gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	52.9 KiB
Average record size in memory	108.3 B

Variable types

Numeric	11
Categorical	1

Dataset

Description	Sample
Author	엔에스원소프트㈜
URL	https://www.bigdata-coast.kr/gdsInfo/gdsInfoDetail.do?gdsCd=CT10NS1001

Alerts

`GTR_YM` has constant value ""	Constant
`DATA_SN` is highly overall correlated with `LA_STD_WTRON_VE` and 2 other fields	High correlation
`SHP_LA` is highly overall correlated with `SHP_LO` and 1 other fields	High correlation
`SHP_LO` is highly overall correlated with `SHP_LA` and 1 other fields	High correlation
`SHP_VE` is highly overall correlated with `GTR_YMDHMS`	High correlation
`SHP_COG` is highly overall correlated with `SHP_SOG` and 2 other fields	High correlation
`SHP_SOG` is highly overall correlated with `SHP_COG` and 4 other fields	High correlation
`GYRO_AGL` is highly overall correlated with `SHP_COG` and 2 other fields	High correlation
`LA_STD_WTRON_VE` is highly overall correlated with `DATA_SN` and 2 other fields	High correlation
`LO_STD_WTRON_VE` is highly overall correlated with `DATA_SN` and 2 other fields	High correlation
`SHP_RTTRN` is highly overall correlated with `DATA_SN` and 3 other fields	High correlation
`GTR_YMDHMS` is highly overall correlated with `SHP_LA` and 2 other fields	High correlation
`DATA_SN` has unique values	Unique
`GTR_YMDHMS` has unique values	Unique
`SHP_RTTRN` has 209 (41.8%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 12:43:55.455399
Analysis finished	2024-03-13 12:44:14.169362
Duration	18.71 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	144815.99

Minimum	137949
Maximum	160901
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	137949
5-th percentile	137980.95
Q1	138220.75
median	138345.5
Q3	148606.25
95-th percentile	158122.05
Maximum	160901
Range	22952
Interquartile range (IQR)	10385.5

Descriptive statistics

Standard deviation	8002.2907
Coefficient of variation (CV)	0.055258336
Kurtosis	-1.1542882
Mean	144815.99
Median Absolute Deviation (MAD)	365
Skewness	0.65719294
Sum	72407996
Variance	64036657
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
137949	1	0.2%
148538	1	0.2%
148551	1	0.2%
148550	1	0.2%
148549	1	0.2%
148548	1	0.2%
148547	1	0.2%
148546	1	0.2%
148545	1	0.2%
148544	1	0.2%
Other values (490)	490	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
137949	1	0.2%
137950	1	0.2%
137951	1	0.2%
137952	1	0.2%
137953	1	0.2%
137954	1	0.2%
137955	1	0.2%
137956	1	0.2%
137957	1	0.2%
137958	1	0.2%

Value	Count	Frequency (%)
160901	1	0.2%
160851	1	0.2%
158145	1	0.2%
158144	1	0.2%
158143	1	0.2%
158142	1	0.2%
158141	1	0.2%
158140	1	0.2%
158139	1	0.2%
158138	1	0.2%

GTR_YM
Categorical

CONSTANT

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

202205	500

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	202205
2nd row	202205
3rd row	202205
4th row	202205
5th row	202205

Common Values

Value	Count	Frequency (%)
202205	500	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
202205	500	100.0%

SHP_LA
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.629707

Minimum	34.1165
Maximum	35.49851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	34.1165
5-th percentile	34.17491
Q1	34.5319
median	34.75774
Q3	34.83621
95-th percentile	34.881
Maximum	35.49851
Range	1.38201
Interquartile range (IQR)	0.30431

Descriptive statistics

Standard deviation	0.26895517
Coefficient of variation (CV)	0.0077666025
Kurtosis	-0.54447841
Mean	34.629707
Median Absolute Deviation (MAD)	0.10473
Skewness	-0.71168944
Sum	17314.853
Variance	0.072336882
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
34.83621	176	35.2%
34.17491	66	13.2%
34.65301	65	13.0%
34.75774	38	7.6%
34.881	32	6.4%
34.65524	21	4.2%
34.57267	20	4.0%
34.26237	19	3.8%
34.1165	15	3.0%
34.21011	13	2.6%
Other values (8)	35	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.1165	15	3.0%
34.17491	66	13.2%
34.21011	13	2.6%
34.26237	19	3.8%
34.2886	9	1.8%
34.50107	2	0.4%
34.5319	10	2.0%
34.57267	20	4.0%
34.57737	1	0.2%
34.61131	1	0.2%

Value	Count	Frequency (%)
35.49851	2	0.4%
34.90538	1	0.2%
34.89084	9	1.8%
34.881	32	6.4%
34.83621	176	35.2%
34.75774	38	7.6%
34.65524	21	4.2%
34.65301	65	13.0%
34.61131	1	0.2%
34.57737	1	0.2%

SHP_LO
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.21035

Minimum	127.02757
Maximum	129.59849
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	127.02757
5-th percentile	127.02757
Q1	128.1192
median	128.1192
Q3	128.6196
95-th percentile	128.87831
Maximum	129.59849
Range	2.57092
Interquartile range (IQR)	0.5004

Descriptive statistics

Standard deviation	0.47620328
Coefficient of variation (CV)	0.0037142344
Kurtosis	1.3402802
Mean	128.21035
Median Absolute Deviation (MAD)	0.21918
Skewness	-0.82369809
Sum	64105.173
Variance	0.22676956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
128.1192	176	35.2%
128.6196	66	13.2%
128.35264	65	13.0%
127.02757	38	7.6%
127.93827	32	6.4%
128.33838	21	4.2%
128.99867	20	4.0%
128.87831	19	3.8%
128.6652	15	3.0%
128.04487	13	2.6%
Other values (8)	35	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.02757	38	7.6%
127.14781	9	1.8%
127.93827	32	6.4%
127.98634	10	2.0%
128.04487	13	2.6%
128.06442	1	0.2%
128.07854	1	0.2%
128.1192	176	35.2%
128.33838	21	4.2%
128.35264	65	13.0%

Value	Count	Frequency (%)
129.59849	2	0.4%
129.26149	2	0.4%
128.99867	20	4.0%
128.87831	19	3.8%
128.71449	1	0.2%
128.68959	9	1.8%
128.6652	15	3.0%
128.6196	66	13.2%
128.35264	65	13.0%
128.33838	21	4.2%

SHP_VE
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10268

Minimum	0.01
Maximum	0.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.06
median	0.06
Q3	0.11
95-th percentile	0.22
Maximum	0.49
Range	0.48
Interquartile range (IQR)	0.05

Descriptive statistics

Standard deviation	0.10112403
Coefficient of variation (CV)	0.98484643
Kurtosis	6.2030739
Mean	0.10268
Median Absolute Deviation (MAD)	0
Skewness	2.4264416
Sum	51.34
Variance	0.01022607
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0.06	254	50.8%
0.22	66	13.2%
0.01	40	8.0%
0.08	32	6.4%
0.04	21	4.2%
0.49	20	4.0%
0.11	19	3.8%
0.13	15	3.0%
0.03	11	2.2%
0.2	10	2.0%
Other values (3)	12	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	40	8.0%
0.03	11	2.2%
0.04	21	4.2%
0.06	254	50.8%
0.08	32	6.4%
0.09	9	1.8%
0.1	1	0.2%
0.11	19	3.8%
0.13	15	3.0%
0.2	10	2.0%

Value	Count	Frequency (%)
0.49	20	4.0%
0.35	2	0.4%
0.22	66	13.2%
0.2	10	2.0%
0.13	15	3.0%
0.11	19	3.8%
0.1	1	0.2%
0.09	9	1.8%
0.08	32	6.4%
0.06	254	50.8%

SHP_COG
Real number (ℝ)

HIGH CORRELATION

Distinct	120
Distinct (%)	24.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	166.9634

Minimum	53.9
Maximum	262.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	53.9
5-th percentile	54.1
Q1	55.4
median	235.6
Q3	252.8
95-th percentile	261.9
Maximum	262.7
Range	208.8
Interquartile range (IQR)	197.4

Descriptive statistics

Standard deviation	94.241949
Coefficient of variation (CV)	0.56444675
Kurtosis	-1.8766561
Mean	166.9634
Median Absolute Deviation (MAD)	21.55
Skewness	-0.31275876
Sum	83481.7
Variance	8881.545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.4	27	5.4%
55.3	20	4.0%
54.1	18	3.6%
55.5	18	3.6%
253.0	15	3.0%
235.9	13	2.6%
54.5	12	2.4%
55.8	12	2.4%
253.5	11	2.2%
54.8	10	2.0%
Other values (110)	344	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53.9	4	0.8%
54.0	5	1.0%
54.1	18	3.6%
54.3	6	1.2%
54.4	6	1.2%
54.5	12	2.4%
54.6	2	0.4%
54.7	3	0.6%
54.8	10	2.0%
54.9	8	1.6%

Value	Count	Frequency (%)
262.7	3	0.6%
262.5	1	0.2%
262.3	3	0.6%
262.2	6	1.2%
262.1	6	1.2%
262.0	3	0.6%
261.9	4	0.8%
261.7	3	0.6%
261.6	2	0.4%
261.5	3	0.6%

SHP_SOG
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.8

Minimum	0.1
Maximum	14.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0.1
5-th percentile	11.1
Q1	11.2
median	12.1
Q3	12.3
95-th percentile	12.8
Maximum	14.9
Range	14.8
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.97846553
Coefficient of variation (CV)	0.082920807
Kurtosis	80.373103
Mean	11.8
Median Absolute Deviation (MAD)	0.6
Skewness	-6.7506817
Sum	5900
Variance	0.95739479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
11.1	100	20.0%
12.2	83	16.6%
11.2	71	14.2%
12.1	48	9.6%
11.5	27	5.4%
12.3	26	5.2%
12.7	22	4.4%
12.6	22	4.4%
12.5	21	4.2%
12.8	18	3.6%
Other values (12)	62	12.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	2	0.4%
10.8	2	0.4%
11.0	7	1.4%
11.1	100	20.0%
11.2	71	14.2%
11.3	2	0.4%
11.4	10	2.0%
11.5	27	5.4%
11.6	9	1.8%
11.9	1	0.2%

Value	Count	Frequency (%)
14.9	1	0.2%
13.0	1	0.2%
12.9	16	3.2%
12.8	18	3.6%
12.7	22	4.4%
12.6	22	4.4%
12.5	21	4.2%
12.4	9	1.8%
12.3	26	5.2%
12.2	83	16.6%

GYRO_AGL
Real number (ℝ)

HIGH CORRELATION

Distinct	63
Distinct (%)	12.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	166.1916

Minimum	29.9
Maximum	262.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	29.9
5-th percentile	54.7
Q1	55.1
median	234.7
Q3	252.1
95-th percentile	261.9
Maximum	262.6
Range	232.7
Interquartile range (IQR)	197

Descriptive statistics

Standard deviation	94.371503
Coefficient of variation (CV)	0.56784761
Kurtosis	-1.8810362
Mean	166.1916
Median Absolute Deviation (MAD)	21.45
Skewness	-0.30625846
Sum	83095.8
Variance	8905.9806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.0	35	7.0%
54.7	30	6.0%
55.1	30	6.0%
252.9	28	5.6%
55.2	24	4.8%
235.1	24	4.8%
54.8	19	3.8%
235.3	18	3.6%
234.7	18	3.6%
54.6	15	3.0%
Other values (53)	259	51.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29.9	2	0.4%
54.6	15	3.0%
54.7	30	6.0%
54.8	19	3.8%
54.9	9	1.8%
55.0	35	7.0%
55.1	30	6.0%
55.2	24	4.8%
55.3	12	2.4%
55.4	5	1.0%

Value	Count	Frequency (%)
262.6	4	0.8%
262.3	3	0.6%
262.2	2	0.4%
262.1	4	0.8%
262.0	3	0.6%
261.9	13	2.6%
261.7	9	1.8%
256.3	2	0.4%
256.0	5	1.0%
255.6	1	0.2%

LA_STD_WTRON_VE
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.6658

Minimum	8.05
Maximum	16.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	8.05
5-th percentile	10.88
Q1	11.06
median	11.14
Q3	12.26
95-th percentile	12.7
Maximum	16.04
Range	7.99
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.79555778
Coefficient of variation (CV)	0.068195733
Kurtosis	2.0657276
Mean	11.6658
Median Absolute Deviation (MAD)	0.26
Skewness	0.3697685
Sum	5832.9
Variance	0.63291218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
11.06	176	35.2%
12.18	66	13.2%
10.88	65	13.0%
12.7	38	7.6%
12.68	32	6.4%
12.26	21	4.2%
11.83	20	4.0%
12.44	19	3.8%
11.32	15	3.0%
11.14	13	2.6%
Other values (8)	35	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.05	2	0.4%
10.88	65	13.0%
11.06	176	35.2%
11.14	13	2.6%
11.32	15	3.0%
11.38	2	0.4%
11.83	20	4.0%
12.18	66	13.2%
12.26	21	4.2%
12.44	19	3.8%

Value	Count	Frequency (%)
16.04	1	0.2%
14.8	1	0.2%
13.0	9	1.8%
12.87	9	1.8%
12.73	1	0.2%
12.7	38	7.6%
12.68	32	6.4%
12.66	10	2.0%
12.44	19	3.8%
12.26	21	4.2%

LO_STD_WTRON_VE
Real number (ℝ)

HIGH CORRELATION

Distinct	18
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.93744

Minimum	7.93
Maximum	15.35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	7.93
5-th percentile	10.97
Q1	11.66
median	11.66
Q3	12.39
95-th percentile	12.69
Maximum	15.35
Range	7.42
Interquartile range (IQR)	0.73

Descriptive statistics

Standard deviation	0.62902272
Coefficient of variation (CV)	0.052693268
Kurtosis	6.8819082
Mean	11.93744
Median Absolute Deviation (MAD)	0.65
Skewness	-0.78374048
Sum	5968.72
Variance	0.39566959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
11.66	176	35.2%
12.31	66	13.2%
10.97	65	13.0%
12.69	38	7.6%
12.58	32	6.4%
12.34	21	4.2%
12.39	20	4.0%
12.48	19	3.8%
11.51	15	3.0%
11.91	13	2.6%
Other values (8)	35	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.93	2	0.4%
10.97	65	13.0%
11.51	15	3.0%
11.57	2	0.4%
11.66	176	35.2%
11.91	13	2.6%
12.31	66	13.2%
12.34	21	4.2%
12.39	20	4.0%
12.48	19	3.8%

Value	Count	Frequency (%)
15.35	1	0.2%
14.15	1	0.2%
12.82	9	1.8%
12.72	1	0.2%
12.69	38	7.6%
12.58	32	6.4%
12.57	9	1.8%
12.5	10	2.0%
12.48	19	3.8%
12.39	20	4.0%

SHP_RTTRN
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2734

Minimum	-3.2
Maximum	9.5
Zeros	209
Zeros (%)	41.8%
Negative	226
Negative (%)	45.2%
Memory size	4.5 KiB

Quantile statistics

Minimum	-3.2
5-th percentile	-1.1
Q1	-0.6
median	0
Q3	0
95-th percentile	1.1
Maximum	9.5
Range	12.7
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.89849152
Coefficient of variation (CV)	-3.2863626
Kurtosis	30.774211
Mean	-0.2734
Median Absolute Deviation (MAD)	0.3
Skewness	1.5527037
Sum	-136.7
Variance	0.80728701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0.0	209	41.8%
-0.6	176	35.2%
0.3	38	7.6%
-1.1	21	4.2%
-3.2	20	4.0%
1.1	15	3.0%
1.8	9	1.8%
-0.1	9	1.8%
1.4	1	0.2%
1.9	1	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.2	20	4.0%
-1.1	21	4.2%
-0.6	176	35.2%
-0.1	9	1.8%
0.0	209	41.8%
0.3	38	7.6%
1.1	15	3.0%
1.4	1	0.2%
1.8	9	1.8%
1.9	1	0.2%

Value	Count	Frequency (%)
9.5	1	0.2%
1.9	1	0.2%
1.8	9	1.8%
1.4	1	0.2%
1.1	15	3.0%
0.3	38	7.6%
0.0	209	41.8%
-0.1	9	1.8%
-0.6	176	35.2%
-1.1	21	4.2%

GTR_YMDHMS
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0220513 × 10¹³

Minimum	2.0220509 × 10¹³
Maximum	2.022053 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	2.0220509 × 10¹³
5-th percentile	2.0220509 × 10¹³
Q1	2.0220509 × 10¹³
median	2.022051 × 10¹³
Q3	2.022051 × 10¹³
95-th percentile	2.0220525 × 10¹³
Maximum	2.022053 × 10¹³
Range	20960007
Interquartile range (IQR)	814731.5

Descriptive statistics

Standard deviation	6383414.4
Coefficient of variation (CV)	3.1569004 × 10^-7
Kurtosis	0.16657004
Mean	2.0220513 × 10¹³
Median Absolute Deviation (MAD)	799940.5
Skewness	1.456779
Sum	1.0110256 × 10¹⁶
Variance	4.074798 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20220509180049	1	0.2%
20220509171336	1	0.2%
20220509171813	1	0.2%
20220509171748	1	0.2%
20220509171735	1	0.2%
20220509171719	1	0.2%
20220509171702	1	0.2%
20220509171641	1	0.2%
20220509171623	1	0.2%
20220509171606	1	0.2%
Other values (490)	490	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20220509150006	1	0.2%
20220509150012	1	0.2%
20220509150022	1	0.2%
20220509150024	1	0.2%
20220509150041	1	0.2%
20220509150043	1	0.2%
20220509150045	1	0.2%
20220509150054	1	0.2%
20220509150104	1	0.2%
20220509150112	1	0.2%

Value	Count	Frequency (%)
20220530110013	1	0.2%
20220530100203	1	0.2%
20220525203620	1	0.2%
20220525203445	1	0.2%
20220525203441	1	0.2%
20220525203428	1	0.2%
20220525203023	1	0.2%
20220525202436	1	0.2%
20220525202432	1	0.2%
20220525202400	1	0.2%

Phik (φk)
Auto

Heatmap
Table

	DATA_SN	SHP_LA	SHP_LO	SHP_VE	SHP_COG	SHP_SOG	GYRO_AGL	LA_STD_WTRON_VE	LO_STD_WTRON_VE	SHP_RTTRN	GTR_YMDHMS
DATA_SN	1.000	0.700	0.964	0.908	0.847	0.863	0.577	0.887	0.883	0.789	1.000
SHP_LA	0.700	1.000	0.954	0.912	0.862	0.790	0.804	0.893	0.777	0.447	0.542
SHP_LO	0.964	0.954	1.000	0.807	0.992	0.965	0.865	0.795	0.848	0.631	0.720
SHP_VE	0.908	0.912	0.807	1.000	0.684	0.671	0.636	0.940	0.731	0.849	0.847
SHP_COG	0.847	0.862	0.992	0.684	1.000	0.974	1.000	0.823	0.878	0.464	0.426
SHP_SOG	0.863	0.790	0.965	0.671	0.974	1.000	0.818	0.941	0.959	0.757	0.587
GYRO_AGL	0.577	0.804	0.865	0.636	1.000	0.818	1.000	0.768	0.775	0.385	0.483
LA_STD_WTRON_VE	0.887	0.893	0.795	0.940	0.823	0.941	0.768	1.000	0.922	0.888	0.861
LO_STD_WTRON_VE	0.883	0.777	0.848	0.731	0.878	0.959	0.775	0.922	1.000	0.947	0.995
SHP_RTTRN	0.789	0.447	0.631	0.849	0.464	0.757	0.385	0.888	0.947	1.000	0.945
GTR_YMDHMS	1.000	0.542	0.720	0.847	0.426	0.587	0.483	0.861	0.995	0.945	1.000

Heatmap
Table

	DATA_SN	SHP_LA	SHP_LO	SHP_VE	SHP_COG	SHP_SOG	GYRO_AGL	LA_STD_WTRON_VE	LO_STD_WTRON_VE	SHP_RTTRN	GTR_YMDHMS
DATA_SN	1.000	-0.061	-0.181	0.287	0.370	0.498	0.337	0.782	0.725	0.515	0.431
SHP_LA	-0.061	1.000	-0.685	-0.405	-0.292	-0.296	-0.308	-0.144	-0.010	-0.451	0.670
SHP_LO	-0.181	-0.685	1.000	0.485	-0.003	-0.075	-0.020	-0.187	-0.282	0.012	-0.812
SHP_VE	0.287	-0.405	0.485	1.000	0.073	0.070	0.064	0.163	0.148	0.043	-0.510
SHP_COG	0.370	-0.292	-0.003	0.073	1.000	0.873	0.958	0.391	0.387	0.638	0.015
SHP_SOG	0.498	-0.296	-0.075	0.070	0.873	1.000	0.878	0.614	0.577	0.710	0.131
GYRO_AGL	0.337	-0.308	-0.020	0.064	0.958	0.878	1.000	0.407	0.392	0.666	-0.005
LA_STD_WTRON_VE	0.782	-0.144	-0.187	0.163	0.391	0.614	0.407	1.000	0.954	0.384	0.237
LO_STD_WTRON_VE	0.725	-0.010	-0.282	0.148	0.387	0.577	0.392	0.954	1.000	0.223	0.256
SHP_RTTRN	0.515	-0.451	0.012	0.043	0.638	0.710	0.666	0.384	0.223	1.000	0.161
GTR_YMDHMS	0.431	0.670	-0.812	-0.510	0.015	0.131	-0.005	0.237	0.256	0.161	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	SHP_LA	SHP_LO	SHP_VE	SHP_COG	SHP_SOG	GYRO_AGL	LA_STD_WTRON_VE	LO_STD_WTRON_VE	SHP_RTTRN	GTR_YMDHMS
0	137949	202205	34.65524	128.33838	0.04	234.2	12.2	233.7	12.26	12.34	-1.1	20220509180049
1	137950	202205	34.65524	128.33838	0.04	234.2	12.2	233.7	12.26	12.34	-1.1	20220509180138
2	137951	202205	34.65524	128.33838	0.04	234.7	12.1	234.0	12.26	12.34	-1.1	20220509180147
3	137952	202205	34.65524	128.33838	0.04	234.7	12.1	234.0	12.26	12.34	-1.1	20220509180153
4	137953	202205	34.65524	128.33838	0.04	234.7	12.1	234.0	12.26	12.34	-1.1	20220509180154
5	137954	202205	34.65524	128.33838	0.04	234.7	12.1	234.0	12.26	12.34	-1.1	20220509180338
6	137955	202205	34.65524	128.33838	0.04	234.7	12.1	234.0	12.26	12.34	-1.1	20220509180401
7	137956	202205	34.65524	128.33838	0.04	234.7	12.1	234.0	12.26	12.34	-1.1	20220509180406
8	137957	202205	34.65524	128.33838	0.04	234.5	12.1	234.0	12.26	12.34	-1.1	20220509180427
9	137958	202205	34.65524	128.33838	0.04	234.5	12.1	234.0	12.26	12.34	-1.1	20220509180429

	DATA_SN	GTR_YM	SHP_LA	SHP_LO	SHP_VE	SHP_COG	SHP_SOG	GYRO_AGL	LA_STD_WTRON_VE	LO_STD_WTRON_VE	SHP_RTTRN	GTR_YMDHMS
490	158138	202205	34.75774	127.02757	0.01	262.0	12.7	261.9	12.7	12.69	0.3	20220525202400
491	158139	202205	34.75774	127.02757	0.01	261.9	12.7	261.9	12.7	12.69	0.3	20220525202432
492	158140	202205	34.75774	127.02757	0.01	262.0	12.7	261.9	12.7	12.69	0.3	20220525202436
493	158141	202205	34.75774	127.02757	0.01	262.5	12.8	262.1	12.7	12.69	0.3	20220525203023
494	158142	202205	34.75774	127.02757	0.01	262.1	12.9	262.6	12.7	12.69	0.3	20220525203428
495	158143	202205	34.75774	127.02757	0.01	262.1	12.9	262.6	12.7	12.69	0.3	20220525203441
496	158144	202205	34.75774	127.02757	0.01	262.2	12.9	262.6	12.7	12.69	0.3	20220525203445
497	158145	202205	34.75774	127.02757	0.01	262.1	12.9	262.6	12.7	12.69	0.3	20220525203620
498	160851	202205	34.90538	128.71449	0.35	72.7	12.8	73.1	14.8	14.15	1.9	20220530100203
499	160901	202205	34.57737	128.07854	0.35	72.2	14.9	71.4	16.04	15.35	9.5	20220530110013

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample