16
4th row	PL_1_17
5th row	PL_1_20

Common Values

Value	Count	Frequency (%)
PL_1_01	431	5.9%
PL_1_05	431	5.9%
PL_1_16	431	5.9%
PL_1_17	431	5.9%
PL_1_20	431	5.9%
PL_1_21	431	5.9%
PL_1_22	431	5.9%
PL_1_23	431	5.9%
PL_1_27	431	5.9%
PL_1_28	431	5.9%
Other values (7)	3017	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pl_1_01	431	5.9%
pl_1_28	431	5.9%
wd_1_05	431	5.9%
wd_1_04	431	5.9%
wd_1_03	431	5.9%
wd_1_02	431	5.9%
wd_1_01	431	5.9%
pl_1_30	431	5.9%
pl_1_27	431	5.9%
pl_1_05	431	5.9%
Other values (7)	3017	41.2%

INVS_YMD
Real number (ℝ)

HIGH CORRELATION

Distinct	320
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20127905

Minimum	20080327
Maximum	20171206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.5 KiB

Quantile statistics

Minimum	20080327
5-th percentile	20080927
Q1	20101002
median	20130419
Q3	20151010
95-th percentile	20170727
Maximum	20171206
Range	90879
Interquartile range (IQR)	50008

Descriptive statistics

Standard deviation	28598.027
Coefficient of variation (CV)	0.0014208149
Kurtosis	-1.2303727
Mean	20127905
Median Absolute Deviation (MAD)	20710
Skewness	-0.080113501
Sum	1.4747716 × 10¹¹
Variance	8.1784715 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20100731	85	1.2%
20161127	68	0.9%
20160327	51	0.7%
20131006	51	0.7%
20090530	51	0.7%
20090329	51	0.7%
20090531	51	0.7%
20111127	51	0.7%
20110529	51	0.7%
20100530	51	0.7%
Other values (310)	6766	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20080327	17	0.2%
20080328	34	0.5%
20080329	51	0.7%
20080404	17	0.2%
20080522	17	0.2%
20080530	51	0.7%
20080531	51	0.7%
20080726	51	0.7%
20080728	17	0.2%
20080730	17	0.2%

Value	Count	Frequency (%)
20171206	17	0.2%
20171203	17	0.2%
20171128	17	0.2%
20171126	34	0.5%
20171125	34	0.5%
20171123	17	0.2%
20171002	17	0.2%
20171001	17	0.2%
20170930	17	0.2%
20170929	34	0.5%

CST_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.4 KiB

남해안	7327

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	남해안
2nd row	남해안
3rd row	남해안
4th row	남해안
5th row	남해안

Common Values

Value	Count	Frequency (%)
남해안	7327	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남해안	7327	100.0%

STR_LA
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.759051

Minimum	33.222112
Maximum	35.2154
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.5 KiB

Quantile statistics

Minimum	33.222112
5-th percentile	34.353639
Q1	34.584309
median	34.844393
Q3	35.075482
95-th percentile	35.2154
Maximum	35.2154
Range	1.993288
Interquartile range (IQR)	0.491173

Descriptive statistics

Standard deviation	0.41432459
Coefficient of variation (CV)	0.011919905
Kurtosis	5.2945804
Mean	34.759051
Median Absolute Deviation (MAD)	0.231089
Skewness	-2.0202561
Sum	254679.56
Variance	0.17166487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
34.353639	1003	13.7%
34.584309	1003	13.7%
34.80759	1003	13.7%
34.901437	1003	13.7%
34.844393	1003	13.7%
35.2154	1003	13.7%
35.075482	1003	13.7%
33.222112	306	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.222112	306	4.2%
34.353639	1003	13.7%
34.584309	1003	13.7%
34.80759	1003	13.7%
34.844393	1003	13.7%
34.901437	1003	13.7%
35.075482	1003	13.7%
35.2154	1003	13.7%

Value	Count	Frequency (%)
35.2154	1003	13.7%
35.075482	1003	13.7%
34.901437	1003	13.7%
34.844393	1003	13.7%
34.80759	1003	13.7%
34.584309	1003	13.7%
34.353639	1003	13.7%
33.222112	306	4.2%

STR_LO
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.86455

Minimum	126.29629
Maximum	129.09137
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.5 KiB

Quantile statistics

Minimum	126.29629
5-th percentile	126.61109
Q1	127.14506
median	128.05867
Q3	128.62398
95-th percentile	129.09137
Maximum	129.09137
Range	2.795087
Interquartile range (IQR)	1.478912

Descriptive statistics

Standard deviation	0.85899563
Coefficient of variation (CV)	0.0067180123
Kurtosis	-1.163287
Mean	127.86455
Median Absolute Deviation (MAD)	0.565308
Skewness	-0.22937739
Sum	936863.58
Variance	0.7378735
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
126.611089	1003	13.7%
127.145063	1003	13.7%
127.556183	1003	13.7%
128.058667	1003	13.7%
128.443972	1003	13.7%
128.623975	1003	13.7%
129.091375	1003	13.7%
126.296288	306	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.296288	306	4.2%
126.611089	1003	13.7%
127.145063	1003	13.7%
127.556183	1003	13.7%
128.058667	1003	13.7%
128.443972	1003	13.7%
128.623975	1003	13.7%
129.091375	1003	13.7%

Value	Count	Frequency (%)
129.091375	1003	13.7%
128.623975	1003	13.7%
128.443972	1003	13.7%
128.058667	1003	13.7%
127.556183	1003	13.7%
127.145063	1003	13.7%
126.611089	1003	13.7%
126.296288	306	4.2%

END_LA
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.759032

Minimum	33.223216
Maximum	35.215688
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.5 KiB

Quantile statistics

Minimum	33.223216
5-th percentile	34.352882
Q1	34.586191
median	34.843857
Q3	35.074851
95-th percentile	35.215688
Maximum	35.215688
Range	1.992472
Interquartile range (IQR)	0.48866

Descriptive statistics

Standard deviation	0.41408735
Coefficient of variation (CV)	0.011913086
Kurtosis	5.2913467
Mean	34.759032
Median Absolute Deviation (MAD)	0.230994
Skewness	-2.0194725
Sum	254679.43
Variance	0.17146833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
34.352882	1003	13.7%
34.586191	1003	13.7%
34.807212	1003	13.7%
34.901096	1003	13.7%
34.843857	1003	13.7%
35.215688	1003	13.7%
35.074851	1003	13.7%
33.223216	306	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.223216	306	4.2%
34.352882	1003	13.7%
34.586191	1003	13.7%
34.807212	1003	13.7%
34.843857	1003	13.7%
34.901096	1003	13.7%
35.074851	1003	13.7%
35.215688	1003	13.7%

Value	Count	Frequency (%)
35.215688	1003	13.7%
35.074851	1003	13.7%
34.901096	1003	13.7%
34.843857	1003	13.7%
34.807212	1003	13.7%
34.586191	1003	13.7%
34.352882	1003	13.7%
33.223216	306	4.2%

END_LO
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.86457

Minimum	126.29709
Maximum	129.09091
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.5 KiB

Quantile statistics

Minimum	126.29709
5-th percentile	126.61001
Q1	127.14585
median	128.05941
Q3	128.62372
95-th percentile	129.09091
Maximum	129.09091
Range	2.793819
Interquartile range (IQR)	1.477861

Descriptive statistics

Standard deviation	0.85886654
Coefficient of variation (CV)	0.0067170015
Kurtosis	-1.1623805
Mean	127.86457
Median Absolute Deviation (MAD)	0.564304
Skewness	-0.23060987
Sum	936863.74
Variance	0.73765173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
126.610013	1003	13.7%
127.145855	1003	13.7%
127.556956	1003	13.7%
128.059412	1003	13.7%
128.443373	1003	13.7%
128.623716	1003	13.7%
129.090912	1003	13.7%
126.297093	306	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.297093	306	4.2%
126.610013	1003	13.7%
127.145855	1003	13.7%
127.556956	1003	13.7%
128.059412	1003	13.7%
128.443373	1003	13.7%
128.623716	1003	13.7%
129.090912	1003	13.7%

Value	Count	Frequency (%)
129.090912	1003	13.7%
128.623716	1003	13.7%
128.443373	1003	13.7%
128.059412	1003	13.7%
127.556956	1003	13.7%
127.145855	1003	13.7%
126.610013	1003	13.7%
126.297093	306	4.2%

Heatmap
Table

	INVS_YR	INVS_DSRT	INVS_AREA_NM	QTMT_NM	IEM_NM	IEM_CNT	METER_PER_IEM_CNT	ADM_ZN_NM	QTMT_CD	IEM_CD	INVS_YMD	STR_LA	STR_LO	END_LA	END_LO
INVS_YR	1.000	0.000	0.209	0.000	0.000	0.044	0.040	0.252	0.000	0.000	1.000	0.246	0.209	0.246	0.209
INVS_DSRT	0.000	1.000	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.088	0.000	0.000	0.000	0.000
INVS_AREA_NM	0.209	0.000	1.000	0.000	0.000	0.141	0.143	1.000	0.000	0.000	0.223	1.000	1.000	1.000	1.000
QTMT_NM	0.000	0.000	0.000	1.000	1.000	0.107	0.114	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
IEM_NM	0.000	0.000	0.000	1.000	1.000	0.206	0.211	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
IEM_CNT	0.044	0.000	0.141	0.107	0.206	1.000	1.000	0.065	0.107	0.206	0.047	0.103	0.141	0.103	0.141
METER_PER_IEM_CNT	0.040	0.005	0.143	0.114	0.211	1.000	1.000	0.067	0.114	0.211	0.042	0.106	0.143	0.106	0.143
ADM_ZN_NM	0.252	0.000	1.000	0.000	0.000	0.065	0.067	1.000	0.000	0.000	0.278	0.968	1.000	0.968	1.000
QTMT_CD	0.000	0.000	0.000	1.000	1.000	0.107	0.114	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
IEM_CD	0.000	0.000	0.000	1.000	1.000	0.206	0.211	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
INVS_YMD	1.000	0.088	0.223	0.000	0.000	0.047	0.042	0.278	0.000	0.000	1.000	0.239	0.223	0.239	0.223
STR_LA	0.246	0.000	1.000	0.000	0.000	0.103	0.106	0.968	0.000	0.000	0.239	1.000	1.000	1.000	1.000
STR_LO	0.209	0.000	1.000	0.000	0.000	0.141	0.143	1.000	0.000	0.000	0.223	1.000	1.000	1.000	1.000
END_LA	0.246	0.000	1.000	0.000	0.000	0.103	0.106	0.968	0.000	0.000	0.239	1.000	1.000	1.000	1.000
END_LO	0.209	0.000	1.000	0.000	0.000	0.141	0.143	1.000	0.000	0.000	0.223	1.000	1.000	1.000	1.000

Heatmap
Table

	ADM_ZN_NM	QTMT_CD	IEM_NM	INVS_AREA_NM	IEM_CD	QTMT_NM	INVS_DSRT
ADM_ZN_NM	1.000	0.000	0.000	1.000	0.000	0.000	0.000
QTMT_CD	0.000	1.000	0.999	0.000	0.999	1.000	0.000
IEM_NM	0.000	0.999	1.000	0.000	1.000	0.999	0.000
INVS_AREA_NM	1.000	0.000	0.000	1.000	0.000	0.000	0.000
IEM_CD	0.000	0.999	1.000	0.000	1.000	0.999	0.000
QTMT_NM	0.000	1.000	0.999	0.000	0.999	1.000	0.000
INVS_DSRT	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	INVS_YR	IEM_CNT	METER_PER_IEM_CNT	INVS_YMD	STR_LA	STR_LO	END_LA	END_LO	INVS_DSRT	INVS_AREA_NM	QTMT_NM	IEM_NM	ADM_ZN_NM	QTMT_CD	IEM_CD
INVS_YR	1.000	-0.111	-0.111	0.994	-0.085	-0.085	-0.085	-0.085	0.044	0.106	0.000	0.000	0.167	0.000	0.000
IEM_CNT	-0.111	1.000	1.000	-0.111	0.073	0.061	0.073	0.061	0.000	0.070	0.048	0.084	0.041	0.048	0.084
METER_PER_IEM_CNT	-0.111	1.000	1.000	-0.111	0.073	0.061	0.073	0.061	0.000	0.070	0.048	0.084	0.041	0.048	0.084
INVS_YMD	0.994	-0.111	-0.111	1.000	-0.087	-0.085	-0.087	-0.085	0.046	0.108	0.000	0.000	0.169	0.000	0.000
STR_LA	-0.085	0.073	0.073	-0.087	1.000	0.937	1.000	0.937	0.000	1.000	0.000	0.000	0.882	0.000	0.000
STR_LO	-0.085	0.061	0.061	-0.085	0.937	1.000	0.937	1.000	0.000	1.000	0.000	0.000	1.000	0.000	0.000
END_LA	-0.085	0.073	0.073	-0.087	1.000	0.937	1.000	0.937	0.000	1.000	0.000	0.000	0.882	0.000	0.000
END_LO	-0.085	0.061	0.061	-0.085	0.937	1.000	0.937	1.000	0.000	1.000	0.000	0.000	1.000	0.000	0.000
INVS_DSRT	0.044	0.000	0.000	0.046	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000
INVS_AREA_NM	0.106	0.070	0.070	0.108	1.000	1.000	1.000	1.000	0.000	1.000	0.000	0.000	1.000	0.000	0.000
QTMT_NM	0.000	0.048	0.048	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.999	0.000	1.000	0.999
IEM_NM	0.000	0.084	0.084	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.999	1.000	0.000	0.999	1.000
ADM_ZN_NM	0.167	0.041	0.041	0.169	0.882	1.000	0.882	1.000	0.000	1.000	0.000	0.000	1.000	0.000	0.000
QTMT_CD	0.000	0.048	0.048	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.999	0.000	1.000	0.999
IEM_CD	0.000	0.084	0.084	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.999	1.000	0.000	0.999	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	INVS_YR	INVS_DSRT	INVS_AREA_NM	DNF_SRC_NM	QTMT_NM	IEM_NM	IEM_CNT	METER_PER_IEM_CNT	ADM_ZN_NM	QTMT_CD	IEM_CD	INVS_YMD	CST_NM	STR_LA	STR_LO	END_LA	END_LO
0	2008	2차	해남 묵동리	국내기인	플라스틱류	비닐봉투, 비닐쇼핑백 등	0	0.0	전남	PL	PL_1_01	20080404	남해안	34.353639	126.611089	34.352882	126.610013
1	2008	2차	해남 묵동리	국내기인	플라스틱류	음식물포장지(라면봉지, 과자봉지 등)	9	0.09	전남	PL	PL_1_05	20080404	남해안	34.353639	126.611089	34.352882	126.610013
2	2008	2차	해남 묵동리	국내기인	플라스틱류	어망(2.5~50cm)	0	0.0	전남	PL	PL_1_16	20080404	남해안	34.353639	126.611089	34.352882	126.610013
3	2008	2차	해남 묵동리	국내기인	플라스틱류	어망 (50cm 이상)	13	0.13	전남	PL	PL_1_17	20080404	남해안	34.353639	126.611089	34.352882	126.610013
4	2008	2차	해남 묵동리	국내기인	플라스틱류	밧줄/로프 (2.5~50cm)	11	0.11	전남	PL	PL_1_20	20080404	남해안	34.353639	126.611089	34.352882	126.610013
5	2008	2차	해남 묵동리	국내기인	플라스틱류	밧줄/로프 (50cm 이상)	14	0.14	전남	PL	PL_1_21	20080404	남해안	34.353639	126.611089	34.352882	126.610013
6	2008	2차	해남 묵동리	국내기인	플라스틱류	끈(플라스틱, 노끈) (2.5~50cm)	7	0.07	전남	PL	PL_1_22	20080404	남해안	34.353639	126.611089	34.352882	126.610013
7	2008	2차	해남 묵동리	국내기인	플라스틱류	끈(플라스틱, 노끈) (50cm 이상)	3	0.03	전남	PL	PL_1_23	20080404	남해안	34.353639	126.611089	34.352882	126.610013
8	2008	2차	해남 묵동리	국내기인	플라스틱류	농업용폐비닐 (2.5~50cm)	1	0.01	전남	PL	PL_1_27	20080404	남해안	34.353639	126.611089	34.352882	126.610013
9	2008	2차	해남 묵동리	국내기인	플라스틱류	농업용폐비닐 (50cm 이상)	14	0.14	전남	PL	PL_1_28	20080404	남해안	34.353639	126.611089	34.352882	126.610013

	INVS_YR	INVS_DSRT	INVS_AREA_NM	DNF_SRC_NM	QTMT_NM	IEM_NM	IEM_CNT	METER_PER_IEM_CNT	ADM_ZN_NM	QTMT_CD	IEM_CD	INVS_YMD	CST_NM	STR_LA	STR_LO	END_LA	END_LO
7317	2017	6차	제주 사계리	국내기인	플라스틱류	끈(플라스틱, 노끈) (50cm 이상)	0	0.0	제주	PL	PL_1_23	20171206	남해안	33.222112	126.296288	33.223216	126.297093
7318	2017	6차	제주 사계리	국내기인	플라스틱류	농업용폐비닐 (2.5~50cm)	0	0.0	제주	PL	PL_1_27	20171206	남해안	33.222112	126.296288	33.223216	126.297093
7319	2017	6차	제주 사계리	국내기인	플라스틱류	농업용폐비닐 (50cm 이상)	0	0.0	제주	PL	PL_1_28	20171206	남해안	33.222112	126.296288	33.223216	126.297093
7320	2017	6차	제주 사계리	국내기인	플라스틱류	낚시줄	0	0.0	제주	PL	PL_1_30	20171206	남해안	33.222112	126.296288	33.223216	126.297093
7321	2017	6차	제주 사계리	국내기인	나무	나무 팔레트	0	0.0	제주	WD	WD_1_01	20171206	남해안	33.222112	126.296288	33.223216	126.297093
7322	2017	6차	제주 사계리	국내기인	나무	대형나무포장상자	0	0.0	제주	WD	WD_1_02	20171206	남해안	33.222112	126.296288	33.223216	126.297093
7323	2017	6차	제주 사계리	국내기인	나무	건축용목재 (2.5~50cm)	2	0.02	제주	WD	WD_1_03	20171206	남해안	33.222112	126.296288	33.223216	126.297093
7324	2017	6차	제주 사계리	국내기인	나무	건축용목재 (50cm 이상)	0	0.0	제주	WD	WD_1_04	20171206	남해안	33.222112	126.296288	33.223216	126.297093
7325	2017	6차	제주 사계리	국내기인	나무	어업용목재(폐목선, 양식장시설 등)	0	0.0	제주	WD	WD_1_05	20171206	남해안	33.222112	126.296288	33.223216	126.297093
7326	2017	6차	제주 사계리	국내기인	금속	스프링통발(그물포함)	0	0.0	제주	ME	ME_1_07	20171206	남해안	33.222112	126.296288	33.223216	126.297093

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample