gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	6495
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	913.5 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=CT08OSN005

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 4494 (69.2%) zeros	Zeros
`METER_PER_IEM_CNT` has 4494 (69.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 12:42:23.211395
Analysis finished	2024-03-13 12:42:36.724950
Duration	13.51 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	2012.7252

Minimum	2008
Maximum	2017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.2 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	2.8588182
Coefficient of variation (CV)	0.0014203719
Kurtosis	-1.2296509
Mean	2012.7252
Median Absolute Deviation (MAD)	2
Skewness	-0.084329248
Sum	13072650
Variance	8.1728417
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2015	720	11.1%
2016	720	11.1%
2017	720	11.1%
2014	660	10.2%
2009	630	9.7%
2010	630	9.7%
2011	630	9.7%
2012	630	9.7%
2013	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	660	10.2%
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	660	10.2%
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	50.9 KiB

5차	1110
6차	1110
2차	1095
3차	1095
4차	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 (%)
5차	1110	17.1%
6차	1110	17.1%
2차	1095	16.9%
3차	1095	16.9%
4차	1095	16.9%
1차	990	15.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5차	1110	17.1%
6차	1110	17.1%
2차	1095	16.9%
3차	1095	16.9%
4차	1095	16.9%
1차	990	15.2%

INVS_AREA_NM
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.9 KiB

강화 여차리	1185
안산 말부흥	885
태안 백리포	885
보령 석대도	885
부안 변산	885
Other values (2)	1770

Length

Max length	6
Median length	6
Mean length	5.8637413
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	강화 여차리
2nd row	강화 여차리
3rd row	강화 여차리
4th row	강화 여차리
5th row	강화 여차리

Common Values

Value	Count	Frequency (%)
강화 여차리	1185	18.2%
안산 말부흥	885	13.6%
태안 백리포	885	13.6%
보령 석대도	885	13.6%
부안 변산	885	13.6%
신안 임자도	885	13.6%
진도 하조도	885	13.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
강화	1185	9.1%
여차리	1185	9.1%
안산	885	6.8%
말부흥	885	6.8%
태안	885	6.8%
백리포	885	6.8%
보령	885	6.8%
석대도	885	6.8%
부안	885	6.8%
변산	885	6.8%
Other values (4)	3540	27.3%

DNF_SRC_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.9 KiB

국내기인	6495

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	6495	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
국내기인	6495	100.0%

QTMT_NM
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.9 KiB

플라스틱류	4763
금속	866
고무	433
의료 및 개인위생	433

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	4763	73.3%
금속	866	13.3%
고무	433	6.7%
의료 및 개인위생	433	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
플라스틱류	4763	64.7%
금속	866	11.8%
고무	433	5.9%
의료	433	5.9%
및	433	5.9%
개인위생	433	5.9%

IEM_NM
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	50.9 KiB

비닐봉투, 비닐쇼핑백 등	433
6개들이 포장고리	433
장어/문어 통발	433
어망(2.5~50cm)	433
어망 (50cm 이상)	433
Other values (10)	4330

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	433	6.7%
6개들이 포장고리	433	6.7%
장어/문어 통발	433	6.7%
어망(2.5~50cm)	433	6.7%
어망 (50cm 이상)	433	6.7%
밧줄/로프 (2.5~50cm)	433	6.7%
밧줄/로프 (50cm 이상)	433	6.7%
끈(플라스틱, 노끈) (2.5~50cm)	433	6.7%
끈(플라스틱, 노끈) (50cm 이상)	433	6.7%
낚시줄	433	6.7%
Other values (5)	2165	33.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
50cm	1299	9.4%
이상	1299	9.4%
2.5~50cm	866	6.2%
노끈	866	6.2%
밧줄/로프	866	6.2%
끈(플라스틱	866	6.2%
풍선	433	3.1%
스프링통발(그물포함	433	3.1%
낚싯바늘	433	3.1%
낚시추	433	3.1%
Other values (14)	6062	43.8%

IEM_CNT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	105
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9518091

Minimum	0
Maximum	846
Zeros	4494
Zeros (%)	69.2%
Negative	0
Negative (%)	0.0%
Memory size	57.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	17
Maximum	846
Range	846
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	22.004479
Coefficient of variation (CV)	5.5682039
Kurtosis	517.84175
Mean	3.9518091
Median Absolute Deviation (MAD)	0
Skewness	18.805751
Sum	25667
Variance	484.19709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4494	69.2%
1	461	7.1%
2	355	5.5%
3	200	3.1%
4	121	1.9%
5	105	1.6%
6	69	1.1%
10	58	0.9%
7	57	0.9%
8	50	0.8%
Other values (95)	525	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4494	69.2%
1	461	7.1%
2	355	5.5%
3	200	3.1%
4	121	1.9%
5	105	1.6%
6	69	1.1%
7	57	0.9%
8	50	0.8%
9	26	0.4%

Value	Count	Frequency (%)
846	1	< 0.1%
570	1	< 0.1%
500	1	< 0.1%
452	1	< 0.1%
450	1	< 0.1%
339	1	< 0.1%
300	1	< 0.1%
220	1	< 0.1%
213	1	< 0.1%
205	1	< 0.1%

METER_PER_IEM_CNT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	105
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.039518091

Minimum	0
Maximum	8.46
Zeros	4494
Zeros (%)	69.2%
Negative	0
Negative (%)	0.0%
Memory size	57.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.01
95-th percentile	0.17
Maximum	8.46
Range	8.46
Interquartile range (IQR)	0.01

Descriptive statistics

Standard deviation	0.22004479
Coefficient of variation (CV)	5.5682039
Kurtosis	517.84175
Mean	0.039518091
Median Absolute Deviation (MAD)	0
Skewness	18.805751
Sum	256.67
Variance	0.048419709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4494	69.2%
0.01	461	7.1%
0.02	355	5.5%
0.03	200	3.1%
0.04	121	1.9%
0.05	105	1.6%
0.06	69	1.1%
0.1	58	0.9%
0.07	57	0.9%
0.08	50	0.8%
Other values (95)	525	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4494	69.2%
0.01	461	7.1%
0.02	355	5.5%
0.03	200	3.1%
0.04	121	1.9%
0.05	105	1.6%
0.06	69	1.1%
0.07	57	0.9%
0.08	50	0.8%
0.09	26	0.4%

Value	Count	Frequency (%)
8.46	1	< 0.1%
5.7	1	< 0.1%
5.0	1	< 0.1%
4.52	1	< 0.1%
4.5	1	< 0.1%
3.39	1	< 0.1%
3.0	1	< 0.1%
2.2	1	< 0.1%
2.13	1	< 0.1%
2.05	1	< 0.1%

ADM_ZN_NM
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.9 KiB

전남	2070
충남	1770
인천	885
경기	885
전북	885

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
전남	2070	31.9%
충남	1770	27.3%
인천	885	13.6%
경기	885	13.6%
전북	885	13.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
전남	2070	31.9%
충남	1770	27.3%
인천	885	13.6%
경기	885	13.6%
전북	885	13.6%

QTMT_CD
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.9 KiB

PL	4763
ME	866
RB	433
MH	433

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	4763	73.3%
ME	866	13.3%
RB	433	6.7%
MH	433	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pl	4763	73.3%
me	866	13.3%
rb	433	6.7%
mh	433	6.7%

IEM_CD
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	50.9 KiB

PL_1_01	433
PL_1_07	433
PL_1_15	433
PL_1_16	433
PL_1_17	433
Other values (10)	4330

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	433	6.7%
PL_1_07	433	6.7%
PL_1_15	433	6.7%
PL_1_16	433	6.7%
PL_1_17	433	6.7%
PL_1_20	433	6.7%
PL_1_21	433	6.7%
PL_1_22	433	6.7%
PL_1_23	433	6.7%
PL_1_30	433	6.7%
Other values (5)	2165	33.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pl_1_01	433	6.7%
pl_1_07	433	6.7%
pl_1_15	433	6.7%
pl_1_16	433	6.7%
pl_1_17	433	6.7%
pl_1_20	433	6.7%
pl_1_21	433	6.7%
pl_1_22	433	6.7%
pl_1_23	433	6.7%
pl_1_30	433	6.7%
Other values (5)	2165	33.3%

INVS_YMD
Real number (ℝ)

HIGH CORRELATION

Distinct	294
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20127962

Minimum	20080329
Maximum	20171207
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.2 KiB

Quantile statistics

Minimum	20080329
5-th percentile	20080926
Q1	20101001
median	20130404
Q3	20151003
95-th percentile	20170728
Maximum	20171207
Range	90878
Interquartile range (IQR)	50002

Descriptive statistics

Standard deviation	28548.647
Coefficient of variation (CV)	0.0014183576
Kurtosis	-1.224599
Mean	20127962
Median Absolute Deviation (MAD)	20721
Skewness	-0.085672693
Sum	1.3073111 × 10¹¹
Variance	8.1502526 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20090926	75	1.2%
20080531	75	1.2%
20090531	75	1.2%
20080926	75	1.2%
20090331	60	0.9%
20080331	60	0.9%
20110326	60	0.9%
20140329	45	0.7%
20091128	45	0.7%
20120729	45	0.7%
Other values (284)	5880	90.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20080329	45	0.7%
20080331	60	0.9%
20080528	15	0.2%
20080530	15	0.2%
20080531	75	1.2%
20080725	15	0.2%
20080730	30	0.5%
20080731	30	0.5%
20080801	15	0.2%
20080802	15	0.2%

Value	Count	Frequency (%)
20171207	15	0.2%
20171202	30	0.5%
20171128	30	0.5%
20171125	45	0.7%
20171007	15	0.2%
20171006	30	0.5%
20170930	30	0.5%
20170929	15	0.2%
20170921	30	0.5%
20170812	15	0.2%

CST_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	50.9 KiB

서해안	6495

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
서해안	6495	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
서해안	6495	100.0%

STR_LA
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.208829

Minimum	34.283875
Maximum	37.609196
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.2 KiB

Quantile statistics

Minimum	34.283875
5-th percentile	34.283875
Q1	35.140523
median	36.244131
Q3	37.209391
95-th percentile	37.609196
Maximum	37.609196
Range	3.325321
Interquartile range (IQR)	2.068868

Descriptive statistics

Standard deviation	1.1143459
Coefficient of variation (CV)	0.03077553
Kurtosis	-1.1090685
Mean	36.208829
Median Absolute Deviation (MAD)	0.96526
Skewness	-0.35415003
Sum	235176.34
Variance	1.2417667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
37.609196	1185	18.2%
37.209391	885	13.6%
36.812857	885	13.6%
36.244131	885	13.6%
35.687127	885	13.6%
35.140523	885	13.6%
34.283875	885	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.283875	885	13.6%
35.140523	885	13.6%
35.687127	885	13.6%
36.244131	885	13.6%
36.812857	885	13.6%
37.209391	885	13.6%
37.609196	1185	18.2%

Value	Count	Frequency (%)
37.609196	1185	18.2%
37.209391	885	13.6%
36.812857	885	13.6%
36.244131	885	13.6%
35.687127	885	13.6%
35.140523	885	13.6%
34.283875	885	13.6%

STR_LO
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.34373

Minimum	126.0732
Maximum	126.61523
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.2 KiB

Quantile statistics

Minimum	126.0732
5-th percentile	126.0732
Q1	126.11558
median	126.3812
Q3	126.5328
95-th percentile	126.61523
Maximum	126.61523
Range	0.542031
Interquartile range (IQR)	0.417226

Descriptive statistics

Standard deviation	0.20327096
Coefficient of variation (CV)	0.0016088726
Kurtosis	-1.6424705
Mean	126.34373
Median Absolute Deviation (MAD)	0.225884
Skewness	-0.098000641
Sum	820602.55
Variance	0.041319085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
126.381198	1185	18.2%
126.615229	885	13.6%
126.155314	885	13.6%
126.520114	885	13.6%
126.532802	885	13.6%
126.115576	885	13.6%
126.073198	885	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.073198	885	13.6%
126.115576	885	13.6%
126.155314	885	13.6%
126.381198	1185	18.2%
126.520114	885	13.6%
126.532802	885	13.6%
126.615229	885	13.6%

Value	Count	Frequency (%)
126.615229	885	13.6%
126.532802	885	13.6%
126.520114	885	13.6%
126.381198	1185	18.2%
126.155314	885	13.6%
126.115576	885	13.6%
126.073198	885	13.6%

END_LA
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.208324

Minimum	34.283149
Maximum	37.608776
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.2 KiB

Quantile statistics

Minimum	34.283149
5-th percentile	34.283149
Q1	35.139151
median	36.244157
Q3	37.208837
95-th percentile	37.608776
Maximum	37.608776
Range	3.325627
Interquartile range (IQR)	2.069686

Descriptive statistics

Standard deviation	1.1146136
Coefficient of variation (CV)	0.030783352
Kurtosis	-1.1097752
Mean	36.208324
Median Absolute Deviation (MAD)	0.96468
Skewness	-0.35431581
Sum	235173.07
Variance	1.2423635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
37.608776	1185	18.2%
37.208837	885	13.6%
36.813211	885	13.6%
36.244157	885	13.6%
35.68626	885	13.6%
35.139151	885	13.6%
34.283149	885	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.283149	885	13.6%
35.139151	885	13.6%
35.68626	885	13.6%
36.244157	885	13.6%
36.813211	885	13.6%
37.208837	885	13.6%
37.608776	1185	18.2%

Value	Count	Frequency (%)
37.608776	1185	18.2%
37.208837	885	13.6%
36.813211	885	13.6%
36.244157	885	13.6%
35.68626	885	13.6%
35.139151	885	13.6%
34.283149	885	13.6%

END_LO
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.34393

Minimum	126.07261
Maximum	126.61493
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.2 KiB

Quantile statistics

Minimum	126.07261
5-th percentile	126.07261
Q1	126.11579
median	126.38206
Q3	126.53276
95-th percentile	126.61493
Maximum	126.61493
Range	0.542324
Interquartile range (IQR)	0.416978

Descriptive statistics

Standard deviation	0.20343625
Coefficient of variation (CV)	0.0016101782
Kurtosis	-1.6437162
Mean	126.34393
Median Absolute Deviation (MAD)	0.226739
Skewness	-0.10177211
Sum	820603.85
Variance	0.041386307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
126.382063	1185	18.2%
126.614933	885	13.6%
126.155324	885	13.6%
126.521135	885	13.6%
126.532763	885	13.6%
126.115785	885	13.6%
126.072609	885	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.072609	885	13.6%
126.115785	885	13.6%
126.155324	885	13.6%
126.382063	1185	18.2%
126.521135	885	13.6%
126.532763	885	13.6%
126.614933	885	13.6%

Value	Count	Frequency (%)
126.614933	885	13.6%
126.532763	885	13.6%
126.521135	885	13.6%
126.382063	1185	18.2%
126.155324	885	13.6%
126.115785	885	13.6%
126.072609	885	13.6%

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	0.071	0.000	0.000	0.000	0.000	0.044	0.000	0.000	1.000	0.071	0.091	0.071	0.091
INVS_DSRT	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.092	0.000	0.000	0.000	0.000
INVS_AREA_NM	0.071	0.000	1.000	0.000	0.000	0.057	0.057	0.959	0.000	0.000	0.084	1.000	1.000	1.000	1.000
QTMT_NM	0.000	0.000	0.000	1.000	1.000	0.000	0.000	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	0.152	0.152	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
IEM_CNT	0.000	0.000	0.057	0.000	0.152	1.000	1.000	0.082	0.000	0.152	0.000	0.057	0.063	0.057	0.063
METER_PER_IEM_CNT	0.000	0.000	0.057	0.000	0.152	1.000	1.000	0.082	0.000	0.152	0.000	0.057	0.063	0.057	0.063
ADM_ZN_NM	0.044	0.000	0.959	0.000	0.000	0.082	0.082	1.000	0.000	0.000	0.084	0.959	0.989	0.959	0.989
QTMT_CD	0.000	0.000	0.000	1.000	1.000	0.000	0.000	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	0.152	0.152	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
INVS_YMD	1.000	0.092	0.084	0.000	0.000	0.000	0.000	0.084	0.000	0.000	1.000	0.084	0.138	0.084	0.138
STR_LA	0.071	0.000	1.000	0.000	0.000	0.057	0.057	0.959	0.000	0.000	0.084	1.000	1.000	1.000	1.000
STR_LO	0.091	0.000	1.000	0.000	0.000	0.063	0.063	0.989	0.000	0.000	0.138	1.000	1.000	1.000	1.000
END_LA	0.071	0.000	1.000	0.000	0.000	0.057	0.057	0.959	0.000	0.000	0.084	1.000	1.000	1.000	1.000
END_LO	0.091	0.000	1.000	0.000	0.000	0.063	0.063	0.989	0.000	0.000	0.138	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	0.954	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	0.954	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	-0.086	-0.086	0.994	0.075	0.000	0.075	0.000	0.043	0.036	0.000	0.000	0.023	0.000	0.000
IEM_CNT	-0.086	1.000	1.000	-0.085	-0.037	-0.037	-0.037	-0.037	0.000	0.030	0.000	0.066	0.050	0.000	0.066
METER_PER_IEM_CNT	-0.086	1.000	1.000	-0.085	-0.037	-0.037	-0.037	-0.037	0.000	0.030	0.000	0.066	0.050	0.000	0.066
INVS_YMD	0.994	-0.085	-0.085	1.000	0.072	-0.002	0.072	-0.002	0.045	0.042	0.000	0.000	0.029	0.000	0.000
STR_LA	0.075	-0.037	-0.037	0.072	1.000	0.523	1.000	0.523	0.000	1.000	0.000	0.000	0.954	0.000	0.000
STR_LO	0.000	-0.037	-0.037	-0.002	0.523	1.000	0.523	1.000	0.000	1.000	0.000	0.000	0.850	0.000	0.000
END_LA	0.075	-0.037	-0.037	0.072	1.000	0.523	1.000	0.523	0.000	1.000	0.000	0.000	0.954	0.000	0.000
END_LO	0.000	-0.037	-0.037	-0.002	0.523	1.000	0.523	1.000	0.000	1.000	0.000	0.000	0.850	0.000	0.000
INVS_DSRT	0.043	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	0.036	0.030	0.030	0.042	1.000	1.000	1.000	1.000	0.000	1.000	0.000	0.000	0.954	0.000	0.000
QTMT_NM	0.000	0.000	0.000	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	0.066	0.066	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	0.023	0.050	0.050	0.029	0.954	0.850	0.954	0.850	0.000	0.954	0.000	0.000	1.000	0.000	0.000
QTMT_CD	0.000	0.000	0.000	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	0.066	0.066	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	강화 여차리	국내기인	플라스틱류	비닐봉투, 비닐쇼핑백 등	3	0.03	인천	PL	PL_1_01	20080331	서해안	37.609196	126.381198	37.608776	126.382063
1	2008	2차	강화 여차리	국내기인	플라스틱류	6개들이 포장고리	0	0.0	인천	PL	PL_1_07	20080331	서해안	37.609196	126.381198	37.608776	126.382063
2	2008	2차	강화 여차리	국내기인	플라스틱류	장어/문어 통발	0	0.0	인천	PL	PL_1_15	20080331	서해안	37.609196	126.381198	37.608776	126.382063
3	2008	2차	강화 여차리	국내기인	플라스틱류	어망(2.5~50cm)	0	0.0	인천	PL	PL_1_16	20080331	서해안	37.609196	126.381198	37.608776	126.382063
4	2008	2차	강화 여차리	국내기인	플라스틱류	어망 (50cm 이상)	0	0.0	인천	PL	PL_1_17	20080331	서해안	37.609196	126.381198	37.608776	126.382063
5	2008	2차	강화 여차리	국내기인	플라스틱류	밧줄/로프 (2.5~50cm)	4	0.04	인천	PL	PL_1_20	20080331	서해안	37.609196	126.381198	37.608776	126.382063
6	2008	2차	강화 여차리	국내기인	플라스틱류	밧줄/로프 (50cm 이상)	22	0.22	인천	PL	PL_1_21	20080331	서해안	37.609196	126.381198	37.608776	126.382063
7	2008	2차	강화 여차리	국내기인	플라스틱류	끈(플라스틱, 노끈) (2.5~50cm)	13	0.13	인천	PL	PL_1_22	20080331	서해안	37.609196	126.381198	37.608776	126.382063
8	2008	2차	강화 여차리	국내기인	플라스틱류	끈(플라스틱, 노끈) (50cm 이상)	9	0.09	인천	PL	PL_1_23	20080331	서해안	37.609196	126.381198	37.608776	126.382063
9	2008	2차	강화 여차리	국내기인	플라스틱류	낚시줄	0	0.0	인천	PL	PL_1_30	20080331	서해안	37.609196	126.381198	37.608776	126.382063

	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
6485	2017	6차	강화 여차리	국내기인	플라스틱류	밧줄/로프 (2.5~50cm)	2	0.02	전남	PL	PL_1_20	20171128	서해안	37.609196	126.381198	37.608776	126.382063
6486	2017	6차	강화 여차리	국내기인	플라스틱류	밧줄/로프 (50cm 이상)	4	0.04	전남	PL	PL_1_21	20171128	서해안	37.609196	126.381198	37.608776	126.382063
6487	2017	6차	강화 여차리	국내기인	플라스틱류	끈(플라스틱, 노끈) (2.5~50cm)	2	0.02	전남	PL	PL_1_22	20171128	서해안	37.609196	126.381198	37.608776	126.382063
6488	2017	6차	강화 여차리	국내기인	플라스틱류	끈(플라스틱, 노끈) (50cm 이상)	1	0.01	전남	PL	PL_1_23	20171128	서해안	37.609196	126.381198	37.608776	126.382063
6489	2017	6차	강화 여차리	국내기인	플라스틱류	낚시줄	0	0.0	전남	PL	PL_1_30	20171128	서해안	37.609196	126.381198	37.608776	126.382063
6490	2017	6차	강화 여차리	국내기인	플라스틱류	가짜미끼, 형광찌	13	0.13	전남	PL	PL_1_31	20171128	서해안	37.609196	126.381198	37.608776	126.382063
6491	2017	6차	강화 여차리	국내기인	금속	납 낚시추, 낚싯바늘	0	0.0	전남	ME	ME_1_06	20171128	서해안	37.609196	126.381198	37.608776	126.382063
6492	2017	6차	강화 여차리	국내기인	금속	스프링통발(그물포함)	0	0.0	전남	ME	ME_1_07	20171128	서해안	37.609196	126.381198	37.608776	126.382063
6493	2017	6차	강화 여차리	국내기인	고무	풍선	1	0.01	전남	RB	RB_1_02	20171128	서해안	37.609196	126.381198	37.608776	126.382063
6494	2017	6차	강화 여차리	국내기인	의료 및 개인위생	주사기	0	0.0	전남	MH	MH_1_02	20171128	서해안	37.609196	126.381198	37.608776	126.382063

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