gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	71.4 KiB
Average record size in memory	146.3 B

Variable types

Numeric	7
Categorical	10

Dataset

Description	Sample
Author	엔에스원소프트㈜
URL	https://www.bigdata-coast.kr/gdsInfo/gdsInfoDetail.do?gdsCd=CT10NS1006

Alerts

`gtr_ym` has constant value ""	Constant
`shp_knd_nm` has constant value ""	Constant
`shp_no` is highly overall correlated with `shp_la` and 11 other fields	High correlation
`shp_prpos_nm` is highly overall correlated with `shp_la` and 9 other fields	High correlation
`shp_hedp_stt_cd` is highly overall correlated with `shp_la` and 6 other fields	High correlation
`shp_nm` is highly overall correlated with `shp_la` and 11 other fields	High correlation
`nssid` is highly overall correlated with `shp_cog` and 7 other fields	High correlation
`rgshb_nm` is highly overall correlated with `shp_la` and 10 other fields	High correlation
`shp_qtmt_nm` is highly overall correlated with `shp_cog` and 7 other fields	High correlation
`data_sn` is highly overall correlated with `gtr_ymdhms`	High correlation
`shp_la` is highly overall correlated with `shp_lo` and 5 other fields	High correlation
`shp_lo` is highly overall correlated with `shp_la` and 5 other fields	High correlation
`shp_cog` is highly overall correlated with `nssid` and 4 other fields	High correlation
`shp_gtnn` is highly overall correlated with `shp_lt` and 5 other fields	High correlation
`shp_lt` is highly overall correlated with `shp_gtnn` and 5 other fields	High correlation
`gtr_ymdhms` is highly overall correlated with `data_sn`	High correlation
`shp_sog` is highly overall correlated with `shp_lo` and 4 other fields	High correlation
`shp_sog` is highly imbalanced (89.4%)	Imbalance
`data_sn` has unique values	Unique
`shp_cog` has 7 (1.4%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 12:42:45.830913
Analysis finished	2024-03-13 12:42:55.283168
Duration	9.45 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

data_sn
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	250.5

Minimum	1
Maximum	500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	1
5-th percentile	25.95
Q1	125.75
median	250.5
Q3	375.25
95-th percentile	475.05
Maximum	500
Range	499
Interquartile range (IQR)	249.5

Descriptive statistics

Standard deviation	144.48183
Coefficient of variation (CV)	0.57677378
Kurtosis	-1.2
Mean	250.5
Median Absolute Deviation (MAD)	125
Skewness	0
Sum	125250
Variance	20875
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.2%
331	1	0.2%
344	1	0.2%
343	1	0.2%
342	1	0.2%
341	1	0.2%
340	1	0.2%
339	1	0.2%
338	1	0.2%
337	1	0.2%
Other values (490)	490	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.2%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%
10	1	0.2%

Value	Count	Frequency (%)
500	1	0.2%
499	1	0.2%
498	1	0.2%
497	1	0.2%
496	1	0.2%
495	1	0.2%
494	1	0.2%
493	1	0.2%
492	1	0.2%
491	1	0.2%

gtr_ym
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

202210	500

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	202210
2nd row	202210
3rd row	202210
4th row	202210
5th row	202210

Common Values

Value	Count	Frequency (%)
202210	500	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
202210	500	100.0%

nssid
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

34******	179
33******	116
35******	111
36******	68
31******	21

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	35******
2nd row	33******
3rd row	34******
4th row	36******
5th row	35******

Common Values

Value	Count	Frequency (%)
34******	179	35.8%
33******	116	23.2%
35******	111	22.2%
36******	68	13.6%
31******	21	4.2%
32******	5	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
34	179	35.8%
33	116	23.2%
35	111	22.2%
36	68	13.6%
31	21	4.2%
32	5	1.0%

shp_la
Real number (ℝ)

HIGH CORRELATION

Distinct	137
Distinct (%)	27.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.932524

Minimum	35.2296
Maximum	36.4232
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	35.2296
5-th percentile	35.932775
Q1	35.9356
median	35.9373
Q3	35.94055
95-th percentile	35.9863
Maximum	36.4232
Range	1.1936
Interquartile range (IQR)	0.00495

Descriptive statistics

Standard deviation	0.10823915
Coefficient of variation (CV)	0.0030122891
Kurtosis	32.53118
Mean	35.932524
Median Absolute Deviation (MAD)	0.0017
Skewness	-5.0364257
Sum	17966.262
Variance	0.011715714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.9373	130	26.0%
35.9375	70	14.0%
35.9355	65	13.0%
35.9356	37	7.4%
35.937	16	3.2%
36.0693	10	2.0%
35.9337	6	1.2%
35.9382	6	1.2%
35.9863	4	0.8%
35.9615	3	0.6%
Other values (127)	153	30.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.2296	1	0.2%
35.2315	3	0.6%
35.2316	1	0.2%
35.2317	2	0.4%
35.232	1	0.2%
35.283	1	0.2%
35.3336	1	0.2%
35.3956	1	0.2%
35.9245	1	0.2%
35.9297	1	0.2%

Value	Count	Frequency (%)
36.4232	1	0.2%
36.2194	2	0.4%
36.2128	1	0.2%
36.0695	1	0.2%
36.0693	10	2.0%
36.0587	1	0.2%
36.0585	1	0.2%
36.0413	1	0.2%
36.0397	1	0.2%
36.0367	1	0.2%

shp_lo
Real number (ℝ)

HIGH CORRELATION

Distinct	112
Distinct (%)	22.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.4486

Minimum	125.1201
Maximum	126.5326
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	125.1201
5-th percentile	125.86099
Q1	126.43465
median	126.5315
Q3	126.5317
95-th percentile	126.5319
Maximum	126.5326
Range	1.4125
Interquartile range (IQR)	0.09705

Descriptive statistics

Standard deviation	0.21676043
Coefficient of variation (CV)	0.0017142177
Kurtosis	17.192365
Mean	126.4486
Median Absolute Deviation (MAD)	0.0004
Skewness	-4.0346747
Sum	63224.299
Variance	0.046985083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
126.5319	102	20.4%
126.5315	69	13.8%
126.5316	64	12.8%
126.5317	60	12.0%
126.5322	10	2.0%
125.8608	9	1.8%
126.427	7	1.4%
126.4345	7	1.4%
126.532	6	1.2%
126.5307	6	1.2%
Other values (102)	160	32.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
125.1201	1	0.2%
125.2877	1	0.2%
125.2901	4	0.8%
125.2902	2	0.4%
125.2906	1	0.2%
125.3266	1	0.2%
125.5071	1	0.2%
125.821	1	0.2%
125.8227	1	0.2%
125.8243	1	0.2%

Value	Count	Frequency (%)
126.5326	1	0.2%
126.5322	10	2.0%
126.5321	1	0.2%
126.532	6	1.2%
126.5319	102	20.4%
126.5317	60	12.0%
126.5316	64	12.8%
126.5315	69	13.8%
126.5313	1	0.2%
126.5312	1	0.2%

shp_cog
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	96
Distinct (%)	19.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	166.94

Minimum	0
Maximum	358
Zeros	7
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	72
median	166
Q3	297
95-th percentile	348.1
Maximum	358
Range	358
Interquartile range (IQR)	225

Descriptive statistics

Standard deviation	116.26852
Coefficient of variation (CV)	0.69646892
Kurtosis	-1.3627147
Mean	166.94
Median Absolute Deviation (MAD)	106
Skewness	0.20644219
Sum	83470
Variance	13518.369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	66	13.2%
316	64	12.8%
30	39	7.8%
166	38	7.6%
178	32	6.4%
272	13	2.6%
352	10	2.0%
186	10	2.0%
130	10	2.0%
210	9	1.8%
Other values (86)	209	41.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	1.4%
2	4	0.8%
4	7	1.4%
6	2	0.4%
8	3	0.6%
10	1	0.2%
12	6	1.2%
14	3	0.6%
16	1	0.2%
18	5	1.0%

Value	Count	Frequency (%)
358	2	0.4%
356	4	0.8%
354	8	1.6%
352	10	2.0%
350	1	0.2%
348	8	1.6%
346	4	0.8%
342	3	0.6%
340	1	0.2%
338	1	0.2%

shp_sog
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

0	493
1	7

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	493	98.6%
1	7	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	493	98.6%
1	7	1.4%

shp_no
Categorical

HIGH CORRELATION

Distinct	22
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

10070*********	116
04040*********	69
02020*********	67
15090*********	64
03040*********	47
Other values (17)	137

Length

Max length	14
Median length	14
Mean length	14
Min length	14

Unique

Unique	4 ?
Unique (%)	0.8%

Sample

1st row	04040*********
2nd row	10070*********
3rd row	03050*********
4th row	15090*********
5th row	99090*********

Common Values

Value	Count	Frequency (%)
10070*********	116	23.2%
04040*********	69	13.8%
02020*********	67	13.4%
15090*********	64	12.8%
03040*********	47	9.4%
02120*********	26	5.2%
99080*********	23	4.6%
99090*********	15	3.0%
07050*********	14	2.8%
95124*********	11	2.2%
Other values (12)	48	9.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
10070	116	23.2%
04040	69	13.8%
02020	67	13.4%
15090	64	12.8%
03040	47	9.4%
02120	26	5.2%
99080	23	4.6%
99090	15	3.0%
07050	14	2.8%
95124	11	2.2%
Other values (12)	48	9.6%

shp_nm
Categorical

HIGH CORRELATION

Distinct	20
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

제****호	127
금*호	69
흥*호	67
혜*호	64
태*호	47
Other values (15)	126

Length

Max length	7
Median length	3
Mean length	3.874
Min length	3

Unique

Unique	3 ?
Unique (%)	0.6%

Sample

1st row	금*호
2nd row	제****호
3rd row	국*호
4th row	혜*호
5th row	영*호

Common Values

Value	Count	Frequency (%)
제****호	127	25.4%
금*호	69	13.8%
흥*호	67	13.4%
혜*호	64	12.8%
태*호	47	9.4%
신*호	26	5.2%
성*호	23	4.6%
영*호	15	3.0%
명*호	14	2.8%
제***호	11	2.2%
Other values (10)	37	7.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
제****호	127	25.4%
금*호	69	13.8%
흥*호	67	13.4%
혜*호	64	12.8%
태*호	47	9.4%
신*호	26	5.2%
성*호	23	4.6%
영*호	15	3.0%
명*호	14	2.8%
제***호	11	2.2%
Other values (10)	37	7.4%

shp_knd_nm
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

기선	500

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
기선	500	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
기선	500	100.0%

shp_qtmt_nm
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

FRP	367
강	133

Length

Max length	3
Median length	3
Mean length	2.468
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	FRP
2nd row	강
3rd row	FRP
4th row	FRP
5th row	FRP

Common Values

Value	Count	Frequency (%)
FRP	367	73.4%
강	133	26.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
frp	367	73.4%
강	133	26.6%

rgshb_nm
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

전북 군산시 옥도면	299
경남 남해군 미조면	116
전북 부안군 변산면	41
충남 태안군 근흥면	16
부산시 중구	14
Other values (6)	14

Length

Max length	10
Median length	10
Mean length	9.822
Min length	6

Unique

Unique	3 ?
Unique (%)	0.6%

Sample

1st row	전북 군산시 옥도면
2nd row	경남 남해군 미조면
3rd row	전북 군산시 옥도면
4th row	전북 군산시 옥도면
5th row	전북 부안군 변산면

Common Values

Value	Count	Frequency (%)
전북 군산시 옥도면	299	59.8%
경남 남해군 미조면	116	23.2%
전북 부안군 변산면	41	8.2%
충남 태안군 근흥면	16	3.2%
부산시 중구	14	2.8%
충청남도 서천군	5	1.0%
충청남도 보령시	4	0.8%
전북 군산시	2	0.4%
충남 서천군 비인면	1	0.2%
제주시 추자면	1	0.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
전북	342	23.2%
군산시	301	20.4%
옥도면	299	20.3%
경남	116	7.9%
남해군	116	7.9%
미조면	116	7.9%
부안군	41	2.8%
변산면	41	2.8%
충남	17	1.2%
근흥면	16	1.1%
Other values (10)	68	4.6%

shp_gtnn
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.86546

Minimum	2.99
Maximum	283
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	2.99
5-th percentile	7.93
Q1	7.93
median	9.77
Q3	39
95-th percentile	39
Maximum	283
Range	280.01
Interquartile range (IQR)	31.07

Descriptive statistics

Standard deviation	35.964993
Coefficient of variation (CV)	1.5728961
Kurtosis	25.975019
Mean	22.86546
Median Absolute Deviation (MAD)	1.84
Skewness	4.8019431
Sum	11432.73
Variance	1293.4808
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
9.77	178	35.6%
7.93	161	32.2%
39.0	116	23.2%
29.0	12	2.4%
197.0	11	2.2%
24.0	5	1.0%
4.99	5	1.0%
28.0	4	0.8%
283.0	3	0.6%
63.0	2	0.4%
Other values (3)	3	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.99	1	0.2%
4.99	5	1.0%
7.93	161	32.2%
9.77	178	35.6%
24.0	5	1.0%
28.0	4	0.8%
29.0	12	2.4%
39.0	116	23.2%
42.0	1	0.2%
63.0	2	0.4%

Value	Count	Frequency (%)
283.0	3	0.6%
197.0	11	2.2%
101.0	1	0.2%
63.0	2	0.4%
42.0	1	0.2%
39.0	116	23.2%
29.0	12	2.4%
28.0	4	0.8%
24.0	5	1.0%
9.77	178	35.6%

shp_lt
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.75212

Minimum	8.92
Maximum	51.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	8.92
5-th percentile	13.05
Q1	14.2
median	16.1
Q3	22.1
95-th percentile	23
Maximum	51.1
Range	42.18
Interquartile range (IQR)	7.9

Descriptive statistics

Standard deviation	5.7083322
Coefficient of variation (CV)	0.32155777
Kurtosis	11.212387
Mean	17.75212
Median Absolute Deviation (MAD)	2.3
Skewness	2.847104
Sum	8876.06
Variance	32.585056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
22.1	116	23.2%
13.8	69	13.8%
16.1	67	13.4%
16.7	64	12.8%
14.2	47	9.4%
14.22	26	5.2%
14.6	23	4.6%
13.05	15	3.0%
13.86	14	2.8%
41.44	11	2.2%
Other values (13)	48	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.92	1	0.2%
10.4	5	1.0%
12.8	1	0.2%
12.86	6	1.2%
13.05	15	3.0%
13.8	69	13.8%
13.86	14	2.8%
14.2	47	9.4%
14.22	26	5.2%
14.6	23	4.6%

Value	Count	Frequency (%)
51.1	3	0.6%
41.44	11	2.2%
37.5	1	0.2%
23.43	1	0.2%
23.1	1	0.2%
23.05	4	0.8%
23.0	11	2.2%
22.5	5	1.0%
22.1	116	23.2%
19.76	2	0.4%

shp_prpos_nm
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

연안복합어업	167
근해형망어업	138
서남해구쌍끌이중형저인망어업	116
근해안강망어업	21
연안자망어업	20
Other values (6)	38

Length

Max length	14
Median length	6
Mean length	7.976
Min length	5

Unique

Unique	1 ?
Unique (%)	0.2%

Sample

1st row	연안복합어업
2nd row	서남해구쌍끌이중형저인망어업
3rd row	연안조망어업
4th row	근해형망어업
5th row	연안자망어업

Common Values

Value	Count	Frequency (%)
연안복합어업	167	33.4%
근해형망어업	138	27.6%
서남해구쌍끌이중형저인망어업	116	23.2%
근해안강망어업	21	4.2%
연안자망어업	20	4.0%
연안개량안강망어업	14	2.8%
대형선망어업	12	2.4%
연안조망어업	6	1.2%
선망운반선	3	0.6%
어획물운반선	2	0.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
연안복합어업	167	33.4%
근해형망어업	138	27.6%
서남해구쌍끌이중형저인망어업	116	23.2%
근해안강망어업	21	4.2%
연안자망어업	20	4.0%
연안개량안강망어업	14	2.8%
대형선망어업	12	2.4%
연안조망어업	6	1.2%
선망운반선	3	0.6%
어획물운반선	2	0.4%

shp_hedp_stt_cd
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

1	341
0	159

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	341	68.2%
0	159	31.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	341	68.2%
0	159	31.8%

gtr_ymdhms
Real number (ℝ)

HIGH CORRELATION

Distinct	391
Distinct (%)	78.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0221001 × 10¹³

Minimum	2.0221001 × 10¹³
Maximum	2.0221001 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	2.0221001 × 10¹³
5-th percentile	2.0221001 × 10¹³
Q1	2.0221001 × 10¹³
median	2.0221001 × 10¹³
Q3	2.0221001 × 10¹³
95-th percentile	2.0221001 × 10¹³
Maximum	2.0221001 × 10¹³
Range	4100
Interquartile range (IQR)	2049.75

Descriptive statistics

Standard deviation	1184.704
Coefficient of variation (CV)	5.8587801 × 10^-11
Kurtosis	-1.2235625
Mean	2.0221001 × 10¹³
Median Absolute Deviation (MAD)	1067.5
Skewness	0.0090774179
Sum	1.0110501 × 10¹⁶
Variance	1403523.5
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20221001000734	4	0.8%
20221001003434	3	0.6%
20221001004000	3	0.6%
20221001000634	3	0.6%
20221001000334	3	0.6%
20221001000934	3	0.6%
20221001003404	3	0.6%
20221001000234	3	0.6%
20221001003305	2	0.4%
20221001001605	2	0.4%
Other values (381)	471	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20221001000003	1	0.2%
20221001000004	2	0.4%
20221001000005	1	0.2%
20221001000016	1	0.2%
20221001000030	1	0.2%
20221001000033	1	0.2%
20221001000035	1	0.2%
20221001000100	1	0.2%
20221001000103	2	0.4%
20221001000104	1	0.2%

Value	Count	Frequency (%)
20221001004103	1	0.2%
20221001004100	1	0.2%
20221001004038	1	0.2%
20221001004035	1	0.2%
20221001004034	1	0.2%
20221001004033	2	0.4%
20221001004031	1	0.2%
20221001004030	2	0.4%
20221001004027	1	0.2%
20221001004014	1	0.2%

Heatmap
Table

	data_sn	nssid	shp_la	shp_lo	shp_cog	shp_sog	shp_no	shp_nm	shp_qtmt_nm	rgshb_nm	shp_gtnn	shp_lt	shp_prpos_nm	shp_hedp_stt_cd	gtr_ymdhms
data_sn	1.000	0.144	0.226	0.325	0.315	0.199	0.447	0.469	0.000	0.291	0.201	0.278	0.316	0.123	0.997
nssid	0.144	1.000	0.577	0.720	0.778	0.688	1.000	0.995	0.991	0.906	0.842	0.655	0.870	0.794	0.149
shp_la	0.226	0.577	1.000	0.908	0.617	0.374	0.914	0.843	0.315	0.794	0.707	0.881	0.829	0.667	0.220
shp_lo	0.325	0.720	0.908	1.000	0.564	0.743	0.959	0.913	0.273	0.883	0.766	0.727	0.862	0.488	0.301
shp_cog	0.315	0.778	0.617	0.564	1.000	0.311	0.892	0.922	0.816	0.648	0.624	0.606	0.762	0.831	0.277
shp_sog	0.199	0.688	0.374	0.743	0.311	1.000	0.795	0.856	0.043	0.532	0.000	0.122	0.494	0.000	0.196
shp_no	0.447	1.000	0.914	0.959	0.892	0.795	1.000	0.999	1.000	1.000	1.000	0.999	1.000	1.000	0.441
shp_nm	0.469	0.995	0.843	0.913	0.922	0.856	0.999	1.000	1.000	0.985	0.963	0.974	0.981	0.994	0.459
shp_qtmt_nm	0.000	0.991	0.315	0.273	0.816	0.043	1.000	1.000	1.000	1.000	1.000	0.829	1.000	0.421	0.070
rgshb_nm	0.291	0.906	0.794	0.883	0.648	0.532	1.000	0.985	1.000	1.000	0.961	0.944	0.980	0.634	0.284
shp_gtnn	0.201	0.842	0.707	0.766	0.624	0.000	1.000	0.963	1.000	0.961	1.000	0.983	0.961	0.579	0.207
shp_lt	0.278	0.655	0.881	0.727	0.606	0.122	0.999	0.974	0.829	0.944	0.983	1.000	0.964	0.430	0.296
shp_prpos_nm	0.316	0.870	0.829	0.862	0.762	0.494	1.000	0.981	1.000	0.980	0.961	0.964	1.000	0.740	0.331
shp_hedp_stt_cd	0.123	0.794	0.667	0.488	0.831	0.000	1.000	0.994	0.421	0.634	0.579	0.430	0.740	1.000	0.086
gtr_ymdhms	0.997	0.149	0.220	0.301	0.277	0.196	0.441	0.459	0.070	0.284	0.207	0.296	0.331	0.086	1.000

Heatmap
Table

	shp_sog	shp_no	shp_prpos_nm	shp_hedp_stt_cd	shp_nm	nssid	rgshb_nm	shp_qtmt_nm
shp_sog	1.000	0.640	0.471	0.000	0.701	0.504	0.508	0.027
shp_no	0.640	1.000	0.986	0.962	0.990	0.978	0.986	0.980
shp_prpos_nm	0.471	0.986	1.000	0.719	0.885	0.685	0.740	0.991
shp_hedp_stt_cd	0.000	0.962	0.719	1.000	0.916	0.596	0.609	0.277
shp_nm	0.701	0.990	0.885	0.916	1.000	0.964	0.904	0.978
nssid	0.504	0.978	0.685	0.596	0.964	1.000	0.755	0.913
rgshb_nm	0.508	0.986	0.740	0.609	0.904	0.755	1.000	0.991
shp_qtmt_nm	0.027	0.980	0.991	0.277	0.978	0.913	0.991	1.000

Heatmap
Table

	data_sn	shp_la	shp_lo	shp_cog	shp_gtnn	shp_lt	gtr_ymdhms	nssid	shp_sog	shp_no	shp_nm	shp_qtmt_nm	rgshb_nm	shp_prpos_nm	shp_hedp_stt_cd
data_sn	1.000	0.032	-0.061	0.047	-0.060	-0.028	1.000	0.075	0.151	0.180	0.164	0.000	0.127	0.140	0.093
shp_la	0.032	1.000	-0.509	0.249	-0.398	-0.312	0.031	0.391	0.398	0.688	0.561	0.335	0.553	0.605	0.716
shp_lo	-0.061	-0.509	1.000	-0.216	0.331	0.201	-0.061	0.457	0.754	0.799	0.671	0.271	0.669	0.630	0.486
shp_cog	0.047	0.249	-0.216	1.000	-0.190	-0.110	0.046	0.555	0.237	0.597	0.572	0.644	0.343	0.455	0.658
shp_gtnn	-0.060	-0.398	0.331	-0.190	1.000	0.917	-0.059	0.460	0.000	0.984	0.847	0.991	0.888	0.888	0.418
shp_lt	-0.028	-0.312	0.201	-0.110	0.917	1.000	-0.027	0.464	0.130	0.982	0.871	0.895	0.842	0.900	0.458
gtr_ymdhms	1.000	0.031	-0.061	0.046	-0.059	-0.027	1.000	0.081	0.149	0.177	0.160	0.054	0.124	0.146	0.069
nssid	0.075	0.391	0.457	0.555	0.460	0.464	0.081	1.000	0.504	0.978	0.964	0.913	0.755	0.685	0.596
shp_sog	0.151	0.398	0.754	0.237	0.000	0.130	0.149	0.504	1.000	0.640	0.701	0.027	0.508	0.471	0.000
shp_no	0.180	0.688	0.799	0.597	0.984	0.982	0.177	0.978	0.640	1.000	0.990	0.980	0.986	0.986	0.962
shp_nm	0.164	0.561	0.671	0.572	0.847	0.871	0.160	0.964	0.701	0.990	1.000	0.978	0.904	0.885	0.916
shp_qtmt_nm	0.000	0.335	0.271	0.644	0.991	0.895	0.054	0.913	0.027	0.980	0.978	1.000	0.991	0.991	0.277
rgshb_nm	0.127	0.553	0.669	0.343	0.888	0.842	0.124	0.755	0.508	0.986	0.904	0.991	1.000	0.740	0.609
shp_prpos_nm	0.140	0.605	0.630	0.455	0.888	0.900	0.146	0.685	0.471	0.986	0.885	0.991	0.740	1.000	0.719
shp_hedp_stt_cd	0.093	0.716	0.486	0.658	0.418	0.458	0.069	0.596	0.000	0.962	0.916	0.277	0.609	0.719	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

	data_sn	gtr_ym	nssid	shp_la	shp_lo	shp_cog	shp_no	shp_nm	shp_knd_nm	shp_qtmt_nm	rgshb_nm	shp_gtnn	shp_lt	shp_prpos_nm	shp_hedp_stt_cd	gtr_ymdhms
0	1	202210	35******	35.9373	126.5317	110	04040*********	금*호	기선	FRP	전북 군산시 옥도면	7.93	13.8	연안복합어업	1	20221001000003
1	2	202210	33******	35.9355	126.5319	72	10070*********	제****호	기선	강	경남 남해군 미조면	39.0	22.1	서남해구쌍끌이중형저인망어업	1	20221001000004
2	3	202210	34******	35.9473	126.4008	20	03050*********	국*호	기선	FRP	전북 군산시 옥도면	7.93	12.86	연안조망어업	0	20221001000004
3	4	202210	36******	35.9375	126.5316	316	15090*********	혜*호	기선	FRP	전북 군산시 옥도면	9.77	16.7	근해형망어업	1	20221001000005
4	5	202210	35******	35.9595	126.4272	6	99090*********	영*호	기선	FRP	전북 부안군 변산면	7.93	13.05	연안자망어업	0	20221001000016
5	6	202210	34******	35.9373	126.5315	166	02020*********	흥*호	기선	FRP	전북 군산시 옥도면	9.77	16.1	근해형망어업	1	20221001000030
6	7	202210	35******	35.9373	126.5317	136	04040*********	금*호	기선	FRP	전북 군산시 옥도면	7.93	13.8	연안복합어업	1	20221001000033
7	8	202210	36******	35.9375	126.5316	316	15090*********	혜*호	기선	FRP	전북 군산시 옥도면	9.77	16.7	근해형망어업	1	20221001000035
8	9	202210	34******	35.9373	126.5315	166	02020*********	흥*호	기선	FRP	전북 군산시 옥도면	9.77	16.1	근해형망어업	1	20221001000100
9	10	202210	33******	35.9356	126.5319	30	10070*********	제****호	기선	강	경남 남해군 미조면	39.0	22.1	서남해구쌍끌이중형저인망어업	1	20221001000103

	data_sn	gtr_ym	nssid	shp_la	shp_lo	shp_cog	shp_no	shp_nm	shp_knd_nm	shp_qtmt_nm	rgshb_nm	shp_gtnn	shp_lt	shp_prpos_nm	shp_hedp_stt_cd	gtr_ymdhms
490	491	202210	34******	35.9373	126.5315	178	02020*********	흥*호	기선	FRP	전북 군산시 옥도면	9.77	16.1	근해형망어업	1	20221001004030
491	492	202210	34******	35.9633	126.4365	14	03040*********	태*호	기선	FRP	전북 군산시 옥도면	7.93	14.2	연안복합어업	0	20221001004030
492	493	202210	34******	35.9633	126.4365	14	99080*********	성*호	기선	FRP	전북 군산시 옥도면	7.93	14.6	연안복합어업	0	20221001004031
493	494	202210	33******	35.9356	126.5319	30	10070*********	제****호	기선	강	경남 남해군 미조면	39.0	22.1	서남해구쌍끌이중형저인망어업	1	20221001004033
494	495	202210	35******	35.9373	126.5317	78	04040*********	금*호	기선	FRP	전북 군산시 옥도면	7.93	13.8	연안복합어업	1	20221001004033
495	496	202210	33******	35.9355	126.5319	72	10070*********	제****호	기선	강	경남 남해군 미조면	39.0	22.1	서남해구쌍끌이중형저인망어업	1	20221001004034
496	497	202210	36******	35.9375	126.5316	316	15090*********	혜*호	기선	FRP	전북 군산시 옥도면	9.77	16.7	근해형망어업	1	20221001004035
497	498	202210	31******	35.9863	126.1666	352	09080*********	2**호	기선	FRP	충청남도 서천군	4.99	10.4	연안자망어업	0	20221001004038
498	499	202210	34******	35.9637	126.4367	14	03040*********	태*호	기선	FRP	전북 군산시 옥도면	7.93	14.2	연안복합어업	0	20221001004100
499	500	202210	33******	35.9356	126.5319	30	10070*********	제****호	기선	강	경남 남해군 미조면	39.0	22.1	서남해구쌍끌이중형저인망어업	1	20221001004103

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

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample