gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	7361
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=CT08OSN002

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 4814 (65.4%) zeros	Zeros
`METER_PER_IEM_CNT` has 4814 (65.4%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 12:46:22.344179
Analysis finished	2024-03-13 12:46:35.740658
Duration	13.4 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	2012.7252

Minimum	2008
Maximum	2017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 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	2.8587923
Coefficient of variation (CV)	0.001420359
Kurtosis	-1.2296482
Mean	2012.7252
Median Absolute Deviation (MAD)	2
Skewness	-0.084326956
Sum	14815670
Variance	8.1726937
Monotonicity	Increasing

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2015	816	11.1%
2016	816	11.1%
2017	816	11.1%
2014	748	10.2%
2009	714	9.7%
2010	714	9.7%
2011	714	9.7%
2012	714	9.7%
2013	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	748	10.2%
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	748	10.2%
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	57.6 KiB

5차	1258
6차	1258
2차	1241
3차	1241
4차	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 (%)
5차	1258	17.1%
6차	1258	17.1%
2차	1241	16.9%
3차	1241	16.9%
4차	1241	16.9%
1차	1122	15.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5차	1258	17.1%
6차	1258	17.1%
2차	1241	16.9%
3차	1241	16.9%
4차	1241	16.9%
1차	1122	15.2%

INVS_AREA_NM
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.6 KiB

강화 여차리	1343
안산 말부흥	1003
태안 백리포	1003
보령 석대도	1003
부안 변산	1003
Other values (2)	2006

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	1343	18.2%
안산 말부흥	1003	13.6%
태안 백리포	1003	13.6%
보령 석대도	1003	13.6%
부안 변산	1003	13.6%
신안 임자도	1003	13.6%
진도 하조도	1003	13.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
강화	1343	9.1%
여차리	1343	9.1%
안산	1003	6.8%
말부흥	1003	6.8%
태안	1003	6.8%
백리포	1003	6.8%
보령	1003	6.8%
석대도	1003	6.8%
부안	1003	6.8%
변산	1003	6.8%
Other values (4)	4012	27.3%

DNF_SRC_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.6 KiB

국내기인	7361

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	7361	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
국내기인	7361	100.0%

QTMT_NM
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.6 KiB

플라스틱류	4763
나무	2165
금속	433

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	4763	64.7%
나무	2165	29.4%
금속	433	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
플라스틱류	4763	64.7%
나무	2165	29.4%
금속	433	5.9%

IEM_NM
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	57.6 KiB

비닐봉투, 비닐쇼핑백 등	433
음식물포장지(라면봉지, 과자봉지 등)	433
어망(2.5~50cm)	433
어망 (50cm 이상)	433
밧줄/로프 (2.5~50cm)	433
Other values (12)	5196

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	433	5.9%
음식물포장지(라면봉지, 과자봉지 등)	433	5.9%
어망(2.5~50cm)	433	5.9%
어망 (50cm 이상)	433	5.9%
밧줄/로프 (2.5~50cm)	433	5.9%
밧줄/로프 (50cm 이상)	433	5.9%
끈(플라스틱, 노끈) (2.5~50cm)	433	5.9%
끈(플라스틱, 노끈) (50cm 이상)	433	5.9%
농업용폐비닐 (2.5~50cm)	433	5.9%
농업용폐비닐 (50cm 이상)	433	5.9%
Other values (7)	3031	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
50cm	2165	12.5%
이상	2165	12.5%
2.5~50cm	1732	10.0%
등	1299	7.5%
끈(플라스틱	866	5.0%
건축용목재	866	5.0%
밧줄/로프	866	5.0%
노끈	866	5.0%
농업용폐비닐	866	5.0%
나무	433	2.5%
Other values (12)	5196	30.0%

IEM_CNT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	126
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8464882

Minimum	0
Maximum	846
Zeros	4814
Zeros (%)	65.4%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	20
Maximum	846
Range	846
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	24.359983
Coefficient of variation (CV)	5.0263163
Kurtosis	357.27816
Mean	4.8464882
Median Absolute Deviation (MAD)	0
Skewness	15.717701
Sum	35675
Variance	593.40877
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4814	65.4%
1	451	6.1%
2	412	5.6%
3	273	3.7%
4	182	2.5%
5	149	2.0%
6	120	1.6%
7	96	1.3%
10	75	1.0%
8	68	0.9%
Other values (116)	721	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4814	65.4%
1	451	6.1%
2	412	5.6%
3	273	3.7%
4	182	2.5%
5	149	2.0%
6	120	1.6%
7	96	1.3%
8	68	0.9%
9	37	0.5%

Value	Count	Frequency (%)
846	1	< 0.1%
570	1	< 0.1%
500	1	< 0.1%
483	1	< 0.1%
452	1	< 0.1%
450	1	< 0.1%
434	1	< 0.1%
425	1	< 0.1%
340	1	< 0.1%
339	1	< 0.1%

METER_PER_IEM_CNT
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	126
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.048464882

Minimum	0
Maximum	8.46
Zeros	4814
Zeros (%)	65.4%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.2
Maximum	8.46
Range	8.46
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.24359983
Coefficient of variation (CV)	5.0263163
Kurtosis	357.27816
Mean	0.048464882
Median Absolute Deviation (MAD)	0
Skewness	15.717701
Sum	356.75
Variance	0.059340877
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	4814	65.4%
0.01	451	6.1%
0.02	412	5.6%
0.03	273	3.7%
0.04	182	2.5%
0.05	149	2.0%
0.06	120	1.6%
0.07	96	1.3%
0.1	75	1.0%
0.08	68	0.9%
Other values (116)	721	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4814	65.4%
0.01	451	6.1%
0.02	412	5.6%
0.03	273	3.7%
0.04	182	2.5%
0.05	149	2.0%
0.06	120	1.6%
0.07	96	1.3%
0.08	68	0.9%
0.09	37	0.5%

Value	Count	Frequency (%)
8.46	1	< 0.1%
5.7	1	< 0.1%
5.0	1	< 0.1%
4.83	1	< 0.1%
4.52	1	< 0.1%
4.5	1	< 0.1%
4.34	1	< 0.1%
4.25	1	< 0.1%
3.4	1	< 0.1%
3.39	1	< 0.1%

ADM_ZN_NM
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.6 KiB

전남	2346
충남	2006
인천	1003
경기	1003
전북	1003

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	2346	31.9%
충남	2006	27.3%
인천	1003	13.6%
경기	1003	13.6%
전북	1003	13.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
전남	2346	31.9%
충남	2006	27.3%
인천	1003	13.6%
경기	1003	13.6%
전북	1003	13.6%

QTMT_CD
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.6 KiB

PL	4763
WD	2165
ME	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	64.7%
WD	2165	29.4%
ME	433	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pl	4763	64.7%
wd	2165	29.4%
me	433	5.9%

IEM_CD
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	57.6 KiB

PL_1_01	433
PL_1_05	433
PL_1_16	433
PL_1_17	433
PL_1_20	433
Other values (12)	5196

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	433	5.9%
PL_1_05	433	5.9%
PL_1_16	433	5.9%
PL_1_17	433	5.9%
PL_1_20	433	5.9%
PL_1_21	433	5.9%
PL_1_22	433	5.9%
PL_1_23	433	5.9%
PL_1_27	433	5.9%
PL_1_28	433	5.9%
Other values (7)	3031	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pl_1_01	433	5.9%
pl_1_28	433	5.9%
wd_1_05	433	5.9%
wd_1_04	433	5.9%
wd_1_03	433	5.9%
wd_1_02	433	5.9%
wd_1_01	433	5.9%
pl_1_30	433	5.9%
pl_1_27	433	5.9%
pl_1_05	433	5.9%
Other values (7)	3031	41.2%

INVS_YMD
Real number (ℝ)

HIGH CORRELATION

Distinct	294
Distinct (%)	4.0%
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	64.8 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	28548.389
Coefficient of variation (CV)	0.0014183447
Kurtosis	-1.2245967
Mean	20127962
Median Absolute Deviation (MAD)	20721
Skewness	-0.085670365
Sum	1.4816193 × 10¹¹
Variance	8.150105 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20090926	85	1.2%
20080531	85	1.2%
20090531	85	1.2%
20080926	85	1.2%
20090331	68	0.9%
20080331	68	0.9%
20110326	68	0.9%
20140329	51	0.7%
20091128	51	0.7%
20120729	51	0.7%
Other values (284)	6664	90.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20080329	51	0.7%
20080331	68	0.9%
20080528	17	0.2%
20080530	17	0.2%
20080531	85	1.2%
20080725	17	0.2%
20080730	34	0.5%
20080731	34	0.5%
20080801	17	0.2%
20080802	17	0.2%

Value	Count	Frequency (%)
20171207	17	0.2%
20171202	34	0.5%
20171128	34	0.5%
20171125	51	0.7%
20171007	17	0.2%
20171006	34	0.5%
20170930	34	0.5%
20170929	17	0.2%
20170921	34	0.5%
20170812	17	0.2%

CST_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	57.6 KiB

서해안	7361

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	7361	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
서해안	7361	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	64.8 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	1.1143358
Coefficient of variation (CV)	0.030775251
Kurtosis	-1.1090767
Mean	36.208829
Median Absolute Deviation (MAD)	0.96526
Skewness	-0.35414041
Sum	266533.19
Variance	1.2417442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
37.609196	1343	18.2%
37.209391	1003	13.6%
36.812857	1003	13.6%
36.244131	1003	13.6%
35.687127	1003	13.6%
35.140523	1003	13.6%
34.283875	1003	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.283875	1003	13.6%
35.140523	1003	13.6%
35.687127	1003	13.6%
36.244131	1003	13.6%
36.812857	1003	13.6%
37.209391	1003	13.6%
37.609196	1343	18.2%

Value	Count	Frequency (%)
37.609196	1343	18.2%
37.209391	1003	13.6%
36.812857	1003	13.6%
36.244131	1003	13.6%
35.687127	1003	13.6%
35.140523	1003	13.6%
34.283875	1003	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	64.8 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	0.20326912
Coefficient of variation (CV)	0.001608858
Kurtosis	-1.6424304
Mean	126.34373
Median Absolute Deviation (MAD)	0.225884
Skewness	-0.097997978
Sum	930016.22
Variance	0.041318336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
126.381198	1343	18.2%
126.615229	1003	13.6%
126.155314	1003	13.6%
126.520114	1003	13.6%
126.532802	1003	13.6%
126.115576	1003	13.6%
126.073198	1003	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.073198	1003	13.6%
126.115576	1003	13.6%
126.155314	1003	13.6%
126.381198	1343	18.2%
126.520114	1003	13.6%
126.532802	1003	13.6%
126.615229	1003	13.6%

Value	Count	Frequency (%)
126.615229	1003	13.6%
126.532802	1003	13.6%
126.520114	1003	13.6%
126.381198	1343	18.2%
126.155314	1003	13.6%
126.115576	1003	13.6%
126.073198	1003	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	64.8 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	1.1146035
Coefficient of variation (CV)	0.030783073
Kurtosis	-1.1097834
Mean	36.208324
Median Absolute Deviation (MAD)	0.96468
Skewness	-0.35430618
Sum	266529.48
Variance	1.242341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
37.608776	1343	18.2%
37.208837	1003	13.6%
36.813211	1003	13.6%
36.244157	1003	13.6%
35.68626	1003	13.6%
35.139151	1003	13.6%
34.283149	1003	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.283149	1003	13.6%
35.139151	1003	13.6%
35.68626	1003	13.6%
36.244157	1003	13.6%
36.813211	1003	13.6%
37.208837	1003	13.6%
37.608776	1343	18.2%

Value	Count	Frequency (%)
37.608776	1343	18.2%
37.208837	1003	13.6%
36.813211	1003	13.6%
36.244157	1003	13.6%
35.68626	1003	13.6%
35.139151	1003	13.6%
34.283149	1003	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	64.8 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	0.2034344
Coefficient of variation (CV)	0.0016101636
Kurtosis	-1.643676
Mean	126.34393
Median Absolute Deviation (MAD)	0.226739
Skewness	-0.10176934
Sum	930017.7
Variance	0.041385557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
126.382063	1343	18.2%
126.614933	1003	13.6%
126.155324	1003	13.6%
126.521135	1003	13.6%
126.532763	1003	13.6%
126.115785	1003	13.6%
126.072609	1003	13.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.072609	1003	13.6%
126.115785	1003	13.6%
126.155324	1003	13.6%
126.382063	1343	18.2%
126.521135	1003	13.6%
126.532763	1003	13.6%
126.614933	1003	13.6%

Value	Count	Frequency (%)
126.614933	1003	13.6%
126.532763	1003	13.6%
126.521135	1003	13.6%
126.382063	1343	18.2%
126.155324	1003	13.6%
126.115785	1003	13.6%
126.072609	1003	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	0.075	0.000	0.000	0.026	0.026	0.049	0.000	0.000	1.000	0.075	0.094	0.075	0.094
INVS_DSRT	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.095	0.000	0.000	0.000	0.000
INVS_AREA_NM	0.075	0.000	1.000	0.000	0.000	0.087	0.087	0.959	0.000	0.000	0.088	1.000	1.000	1.000	1.000
QTMT_NM	0.000	0.000	0.000	1.000	1.000	0.053	0.053	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	0.132	0.132	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
IEM_CNT	0.026	0.000	0.087	0.053	0.132	1.000	1.000	0.116	0.053	0.132	0.028	0.087	0.096	0.087	0.096
METER_PER_IEM_CNT	0.026	0.000	0.087	0.053	0.132	1.000	1.000	0.116	0.053	0.132	0.028	0.087	0.096	0.087	0.096
ADM_ZN_NM	0.049	0.000	0.959	0.000	0.000	0.116	0.116	1.000	0.000	0.000	0.090	0.959	0.989	0.959	0.989
QTMT_CD	0.000	0.000	0.000	1.000	1.000	0.053	0.053	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	0.132	0.132	0.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000
INVS_YMD	1.000	0.095	0.088	0.000	0.000	0.028	0.028	0.090	0.000	0.000	1.000	0.088	0.141	0.088	0.141
STR_LA	0.075	0.000	1.000	0.000	0.000	0.087	0.087	0.959	0.000	0.000	0.088	1.000	1.000	1.000	1.000
STR_LO	0.094	0.000	1.000	0.000	0.000	0.096	0.096	0.989	0.000	0.000	0.141	1.000	1.000	1.000	1.000
END_LA	0.075	0.000	1.000	0.000	0.000	0.087	0.087	0.959	0.000	0.000	0.088	1.000	1.000	1.000	1.000
END_LO	0.094	0.000	1.000	0.000	0.000	0.096	0.096	0.989	0.000	0.000	0.141	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	-0.117	-0.117	0.994	0.075	0.000	0.075	0.000	0.045	0.038	0.000	0.000	0.026	0.000	0.000
IEM_CNT	-0.117	1.000	1.000	-0.117	-0.005	-0.025	-0.005	-0.025	0.000	0.046	0.033	0.055	0.071	0.033	0.055
METER_PER_IEM_CNT	-0.117	1.000	1.000	-0.117	-0.005	-0.025	-0.005	-0.025	0.000	0.046	0.033	0.055	0.071	0.033	0.055
INVS_YMD	0.994	-0.117	-0.117	1.000	0.072	-0.002	0.072	-0.002	0.047	0.044	0.000	0.000	0.031	0.000	0.000
STR_LA	0.075	-0.005	-0.005	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	-0.025	-0.025	-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	-0.005	-0.005	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	-0.025	-0.025	-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	0.045	0.000	0.000	0.047	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	0.038	0.046	0.046	0.044	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	0.033	0.033	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	0.055	0.055	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	0.026	0.071	0.071	0.031	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	0.033	0.033	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	0.055	0.055	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	음식물포장지(라면봉지, 과자봉지 등)	230	2.3	인천	PL	PL_1_05	20080331	서해안	37.609196	126.381198	37.608776	126.382063
2	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
3	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
4	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
5	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
6	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
7	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
8	2008	2차	강화 여차리	국내기인	플라스틱류	농업용폐비닐 (2.5~50cm)	434	4.34	인천	PL	PL_1_27	20080331	서해안	37.609196	126.381198	37.608776	126.382063
9	2008	2차	강화 여차리	국내기인	플라스틱류	농업용폐비닐 (50cm 이상)	3	0.03	인천	PL	PL_1_28	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
7351	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
7352	2017	6차	강화 여차리	국내기인	플라스틱류	농업용폐비닐 (2.5~50cm)	0	0.0	전남	PL	PL_1_27	20171128	서해안	37.609196	126.381198	37.608776	126.382063
7353	2017	6차	강화 여차리	국내기인	플라스틱류	농업용폐비닐 (50cm 이상)	0	0.0	전남	PL	PL_1_28	20171128	서해안	37.609196	126.381198	37.608776	126.382063
7354	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
7355	2017	6차	강화 여차리	국내기인	나무	나무 팔레트	0	0.0	전남	WD	WD_1_01	20171128	서해안	37.609196	126.381198	37.608776	126.382063
7356	2017	6차	강화 여차리	국내기인	나무	대형나무포장상자	0	0.0	전남	WD	WD_1_02	20171128	서해안	37.609196	126.381198	37.608776	126.382063
7357	2017	6차	강화 여차리	국내기인	나무	건축용목재 (2.5~50cm)	3	0.03	전남	WD	WD_1_03	20171128	서해안	37.609196	126.381198	37.608776	126.382063
7358	2017	6차	강화 여차리	국내기인	나무	건축용목재 (50cm 이상)	2	0.02	전남	WD	WD_1_04	20171128	서해안	37.609196	126.381198	37.608776	126.382063
7359	2017	6차	강화 여차리	국내기인	나무	어업용목재(폐목선, 양식장시설 등)	7	0.07	전남	WD	WD_1_05	20171128	서해안	37.609196	126.381198	37.608776	126.382063
7360	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

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