gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	744
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	112.7 KiB
Average record size in memory	155.2 B

Variable types

Categorical	7
Numeric	11

Dataset

Description	Sample
Author	㈜전략해양
URL	https://www.bigdata-coast.kr/gdsInfo/gdsInfoDetail.do?gdsCd=CT01RNS017

Alerts

`SAR_SE_NM` has constant value ""	Constant
`HHS_WTCH_TDLV_VAL` has constant value ""	Constant
`PH_VAL` has constant value ""	Constant
`DOXN_DGRSTR_VAL` has constant value ""	Constant
`CHPLA_MSQT_VAL` has constant value ""	Constant
`TN_MSQT_VAL` has constant value ""	Constant
`TP_MSQT_VAL` has constant value ""	Constant
`WTCH_YMDHM` is highly overall correlated with `WTCH_WTEM` and 1 other fields	High correlation
`WTCH_WTEM` is highly overall correlated with `WTCH_YMDHM` and 2 other fields	High correlation
`HHS_WTCH_WNSPD_VAL` is highly overall correlated with `HHS_WTCH_WNDRCT_VAL`	High correlation
`HHS_WTCH_WNDRCT_VAL` is highly overall correlated with `HHS_WTCH_WNSPD_VAL`	High correlation
`HHS_WTCH_ATEM_VAL` is highly overall correlated with `WTCH_WTEM`	High correlation
`HHS_SWTRSF_ARCSR_VAL` is highly overall correlated with `WTCH_YMDHM` and 1 other fields	High correlation
`WTCH_YMDHM` has unique values	Unique
`HHS_PRAMT_VAL` has 711 (95.6%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 12:37:32.765942
Analysis finished	2024-03-13 12:37:53.979692
Duration	21.21 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

SAR_SE_NM
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

WANDO	744

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
WANDO	744	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
wando	744	100.0%

WTCH_YMDHM
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	744
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0220516 × 10¹¹

Minimum	2.0220501 × 10¹¹
Maximum	2.0220531 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	2.0220501 × 10¹¹
5-th percentile	2.0220502 × 10¹¹
Q1	2.0220508 × 10¹¹
median	2.0220516 × 10¹¹
Q3	2.0220524 × 10¹¹
95-th percentile	2.022053 × 10¹¹
Maximum	2.0220531 × 10¹¹
Range	302300
Interquartile range (IQR)	158750

Descriptive statistics

Standard deviation	89505.57
Coefficient of variation (CV)	4.426473 × 10^-7
Kurtosis	-1.2023675
Mean	2.0220516 × 10¹¹
Median Absolute Deviation (MAD)	79400
Skewness	0
Sum	1.5044064 × 10¹⁴
Variance	8.011247 × 10⁹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202205010000	1	0.1%
202205212000	1	0.1%
202205211100	1	0.1%
202205211200	1	0.1%
202205211300	1	0.1%
202205211400	1	0.1%
202205211500	1	0.1%
202205211600	1	0.1%
202205211700	1	0.1%
202205211800	1	0.1%
Other values (734)	734	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
202205010000	1	0.1%
202205010100	1	0.1%
202205010200	1	0.1%
202205010300	1	0.1%
202205010400	1	0.1%
202205010500	1	0.1%
202205010600	1	0.1%
202205010700	1	0.1%
202205010800	1	0.1%
202205010900	1	0.1%

Value	Count	Frequency (%)
202205312300	1	0.1%
202205312200	1	0.1%
202205312100	1	0.1%
202205312000	1	0.1%
202205311900	1	0.1%
202205311800	1	0.1%
202205311700	1	0.1%
202205311600	1	0.1%
202205311500	1	0.1%
202205311400	1	0.1%

WTCH_WTEM
Real number (ℝ)

HIGH CORRELATION

Distinct	531
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.32827

Minimum	13.29
Maximum	18.017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	13.29
5-th percentile	13.857
Q1	14.72825
median	15.287
Q3	15.88475
95-th percentile	16.7964
Maximum	18.017
Range	4.727
Interquartile range (IQR)	1.1565

Descriptive statistics

Standard deviation	0.8998205
Coefficient of variation (CV)	0.05870333
Kurtosis	-0.25323386
Mean	15.32827
Median Absolute Deviation (MAD)	0.5845
Skewness	0.15738744
Sum	11404.233
Variance	0.80967693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.22	7	0.9%
14.735	5	0.7%
14.897	4	0.5%
15.06	4	0.5%
15.4	4	0.5%
15.41	4	0.5%
15.39	4	0.5%
15.46	4	0.5%
15.225	3	0.4%
15.48	3	0.4%
Other values (521)	702	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.29	1	0.1%
13.36	3	0.4%
13.365	1	0.1%
13.38	1	0.1%
13.395	1	0.1%
13.415	1	0.1%
13.425	1	0.1%
13.44	1	0.1%
13.45	1	0.1%
13.475	1	0.1%

Value	Count	Frequency (%)
18.017	1	0.1%
17.93	1	0.1%
17.873	1	0.1%
17.815	1	0.1%
17.693	1	0.1%
17.633	1	0.1%
17.605	1	0.1%
17.423	1	0.1%
17.39	1	0.1%
17.37	1	0.1%

WTCH_SLNTY
Real number (ℝ)

Distinct	296
Distinct (%)	39.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.48922

Minimum	29.54
Maximum	33.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	29.54
5-th percentile	29.996
Q1	30.73
median	31.51
Q3	32.24
95-th percentile	32.8785
Maximum	33.2
Range	3.66
Interquartile range (IQR)	1.51

Descriptive statistics

Standard deviation	0.91943554
Coefficient of variation (CV)	0.029198422
Kurtosis	-0.93111258
Mean	31.48922
Median Absolute Deviation (MAD)	0.74
Skewness	-0.15691288
Sum	23427.98
Variance	0.84536171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.42	13	1.7%
32.12	9	1.2%
31.48	8	1.1%
32.13	7	0.9%
31.51	7	0.9%
30.19	7	0.9%
31.43	6	0.8%
30.79	6	0.8%
31.49	6	0.8%
29.57	6	0.8%
Other values (286)	669	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29.54	1	0.1%
29.55	1	0.1%
29.56	1	0.1%
29.57	6	0.8%
29.58	3	0.4%
29.6	1	0.1%
29.61	1	0.1%
29.62	3	0.4%
29.63	1	0.1%
29.64	2	0.3%

Value	Count	Frequency (%)
33.2	1	0.1%
33.19	1	0.1%
33.18	1	0.1%
33.17	1	0.1%
33.16	2	0.3%
33.15	2	0.3%
33.12	3	0.4%
33.11	1	0.1%
33.1	1	0.1%
33.09	1	0.1%

HHS_SGNFCT_WVHGH_VAL
Real number (ℝ)

Distinct	115
Distinct (%)	15.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29202957

Minimum	0.105
Maximum	0.895
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	0.105
5-th percentile	0.125
Q1	0.19
median	0.255
Q3	0.35
95-th percentile	0.585
Maximum	0.895
Range	0.79
Interquartile range (IQR)	0.16

Descriptive statistics

Standard deviation	0.13923186
Coefficient of variation (CV)	0.47677317
Kurtosis	1.6628654
Mean	0.29202957
Median Absolute Deviation (MAD)	0.07
Skewness	1.3414691
Sum	217.27
Variance	0.019385512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	39	5.2%
0.175	29	3.9%
0.18	27	3.6%
0.21	25	3.4%
0.185	22	3.0%
0.3	20	2.7%
0.19	20	2.7%
0.165	16	2.2%
0.17	16	2.2%
0.265	15	2.0%
Other values (105)	515	69.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.105	1	0.1%
0.11	9	1.2%
0.115	8	1.1%
0.12	12	1.6%
0.125	13	1.7%
0.13	5	0.7%
0.135	2	0.3%
0.14	3	0.4%
0.155	2	0.3%
0.16	4	0.5%

Value	Count	Frequency (%)
0.895	1	0.1%
0.835	1	0.1%
0.775	3	0.4%
0.745	1	0.1%
0.73	2	0.3%
0.725	2	0.3%
0.705	2	0.3%
0.695	2	0.3%
0.685	1	0.1%
0.675	1	0.1%

WTCH_CRDRC
Real number (ℝ)

Distinct	30
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	184.86425

Minimum	0
Maximum	338
Zeros	3
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	0
5-th percentile	101
Q1	146
median	191
Q3	203
95-th percentile	315
Maximum	338
Range	338
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	58.329912
Coefficient of variation (CV)	0.31552835
Kurtosis	1.2243418
Mean	184.86425
Median Absolute Deviation (MAD)	23
Skewness	0.33285382
Sum	137539
Variance	3402.3786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
191	119	16.0%
203	104	14.0%
169	63	8.5%
146	60	8.1%
158	60	8.1%
135	58	7.8%
180	52	7.0%
214	36	4.8%
315	27	3.6%
124	25	3.4%
Other values (20)	140	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.4%
11	4	0.5%
23	4	0.5%
34	3	0.4%
45	1	0.1%
56	2	0.3%
68	1	0.1%
79	2	0.3%
90	17	2.3%
101	3	0.4%

Value	Count	Frequency (%)
338	3	0.4%
326	9	1.2%
315	27	3.6%
304	23	3.1%
293	17	2.3%
281	4	0.5%
270	3	0.4%
259	1	0.1%
236	8	1.1%
225	20	2.7%

WTCH_CRSPD
Real number (ℝ)

Distinct	698
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.495108

Minimum	3.99
Maximum	79.47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	3.99
5-th percentile	13.0545
Q1	26.0425
median	36.19
Q3	49.995
95-th percentile	62.6685
Maximum	79.47
Range	75.48
Interquartile range (IQR)	23.9525

Descriptive statistics

Standard deviation	15.466628
Coefficient of variation (CV)	0.41249723
Kurtosis	-0.7121899
Mean	37.495108
Median Absolute Deviation (MAD)	11.35
Skewness	0.12349417
Sum	27896.36
Variance	239.21658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.86	3	0.4%
32.48	2	0.3%
52.92	2	0.3%
46.21	2	0.3%
49.09	2	0.3%
33.75	2	0.3%
53.1	2	0.3%
36.19	2	0.3%
42.87	2	0.3%
51.09	2	0.3%
Other values (688)	723	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.99	1	0.1%
4.64	1	0.1%
4.87	1	0.1%
5.9	1	0.1%
6.21	1	0.1%
6.5	1	0.1%
6.6	1	0.1%
6.85	1	0.1%
7.58	1	0.1%
7.62	1	0.1%

Value	Count	Frequency (%)
79.47	1	0.1%
76.56	1	0.1%
75.07	1	0.1%
74.68	1	0.1%
71.69	1	0.1%
71.62	1	0.1%
69.94	1	0.1%
69.63	1	0.1%
69.53	1	0.1%
69.35	1	0.1%

HHS_WTCH_TDLV_VAL
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

NaN	744

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
NaN	744	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	744	100.0%

HHS_WTCH_WNSPD_VAL
Real number (ℝ)

HIGH CORRELATION

Distinct	568
Distinct (%)	76.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5013212

Minimum	0.403
Maximum	5.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	0.403
5-th percentile	0.74
Q1	1.49925
median	2.497
Q3	3.37075
95-th percentile	4.4421
Maximum	5.97
Range	5.567
Interquartile range (IQR)	1.8715

Descriptive statistics

Standard deviation	1.1840676
Coefficient of variation (CV)	0.47337688
Kurtosis	-0.69072307
Mean	2.5013212
Median Absolute Deviation (MAD)	0.94
Skewness	0.21703557
Sum	1860.983
Variance	1.4020162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.9	4	0.5%
3.737	4	0.5%
1.663	4	0.5%
0.78	4	0.5%
2.793	3	0.4%
2.15	3	0.4%
1.477	3	0.4%
1.55	3	0.4%
2.817	3	0.4%
3.51	3	0.4%
Other values (558)	710	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.403	1	0.1%
0.413	1	0.1%
0.417	1	0.1%
0.437	1	0.1%
0.483	1	0.1%
0.493	1	0.1%
0.497	1	0.1%
0.517	1	0.1%
0.527	1	0.1%
0.53	1	0.1%

Value	Count	Frequency (%)
5.97	1	0.1%
5.78	1	0.1%
5.627	1	0.1%
5.613	1	0.1%
5.457	2	0.3%
5.363	1	0.1%
5.297	1	0.1%
5.287	1	0.1%
5.277	2	0.3%
5.117	1	0.1%

HHS_WTCH_WNDRCT_VAL
Real number (ℝ)

HIGH CORRELATION

Distinct	740
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	184.85338

Minimum	33.357
Maximum	307.393
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	33.357
5-th percentile	81.187
Q1	127.88925
median	190.03
Q3	238.62425
95-th percentile	286.756
Maximum	307.393
Range	274.036
Interquartile range (IQR)	110.735

Descriptive statistics

Standard deviation	65.218842
Coefficient of variation (CV)	0.3528139
Kurtosis	-1.1042254
Mean	184.85338
Median Absolute Deviation (MAD)	53.91
Skewness	-0.11887592
Sum	137530.92
Variance	4253.4974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
206.523	2	0.3%
184.847	2	0.3%
81.187	2	0.3%
107.967	2	0.3%
281.277	1	0.1%
281.897	1	0.1%
216.53	1	0.1%
206.44	1	0.1%
230.073	1	0.1%
272.93	1	0.1%
Other values (730)	730	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.357	1	0.1%
44.587	1	0.1%
54.473	1	0.1%
57.99	1	0.1%
58.427	1	0.1%
59.577	1	0.1%
64.727	1	0.1%
65.053	1	0.1%
67.263	1	0.1%
68.277	1	0.1%

Value	Count	Frequency (%)
307.393	1	0.1%
306.907	1	0.1%
304.64	1	0.1%
303.957	1	0.1%
302.207	1	0.1%
301.447	1	0.1%
301.37	1	0.1%
300.533	1	0.1%
299.39	1	0.1%
299.33	1	0.1%

HHS_WTCH_ATEM_VAL
Real number (ℝ)

HIGH CORRELATION

Distinct	675
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.760933

Minimum	8.37
Maximum	26.537
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	8.37
5-th percentile	11.74705
Q1	15.486
median	17.637
Q3	20.00775
95-th percentile	23.494
Maximum	26.537
Range	18.167
Interquartile range (IQR)	4.52175

Descriptive statistics

Standard deviation	3.4232681
Coefficient of variation (CV)	0.19274146
Kurtosis	-0.1643779
Mean	17.760933
Median Absolute Deviation (MAD)	2.227
Skewness	-0.054912321
Sum	13214.134
Variance	11.718764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.983	3	0.4%
16.297	3	0.4%
17.87	3	0.4%
16.967	3	0.4%
16.91	2	0.3%
18.177	2	0.3%
16.763	2	0.3%
19.69	2	0.3%
18.007	2	0.3%
14.7	2	0.3%
Other values (665)	720	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.37	1	0.1%
8.523	1	0.1%
8.53	1	0.1%
8.613	1	0.1%
8.92	1	0.1%
9.07	1	0.1%
9.263	1	0.1%
9.443	1	0.1%
9.533	1	0.1%
9.883	1	0.1%

Value	Count	Frequency (%)
26.537	1	0.1%
26.497	1	0.1%
25.927	1	0.1%
25.76	1	0.1%
25.657	1	0.1%
25.027	1	0.1%
24.76	1	0.1%
24.727	1	0.1%
24.707	1	0.1%
24.683	1	0.1%

HHS_SWTRSF_ARCSR_VAL
Real number (ℝ)

HIGH CORRELATION

Distinct	691
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1013.0488

Minimum	1001.35
Maximum	1021.78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	1001.35
5-th percentile	1003.913
Q1	1009.1157
median	1014.068
Q3	1016.8697
95-th percentile	1020.1655
Maximum	1021.78
Range	20.43
Interquartile range (IQR)	7.754

Descriptive statistics

Standard deviation	4.9588022
Coefficient of variation (CV)	0.0048949294
Kurtosis	-0.702298
Mean	1013.0488
Median Absolute Deviation (MAD)	3.552
Skewness	-0.41639768
Sum	753708.27
Variance	24.589719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1014.92	3	0.4%
1018.937	2	0.3%
1013.923	2	0.3%
1013.96	2	0.3%
1014.697	2	0.3%
1007.06	2	0.3%
1021.23	2	0.3%
1015.407	2	0.3%
1019.083	2	0.3%
1015.54	2	0.3%
Other values (681)	723	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1001.35	1	0.1%
1001.37	1	0.1%
1001.43	1	0.1%
1001.477	1	0.1%
1001.483	1	0.1%
1001.67	1	0.1%
1001.677	1	0.1%
1001.763	1	0.1%
1001.86	1	0.1%
1001.893	1	0.1%

Value	Count	Frequency (%)
1021.78	1	0.1%
1021.543	1	0.1%
1021.527	1	0.1%
1021.457	2	0.3%
1021.4	1	0.1%
1021.383	1	0.1%
1021.323	1	0.1%
1021.23	2	0.3%
1021.107	1	0.1%
1021.093	1	0.1%

HHS_PRAMT_VAL
Real number (ℝ)

ZEROS

Distinct	25
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01109543

Minimum	0
Maximum	1.045
Zeros	711
Zeros (%)	95.6%
Negative	0
Negative (%)	0.0%
Memory size	6.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1.045
Range	1.045
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.073853573
Coefficient of variation (CV)	6.6562154
Kurtosis	97.371815
Mean	0.01109543
Median Absolute Deviation (MAD)	0
Skewness	9.2031384
Sum	8.255
Variance	0.0054543502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0.0	711	95.6%
0.06	4	0.5%
0.13	3	0.4%
0.165	2	0.3%
0.08	2	0.3%
0.03	2	0.3%
0.085	2	0.3%
0.57	1	0.1%
0.105	1	0.1%
0.16	1	0.1%
Other values (15)	15	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	711	95.6%
0.03	2	0.3%
0.05	1	0.1%
0.06	4	0.5%
0.065	1	0.1%
0.08	2	0.3%
0.085	2	0.3%
0.105	1	0.1%
0.13	3	0.4%
0.15	1	0.1%

Value	Count	Frequency (%)
1.045	1	0.1%
0.82	1	0.1%
0.75	1	0.1%
0.57	1	0.1%
0.565	1	0.1%
0.49	1	0.1%
0.415	1	0.1%
0.395	1	0.1%
0.39	1	0.1%
0.33	1	0.1%

PH_VAL
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

NaN	744

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
NaN	744	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	744	100.0%

DOXN_DGRSTR_VAL
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

NaN	744

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
NaN	744	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	744	100.0%

CHPLA_MSQT_VAL
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

NaN	744

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
NaN	744	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	744	100.0%

TN_MSQT_VAL
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

NaN	744

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
NaN	744	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	744	100.0%

TP_MSQT_VAL
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 KiB

NaN	744

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
NaN	744	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nan	744	100.0%

Phik (φk)
Auto

Heatmap
Table

	WTCH_YMDHM	WTCH_WTEM	WTCH_SLNTY	HHS_SGNFCT_WVHGH_VAL	WTCH_CRDRC	WTCH_CRSPD	HHS_WTCH_WNSPD_VAL	HHS_WTCH_WNDRCT_VAL	HHS_WTCH_ATEM_VAL	HHS_SWTRSF_ARCSR_VAL	HHS_PRAMT_VAL
WTCH_YMDHM	1.000	0.817	0.853	0.710	0.446	0.549	0.536	0.687	0.655	0.859	0.211
WTCH_WTEM	0.817	1.000	0.485	0.280	0.236	0.192	0.264	0.273	0.732	0.677	0.000
WTCH_SLNTY	0.853	0.485	1.000	0.616	0.340	0.234	0.426	0.554	0.513	0.705	0.150
HHS_SGNFCT_WVHGH_VAL	0.710	0.280	0.616	1.000	0.202	0.316	0.502	0.483	0.352	0.676	0.468
WTCH_CRDRC	0.446	0.236	0.340	0.202	1.000	0.501	0.191	0.160	0.340	0.286	0.000
WTCH_CRSPD	0.549	0.192	0.234	0.316	0.501	1.000	0.000	0.287	0.164	0.303	0.000
HHS_WTCH_WNSPD_VAL	0.536	0.264	0.426	0.502	0.191	0.000	1.000	0.638	0.396	0.455	0.000
HHS_WTCH_WNDRCT_VAL	0.687	0.273	0.554	0.483	0.160	0.287	0.638	1.000	0.441	0.482	0.159
HHS_WTCH_ATEM_VAL	0.655	0.732	0.513	0.352	0.340	0.164	0.396	0.441	1.000	0.579	0.000
HHS_SWTRSF_ARCSR_VAL	0.859	0.677	0.705	0.676	0.286	0.303	0.455	0.482	0.579	1.000	0.310
HHS_PRAMT_VAL	0.211	0.000	0.150	0.468	0.000	0.000	0.000	0.159	0.000	0.310	1.000

Heatmap
Table

	WTCH_YMDHM	WTCH_WTEM	WTCH_SLNTY	HHS_SGNFCT_WVHGH_VAL	WTCH_CRDRC	WTCH_CRSPD	HHS_WTCH_WNSPD_VAL	HHS_WTCH_WNDRCT_VAL	HHS_WTCH_ATEM_VAL	HHS_SWTRSF_ARCSR_VAL	HHS_PRAMT_VAL
WTCH_YMDHM	1.000	0.782	0.121	-0.073	-0.077	0.007	0.031	0.136	0.487	-0.743	0.154
WTCH_WTEM	0.782	1.000	0.133	0.091	-0.075	-0.100	0.108	0.096	0.630	-0.683	0.128
WTCH_SLNTY	0.121	0.133	1.000	-0.373	0.025	0.024	-0.099	-0.066	0.095	0.002	0.107
HHS_SGNFCT_WVHGH_VAL	-0.073	0.091	-0.373	1.000	-0.009	-0.232	0.286	-0.167	0.011	-0.230	0.240
WTCH_CRDRC	-0.077	-0.075	0.025	-0.009	1.000	-0.010	-0.051	-0.025	-0.170	0.075	0.014
WTCH_CRSPD	0.007	-0.100	0.024	-0.232	-0.010	1.000	-0.007	0.180	-0.073	-0.006	-0.011
HHS_WTCH_WNSPD_VAL	0.031	0.108	-0.099	0.286	-0.051	-0.007	1.000	0.531	0.295	-0.226	0.041
HHS_WTCH_WNDRCT_VAL	0.136	0.096	-0.066	-0.167	-0.025	0.180	0.531	1.000	0.226	-0.246	-0.225
HHS_WTCH_ATEM_VAL	0.487	0.630	0.095	0.011	-0.170	-0.073	0.295	0.226	1.000	-0.400	-0.023
HHS_SWTRSF_ARCSR_VAL	-0.743	-0.683	0.002	-0.230	0.075	-0.006	-0.226	-0.246	-0.400	1.000	-0.189
HHS_PRAMT_VAL	0.154	0.128	0.107	0.240	0.014	-0.011	0.041	-0.225	-0.023	-0.189	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

	SAR_SE_NM	WTCH_YMDHM	WTCH_WTEM	WTCH_SLNTY	HHS_SGNFCT_WVHGH_VAL	WTCH_CRDRC	WTCH_CRSPD	HHS_WTCH_TDLV_VAL	HHS_WTCH_WNSPD_VAL	HHS_WTCH_WNDRCT_VAL	HHS_WTCH_ATEM_VAL	HHS_SWTRSF_ARCSR_VAL	PH_VAL	DOXN_DGRSTR_VAL	CHPLA_MSQT_VAL	TN_MSQT_VAL	TP_MSQT_VAL
0	WANDO	202205010000	13.967	32.28	0.24	191	58.42	NaN	3.55	281.277	12.363	1016.667	NaN	NaN	NaN	NaN	NaN
1	WANDO	202205010100	13.44	32.25	0.26	135	51.13	NaN	4.16	301.447	12.137	1016.28	NaN	NaN	NaN	NaN	NaN
2	WANDO	202205010200	13.93	32.23	0.23	124	35.94	NaN	4.55	247.19	11.963	1015.953	NaN	NaN	NaN	NaN	NaN
3	WANDO	202205010300	13.913	32.21	0.225	203	32.36	NaN	3.6	268.513	11.653	1015.737	NaN	NaN	NaN	NaN	NaN
4	WANDO	202205010400	13.36	32.2	0.19	191	56.55	NaN	3.643	286.783	11.227	1015.453	NaN	NaN	NaN	NaN	NaN
5	WANDO	202205010500	13.877	32.15	0.195	191	62.77	NaN	3.793	295.033	10.91	1015.063	NaN	NaN	NaN	NaN	NaN
6	WANDO	202205010600	13.83	32.21	0.295	180	54.7	NaN	4.117	246.3	10.907	1015.173	NaN	NaN	NaN	NaN	NaN
7	WANDO	202205010700	13.29	32.19	0.245	146	48.4	NaN	3.867	206.523	11.397	1015.437	NaN	NaN	NaN	NaN	NaN
8	WANDO	202205010800	13.76	32.17	0.265	326	25.64	NaN	3.997	208.563	12.323	1015.697	NaN	NaN	NaN	NaN	NaN
9	WANDO	202205010900	13.83	32.17	0.26	225	21.6	NaN	3.377	253.4	13.47	1015.713	NaN	NaN	NaN	NaN	NaN

	SAR_SE_NM	WTCH_YMDHM	WTCH_WTEM	WTCH_SLNTY	HHS_SGNFCT_WVHGH_VAL	WTCH_CRDRC	WTCH_CRSPD	HHS_WTCH_TDLV_VAL	HHS_WTCH_WNSPD_VAL	HHS_WTCH_WNDRCT_VAL	HHS_WTCH_ATEM_VAL	HHS_SWTRSF_ARCSR_VAL	PH_VAL	DOXN_DGRSTR_VAL	CHPLA_MSQT_VAL	TN_MSQT_VAL	TP_MSQT_VAL
734	WANDO	202205311400	17.873	33.1	0.22	146	35.58	NaN	3.51	213.36	24.49	1009.13	NaN	NaN	NaN	NaN	NaN
735	WANDO	202205311500	17.93	33.08	0.21	146	29.48	NaN	4.187	242.803	24.593	1008.787	NaN	NaN	NaN	NaN	NaN
736	WANDO	202205311600	17.605	32.96	0.205	191	41.75	NaN	3.813	257.953	24.287	1008.48	NaN	NaN	NaN	NaN	NaN
737	WANDO	202205311700	18.017	32.82	0.255	191	55.64	NaN	3.137	255.9	24.023	1008.3	NaN	NaN	NaN	NaN	NaN
738	WANDO	202205311800	17.693	32.69	0.195	191	46.99	NaN	2.623	240.337	23.533	1008.287	NaN	NaN	NaN	NaN	NaN
739	WANDO	202205311900	15.88	32.61	0.21	158	44.23	NaN	1.927	213.273	22.327	1008.437	NaN	NaN	NaN	NaN	NaN
740	WANDO	202205312000	16.733	32.56	0.22	315	34.58	NaN	1.23	200.37	20.593	1008.337	NaN	NaN	NaN	NaN	NaN
741	WANDO	202205312100	16.62	32.52	0.235	146	28.27	NaN	1.317	141.113	19.29	1008.797	NaN	NaN	NaN	NaN	NaN
742	WANDO	202205312200	16.285	32.51	0.23	191	27.51	NaN	1.277	186.517	18.547	1009.667	NaN	NaN	NaN	NaN	NaN
743	WANDO	202205312300	16.467	32.5	0.225	191	44.2	NaN	1.093	67.263	17.707	1009.947	NaN	NaN	NaN	NaN	NaN

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 (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample