gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	43
Duplicate rows (%)	0.4%
Total size in memory	1.6 MiB
Average record size in memory	168.0 B

Variable types

Text	1
Categorical	1
Numeric	16

Dataset

Description	체감온도 정보
Author	경기도
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=YHCHA4T1R46856HCSLA028645166&infSeq=1

Alerts

Dataset has 43 (0.4%) duplicate rows	Duplicates
`3시간이후` is highly overall correlated with `6시간이후` and 13 other fields	High correlation
`6시간이후` is highly overall correlated with `3시간이후` and 13 other fields	High correlation
`9시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`12시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`15시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`18시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`21시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`24시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`27시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`30시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`33시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`36시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`39시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`42시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`45시간이후` is highly overall correlated with `3시간이후` and 14 other fields	High correlation
`48시간이후` is highly overall correlated with `9시간이후` and 12 other fields	High correlation
`3시간이후` has 578 (5.8%) zeros	Zeros
`6시간이후` has 521 (5.2%) zeros	Zeros
`9시간이후` has 442 (4.4%) zeros	Zeros
`12시간이후` has 317 (3.2%) zeros	Zeros
`15시간이후` has 258 (2.6%) zeros	Zeros
`18시간이후` has 394 (3.9%) zeros	Zeros
`21시간이후` has 580 (5.8%) zeros	Zeros
`24시간이후` has 557 (5.6%) zeros	Zeros
`27시간이후` has 597 (6.0%) zeros	Zeros
`30시간이후` has 565 (5.7%) zeros	Zeros
`33시간이후` has 475 (4.8%) zeros	Zeros
`36시간이후` has 913 (9.1%) zeros	Zeros
`39시간이후` has 791 (7.9%) zeros	Zeros
`42시간이후` has 837 (8.4%) zeros	Zeros
`45시간이후` has 1093 (10.9%) zeros	Zeros
`48시간이후` has 955 (9.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 21:02:12.700181
Analysis finished	2023-12-10 21:02:56.218952
Duration	43.52 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

발표시각
Text

Distinct	225
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	140000
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2019-12-31 00시
2nd row	2019-12-23 00시
3rd row	2020-03-14 00시
4th row	2020-03-15 00시
5th row	2019-03-16 00시

Value	Count	Frequency (%)
00시	10000	50.0%
2019-12-31	1794	9.0%
2020-02-26	42	0.2%
2020-03-16	41	0.2%
2020-03-15	41	0.2%
2019-01-19	41	0.2%
2019-03-16	41	0.2%
2019-11-16	41	0.2%
2019-12-03	41	0.2%
2020-03-31	41	0.2%
Other values (216)	7877	39.4%

Most occurring characters

Value	Count	Frequency (%)
0	39412	28.2%
1	21281	15.2%
2	20694	14.8%
-	20000	14.3%
	10000	7.1%
시	10000	7.1%
9	8079	5.8%
3	5244	3.7%
8	2089	1.5%
4	813	0.6%
Other values (3)	2388	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	100000	71.4%
Dash Punctuation	20000	14.3%
Space Separator	10000	7.1%
Other Letter	10000	7.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	39412	39.4%
1	21281	21.3%
2	20694	20.7%
9	8079	8.1%
3	5244	5.2%
8	2089	2.1%
4	813	0.8%
7	808	0.8%
5	800	0.8%
6	780	0.8%

Dash Punctuation

Value	Count	Frequency (%)
-	20000	100.0%

Space Separator

Value	Count	Frequency (%)
	10000	100.0%

Other Letter

Value	Count	Frequency (%)
시	10000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	130000	92.9%
Hangul	10000	7.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	39412	30.3%
1	21281	16.4%
2	20694	15.9%
-	20000	15.4%
	10000	7.7%
9	8079	6.2%
3	5244	4.0%
8	2089	1.6%
4	813	0.6%
7	808	0.6%
Other values (2)	1580	1.2%

Hangul

Value	Count	Frequency (%)
시	10000	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	130000	92.9%
Hangul	10000	7.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	39412	30.3%
1	21281	16.4%
2	20694	15.9%
-	20000	15.4%
	10000	7.7%
9	8079	6.2%
3	5244	4.0%
8	2089	1.6%
4	813	0.6%
7	808	0.6%
Other values (2)	1580	1.2%

Hangul

Value	Count	Frequency (%)
시	10000	100.0%

지점명
Categorical

Distinct	43
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

경기도 부천시	242
경기도 양평군	240
경기도 군포시	239
경기도 수원시 장안구	239
경기도 성남시 분당구	238
Other values (38)	8802

Length

Max length	12
Median length	7
Mean length	8.6294
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	경기도 안양시 만안구
2nd row	경기도 군포시
3rd row	경기도 안성시
4th row	경기도 남양주시
5th row	경기도 동두천시

Common Values

Value	Count	Frequency (%)
경기도 부천시	242	2.4%
경기도 양평군	240	2.4%
경기도 군포시	239	2.4%
경기도 수원시 장안구	239	2.4%
경기도 성남시 분당구	238	2.4%
경기도 고양시 일산서구	237	2.4%
경기도 안성시	237	2.4%
경기도 하남시	237	2.4%
경기도 평택시	236	2.4%
경기도 수원시 팔달구	236	2.4%
Other values (33)	7619	76.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기도	10000	42.1%
수원시	942	4.0%
용인시	700	3.0%
고양시	697	2.9%
성남시	694	2.9%
안양시	464	2.0%
안산시	458	1.9%
부천시	242	1.0%
양평군	240	1.0%
장안구	239	1.0%
Other values (39)	9051	38.1%

3시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4.3697

Minimum	-26
Maximum	14
Zeros	578
Zeros (%)	5.8%
Negative	6300
Negative (%)	63.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	-26
5-th percentile	-18
Q1	-11
median	-3
Q3	2
95-th percentile	7
Maximum	14
Range	40
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.1719214
Coefficient of variation (CV)	-1.8701333
Kurtosis	-0.87619915
Mean	-4.3697
Median Absolute Deviation (MAD)	6
Skewness	-0.31644522
Sum	-43697
Variance	66.7803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
-17	639	6.4%
-2	598	6.0%
0	578	5.8%
-1	551	5.5%
1	534	5.3%
-3	530	5.3%
-4	486	4.9%
2	457	4.6%
-15	454	4.5%
3	442	4.4%
Other values (31)	4731	47.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26	2	< 0.1%
-25	1	< 0.1%
-24	3	< 0.1%
-23	5	0.1%
-22	8	0.1%
-21	49	0.5%
-20	97	1.0%
-19	177	1.8%
-18	303	3.0%
-17	639	6.4%

Value	Count	Frequency (%)
14	14	0.1%
13	30	0.3%
12	35	0.4%
11	48	0.5%
10	86	0.9%
9	111	1.1%
8	145	1.5%
7	212	2.1%
6	271	2.7%
5	338	3.4%

6시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.247

Minimum	-25
Maximum	14
Zeros	521
Zeros (%)	5.2%
Negative	6774
Negative (%)	67.7%
Memory size	166.0 KiB

Quantile statistics

Minimum	-25
5-th percentile	-19
Q1	-11
median	-4
Q3	1
95-th percentile	7
Maximum	14
Range	39
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.2832513
Coefficient of variation (CV)	-1.5786642
Kurtosis	-0.89345328
Mean	-5.247
Median Absolute Deviation (MAD)	6
Skewness	-0.34433651
Sum	-52470
Variance	68.612252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
-2	618	6.2%
-19	611	6.1%
-1	580	5.8%
-3	567	5.7%
-18	543	5.4%
0	521	5.2%
-4	487	4.9%
1	482	4.8%
2	457	4.6%
3	414	4.1%
Other values (30)	4720	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25	1	< 0.1%
-24	1	< 0.1%
-23	5	0.1%
-22	9	0.1%
-21	133	1.3%
-20	181	1.8%
-19	611	6.1%
-18	543	5.4%
-17	227	2.3%
-16	291	2.9%

Value	Count	Frequency (%)
14	1	< 0.1%
13	6	0.1%
12	27	0.3%
11	28	0.3%
10	40	0.4%
9	107	1.1%
8	185	1.8%
7	171	1.7%
6	195	1.9%
5	247	2.5%

9시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.6317

Minimum	-24
Maximum	15
Zeros	442
Zeros (%)	4.4%
Negative	5463
Negative (%)	54.6%
Memory size	166.0 KiB

Quantile statistics

Minimum	-24
5-th percentile	-19
Q1	-9
median	-1
Q3	3
95-th percentile	9
Maximum	15
Range	39
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.1240989
Coefficient of variation (CV)	-2.5123493
Kurtosis	-0.85385143
Mean	-3.6317
Median Absolute Deviation (MAD)	6
Skewness	-0.50472925
Sum	-36317
Variance	83.24918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
-18	1050	10.5%
3	600	6.0%
2	574	5.7%
1	549	5.5%
4	508	5.1%
-1	469	4.7%
-2	448	4.5%
0	442	4.4%
5	398	4.0%
-19	353	3.5%
Other values (30)	4609	46.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24	41	0.4%
-23	43	0.4%
-22	2	< 0.1%
-21	93	0.9%
-20	253	2.5%
-19	353	3.5%
-18	1050	10.5%
-17	12	0.1%
-16	86	0.9%
-15	58	0.6%

Value	Count	Frequency (%)
15	1	< 0.1%
14	4	< 0.1%
13	25	0.2%
12	52	0.5%
11	104	1.0%
10	142	1.4%
9	208	2.1%
8	275	2.8%
7	341	3.4%
6	314	3.1%

12시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9734

Minimum	-19
Maximum	19
Zeros	317
Zeros (%)	3.2%
Negative	3714
Negative (%)	37.1%
Memory size	166.0 KiB

Quantile statistics

Minimum	-19
5-th percentile	-13
Q1	-5
median	3
Q3	7
95-th percentile	14
Maximum	19
Range	38
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.7367457
Coefficient of variation (CV)	8.9754938
Kurtosis	-0.92899277
Mean	0.9734
Median Absolute Deviation (MAD)	6
Skewness	-0.33115844
Sum	9734
Variance	76.330726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
-12	792	7.9%
-13	616	6.2%
3	550	5.5%
4	543	5.4%
5	519	5.2%
7	483	4.8%
6	478	4.8%
2	462	4.6%
1	439	4.4%
8	431	4.3%
Other values (28)	4687	46.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19	1	< 0.1%
-17	49	0.5%
-16	14	0.1%
-15	136	1.4%
-14	238	2.4%
-13	616	6.2%
-12	792	7.9%
-11	123	1.2%
-10	39	0.4%
-9	51	0.5%

Value	Count	Frequency (%)
19	3	< 0.1%
18	32	0.3%
17	57	0.6%
16	125	1.2%
15	136	1.4%
14	149	1.5%
13	283	2.8%
12	293	2.9%
11	320	3.2%
10	276	2.8%

15시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7957

Minimum	-16
Maximum	20
Zeros	258
Zeros (%)	2.6%
Negative	3295
Negative (%)	33.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	-16
5-th percentile	-11
Q1	-3
median	4
Q3	9
95-th percentile	16
Maximum	20
Range	36
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.2797112
Coefficient of variation (CV)	2.9615879
Kurtosis	-0.94815146
Mean	2.7957
Median Absolute Deviation (MAD)	6
Skewness	-0.16682131
Sum	27957
Variance	68.553617
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
-9	996	10.0%
5	590	5.9%
4	569	5.7%
3	538	5.4%
6	502	5.0%
2	426	4.3%
8	402	4.0%
-11	402	4.0%
7	388	3.9%
9	388	3.9%
Other values (27)	4799	48.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-16	4	< 0.1%
-15	13	0.1%
-14	19	0.2%
-13	42	0.4%
-12	46	0.5%
-11	402	4.0%
-10	298	3.0%
-9	996	10.0%
-8	194	1.9%
-7	60	0.6%

Value	Count	Frequency (%)
20	7	0.1%
19	52	0.5%
18	129	1.3%
17	133	1.3%
16	185	1.8%
15	273	2.7%
14	282	2.8%
13	270	2.7%
12	329	3.3%
11	336	3.4%

18시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2842

Minimum	-20
Maximum	18
Zeros	394
Zeros (%)	3.9%
Negative	3918
Negative (%)	39.2%
Memory size	166.0 KiB

Quantile statistics

Minimum	-20
5-th percentile	-10
Q1	-5
median	2
Q3	7
95-th percentile	13
Maximum	18
Range	38
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.4063024
Coefficient of variation (CV)	5.76725
Kurtosis	-0.89355387
Mean	1.2842
Median Absolute Deviation (MAD)	6
Skewness	-0.051905006
Sum	12842
Variance	54.853316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
-9	652	6.5%
-8	649	6.5%
3	622	6.2%
2	568	5.7%
4	511	5.1%
5	504	5.0%
1	494	4.9%
0	394	3.9%
10	382	3.8%
-1	376	3.8%
Other values (29)	4848	48.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-20	1	< 0.1%
-19	13	0.1%
-18	10	0.1%
-17	12	0.1%
-16	3	< 0.1%
-15	8	0.1%
-14	20	0.2%
-13	49	0.5%
-12	128	1.3%
-11	73	0.7%

Value	Count	Frequency (%)
18	3	< 0.1%
17	23	0.2%
16	67	0.7%
15	129	1.3%
14	194	1.9%
13	215	2.1%
12	299	3.0%
11	343	3.4%
10	382	3.8%
9	295	2.9%

21시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.5164

Minimum	-22
Maximum	15
Zeros	580
Zeros (%)	5.8%
Negative	4858
Negative (%)	48.6%
Memory size	166.0 KiB

Quantile statistics

Minimum	-22
5-th percentile	-10
Q1	-6
median	0
Q3	4
95-th percentile	10
Maximum	15
Range	37
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.3766604
Coefficient of variation (CV)	-12.348297
Kurtosis	-0.63606447
Mean	-0.5164
Median Absolute Deviation (MAD)	5
Skewness	-0.037776261
Sum	-5164
Variance	40.661797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
-6	863	8.6%
-7	664	6.6%
1	614	6.1%
-8	581	5.8%
0	580	5.8%
2	571	5.7%
3	515	5.1%
-1	482	4.8%
-2	462	4.6%
4	441	4.4%
Other values (28)	4227	42.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-22	1	< 0.1%
-21	6	0.1%
-20	6	0.1%
-19	8	0.1%
-18	13	0.1%
-17	9	0.1%
-16	18	0.2%
-15	38	0.4%
-14	69	0.7%
-13	72	0.7%

Value	Count	Frequency (%)
15	3	< 0.1%
14	19	0.2%
13	54	0.5%
12	113	1.1%
11	183	1.8%
10	201	2.0%
9	277	2.8%
8	341	3.4%
7	401	4.0%
6	401	4.0%

24시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.9132

Minimum	-23
Maximum	16
Zeros	557
Zeros (%)	5.6%
Negative	5701
Negative (%)	57.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	-23
5-th percentile	-12
Q1	-7
median	-2
Q3	3
95-th percentile	8
Maximum	16
Range	39
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.2696728
Coefficient of variation (CV)	-3.2770608
Kurtosis	-0.46831068
Mean	-1.9132
Median Absolute Deviation (MAD)	5
Skewness	-0.070159452
Sum	-19132
Variance	39.308797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
-7	900	9.0%
-8	653	6.5%
-1	627	6.3%
1	620	6.2%
-2	602	6.0%
2	560	5.6%
0	557	5.6%
-3	499	5.0%
3	431	4.3%
4	429	4.3%
Other values (30)	4122	41.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23	1	< 0.1%
-22	4	< 0.1%
-21	8	0.1%
-20	9	0.1%
-19	17	0.2%
-18	12	0.1%
-17	36	0.4%
-16	59	0.6%
-15	86	0.9%
-14	79	0.8%

Value	Count	Frequency (%)
16	7	0.1%
15	16	0.2%
14	5	0.1%
13	8	0.1%
12	22	0.2%
11	58	0.6%
10	120	1.2%
9	197	2.0%
8	242	2.4%
7	273	2.7%

27시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.5325

Minimum	-24
Maximum	14
Zeros	597
Zeros (%)	6.0%
Negative	6342
Negative (%)	63.4%
Memory size	166.0 KiB

Quantile statistics

Minimum	-24
5-th percentile	-13
Q1	-6
median	-3
Q3	1
95-th percentile	7
Maximum	14
Range	38
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.9281918
Coefficient of variation (CV)	-2.3408457
Kurtosis	0.092866143
Mean	-2.5325
Median Absolute Deviation (MAD)	4
Skewness	-0.19215514
Sum	-25325
Variance	35.143458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
-6	900	9.0%
-5	704	7.0%
-2	652	6.5%
-1	629	6.3%
0	597	6.0%
-3	585	5.9%
-4	579	5.8%
1	575	5.8%
-7	572	5.7%
-8	460	4.6%
Other values (29)	3747	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24	2	< 0.1%
-23	2	< 0.1%
-22	4	< 0.1%
-21	16	0.2%
-20	24	0.2%
-19	30	0.3%
-18	46	0.5%
-17	66	0.7%
-16	74	0.7%
-15	89	0.9%

Value	Count	Frequency (%)
14	1	< 0.1%
13	10	0.1%
12	17	0.2%
11	21	0.2%
10	87	0.9%
9	109	1.1%
8	222	2.2%
7	219	2.2%
6	275	2.8%
5	319	3.2%

30시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.9577

Minimum	-25
Maximum	12
Zeros	565
Zeros (%)	5.7%
Negative	6834
Negative (%)	68.3%
Memory size	166.0 KiB

Quantile statistics

Minimum	-25
5-th percentile	-13
Q1	-6
median	-3
Q3	1
95-th percentile	7
Maximum	12
Range	37
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.6771589
Coefficient of variation (CV)	-1.9194506
Kurtosis	0.3636008
Mean	-2.9577
Median Absolute Deviation (MAD)	3
Skewness	-0.22730052
Sum	-29577
Variance	32.230134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
-5	1078	10.8%
-4	749	7.5%
-6	728	7.3%
-2	690	6.9%
-7	650	6.5%
-3	643	6.4%
-1	636	6.4%
0	565	5.7%
1	431	4.3%
2	405	4.0%
Other values (28)	3425	34.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25	2	< 0.1%
-24	1	< 0.1%
-23	2	< 0.1%
-22	10	0.1%
-21	27	0.3%
-20	15	0.1%
-19	30	0.3%
-18	61	0.6%
-17	58	0.6%
-16	81	0.8%

Value	Count	Frequency (%)
12	2	< 0.1%
11	9	0.1%
10	34	0.3%
9	121	1.2%
8	198	2.0%
7	180	1.8%
6	197	2.0%
5	285	2.9%
4	357	3.6%
3	382	3.8%

33시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.9566

Minimum	-24
Maximum	15
Zeros	475
Zeros (%)	4.8%
Negative	5475
Negative (%)	54.8%
Memory size	166.0 KiB

Quantile statistics

Minimum	-24
5-th percentile	-10
Q1	-5
median	-1
Q3	3
95-th percentile	9
Maximum	15
Range	39
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.9683397
Coefficient of variation (CV)	-6.2391174
Kurtosis	0.127914
Mean	-0.9566
Median Absolute Deviation (MAD)	4
Skewness	-0.19383112
Sum	-9566
Variance	35.621079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
-3	947	9.5%
-4	836	8.4%
-2	594	5.9%
-6	570	5.7%
3	563	5.6%
4	532	5.3%
1	527	5.3%
2	527	5.3%
-5	514	5.1%
-1	493	4.9%
Other values (30)	3897	39.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-24	1	< 0.1%
-23	1	< 0.1%
-22	5	0.1%
-21	8	0.1%
-20	24	0.2%
-19	25	0.2%
-18	42	0.4%
-17	19	0.2%
-16	29	0.3%
-15	34	0.3%

Value	Count	Frequency (%)
15	1	< 0.1%
14	11	0.1%
13	28	0.3%
12	54	0.5%
11	87	0.9%
10	173	1.7%
9	231	2.3%
8	292	2.9%
7	285	2.9%
6	329	3.3%

36시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3238

Minimum	-17
Maximum	20
Zeros	913
Zeros (%)	9.1%
Negative	2377
Negative (%)	23.8%
Memory size	166.0 KiB

Quantile statistics

Minimum	-17
5-th percentile	-6
Q1	0
median	3
Q3	8
95-th percentile	14
Maximum	20
Range	37
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.2051756
Coefficient of variation (CV)	1.866892
Kurtosis	-0.044993147
Mean	3.3238
Median Absolute Deviation (MAD)	4
Skewness	-0.041349972
Sum	33238
Variance	38.504204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1	1207	12.1%
0	913	9.1%
4	528	5.3%
-1	519	5.2%
3	491	4.9%
5	480	4.8%
8	473	4.7%
2	472	4.7%
7	442	4.4%
6	439	4.4%
Other values (28)	4036	40.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17	4	< 0.1%
-16	13	0.1%
-15	26	0.3%
-14	40	0.4%
-13	37	0.4%
-12	36	0.4%
-11	24	0.2%
-10	29	0.3%
-9	83	0.8%
-8	76	0.8%

Value	Count	Frequency (%)
20	3	< 0.1%
19	18	0.2%
18	32	0.3%
17	48	0.5%
16	101	1.0%
15	159	1.6%
14	218	2.2%
13	254	2.5%
12	290	2.9%
11	297	3.0%

39시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6886

Minimum	-15
Maximum	21
Zeros	791
Zeros (%)	7.9%
Negative	1663
Negative (%)	16.6%
Memory size	166.0 KiB

Quantile statistics

Minimum	-15
5-th percentile	-5
Q1	1
median	4
Q3	9
95-th percentile	16
Maximum	21
Range	36
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.2768758
Coefficient of variation (CV)	1.3387527
Kurtosis	-0.22760886
Mean	4.6886
Median Absolute Deviation (MAD)	4
Skewness	0.11665282
Sum	46886
Variance	39.39917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
1	1034	10.3%
2	879	8.8%
0	791	7.9%
4	547	5.5%
5	543	5.4%
3	481	4.8%
6	477	4.8%
9	411	4.1%
8	398	4.0%
10	397	4.0%
Other values (27)	4042	40.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15	9	0.1%
-14	16	0.2%
-13	12	0.1%
-12	28	0.3%
-11	35	0.4%
-10	50	0.5%
-9	60	0.6%
-8	23	0.2%
-7	61	0.6%
-6	98	1.0%

Value	Count	Frequency (%)
21	11	0.1%
20	13	0.1%
19	41	0.4%
18	92	0.9%
17	187	1.9%
16	202	2.0%
15	253	2.5%
14	273	2.7%
13	297	3.0%
12	283	2.8%

42시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9027

Minimum	-20
Maximum	19
Zeros	837
Zeros (%)	8.4%
Negative	2626
Negative (%)	26.3%
Memory size	166.0 KiB

Quantile statistics

Minimum	-20
5-th percentile	-7
Q1	-1
median	2
Q3	7
95-th percentile	13
Maximum	19
Range	39
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.1267925
Coefficient of variation (CV)	2.1107219
Kurtosis	0.063585432
Mean	2.9027
Median Absolute Deviation (MAD)	4
Skewness	-0.080096435
Sum	29027
Variance	37.537586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1	1253	12.5%
0	837	8.4%
-1	743	7.4%
2	624	6.2%
5	506	5.1%
3	497	5.0%
4	490	4.9%
6	382	3.8%
8	368	3.7%
7	365	3.6%
Other values (30)	3935	39.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-20	1	< 0.1%
-19	7	0.1%
-18	9	0.1%
-17	19	0.2%
-16	8	0.1%
-15	6	0.1%
-14	25	0.2%
-13	16	0.2%
-12	40	0.4%
-11	60	0.6%

Value	Count	Frequency (%)
19	1	< 0.1%
18	14	0.1%
17	23	0.2%
16	72	0.7%
15	148	1.5%
14	178	1.8%
13	236	2.4%
12	358	3.6%
11	319	3.2%
10	360	3.6%

45시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8244

Minimum	-23
Maximum	16
Zeros	1093
Zeros (%)	10.9%
Negative	3977
Negative (%)	39.8%
Memory size	166.0 KiB

Quantile statistics

Minimum	-23
5-th percentile	-9
Q1	-2
median	0
Q3	5
95-th percentile	10
Maximum	16
Range	39
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.7373214
Coefficient of variation (CV)	6.9593903
Kurtosis	0.54358089
Mean	0.8244
Median Absolute Deviation (MAD)	3
Skewness	-0.31798611
Sum	8244
Variance	32.916856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	1093	10.9%
-1	1092	10.9%
1	797	8.0%
-2	678	6.8%
2	563	5.6%
3	542	5.4%
4	465	4.7%
7	450	4.5%
5	429	4.3%
-3	408	4.1%
Other values (30)	3483	34.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23	1	< 0.1%
-22	4	< 0.1%
-21	6	0.1%
-20	8	0.1%
-19	15	0.1%
-18	8	0.1%
-17	6	0.1%
-16	8	0.1%
-15	35	0.4%
-14	55	0.5%

Value	Count	Frequency (%)
16	15	0.1%
15	31	0.3%
14	24	0.2%
13	50	0.5%
12	107	1.1%
11	175	1.8%
10	252	2.5%
9	307	3.1%
8	363	3.6%
7	450	4.5%

48시간이후
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.5221

Minimum	-25
Maximum	16
Zeros	955
Zeros (%)	9.6%
Negative	4881
Negative (%)	48.8%
Memory size	166.0 KiB

Quantile statistics

Minimum	-25
5-th percentile	-11
Q1	-3
median	0
Q3	3
95-th percentile	8
Maximum	16
Range	41
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.7055733
Coefficient of variation (CV)	-10.928124
Kurtosis	0.8206934
Mean	-0.5221
Median Absolute Deviation (MAD)	3
Skewness	-0.49489827
Sum	-5221
Variance	32.553567
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
-1	1127	11.3%
0	955	9.6%
-2	867	8.7%
1	782	7.8%
2	608	6.1%
-3	575	5.8%
4	507	5.1%
3	468	4.7%
5	433	4.3%
-4	377	3.8%
Other values (32)	3301	33.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25	1	< 0.1%
-24	1	< 0.1%
-23	4	< 0.1%
-22	10	0.1%
-21	16	0.2%
-20	8	0.1%
-19	6	0.1%
-18	10	0.1%
-17	13	0.1%
-16	58	0.6%

Value	Count	Frequency (%)
16	2	< 0.1%
15	30	0.3%
14	29	0.3%
13	15	0.1%
12	20	0.2%
11	53	0.5%
10	97	1.0%
9	199	2.0%
8	275	2.8%
7	288	2.9%

Phik (φk)
Auto

Heatmap
Table

	지점명	3시간이후	6시간이후	9시간이후	12시간이후	15시간이후	18시간이후	21시간이후	24시간이후	27시간이후	30시간이후	33시간이후	36시간이후	39시간이후	42시간이후	45시간이후	48시간이후
지점명	1.000	0.388	0.341	0.410	0.349	0.360	0.317	0.348	0.322	0.302	0.270	0.273	0.201	0.119	0.216	0.242	0.279
3시간이후	0.388	1.000	0.958	0.927	0.874	0.850	0.840	0.816	0.788	0.745	0.723	0.739	0.731	0.718	0.660	0.632	0.635
6시간이후	0.341	0.958	1.000	0.933	0.875	0.858	0.847	0.807	0.789	0.763	0.734	0.753	0.730	0.718	0.638	0.640	0.623
9시간이후	0.410	0.927	0.933	1.000	0.941	0.909	0.884	0.860	0.836	0.818	0.798	0.828	0.813	0.781	0.720	0.714	0.675
12시간이후	0.349	0.874	0.875	0.941	1.000	0.973	0.924	0.891	0.856	0.827	0.801	0.832	0.846	0.818	0.747	0.742	0.707
15시간이후	0.360	0.850	0.858	0.909	0.973	1.000	0.948	0.907	0.876	0.845	0.822	0.839	0.853	0.827	0.764	0.749	0.719
18시간이후	0.317	0.840	0.847	0.884	0.924	0.948	1.000	0.955	0.911	0.879	0.857	0.867	0.860	0.834	0.789	0.764	0.736
21시간이후	0.348	0.816	0.807	0.860	0.891	0.907	0.955	1.000	0.952	0.921	0.901	0.891	0.865	0.827	0.796	0.781	0.760
24시간이후	0.322	0.788	0.789	0.836	0.856	0.876	0.911	0.952	1.000	0.964	0.921	0.891	0.853	0.816	0.781	0.781	0.770
27시간이후	0.302	0.745	0.763	0.818	0.827	0.845	0.879	0.921	0.964	1.000	0.953	0.922	0.861	0.837	0.802	0.803	0.791
30시간이후	0.270	0.723	0.734	0.798	0.801	0.822	0.857	0.901	0.921	0.953	1.000	0.953	0.880	0.848	0.827	0.821	0.823
33시간이후	0.273	0.739	0.753	0.828	0.832	0.839	0.867	0.891	0.891	0.922	0.953	1.000	0.948	0.911	0.887	0.889	0.876
36시간이후	0.201	0.731	0.730	0.813	0.846	0.853	0.860	0.865	0.853	0.861	0.880	0.948	1.000	0.967	0.928	0.909	0.887
39시간이후	0.119	0.718	0.718	0.781	0.818	0.827	0.834	0.827	0.816	0.837	0.848	0.911	0.967	1.000	0.956	0.929	0.902
42시간이후	0.216	0.660	0.638	0.720	0.747	0.764	0.789	0.796	0.781	0.802	0.827	0.887	0.928	0.956	1.000	0.962	0.938
45시간이후	0.242	0.632	0.640	0.714	0.742	0.749	0.764	0.781	0.781	0.803	0.821	0.889	0.909	0.929	0.962	1.000	0.974
48시간이후	0.279	0.635	0.623	0.675	0.707	0.719	0.736	0.760	0.770	0.791	0.823	0.876	0.887	0.902	0.938	0.974	1.000

Heatmap
Table

	3시간이후	6시간이후	9시간이후	12시간이후	15시간이후	18시간이후	21시간이후	24시간이후	27시간이후	30시간이후	33시간이후	36시간이후	39시간이후	42시간이후	45시간이후	48시간이후	지점명
3시간이후	1.000	0.978	0.950	0.888	0.854	0.841	0.805	0.782	0.718	0.648	0.659	0.607	0.602	0.568	0.502	0.452	0.137
6시간이후	0.978	1.000	0.961	0.897	0.867	0.858	0.821	0.795	0.729	0.658	0.665	0.615	0.612	0.578	0.509	0.457	0.124
9시간이후	0.950	0.961	1.000	0.956	0.925	0.916	0.882	0.852	0.789	0.722	0.736	0.686	0.679	0.642	0.575	0.522	0.154
12시간이후	0.888	0.897	0.956	1.000	0.979	0.957	0.914	0.879	0.819	0.757	0.764	0.730	0.721	0.675	0.604	0.549	0.128
15시간이후	0.854	0.867	0.925	0.979	1.000	0.974	0.931	0.894	0.838	0.778	0.784	0.760	0.751	0.705	0.635	0.577	0.131
18시간이후	0.841	0.858	0.916	0.957	0.974	1.000	0.963	0.927	0.876	0.818	0.819	0.780	0.771	0.740	0.670	0.615	0.114
21시간이후	0.805	0.821	0.882	0.914	0.931	0.963	1.000	0.971	0.929	0.873	0.859	0.795	0.777	0.756	0.700	0.651	0.127
24시간이후	0.782	0.795	0.852	0.879	0.894	0.927	0.971	1.000	0.965	0.911	0.881	0.794	0.767	0.746	0.701	0.657	0.116
27시간이후	0.718	0.729	0.789	0.819	0.838	0.876	0.929	0.965	1.000	0.961	0.922	0.824	0.785	0.772	0.741	0.704	0.091
30시간이후	0.648	0.658	0.722	0.757	0.778	0.818	0.873	0.911	0.961	1.000	0.950	0.847	0.801	0.795	0.781	0.750	0.096
33시간이후	0.659	0.665	0.736	0.764	0.784	0.819	0.859	0.881	0.922	0.950	1.000	0.925	0.882	0.875	0.854	0.817	0.097
36시간이후	0.607	0.615	0.686	0.730	0.760	0.780	0.795	0.794	0.824	0.847	0.925	1.000	0.967	0.936	0.891	0.843	0.070
39시간이후	0.602	0.612	0.679	0.721	0.751	0.771	0.777	0.767	0.785	0.801	0.882	0.967	1.000	0.955	0.900	0.849	0.032
42시간이후	0.568	0.578	0.642	0.675	0.705	0.740	0.756	0.746	0.772	0.795	0.875	0.936	0.955	1.000	0.952	0.904	0.076
45시간이후	0.502	0.509	0.575	0.604	0.635	0.670	0.700	0.701	0.741	0.781	0.854	0.891	0.900	0.952	1.000	0.962	0.086
48시간이후	0.452	0.457	0.522	0.549	0.577	0.615	0.651	0.657	0.704	0.750	0.817	0.843	0.849	0.904	0.962	1.000	0.099
지점명	0.137	0.124	0.154	0.128	0.131	0.114	0.127	0.116	0.091	0.096	0.097	0.070	0.032	0.076	0.086	0.099	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

	발표시각	지점명	3시간이후	6시간이후	9시간이후	12시간이후	15시간이후	18시간이후	21시간이후	24시간이후	27시간이후	30시간이후	33시간이후	36시간이후	39시간이후	42시간이후	45시간이후	48시간이후
3110	2019-12-31 00시	경기도 안양시 만안구	-17	-18	-18	-12	-9	-8	-6	-7	-5	-4	-3	1	2	2	1	1
4223	2019-12-23 00시	경기도 군포시	4	4	4	2	3	4	2	1	-1	-1	0	5	8	5	3	2
712	2020-03-14 00시	경기도 안성시	-6	-7	1	4	7	5	0	-1	-2	-3	0	4	4	0	-4	-6
656	2020-03-15 00시	경기도 남양주시	-1	-2	2	4	5	2	-2	-3	-2	-4	0	4	6	4	2	0
7150	2019-03-16 00시	경기도 동두천시	-1	-3	1	6	6	5	3	2	0	-1	2	7	10	10	4	2
7108	2019-03-17 00시	경기도 부천시	3	3	2	6	8	7	6	5	3	1	4	10	10	9	7	7
3770	2019-12-31 00시	경기도 포천시	-20	-19	-23	-14	-10	-10	-9	-12	-10	-8	-7	-3	0	-1	-2	-3
3464	2019-12-31 00시	경기도 용인시 수지구	-15	-19	-18	-12	-9	-8	-6	-7	-6	-5	-3	1	1	1	0	-1
3629	2019-12-31 00시	경기도 이천시	-15	-16	-18	-12	-8	-8	-7	-8	-7	-7	-6	-1	0	1	-1	-1
1130	2020-03-04 00시	경기도 동두천시	0	-3	-3	-2	-2	-5	-4	-6	-7	-8	-5	2	6	3	0	-2

	발표시각	지점명	3시간이후	6시간이후	9시간이후	12시간이후	15시간이후	18시간이후	21시간이후	24시간이후	27시간이후	30시간이후	33시간이후	36시간이후	39시간이후	42시간이후	45시간이후	48시간이후
5464	2019-11-24 00시	경기도 고양시 일산동구	8	6	9	13	13	9	3	-3	-6	-7	-11	-2	3	3	1	1
6730	2019-03-26 00시	경기도 안산시 단원구	1	2	8	14	15	11	3	1	0	2	8	14	12	8	5	2
5645	2019-11-20 00시	경기도 동두천시	-6	-7	-5	0	5	2	-2	-3	-4	-5	0	7	9	6	3	2
7245	2019-03-14 00시	경기도 시흥시	-4	-2	3	6	7	6	3	0	-1	-1	1	9	9	6	1	2
2338	2019-12-31 00시	경기도 김포시	-19	-21	-20	-15	-12	-10	-8	-8	-6	-6	-5	0	1	0	-1	-1
3950	2019-12-30 00시	경기도 이천시	3	3	3	6	3	0	-9	-12	-16	-16	-18	-12	-8	-8	-7	-8
8979	2019-02-02 00시	경기도 의왕시	-3	-4	-2	2	4	3	0	2	2	3	4	6	4	3	3	0
5460	2019-11-25 00시	경기도 화성시	-7	-9	-7	-5	1	1	3	2	2	2	5	10	12	7	5	4
9273	2019-01-26 00시	경기도 양평군	-11	-12	-8	-2	0	-3	-4	-8	-10	-12	-9	0	2	0	-4	-6
9114	2019-01-30 00시	경기도 하남시	-5	-6	-3	5	6	3	2	-2	-3	-7	-5	-3	-3	-4	-8	-11

Most frequently occurring

	발표시각	지점명	3시간이후	6시간이후	9시간이후	12시간이후	15시간이후	18시간이후	21시간이후	24시간이후	27시간이후	30시간이후	33시간이후	36시간이후	39시간이후	42시간이후	45시간이후	48시간이후	# duplicates
9	2019-12-31 00시	경기도 군포시	-17	-19	-18	-14	-9	-8	-6	-7	-5	-4	-3	1	2	1	1	1	48
13	2019-12-31 00시	경기도 부천시	-15	-18	-18	-14	-10	-5	-6	-6	-4	-4	-2	1	3	2	1	1	46
33	2019-12-31 00시	경기도 용인시 수지구	-15	-19	-18	-12	-9	-8	-6	-7	-6	-5	-3	1	1	1	0	-1	46
14	2019-12-31 00시	경기도 성남시 분당구	-15	-17	-18	-13	-9	-8	-6	-7	-6	-5	-3	1	2	1	0	0	45
32	2019-12-31 00시	경기도 용인시 기흥구	-15	-18	-18	-12	-9	-9	-6	-7	-6	-5	-4	1	1	1	0	-1	45
41	2019-12-31 00시	경기도 하남시	-16	-12	-18	-13	-9	-5	-7	-8	-7	-6	-5	1	2	1	0	-1	45
6	2019-12-31 00시	경기도 광명시	-17	-18	-18	-13	-9	-9	-8	-6	-4	-3	-2	1	1	0	2	2	44
15	2019-12-31 00시	경기도 성남시 수정구	-17	-16	-18	-13	-9	-7	-6	-8	-7	-5	-4	1	2	1	0	-1	44
19	2019-12-31 00시	경기도 수원시 장안구	-17	-19	-18	-12	-9	-9	-6	-7	-5	-5	-3	1	2	1	0	0	44
20	2019-12-31 00시	경기도 수원시 팔달구	-17	-19	-19	-13	-11	-9	-7	-7	-6	-5	-4	0	2	1	-1	-1	44

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Space Separator

Other Letter

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring