gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	6465
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	909.3 KiB
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=CT08OSN006

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 4159 (64.3%) zeros	Zeros
`METER_PER_IEM_CNT` has 4159 (64.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 12:51:06.184790
Analysis finished	2024-03-13 12:51:21.352804
Duration	15.17 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

INVS_YR
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.2%
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	57.0 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	2.864122
Coefficient of variation (CV)	0.0014230112
Kurtosis	-1.2354315
Mean	2012.7193
Median Absolute Deviation (MAD)	2
Skewness	-0.078462104
Sum	13012230
Variance	8.203195
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2015	720	11.1%
2016	720	11.1%
2017	720	11.1%
2009	630	9.7%
2010	630	9.7%
2011	630	9.7%
2012	630	9.7%
2013	630	9.7%
2014	630	9.7%
2008	525	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2008	525	8.1%
2009	630	9.7%
2010	630	9.7%
2011	630	9.7%
2012	630	9.7%
2013	630	9.7%
2014	630	9.7%
2015	720	11.1%
2016	720	11.1%
2017	720	11.1%

Value	Count	Frequency (%)
2017	720	11.1%
2016	720	11.1%
2015	720	11.1%
2014	630	9.7%
2013	630	9.7%
2012	630	9.7%
2011	630	9.7%
2010	630	9.7%
2009	630	9.7%
2008	525	8.1%

INVS_DSRT
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

2차	1095
3차	1095
4차	1095
5차	1095
6차	1095

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	1095	16.9%
3차	1095	16.9%
4차	1095	16.9%
5차	1095	16.9%
6차	1095	16.9%
1차	990	15.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2차	1095	16.9%
3차	1095	16.9%
4차	1095	16.9%
5차	1095	16.9%
6차	1095	16.9%
1차	990	15.3%

INVS_AREA_NM
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

해남 묵동리	885
고흥 신흥	885
여수 반월	885
사천 아두도	885
통영 망일봉	885
Other values (3)	2040

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	885	13.7%
고흥 신흥	885	13.7%
여수 반월	885	13.7%
사천 아두도	885	13.7%
통영 망일봉	885	13.7%
마산 봉암	885	13.7%
부산 해양대	885	13.7%
제주 사계리	270	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
해남	885	6.8%
묵동리	885	6.8%
고흥	885	6.8%
신흥	885	6.8%
여수	885	6.8%
반월	885	6.8%
사천	885	6.8%
아두도	885	6.8%
통영	885	6.8%
망일봉	885	6.8%
Other values (6)	4080	31.6%

DNF_SRC_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

국내기인	6465

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	6465	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
국내기인	6465	100.0%

QTMT_NM
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

플라스틱류	4741
금속	862
고무	431
의료 및 개인위생	431

Length

Max length	9
Median length	5
Mean length	4.6666667
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	73.3%
금속	862	13.3%
고무	431	6.7%
의료 및 개인위생	431	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
플라스틱류	4741	64.7%
금속	862	11.8%
고무	431	5.9%
의료	431	5.9%
및	431	5.9%
개인위생	431	5.9%

IEM_NM
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

비닐봉투, 비닐쇼핑백 등	431
6개들이 포장고리	431
장어/문어 통발	431
어망(2.5~50cm)	431
어망 (50cm 이상)	431
Other values (10)	4310

Length

Max length	22
Median length	15
Mean length	11.133333
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	비닐봉투, 비닐쇼핑백 등
2nd row	6개들이 포장고리
3rd row	장어/문어 통발
4th row	어망(2.5~50cm)
5th row	어망 (50cm 이상)

Common Values

Value	Count	Frequency (%)
비닐봉투, 비닐쇼핑백 등	431	6.7%
6개들이 포장고리	431	6.7%
장어/문어 통발	431	6.7%
어망(2.5~50cm)	431	6.7%
어망 (50cm 이상)	431	6.7%
밧줄/로프 (2.5~50cm)	431	6.7%
밧줄/로프 (50cm 이상)	431	6.7%
끈(플라스틱, 노끈) (2.5~50cm)	431	6.7%
끈(플라스틱, 노끈) (50cm 이상)	431	6.7%
낚시줄	431	6.7%
Other values (5)	2155	33.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
50cm	1293	9.4%
이상	1293	9.4%
2.5~50cm	862	6.2%
노끈	862	6.2%
밧줄/로프	862	6.2%
끈(플라스틱	862	6.2%
풍선	431	3.1%
스프링통발(그물포함	431	3.1%
낚싯바늘	431	3.1%
낚시추	431	3.1%
Other values (14)	6034	43.8%

IEM_CNT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	136
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9189482

Minimum	0
Maximum	800
Zeros	4159
Zeros (%)	64.3%
Negative	0
Negative (%)	0.0%
Memory size	57.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	26
Maximum	800
Range	800
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	26.741826
Coefficient of variation (CV)	4.518003
Kurtosis	236.41798
Mean	5.9189482
Median Absolute Deviation (MAD)	0
Skewness	12.573032
Sum	38266
Variance	715.12524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4159	64.3%
1	500	7.7%
2	302	4.7%
3	208	3.2%
5	146	2.3%
4	129	2.0%
6	86	1.3%
7	78	1.2%
12	63	1.0%
10	54	0.8%
Other values (126)	740	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4159	64.3%
1	500	7.7%
2	302	4.7%
3	208	3.2%
4	129	2.0%
5	146	2.3%
6	86	1.3%
7	78	1.2%
8	52	0.8%
9	37	0.6%

Value	Count	Frequency (%)
800	1	< 0.1%
590	1	< 0.1%
454	1	< 0.1%
450	1	< 0.1%
448	1	< 0.1%
436	1	< 0.1%
431	1	< 0.1%
303	1	< 0.1%
300	1	< 0.1%
294	1	< 0.1%

METER_PER_IEM_CNT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	136
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.059189482

Minimum	0
Maximum	8
Zeros	4159
Zeros (%)	64.3%
Negative	0
Negative (%)	0.0%
Memory size	57.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.26
Maximum	8
Range	8
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.26741826
Coefficient of variation (CV)	4.518003
Kurtosis	236.41798
Mean	0.059189482
Median Absolute Deviation (MAD)	0
Skewness	12.573032
Sum	382.66
Variance	0.071512524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4159	64.3%
0.01	500	7.7%
0.02	302	4.7%
0.03	208	3.2%
0.05	146	2.3%
0.04	129	2.0%
0.06	86	1.3%
0.07	78	1.2%
0.12	63	1.0%
0.1	54	0.8%
Other values (126)	740	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4159	64.3%
0.01	500	7.7%
0.02	302	4.7%
0.03	208	3.2%
0.04	129	2.0%
0.05	146	2.3%
0.06	86	1.3%
0.07	78	1.2%
0.08	52	0.8%
0.09	37	0.6%

Value	Count	Frequency (%)
8.0	1	< 0.1%
5.9	1	< 0.1%
4.54	1	< 0.1%
4.5	1	< 0.1%
4.48	1	< 0.1%
4.36	1	< 0.1%
4.31	1	< 0.1%
3.03	1	< 0.1%
3.0	1	< 0.1%
2.94	1	< 0.1%

ADM_ZN_NM
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

전남	2655
경남	2655
부산	885
제주	270

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	2655	41.1%
경남	2655	41.1%
부산	885	13.7%
제주	270	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
전남	2655	41.1%
경남	2655	41.1%
부산	885	13.7%
제주	270	4.2%

QTMT_CD
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

PL	4741
ME	862
RB	431
MH	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	73.3%
ME	862	13.3%
RB	431	6.7%
MH	431	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pl	4741	73.3%
me	862	13.3%
rb	431	6.7%
mh	431	6.7%

IEM_CD
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

PL_1_01	431
PL_1_07	431
PL_1_15	431
PL_1_16	431
PL_1_17	431
Other values (10)	4310

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_07
3rd row	PL_1_15
4th row	PL_1_16
5th row	PL_1_17

Common Values

Value	Count	Frequency (%)
PL_1_01	431	6.7%
PL_1_07	431	6.7%
PL_1_15	431	6.7%
PL_1_16	431	6.7%
PL_1_17	431	6.7%
PL_1_20	431	6.7%
PL_1_21	431	6.7%
PL_1_22	431	6.7%
PL_1_23	431	6.7%
PL_1_30	431	6.7%
Other values (5)	2155	33.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pl_1_01	431	6.7%
pl_1_07	431	6.7%
pl_1_15	431	6.7%
pl_1_16	431	6.7%
pl_1_17	431	6.7%
pl_1_20	431	6.7%
pl_1_21	431	6.7%
pl_1_22	431	6.7%
pl_1_23	431	6.7%
pl_1_30	431	6.7%
Other values (5)	2155	33.3%

INVS_YMD
Real number (ℝ)

HIGH CORRELATION

Distinct	320
Distinct (%)	4.9%
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	57.0 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	28598.287
Coefficient of variation (CV)	0.0014208278
Kurtosis	-1.2303754
Mean	20127905
Median Absolute Deviation (MAD)	20710
Skewness	-0.080115689
Sum	1.301269 × 10¹¹
Variance	8.1786204 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20100731	75	1.2%
20161127	60	0.9%
20160327	45	0.7%
20131006	45	0.7%
20090530	45	0.7%
20090329	45	0.7%
20090531	45	0.7%
20111127	45	0.7%
20110529	45	0.7%
20100530	45	0.7%
Other values (310)	5970	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20080327	15	0.2%
20080328	30	0.5%
20080329	45	0.7%
20080404	15	0.2%
20080522	15	0.2%
20080530	45	0.7%
20080531	45	0.7%
20080726	45	0.7%
20080728	15	0.2%
20080730	15	0.2%

Value	Count	Frequency (%)
20171206	15	0.2%
20171203	15	0.2%
20171128	15	0.2%
20171126	30	0.5%
20171125	30	0.5%
20171123	15	0.2%
20171002	15	0.2%
20171001	15	0.2%
20170930	15	0.2%
20170929	30	0.5%

CST_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.6 KiB

남해안	6465

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	6465	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남해안	6465	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	57.0 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	0.41432836
Coefficient of variation (CV)	0.011920014
Kurtosis	5.2951715
Mean	34.759051
Median Absolute Deviation (MAD)	0.231089
Skewness	-2.0203113
Sum	224717.26
Variance	0.17166799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
34.353639	885	13.7%
34.584309	885	13.7%
34.80759	885	13.7%
34.901437	885	13.7%
34.844393	885	13.7%
35.2154	885	13.7%
35.075482	885	13.7%
33.222112	270	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.222112	270	4.2%
34.353639	885	13.7%
34.584309	885	13.7%
34.80759	885	13.7%
34.844393	885	13.7%
34.901437	885	13.7%
35.075482	885	13.7%
35.2154	885	13.7%

Value	Count	Frequency (%)
35.2154	885	13.7%
35.075482	885	13.7%
34.901437	885	13.7%
34.844393	885	13.7%
34.80759	885	13.7%
34.584309	885	13.7%
34.353639	885	13.7%
33.222112	270	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	57.0 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	0.85900345
Coefficient of variation (CV)	0.0067180734
Kurtosis	-1.1632837
Mean	127.86455
Median Absolute Deviation (MAD)	0.565308
Skewness	-0.22938365
Sum	826644.33
Variance	0.73788693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
126.611089	885	13.7%
127.145063	885	13.7%
127.556183	885	13.7%
128.058667	885	13.7%
128.443972	885	13.7%
128.623975	885	13.7%
129.091375	885	13.7%
126.296288	270	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.296288	270	4.2%
126.611089	885	13.7%
127.145063	885	13.7%
127.556183	885	13.7%
128.058667	885	13.7%
128.443972	885	13.7%
128.623975	885	13.7%
129.091375	885	13.7%

Value	Count	Frequency (%)
129.091375	885	13.7%
128.623975	885	13.7%
128.443972	885	13.7%
128.058667	885	13.7%
127.556183	885	13.7%
127.145063	885	13.7%
126.611089	885	13.7%
126.296288	270	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	57.0 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	0.41409112
Coefficient of variation (CV)	0.011913195
Kurtosis	5.2919376
Mean	34.759032
Median Absolute Deviation (MAD)	0.230994
Skewness	-2.0195276
Sum	224717.14
Variance	0.17147145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
34.352882	885	13.7%
34.586191	885	13.7%
34.807212	885	13.7%
34.901096	885	13.7%
34.843857	885	13.7%
35.215688	885	13.7%
35.074851	885	13.7%
33.223216	270	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.223216	270	4.2%
34.352882	885	13.7%
34.586191	885	13.7%
34.807212	885	13.7%
34.843857	885	13.7%
34.901096	885	13.7%
35.074851	885	13.7%
35.215688	885	13.7%

Value	Count	Frequency (%)
35.215688	885	13.7%
35.074851	885	13.7%
34.901096	885	13.7%
34.843857	885	13.7%
34.807212	885	13.7%
34.586191	885	13.7%
34.352882	885	13.7%
33.223216	270	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	57.0 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	0.85887435
Coefficient of variation (CV)	0.0067170626
Kurtosis	-1.1623771
Mean	127.86457
Median Absolute Deviation (MAD)	0.564304
Skewness	-0.23061617
Sum	826644.47
Variance	0.73766515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
126.610013	885	13.7%
127.145855	885	13.7%
127.556956	885	13.7%
128.059412	885	13.7%
128.443373	885	13.7%
128.623716	885	13.7%
129.090912	885	13.7%
126.297093	270	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.297093	270	4.2%
126.610013	885	13.7%
127.145855	885	13.7%
127.556956	885	13.7%
128.059412	885	13.7%
128.443373	885	13.7%
128.623716	885	13.7%
129.090912	885	13.7%

Value	Count	Frequency (%)
129.090912	885	13.7%
128.623716	885	13.7%
128.443373	885	13.7%
128.059412	885	13.7%
127.556956	885	13.7%
127.145855	885	13.7%
126.610013	885	13.7%
126.297093	270	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	0.207	0.000	0.000	0.050	0.040	0.251	0.000	0.000	1.000	0.244	0.207	0.244	0.207
INVS_DSRT	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.084	0.000	0.000	0.000	0.000
INVS_AREA_NM	0.207	0.000	1.000	0.000	0.000	0.091	0.090	1.000	0.000	0.000	0.221	1.000	1.000	1.000	1.000
QTMT_NM	0.000	0.000	0.000	1.000	1.000	0.044	0.044	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	0.198	0.198	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
IEM_CNT	0.050	0.000	0.091	0.044	0.198	1.000	1.000	0.030	0.044	0.198	0.051	0.066	0.091	0.066	0.091
METER_PER_IEM_CNT	0.040	0.000	0.090	0.044	0.198	1.000	1.000	0.028	0.044	0.198	0.045	0.065	0.090	0.065	0.090
ADM_ZN_NM	0.251	0.000	1.000	0.000	0.000	0.030	0.028	1.000	0.000	0.000	0.277	0.968	1.000	0.968	1.000
QTMT_CD	0.000	0.000	0.000	1.000	1.000	0.044	0.044	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	0.198	0.198	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
INVS_YMD	1.000	0.084	0.221	0.000	0.000	0.051	0.045	0.277	0.000	0.000	1.000	0.238	0.221	0.238	0.221
STR_LA	0.244	0.000	1.000	0.000	0.000	0.066	0.065	0.968	0.000	0.000	0.238	1.000	1.000	1.000	1.000
STR_LO	0.207	0.000	1.000	0.000	0.000	0.091	0.090	1.000	0.000	0.000	0.221	1.000	1.000	1.000	1.000
END_LA	0.244	0.000	1.000	0.000	0.000	0.066	0.065	0.968	0.000	0.000	0.238	1.000	1.000	1.000	1.000
END_LO	0.207	0.000	1.000	0.000	0.000	0.091	0.090	1.000	0.000	0.000	0.221	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	-0.071	-0.071	0.994	-0.085	-0.085	-0.085	-0.085	0.042	0.105	0.000	0.000	0.166	0.000	0.000
IEM_CNT	-0.071	1.000	1.000	-0.070	0.022	0.017	0.022	0.017	0.000	0.049	0.029	0.092	0.020	0.029	0.092
METER_PER_IEM_CNT	-0.071	1.000	1.000	-0.070	0.022	0.017	0.022	0.017	0.000	0.049	0.029	0.092	0.020	0.029	0.092
INVS_YMD	0.994	-0.070	-0.070	1.000	-0.087	-0.085	-0.087	-0.085	0.045	0.107	0.000	0.000	0.169	0.000	0.000
STR_LA	-0.085	0.022	0.022	-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	0.017	0.017	-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	0.022	0.022	-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	0.017	0.017	-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	0.042	0.000	0.000	0.045	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	0.105	0.049	0.049	0.107	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	0.029	0.029	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	0.092	0.092	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	0.166	0.020	0.020	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	0.029	0.029	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	0.092	0.092	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	6개들이 포장고리	0	0.0	전남	PL	PL_1_07	20080404	남해안	34.353639	126.611089	34.352882	126.610013
2	2008	2차	해남 묵동리	국내기인	플라스틱류	장어/문어 통발	1	0.01	전남	PL	PL_1_15	20080404	남해안	34.353639	126.611089	34.352882	126.610013
3	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
4	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
5	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
6	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
7	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
8	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
9	2008	2차	해남 묵동리	국내기인	플라스틱류	낚시줄	0	0.0	전남	PL	PL_1_30	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
6455	2017	6차	제주 사계리	국내기인	플라스틱류	밧줄/로프 (2.5~50cm)	0	0.0	제주	PL	PL_1_20	20171206	남해안	33.222112	126.296288	33.223216	126.297093
6456	2017	6차	제주 사계리	국내기인	플라스틱류	밧줄/로프 (50cm 이상)	0	0.0	제주	PL	PL_1_21	20171206	남해안	33.222112	126.296288	33.223216	126.297093
6457	2017	6차	제주 사계리	국내기인	플라스틱류	끈(플라스틱, 노끈) (2.5~50cm)	1	0.01	제주	PL	PL_1_22	20171206	남해안	33.222112	126.296288	33.223216	126.297093
6458	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
6459	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
6460	2017	6차	제주 사계리	국내기인	플라스틱류	가짜미끼, 형광찌	0	0.0	제주	PL	PL_1_31	20171206	남해안	33.222112	126.296288	33.223216	126.297093
6461	2017	6차	제주 사계리	국내기인	금속	납 낚시추, 낚싯바늘	0	0.0	제주	ME	ME_1_06	20171206	남해안	33.222112	126.296288	33.223216	126.297093
6462	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
6463	2017	6차	제주 사계리	국내기인	고무	풍선	0	0.0	제주	RB	RB_1_02	20171206	남해안	33.222112	126.296288	33.223216	126.297093
6464	2017	6차	제주 사계리	국내기인	의료 및 개인위생	주사기	0	0.0	제주	MH	MH_1_02	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