gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	299
Missing cells	365
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	49.8 KiB
Average record size in memory	170.4 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 주택매매 거래현황의 연도별 행정구역별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068303/fileData.do

Alerts

`2006` is highly overall correlated with `2007` and 16 other fields	High correlation
`2007` is highly overall correlated with `2006` and 16 other fields	High correlation
`2008` is highly overall correlated with `2006` and 16 other fields	High correlation
`2009` is highly overall correlated with `2006` and 16 other fields	High correlation
`2010` is highly overall correlated with `2006` and 16 other fields	High correlation
`2011` is highly overall correlated with `2006` and 16 other fields	High correlation
`2012` is highly overall correlated with `2006` and 16 other fields	High correlation
`2013` is highly overall correlated with `2006` and 16 other fields	High correlation
`2014` is highly overall correlated with `2006` and 16 other fields	High correlation
`2015` is highly overall correlated with `2006` and 16 other fields	High correlation
`2016` is highly overall correlated with `2006` and 16 other fields	High correlation
`2017` is highly overall correlated with `2006` and 16 other fields	High correlation
`2018` is highly overall correlated with `2006` and 16 other fields	High correlation
`2019` is highly overall correlated with `2006` and 16 other fields	High correlation
`2020` is highly overall correlated with `2006` and 16 other fields	High correlation
`2021` is highly overall correlated with `2006` and 16 other fields	High correlation
`2022` is highly overall correlated with `2006` and 16 other fields	High correlation
`2023` is highly overall correlated with `2006` and 16 other fields	High correlation
`2006` has 22 (7.4%) missing values	Missing
`2007` has 27 (9.0%) missing values	Missing
`2008` has 25 (8.4%) missing values	Missing
`2009` has 25 (8.4%) missing values	Missing
`2010` has 19 (6.4%) missing values	Missing
`2011` has 22 (7.4%) missing values	Missing
`2012` has 20 (6.7%) missing values	Missing
`2013` has 20 (6.7%) missing values	Missing
`2014` has 13 (4.3%) missing values	Missing
`2015` has 17 (5.7%) missing values	Missing
`2016` has 17 (5.7%) missing values	Missing
`2017` has 20 (6.7%) missing values	Missing
`2018` has 19 (6.4%) missing values	Missing
`2019` has 20 (6.7%) missing values	Missing
`2020` has 20 (6.7%) missing values	Missing
`2021` has 20 (6.7%) missing values	Missing
`2022` has 20 (6.7%) missing values	Missing
`2023` has 19 (6.4%) missing values	Missing
`지역` has unique values	Unique

Reproduction

Analysis started	2024-04-06 08:41:23.450196
Analysis finished	2024-04-06 08:43:12.262241
Duration	1 minute and 48.81 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역
Text

UNIQUE

Distinct	299
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

Length

Max length	15
Median length	6
Mean length	6.3411371
Min length	3

Characters and Unicode

Total characters	1896
Distinct characters	147
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	299 ?
Unique (%)	100.0%

Sample

1st row	전국
2nd row	서울
3rd row	서울 종로구
4th row	서울 중구
5th row	서울 용산구

Value	Count	Frequency (%)
경기	53	9.2%
경남	27	4.7%
경북	26	4.5%
서울	26	4.5%
전남	23	4.0%
충남	20	3.5%
충북	20	3.5%
강원	19	3.3%
전북	17	2.9%
부산	17	2.9%
Other values (265)	331	57.2%

Most occurring characters

Value	Count	Frequency (%)
	299	15.8%
구	141	7.4%
시	122	6.4%
경	109	5.7%
군	93	4.9%
남	89	4.7%
북	72	3.8%
기	56	3.0%
전	50	2.6%
산	48	2.5%
Other values (137)	817	43.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1559	82.2%
Space Separator	299	15.8%
Close Punctuation	19	1.0%
Open Punctuation	19	1.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	141	9.0%
시	122	7.8%
경	109	7.0%
군	93	6.0%
남	89	5.7%
북	72	4.6%
기	56	3.6%
전	50	3.2%
산	48	3.1%
주	47	3.0%
Other values (134)	732	47.0%

Space Separator

Value	Count	Frequency (%)
	299	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	19	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	19	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1559	82.2%
Common	337	17.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	141	9.0%
시	122	7.8%
경	109	7.0%
군	93	6.0%
남	89	5.7%
북	72	4.6%
기	56	3.6%
전	50	3.2%
산	48	3.1%
주	47	3.0%
Other values (134)	732	47.0%

Common

Value	Count	Frequency (%)
	299	88.7%
)	19	5.6%
(	19	5.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1559	82.2%
ASCII	337	17.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	299	88.7%
)	19	5.6%
(	19	5.6%

Hangul

Value	Count	Frequency (%)
구	141	9.0%
시	122	7.8%
경	109	7.0%
군	93	6.0%
남	89	5.7%
북	72	4.6%
기	56	3.6%
전	50	3.2%
산	48	3.1%
주	47	3.0%
Other values (134)	732	47.0%

2006
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	221
Distinct (%)	79.8%
Missing	22
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	968.07942

Minimum	4
Maximum	83884
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	4
5-th percentile	13
Q1	43
median	275
Q3	718
95-th percentile	2075.4
Maximum	83884
Range	83880
Interquartile range (IQR)	675

Descriptive statistics

Standard deviation	5433.7612
Coefficient of variation (CV)	5.6129292
Kurtosis	200.40016
Mean	968.07942
Median Absolute Deviation (MAD)	247
Skewness	13.554031
Sum	268158
Variance	29525761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	7	2.3%
34	5	1.7%
25	4	1.3%
23	4	1.3%
32	3	1.0%
31	3	1.0%
39	3	1.0%
51	3	1.0%
9	3	1.0%
11	3	1.0%
Other values (211)	239	79.9%
(Missing)	22	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	0.3%
6	1	0.3%
8	1	0.3%
9	3	1.0%
10	1	0.3%
11	3	1.0%
12	1	0.3%
13	7	2.3%
15	2	0.7%
16	1	0.3%

Value	Count	Frequency (%)
83884	1	0.3%
27384	1	0.3%
20353	1	0.3%
5299	1	0.3%
4083	1	0.3%
3475	1	0.3%
3438	1	0.3%
3174	1	0.3%
3114	1	0.3%
2817	1	0.3%

2007
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	218
Distinct (%)	80.1%
Missing	27
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	753.36029

Minimum	6
Maximum	65137
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	6
5-th percentile	15.55
Q1	49.5
median	241.5
Q3	478.25
95-th percentile	1827.8
Maximum	65137
Range	65131
Interquartile range (IQR)	428.75

Descriptive statistics

Standard deviation	4153.1305
Coefficient of variation (CV)	5.5128078
Kurtosis	215.91969
Mean	753.36029
Median Absolute Deviation (MAD)	199.5
Skewness	14.146594
Sum	204914
Variance	17248493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	6	2.0%
16	5	1.7%
21	4	1.3%
37	4	1.3%
6	3	1.0%
10	3	1.0%
25	3	1.0%
27	3	1.0%
26	3	1.0%
98	3	1.0%
Other values (208)	235	78.6%
(Missing)	27	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	3	1.0%
9	1	0.3%
10	3	1.0%
11	2	0.7%
12	1	0.3%
13	1	0.3%
14	2	0.7%
15	1	0.3%
16	5	1.7%
18	2	0.7%

Value	Count	Frequency (%)
65137	1	0.3%
16907	1	0.3%
11719	1	0.3%
5669	1	0.3%
4249	1	0.3%
3863	1	0.3%
3324	1	0.3%
2869	1	0.3%
2518	1	0.3%
2213	1	0.3%

2008
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	217
Distinct (%)	79.2%
Missing	25
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	771.77372

Minimum	7
Maximum	67187
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	7
5-th percentile	16
Q1	60.75
median	264.5
Q3	485.75
95-th percentile	2073.55
Maximum	67187
Range	67180
Interquartile range (IQR)	425

Descriptive statistics

Standard deviation	4236.6189
Coefficient of variation (CV)	5.4894573
Kurtosis	223.79761
Mean	771.77372
Median Absolute Deviation (MAD)	212.5
Skewness	14.435477
Sum	211466
Variance	17948939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	5	1.7%
22	5	1.7%
33	4	1.3%
82	3	1.0%
658	3	1.0%
30	3	1.0%
67	3	1.0%
24	3	1.0%
38	3	1.0%
14	3	1.0%
Other values (207)	239	79.9%
(Missing)	25	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	0.3%
9	3	1.0%
10	1	0.3%
11	2	0.7%
12	1	0.3%
13	2	0.7%
14	3	1.0%
16	2	0.7%
18	3	1.0%
20	1	0.3%

Value	Count	Frequency (%)
67187	1	0.3%
15528	1	0.3%
10999	1	0.3%
5459	1	0.3%
4832	1	0.3%
4731	1	0.3%
3127	1	0.3%
3067	1	0.3%
3024	1	0.3%
2970	1	0.3%

2009
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	228
Distinct (%)	83.2%
Missing	25
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	814.30292

Minimum	10
Maximum	70338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	10
5-th percentile	16
Q1	69.5
median	269
Q3	549.25
95-th percentile	2086.2
Maximum	70338
Range	70328
Interquartile range (IQR)	479.75

Descriptive statistics

Standard deviation	4426.8629
Coefficient of variation (CV)	5.4363834
Kurtosis	225.38077
Mean	814.30292
Median Absolute Deviation (MAD)	217
Skewness	14.495999
Sum	223119
Variance	19597115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	4	1.3%
10	4	1.3%
128	3	1.0%
21	3	1.0%
53	3	1.0%
31	3	1.0%
14	3	1.0%
352	2	0.7%
427	2	0.7%
268	2	0.7%
Other values (218)	245	81.9%
(Missing)	25	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	4	1.3%
11	1	0.3%
12	1	0.3%
13	2	0.7%
14	3	1.0%
15	2	0.7%
16	2	0.7%
17	1	0.3%
18	2	0.7%
19	1	0.3%

Value	Count	Frequency (%)
70338	1	0.3%
15991	1	0.3%
10778	1	0.3%
5837	1	0.3%
5053	1	0.3%
3962	1	0.3%
3846	1	0.3%
3608	1	0.3%
3156	1	0.3%
3109	1	0.3%

2010
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	223
Distinct (%)	79.6%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	748.62857

Minimum	5
Maximum	66147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	5
5-th percentile	15.95
Q1	64.75
median	233
Q3	477
95-th percentile	2267.25
Maximum	66147
Range	66142
Interquartile range (IQR)	412.25

Descriptive statistics

Standard deviation	4084.1697
Coefficient of variation (CV)	5.4555355
Kurtosis	238.01387
Mean	748.62857
Median Absolute Deviation (MAD)	193
Skewness	14.942055
Sum	209616
Variance	16680442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48	4	1.3%
38	4	1.3%
51	3	1.0%
10	3	1.0%
29	3	1.0%
35	3	1.0%
15	3	1.0%
31	3	1.0%
22	3	1.0%
292	3	1.0%
Other values (213)	248	82.9%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	0.3%
9	1	0.3%
10	3	1.0%
12	2	0.7%
13	2	0.7%
14	2	0.7%
15	3	1.0%
16	2	0.7%
19	1	0.3%
20	1	0.3%

Value	Count	Frequency (%)
66147	1	0.3%
12170	1	0.3%
7078	1	0.3%
7037	1	0.3%
6358	1	0.3%
3914	1	0.3%
3878	1	0.3%
3393	1	0.3%
3198	1	0.3%
3107	1	0.3%

2011
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	240
Distinct (%)	86.6%
Missing	22
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	950.87726

Minimum	7
Maximum	82390
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	7
5-th percentile	18.8
Q1	77
median	316
Q3	594
95-th percentile	2926.4
Maximum	82390
Range	82383
Interquartile range (IQR)	517

Descriptive statistics

Standard deviation	5125.1858
Coefficient of variation (CV)	5.3899551
Kurtosis	233.42138
Mean	950.87726
Median Absolute Deviation (MAD)	250
Skewness	14.785954
Sum	263393
Variance	26267529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
282	3	1.0%
31	3	1.0%
33	3	1.0%
14	3	1.0%
17	3	1.0%
35	3	1.0%
42	3	1.0%
28	3	1.0%
67	2	0.7%
413	2	0.7%
Other values (230)	249	83.3%
(Missing)	22	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	0.3%
12	1	0.3%
13	1	0.3%
14	3	1.0%
15	2	0.7%
16	2	0.7%
17	3	1.0%
18	1	0.3%
19	1	0.3%
21	1	0.3%

Value	Count	Frequency (%)
82390	1	0.3%
16886	1	0.3%
9149	1	0.3%
6910	1	0.3%
6713	1	0.3%
6272	1	0.3%
5627	1	0.3%
4353	1	0.3%
3829	1	0.3%
3485	1	0.3%

2012
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	223
Distinct (%)	79.9%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	705.68459

Minimum	6
Maximum	61818
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	6
5-th percentile	19.7
Q1	65.5
median	232
Q3	431.5
95-th percentile	2122.6
Maximum	61818
Range	61812
Interquartile range (IQR)	366

Descriptive statistics

Standard deviation	3825.1558
Coefficient of variation (CV)	5.4204894
Kurtosis	236.77
Mean	705.68459
Median Absolute Deviation (MAD)	174
Skewness	14.903911
Sum	196886
Variance	14631817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	4	1.3%
64	4	1.3%
22	4	1.3%
40	3	1.0%
302	3	1.0%
34	3	1.0%
30	3	1.0%
51	3	1.0%
43	3	1.0%
39	3	1.0%
Other values (213)	246	82.3%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	0.3%
11	2	0.7%
12	1	0.3%
13	4	1.3%
14	1	0.3%
15	2	0.7%
16	2	0.7%
17	1	0.3%
20	2	0.7%
22	4	1.3%

Value	Count	Frequency (%)
61818	1	0.3%
12134	1	0.3%
6499	1	0.3%
5274	1	0.3%
4672	1	0.3%
4613	1	0.3%
4557	1	0.3%
3410	1	0.3%
3366	1	0.3%
2774	1	0.3%

2013
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	233
Distinct (%)	83.5%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	817.47312

Minimum	6
Maximum	71395
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	6
5-th percentile	20
Q1	68.5
median	289
Q3	517.5
95-th percentile	2196.4
Maximum	71395
Range	71389
Interquartile range (IQR)	449

Descriptive statistics

Standard deviation	4444.1179
Coefficient of variation (CV)	5.4364086
Kurtosis	231.36619
Mean	817.47312
Median Absolute Deviation (MAD)	224
Skewness	14.701312
Sum	228075
Variance	19750184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	7	2.3%
40	4	1.3%
37	3	1.0%
36	3	1.0%
16	3	1.0%
59	3	1.0%
47	3	1.0%
41	3	1.0%
33	3	1.0%
22	3	1.0%
Other values (223)	244	81.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	0.3%
10	1	0.3%
11	1	0.3%
13	1	0.3%
14	1	0.3%
15	1	0.3%
16	3	1.0%
17	1	0.3%
18	2	0.7%
19	1	0.3%

Value	Count	Frequency (%)
71395	1	0.3%
16282	1	0.3%
8785	1	0.3%
5542	1	0.3%
5493	1	0.3%
5333	1	0.3%
4897	1	0.3%
3764	1	0.3%
3568	1	0.3%
2931	1	0.3%

2014
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	243
Distinct (%)	85.0%
Missing	13
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	976.18182

Minimum	4
Maximum	86983
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	4
5-th percentile	21.25
Q1	83.25
median	328.5
Q3	633.75
95-th percentile	2315.25
Maximum	86983
Range	86979
Interquartile range (IQR)	550.5

Descriptive statistics

Standard deviation	5361.4024
Coefficient of variation (CV)	5.4922171
Kurtosis	234.98866
Mean	976.18182
Median Absolute Deviation (MAD)	265
Skewness	14.802827
Sum	279188
Variance	28744636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	4	1.3%
32	3	1.0%
33	3	1.0%
485	3	1.0%
21	3	1.0%
182	3	1.0%
81	2	0.7%
172	2	0.7%
28	2	0.7%
38	2	0.7%
Other values (233)	259	86.6%
(Missing)	13	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	0.3%
10	1	0.3%
13	1	0.3%
15	1	0.3%
16	1	0.3%
17	2	0.7%
18	4	1.3%
20	1	0.3%
21	3	1.0%
22	1	0.3%

Value	Count	Frequency (%)
86983	1	0.3%
20498	1	0.3%
12034	1	0.3%
6951	1	0.3%
6238	1	0.3%
5812	1	0.3%
5425	1	0.3%
5003	1	0.3%
4728	1	0.3%
3324	1	0.3%

2015
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	241
Distinct (%)	85.5%
Missing	17
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	1170.1312

Minimum	4
Maximum	102993
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	4
5-th percentile	23.05
Q1	91.5
median	395
Q3	814
95-th percentile	2669.3
Maximum	102993
Range	102989
Interquartile range (IQR)	722.5

Descriptive statistics

Standard deviation	6436.4768
Coefficient of variation (CV)	5.5006453
Kurtosis	225.6516
Mean	1170.1312
Median Absolute Deviation (MAD)	328.5
Skewness	14.471686
Sum	329977
Variance	41428233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41	4	1.3%
23	3	1.0%
50	3	1.0%
117	3	1.0%
73	3	1.0%
234	3	1.0%
18	3	1.0%
37	2	0.7%
812	2	0.7%
96	2	0.7%
Other values (231)	254	84.9%
(Missing)	17	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	0.3%
12	1	0.3%
13	1	0.3%
16	2	0.7%
18	3	1.0%
19	2	0.7%
21	2	0.7%
23	3	1.0%
24	1	0.3%
26	1	0.3%

Value	Count	Frequency (%)
102993	1	0.3%
25859	1	0.3%
18454	1	0.3%
8499	1	0.3%
6699	1	0.3%
5982	1	0.3%
5897	1	0.3%
5640	1	0.3%
3581	1	0.3%
3561	1	0.3%

2016
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	239
Distinct (%)	84.8%
Missing	17
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	1008.8688

Minimum	6
Maximum	89266
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	6
5-th percentile	22.05
Q1	91.25
median	341
Q3	711.75
95-th percentile	2452.8
Maximum	89266
Range	89260
Interquartile range (IQR)	620.5

Descriptive statistics

Standard deviation	5594.1476
Coefficient of variation (CV)	5.5449704
Kurtosis	223.32553
Mean	1008.8688
Median Absolute Deviation (MAD)	283.5
Skewness	14.387106
Sum	284501
Variance	31294488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	4	1.3%
41	4	1.3%
175	3	1.0%
107	3	1.0%
40	3	1.0%
20	3	1.0%
46	3	1.0%
130	2	0.7%
648	2	0.7%
58	2	0.7%
Other values (229)	253	84.6%
(Missing)	17	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	0.3%
13	2	0.7%
14	1	0.3%
16	1	0.3%
17	2	0.7%
18	1	0.3%
19	2	0.7%
20	3	1.0%
21	1	0.3%
22	1	0.3%

Value	Count	Frequency (%)
89266	1	0.3%
22856	1	0.3%
17423	1	0.3%
7456	1	0.3%
5571	1	0.3%
5379	1	0.3%
3904	1	0.3%
3293	1	0.3%
3111	1	0.3%
3043	1	0.3%

2017
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	232
Distinct (%)	83.2%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	903.25806

Minimum	5
Maximum	79151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	5
5-th percentile	19.9
Q1	80.5
median	310
Q3	607.5
95-th percentile	2395
Maximum	79151
Range	79146
Interquartile range (IQR)	527

Descriptive statistics

Standard deviation	4981.029
Coefficient of variation (CV)	5.5145137
Kurtosis	221.91226
Mean	903.25806
Median Absolute Deviation (MAD)	255
Skewness	14.350616
Sum	252009
Variance	24810650
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	4	1.3%
83	3	1.0%
33	3	1.0%
30	3	1.0%
52	3	1.0%
27	3	1.0%
19	3	1.0%
42	3	1.0%
18	2	0.7%
116	2	0.7%
Other values (222)	250	83.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	0.3%
10	1	0.3%
14	1	0.3%
15	1	0.3%
16	1	0.3%
17	4	1.3%
18	2	0.7%
19	3	1.0%
20	1	0.3%
22	2	0.7%

Value	Count	Frequency (%)
79151	1	0.3%
20413	1	0.3%
14948	1	0.3%
5404	1	0.3%
4786	1	0.3%
4317	1	0.3%
4307	1	0.3%
3522	1	0.3%
3025	1	0.3%
2761	1	0.3%

2018
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	232
Distinct (%)	82.9%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	805.73929

Minimum	5
Maximum	70657
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	5
5-th percentile	19.9
Q1	71.75
median	256.5
Q3	542
95-th percentile	2135.75
Maximum	70657
Range	70652
Interquartile range (IQR)	470.25

Descriptive statistics

Standard deviation	4463.6896
Coefficient of variation (CV)	5.5398683
Kurtosis	218.02896
Mean	805.73929
Median Absolute Deviation (MAD)	208
Skewness	14.202513
Sum	225607
Variance	19924525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	4	1.3%
18	4	1.3%
45	4	1.3%
17	3	1.0%
38	3	1.0%
542	3	1.0%
197	3	1.0%
352	3	1.0%
154	2	0.7%
257	2	0.7%
Other values (222)	249	83.3%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	0.3%
11	1	0.3%
12	1	0.3%
13	1	0.3%
14	1	0.3%
15	2	0.7%
17	3	1.0%
18	4	1.3%
20	1	0.3%
22	1	0.3%

Value	Count	Frequency (%)
70657	1	0.3%
19715	1	0.3%
13826	1	0.3%
4402	1	0.3%
4128	1	0.3%
3498	1	0.3%
3184	1	0.3%
3134	1	0.3%
2828	1	0.3%
2677	1	0.3%

2019
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	225
Distinct (%)	80.6%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	745.18996

Minimum	5
Maximum	65198
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	5
5-th percentile	19
Q1	68.5
median	263
Q3	491
95-th percentile	1872.7
Maximum	65198
Range	65193
Interquartile range (IQR)	422.5

Descriptive statistics

Standard deviation	4080.4329
Coefficient of variation (CV)	5.4756949
Kurtosis	226.66718
Mean	745.18996
Median Absolute Deviation (MAD)	206
Skewness	14.531972
Sum	207908
Variance	16649933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	4	1.3%
15	4	1.3%
43	3	1.0%
506	3	1.0%
34	3	1.0%
32	3	1.0%
17	3	1.0%
76	3	1.0%
370	3	1.0%
532	3	1.0%
Other values (215)	247	82.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	0.3%
12	1	0.3%
13	1	0.3%
15	4	1.3%
16	2	0.7%
17	3	1.0%
19	3	1.0%
20	1	0.3%
21	1	0.3%
22	1	0.3%

Value	Count	Frequency (%)
65198	1	0.3%
16343	1	0.3%
10043	1	0.3%
4249	1	0.3%
4079	1	0.3%
4031	1	0.3%
3574	1	0.3%
3258	1	0.3%
3090	1	0.3%
2995	1	0.3%

2020
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	238
Distinct (%)	85.3%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1175.9928

Minimum	5
Maximum	102420
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	5
5-th percentile	24
Q1	94
median	402
Q3	795.5
95-th percentile	3007.6
Maximum	102420
Range	102415
Interquartile range (IQR)	701.5

Descriptive statistics

Standard deviation	6450.9835
Coefficient of variation (CV)	5.4855636
Kurtosis	221.39596
Mean	1175.9928
Median Absolute Deviation (MAD)	331
Skewness	14.347337
Sum	328102
Variance	41615188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	3	1.0%
41	3	1.0%
94	3	1.0%
32	3	1.0%
49	3	1.0%
60	3	1.0%
22	3	1.0%
199	3	1.0%
43	2	0.7%
23	2	0.7%
Other values (228)	251	83.9%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	0.3%
13	1	0.3%
14	1	0.3%
15	1	0.3%
17	2	0.7%
20	2	0.7%
22	3	1.0%
23	2	0.7%
24	2	0.7%
25	2	0.7%

Value	Count	Frequency (%)
102420	1	0.3%
29538	1	0.3%
13281	1	0.3%
8472	1	0.3%
6563	1	0.3%
6067	1	0.3%
5709	1	0.3%
4662	1	0.3%
4164	1	0.3%
3482	1	0.3%

2021
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	229
Distinct (%)	82.1%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	899.3405

Minimum	5
Maximum	78634
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	5
5-th percentile	23.8
Q1	88.5
median	315
Q3	546
95-th percentile	2266
Maximum	78634
Range	78629
Interquartile range (IQR)	457.5

Descriptive statistics

Standard deviation	4917.5105
Coefficient of variation (CV)	5.4679073
Kurtosis	227.46461
Mean	899.3405
Median Absolute Deviation (MAD)	230
Skewness	14.57211
Sum	250916
Variance	24181910
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	4	1.3%
263	3	1.0%
47	3	1.0%
270	3	1.0%
39	3	1.0%
21	3	1.0%
545	3	1.0%
38	3	1.0%
81	3	1.0%
62	3	1.0%
Other values (219)	248	82.9%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	0.3%
9	1	0.3%
15	2	0.7%
16	1	0.3%
17	1	0.3%
20	4	1.3%
21	3	1.0%
22	1	0.3%
24	1	0.3%
26	1	0.3%

Value	Count	Frequency (%)
78634	1	0.3%
20590	1	0.3%
9085	1	0.3%
5908	1	0.3%
5567	1	0.3%
4954	1	0.3%
4562	1	0.3%
4129	1	0.3%
3345	1	0.3%
3328	1	0.3%

2022
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	208
Distinct (%)	74.6%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	449.18638

Minimum	6
Maximum	39423
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	6
5-th percentile	20
Q1	58
median	149
Q3	259
95-th percentile	1179.1
Maximum	39423
Range	39417
Interquartile range (IQR)	201

Descriptive statistics

Standard deviation	2442.6379
Coefficient of variation (CV)	5.4379163
Kurtosis	235.63961
Mean	449.18638
Median Absolute Deviation (MAD)	95
Skewness	14.870273
Sum	125323
Variance	5966480.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	5	1.7%
81	4	1.3%
43	4	1.3%
91	4	1.3%
19	3	1.0%
228	3	1.0%
29	3	1.0%
22	3	1.0%
106	3	1.0%
41	2	0.7%
Other values (198)	245	81.9%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	0.3%
12	2	0.7%
13	1	0.3%
14	1	0.3%
15	2	0.7%
16	1	0.3%
18	2	0.7%
19	3	1.0%
20	2	0.7%
21	1	0.3%

Value	Count	Frequency (%)
39423	1	0.3%
8417	1	0.3%
3811	1	0.3%
3421	1	0.3%
3080	1	0.3%
2502	1	0.3%
2274	1	0.3%
2155	1	0.3%
2086	1	0.3%
2073	1	0.3%

2023
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	207
Distinct (%)	73.9%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	490.74286

Minimum	3
Maximum	42987
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	3
5-th percentile	16
Q1	56
median	164.5
Q3	316.5
95-th percentile	1387.55
Maximum	42987
Range	42984
Interquartile range (IQR)	260.5

Descriptive statistics

Standard deviation	2675.166
Coefficient of variation (CV)	5.4512581
Kurtosis	231.00602
Mean	490.74286
Median Absolute Deviation (MAD)	117
Skewness	14.700539
Sum	137408
Variance	7156513
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	4	1.3%
165	3	1.0%
25	3	1.0%
29	3	1.0%
56	3	1.0%
26	3	1.0%
17	3	1.0%
14	3	1.0%
28	3	1.0%
186	3	1.0%
Other values (197)	249	83.3%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	0.3%
4	1	0.3%
5	1	0.3%
8	1	0.3%
10	1	0.3%
11	1	0.3%
13	2	0.7%
14	3	1.0%
15	2	0.7%
16	2	0.7%

Value	Count	Frequency (%)
42987	1	0.3%
10796	1	0.3%
4448	1	0.3%
3068	1	0.3%
2791	1	0.3%
2681	1	0.3%
2502	1	0.3%
2415	1	0.3%
2084	1	0.3%
2078	1	0.3%

Phik (φk)
Auto

Heatmap
Table

	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2006	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2007	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2008	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2009	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2010	0.841	0.841	0.841	0.841	1.000	0.841	0.995	0.841	0.841	0.841	0.841	0.841	0.841	0.841	0.841	0.841	0.977	0.841
2011	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2012	1.000	1.000	1.000	1.000	0.995	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.988	1.000
2013	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2014	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2015	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2016	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2017	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2018	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2019	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2020	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2021	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2022	1.000	1.000	1.000	1.000	0.977	1.000	0.988	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2023	1.000	1.000	1.000	1.000	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000

Heatmap
Table

	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2006	1.000	0.946	0.928	0.926	0.871	0.884	0.883	0.912	0.925	0.946	0.952	0.957	0.956	0.941	0.933	0.902	0.823	0.886
2007	0.946	1.000	0.979	0.947	0.923	0.929	0.929	0.935	0.938	0.952	0.951	0.948	0.935	0.941	0.937	0.937	0.897	0.919
2008	0.928	0.979	1.000	0.962	0.938	0.938	0.933	0.942	0.941	0.954	0.953	0.951	0.936	0.946	0.941	0.943	0.908	0.927
2009	0.926	0.947	0.962	1.000	0.967	0.965	0.952	0.969	0.967	0.973	0.969	0.968	0.950	0.966	0.963	0.952	0.906	0.951
2010	0.871	0.923	0.938	0.967	1.000	0.978	0.969	0.965	0.956	0.944	0.934	0.930	0.906	0.938	0.946	0.947	0.928	0.948
2011	0.884	0.929	0.938	0.965	0.978	1.000	0.983	0.976	0.966	0.949	0.929	0.929	0.910	0.944	0.953	0.948	0.933	0.954
2012	0.883	0.929	0.933	0.952	0.969	0.983	1.000	0.980	0.965	0.951	0.928	0.930	0.909	0.939	0.945	0.947	0.930	0.946
2013	0.912	0.935	0.942	0.969	0.965	0.976	0.980	1.000	0.986	0.973	0.953	0.956	0.937	0.959	0.964	0.952	0.913	0.953
2014	0.925	0.938	0.941	0.967	0.956	0.966	0.965	0.986	1.000	0.981	0.960	0.962	0.945	0.962	0.963	0.947	0.896	0.941
2015	0.946	0.952	0.954	0.973	0.944	0.949	0.951	0.973	0.981	1.000	0.980	0.981	0.963	0.967	0.965	0.943	0.886	0.932
2016	0.952	0.951	0.953	0.969	0.934	0.929	0.928	0.953	0.960	0.980	1.000	0.988	0.970	0.968	0.963	0.941	0.875	0.927
2017	0.957	0.948	0.951	0.968	0.930	0.929	0.930	0.956	0.962	0.981	0.988	1.000	0.986	0.981	0.971	0.942	0.877	0.936
2018	0.956	0.935	0.936	0.950	0.906	0.910	0.909	0.937	0.945	0.963	0.970	0.986	1.000	0.978	0.957	0.928	0.854	0.920
2019	0.941	0.941	0.946	0.966	0.938	0.944	0.939	0.959	0.962	0.967	0.968	0.981	0.978	1.000	0.980	0.954	0.894	0.954
2020	0.933	0.937	0.941	0.963	0.946	0.953	0.945	0.964	0.963	0.965	0.963	0.971	0.957	0.980	1.000	0.962	0.899	0.965
2021	0.902	0.937	0.943	0.952	0.947	0.948	0.947	0.952	0.947	0.943	0.941	0.942	0.928	0.954	0.962	1.000	0.959	0.975
2022	0.823	0.897	0.908	0.906	0.928	0.933	0.930	0.913	0.896	0.886	0.875	0.877	0.854	0.894	0.899	0.959	1.000	0.954
2023	0.886	0.919	0.927	0.951	0.948	0.954	0.946	0.953	0.941	0.932	0.927	0.936	0.920	0.954	0.965	0.975	0.954	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국	83884	65137	67187	70338	66147	82390	61818	71395	86983	102993	89266	79151	70657	65198	102420	78634	39423	42987
1	서울	20353	11719	10999	10778	7078	9149	6499	8785	12034	18454	17423	14948	13826	10043	13281	9085	3811	4448
2	서울 종로구	249	216	201	172	135	153	129	152	180	228	216	197	209	147	200	172	81	81
3	서울 중구	204	143	140	136	85	112	86	113	145	237	217	161	201	132	152	101	46	71
4	서울 용산구	692	289	206	270	178	193	151	188	328	435	630	467	500	309	373	354	126	122
5	서울 성동구	660	276	278	329	173	216	149	249	365	536	511	515	420	363	417	225	106	161
6	서울 광진구	736	379	372	385	248	316	218	280	433	671	542	511	450	352	398	308	151	137
7	서울 동대문구	635	479	428	325	196	282	228	305	460	706	610	569	571	349	452	262	116	161
8	서울 중랑구	722	615	484	316	233	370	274	322	555	776	678	562	542	371	519	439	179	135
9	서울 성북구	981	595	522	469	304	458	334	481	597	933	839	740	804	532	725	438	180	227

	지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
289	경남 거창군	49	46	72	53	68	67	64	65	82	84	113	72	68	76	82	86	61	48
290	경남 합천군	25	23	25	26	39	32	37	40	43	50	33	46	33	34	37	36	31	22
291	(구)제주	183	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
292	(구)제주 (구)제주시	117	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
293	(구)제주 (구)서귀포시	29	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
294	(구)제주 (구)북제주군	20	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
295	(구)제주 (구)남제주군	16	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
296	제주	316	523	505	539	676	844	764	907	1079	1213	1125	778	817	677	847	1032	713	560
297	제주 제주시	263	415	384	416	541	670	600	710	850	863	786	501	568	509	605	721	486	376
298	제주 서귀포시	53	107	121	122	135	174	165	197	229	350	338	277	249	168	242	312	227	184

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample