gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	299
Missing cells	507
Missing cells (%)	8.9%
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 건축물 거래현황의 연도별 외국인 거래(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068252/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 72 (24.1%) missing values	Missing
`2007` has 42 (14.0%) missing values	Missing
`2008` has 34 (11.4%) missing values	Missing
`2009` has 28 (9.4%) missing values	Missing
`2010` has 44 (14.7%) missing values	Missing
`2011` has 37 (12.4%) missing values	Missing
`2012` has 23 (7.7%) missing values	Missing
`2013` has 20 (6.7%) missing values	Missing
`2014` has 28 (9.4%) missing values	Missing
`2015` has 22 (7.4%) missing values	Missing
`2016` has 19 (6.4%) 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
`2006` has 62 (20.7%) zeros	Zeros
`2007` has 104 (34.8%) zeros	Zeros
`2008` has 102 (34.1%) zeros	Zeros
`2009` has 87 (29.1%) zeros	Zeros
`2010` has 65 (21.7%) zeros	Zeros
`2011` has 75 (25.1%) zeros	Zeros
`2012` has 81 (27.1%) zeros	Zeros
`2013` has 78 (26.1%) zeros	Zeros
`2014` has 61 (20.4%) zeros	Zeros
`2015` has 59 (19.7%) zeros	Zeros
`2016` has 61 (20.4%) zeros	Zeros
`2017` has 57 (19.1%) zeros	Zeros
`2018` has 62 (20.7%) zeros	Zeros
`2019` has 65 (21.7%) zeros	Zeros
`2020` has 49 (16.4%) zeros	Zeros
`2021` has 49 (16.4%) zeros	Zeros
`2022` has 52 (17.4%) zeros	Zeros
`2023` has 51 (17.1%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 04:03:19.540012
Analysis finished	2024-03-23 04:05:25.418183
Duration	2 minutes and 5.88 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	16
Median length	6
Mean length	6.3712375
Min length	2

Characters and Unicode

Total characters	1905
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	8.6%
경남	27	4.4%
경북	26	4.2%
서울	26	4.2%
전남	23	3.7%
충남	20	3.2%
충북	20	3.2%
강원	19	3.1%
전북	17	2.8%
부산	17	2.8%
Other values (263)	368	59.7%

Most occurring characters

Value	Count	Frequency (%)
	317	16.6%
구	138	7.2%
시	122	6.4%
경	109	5.7%
군	93	4.9%
남	89	4.7%
북	72	3.8%
기	56	2.9%
전	50	2.6%
산	48	2.5%
Other values (137)	811	42.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1556	81.7%
Space Separator	317	16.6%
Open Punctuation	16	0.8%
Close Punctuation	16	0.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	138	8.9%
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 (%)
	317	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	16	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	16	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1556	81.7%
Common	349	18.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	138	8.9%
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 (%)
	317	90.8%
(	16	4.6%
)	16	4.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1556	81.7%
ASCII	349	18.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	317	90.8%
(	16	4.6%
)	16	4.6%

Hangul

Value	Count	Frequency (%)
구	138	8.9%
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 ZEROS

Distinct	33
Distinct (%)	14.5%
Missing	72
Missing (%)	24.1%
Infinite	0
Infinite (%)	0.0%
Mean	12.268722

Minimum	0
Maximum	910
Zeros	62
Zeros (%)	20.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	34.8
Maximum	910
Range	910
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	68.833087
Coefficient of variation (CV)	5.6104527
Kurtosis	134.98942
Mean	12.268722
Median Absolute Deviation (MAD)	2
Skewness	11.048951
Sum	2785
Variance	4737.9938
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	62	20.7%
1	50	16.7%
2	28	9.4%
4	16	5.4%
5	13	4.3%
3	8	2.7%
7	7	2.3%
8	6	2.0%
6	5	1.7%
11	4	1.3%
Other values (23)	28	9.4%
(Missing)	72	24.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	20.7%
1	50	16.7%
2	28	9.4%
3	8	2.7%
4	16	5.4%
5	13	4.3%
6	5	1.7%
7	7	2.3%
8	6	2.0%
9	2	0.7%

Value	Count	Frequency (%)
910	1	0.3%
429	1	0.3%
226	1	0.3%
124	1	0.3%
62	1	0.3%
53	1	0.3%
51	1	0.3%
47	1	0.3%
44	1	0.3%
43	1	0.3%

2007
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	25
Distinct (%)	9.7%
Missing	42
Missing (%)	14.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.066148

Minimum	0
Maximum	819
Zeros	104
Zeros (%)	34.8%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	13.2
Maximum	819
Range	819
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	61.936771
Coefficient of variation (CV)	6.1529765
Kurtosis	128.1659
Mean	10.066148
Median Absolute Deviation (MAD)	1
Skewness	10.77608
Sum	2587
Variance	3836.1636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	104	34.8%
1	55	18.4%
2	27	9.0%
3	12	4.0%
4	10	3.3%
6	10	3.3%
5	7	2.3%
10	5	1.7%
7	4	1.3%
9	4	1.3%
Other values (15)	19	6.4%
(Missing)	42	14.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	104	34.8%
1	55	18.4%
2	27	9.0%
3	12	4.0%
4	10	3.3%
5	7	2.3%
6	10	3.3%
7	4	1.3%
8	2	0.7%
9	4	1.3%

Value	Count	Frequency (%)
819	1	0.3%
490	1	0.3%
185	1	0.3%
155	1	0.3%
107	1	0.3%
93	1	0.3%
87	1	0.3%
76	1	0.3%
31	1	0.3%
25	1	0.3%

2008
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	26
Distinct (%)	9.8%
Missing	34
Missing (%)	11.4%
Infinite	0
Infinite (%)	0.0%
Mean	6.1358491

Minimum	0
Maximum	527
Zeros	102
Zeros (%)	34.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	12.8
Maximum	527
Range	527
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	35.897746
Coefficient of variation (CV)	5.8504936
Kurtosis	172.5876
Mean	6.1358491
Median Absolute Deviation (MAD)	1
Skewness	12.470556
Sum	1626
Variance	1288.6481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	102	34.1%
1	64	21.4%
2	24	8.0%
3	18	6.0%
5	13	4.3%
4	6	2.0%
9	6	2.0%
7	4	1.3%
12	4	1.3%
10	3	1.0%
Other values (16)	21	7.0%
(Missing)	34	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	102	34.1%
1	64	21.4%
2	24	8.0%
3	18	6.0%
4	6	2.0%
5	13	4.3%
6	3	1.0%
7	4	1.3%
8	2	0.7%
9	6	2.0%

Value	Count	Frequency (%)
527	1	0.3%
184	1	0.3%
166	1	0.3%
49	1	0.3%
37	1	0.3%
32	1	0.3%
29	1	0.3%
27	1	0.3%
23	1	0.3%
22	1	0.3%

2009
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	35
Distinct (%)	12.9%
Missing	28
Missing (%)	9.4%
Infinite	0
Infinite (%)	0.0%
Mean	10.907749

Minimum	0
Maximum	941
Zeros	87
Zeros (%)	29.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4.5
95-th percentile	25
Maximum	941
Range	941
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	63.484635
Coefficient of variation (CV)	5.8201407
Kurtosis	173.98597
Mean	10.907749
Median Absolute Deviation (MAD)	1
Skewness	12.395451
Sum	2956
Variance	4030.2989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	87	29.1%
1	49	16.4%
2	34	11.4%
3	19	6.4%
4	14	4.7%
5	10	3.3%
7	8	2.7%
6	7	2.3%
11	5	1.7%
9	5	1.7%
Other values (25)	33	11.0%
(Missing)	28	9.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	87	29.1%
1	49	16.4%
2	34	11.4%
3	19	6.4%
4	14	4.7%
5	10	3.3%
6	7	2.3%
7	8	2.7%
8	3	1.0%
9	5	1.7%

Value	Count	Frequency (%)
941	1	0.3%
290	1	0.3%
240	1	0.3%
205	1	0.3%
173	1	0.3%
55	1	0.3%
49	1	0.3%
44	1	0.3%
42	1	0.3%
39	1	0.3%

2010
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	31
Distinct (%)	12.2%
Missing	44
Missing (%)	14.7%
Infinite	0
Infinite (%)	0.0%
Mean	8.4

Minimum	0
Maximum	680
Zeros	65
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	19.6
Maximum	680
Range	680
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	45.987212
Coefficient of variation (CV)	5.474668
Kurtosis	182.85682
Mean	8.4
Median Absolute Deviation (MAD)	2
Skewness	12.9187
Sum	2142
Variance	2114.8236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	65	21.7%
1	45	15.1%
2	42	14.0%
3	22	7.4%
4	19	6.4%
5	9	3.0%
7	6	2.0%
6	6	2.0%
15	5	1.7%
10	5	1.7%
Other values (21)	31	10.4%
(Missing)	44	14.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	65	21.7%
1	45	15.1%
2	42	14.0%
3	22	7.4%
4	19	6.4%
5	9	3.0%
6	6	2.0%
7	6	2.0%
8	2	0.7%
9	4	1.3%

Value	Count	Frequency (%)
680	1	0.3%
231	1	0.3%
144	1	0.3%
53	1	0.3%
46	1	0.3%
41	1	0.3%
37	1	0.3%
36	1	0.3%
30	1	0.3%
25	2	0.7%

2011
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	29
Distinct (%)	11.1%
Missing	37
Missing (%)	12.4%
Infinite	0
Infinite (%)	0.0%
Mean	8.4732824

Minimum	0
Maximum	697
Zeros	75
Zeros (%)	25.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4.75
95-th percentile	20
Maximum	697
Range	697
Interquartile range (IQR)	4.75

Descriptive statistics

Standard deviation	46.615954
Coefficient of variation (CV)	5.5015225
Kurtosis	185.94722
Mean	8.4732824
Median Absolute Deviation (MAD)	2
Skewness	13.006683
Sum	2220
Variance	2173.0472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	75	25.1%
1	39	13.0%
2	35	11.7%
3	32	10.7%
4	15	5.0%
6	9	3.0%
5	8	2.7%
8	6	2.0%
10	5	1.7%
12	4	1.3%
Other values (19)	34	11.4%
(Missing)	37	12.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	75	25.1%
1	39	13.0%
2	35	11.7%
3	32	10.7%
4	15	5.0%
5	8	2.7%
6	9	3.0%
7	2	0.7%
8	6	2.0%
9	3	1.0%

Value	Count	Frequency (%)
697	1	0.3%
208	1	0.3%
198	1	0.3%
47	1	0.3%
45	1	0.3%
33	2	0.7%
29	1	0.3%
28	1	0.3%
26	1	0.3%
22	3	1.0%

2012
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	36
Distinct (%)	13.0%
Missing	23
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%
Mean	9.1557971

Minimum	0
Maximum	804
Zeros	81
Zeros (%)	27.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	24.25
Maximum	804
Range	804
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	51.653612
Coefficient of variation (CV)	5.6416292
Kurtosis	206.74931
Mean	9.1557971
Median Absolute Deviation (MAD)	2
Skewness	13.728958
Sum	2527
Variance	2668.0956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	81	27.1%
1	52	17.4%
2	35	11.7%
3	20	6.7%
4	14	4.7%
5	12	4.0%
8	8	2.7%
6	7	2.3%
13	6	2.0%
14	4	1.3%
Other values (26)	37	12.4%
(Missing)	23	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	81	27.1%
1	52	17.4%
2	35	11.7%
3	20	6.7%
4	14	4.7%
5	12	4.0%
6	7	2.3%
7	4	1.3%
8	8	2.7%
9	2	0.7%

Value	Count	Frequency (%)
804	1	0.3%
206	1	0.3%
193	1	0.3%
60	2	0.7%
59	1	0.3%
57	1	0.3%
53	1	0.3%
38	1	0.3%
35	1	0.3%
29	1	0.3%

2013
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	36
Distinct (%)	12.9%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	9.9498208

Minimum	0
Maximum	859
Zeros	78
Zeros (%)	26.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	25.8
Maximum	859
Range	859
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	55.80114
Coefficient of variation (CV)	5.6082558
Kurtosis	196.32696
Mean	9.9498208
Median Absolute Deviation (MAD)	2
Skewness	13.311475
Sum	2776
Variance	3113.7673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	78	26.1%
1	53	17.7%
2	33	11.0%
3	28	9.4%
5	17	5.7%
4	10	3.3%
7	8	2.7%
6	7	2.3%
9	5	1.7%
18	5	1.7%
Other values (26)	35	11.7%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	26.1%
1	53	17.7%
2	33	11.0%
3	28	9.4%
4	10	3.3%
5	17	5.7%
6	7	2.3%
7	8	2.7%
8	3	1.0%
9	5	1.7%

Value	Count	Frequency (%)
859	1	0.3%
270	1	0.3%
209	1	0.3%
75	1	0.3%
69	1	0.3%
68	1	0.3%
55	1	0.3%
43	1	0.3%
42	2	0.7%
41	1	0.3%

2014
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	40
Distinct (%)	14.8%
Missing	28
Missing (%)	9.4%
Infinite	0
Infinite (%)	0.0%
Mean	13.143911

Minimum	0
Maximum	1131
Zeros	61
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	7
95-th percentile	31.5
Maximum	1131
Range	1131
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	75.006849
Coefficient of variation (CV)	5.7065851
Kurtosis	186.73258
Mean	13.143911
Median Absolute Deviation (MAD)	2
Skewness	12.990247
Sum	3562
Variance	5626.0274
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	61	20.4%
1	48	16.1%
2	37	12.4%
3	20	6.7%
5	18	6.0%
4	13	4.3%
7	9	3.0%
8	7	2.3%
10	6	2.0%
6	5	1.7%
Other values (30)	47	15.7%
(Missing)	28	9.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	61	20.4%
1	48	16.1%
2	37	12.4%
3	20	6.7%
4	13	4.3%
5	18	6.0%
6	5	1.7%
7	9	3.0%
8	7	2.3%
9	4	1.3%

Value	Count	Frequency (%)
1131	1	0.3%
392	1	0.3%
258	1	0.3%
151	1	0.3%
84	1	0.3%
67	1	0.3%
62	1	0.3%
60	1	0.3%
54	1	0.3%
50	1	0.3%

2015
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	43
Distinct (%)	15.5%
Missing	22
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	16.382671

Minimum	0
Maximum	1436
Zeros	59
Zeros (%)	19.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	9
95-th percentile	35.4
Maximum	1436
Range	1436
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	94.330928
Coefficient of variation (CV)	5.7579698
Kurtosis	190.22041
Mean	16.382671
Median Absolute Deviation (MAD)	3
Skewness	13.136771
Sum	4538
Variance	8898.324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	59	19.7%
1	40	13.4%
2	34	11.4%
3	15	5.0%
5	15	5.0%
7	12	4.0%
6	12	4.0%
4	11	3.7%
10	8	2.7%
8	7	2.3%
Other values (33)	64	21.4%
(Missing)	22	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	59	19.7%
1	40	13.4%
2	34	11.4%
3	15	5.0%
4	11	3.7%
5	15	5.0%
6	12	4.0%
7	12	4.0%
8	7	2.3%
9	3	1.0%

Value	Count	Frequency (%)
1436	1	0.3%
500	1	0.3%
372	1	0.3%
138	1	0.3%
92	1	0.3%
79	1	0.3%
78	1	0.3%
59	1	0.3%
56	1	0.3%
53	1	0.3%

2016
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	43
Distinct (%)	15.4%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	17.907143

Minimum	0
Maximum	1592
Zeros	61
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	10
95-th percentile	38
Maximum	1592
Range	1592
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	105.36626
Coefficient of variation (CV)	5.8840352
Kurtosis	183.49603
Mean	17.907143
Median Absolute Deviation (MAD)	3
Skewness	12.864874
Sum	5014
Variance	11102.049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	61	20.4%
1	48	16.1%
3	23	7.7%
4	21	7.0%
2	17	5.7%
5	12	4.0%
10	9	3.0%
8	8	2.7%
7	6	2.0%
6	6	2.0%
Other values (33)	69	23.1%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	61	20.4%
1	48	16.1%
2	17	5.7%
3	23	7.7%
4	21	7.0%
5	12	4.0%
6	6	2.0%
7	6	2.0%
8	8	2.7%
9	5	1.7%

Value	Count	Frequency (%)
1592	1	0.3%
584	1	0.3%
450	1	0.3%
182	1	0.3%
142	1	0.3%
97	1	0.3%
77	1	0.3%
62	1	0.3%
44	2	0.7%
39	3	1.0%

2017
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	57
Distinct (%)	20.4%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	21.247312

Minimum	0
Maximum	1882
Zeros	57
Zeros (%)	19.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	11.5
95-th percentile	53.4
Maximum	1882
Range	1882
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	123.13556
Coefficient of variation (CV)	5.7953478
Kurtosis	191.73377
Mean	21.247312
Median Absolute Deviation (MAD)	3
Skewness	13.178641
Sum	5928
Variance	15162.367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	57	19.1%
1	49	16.4%
2	28	9.4%
3	22	7.4%
6	14	4.7%
4	12	4.0%
11	7	2.3%
13	6	2.0%
14	6	2.0%
5	6	2.0%
Other values (47)	72	24.1%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	57	19.1%
1	49	16.4%
2	28	9.4%
3	22	7.4%
4	12	4.0%
5	6	2.0%
6	14	4.7%
7	4	1.3%
8	4	1.3%
9	2	0.7%

Value	Count	Frequency (%)
1882	1	0.3%
608	1	0.3%
544	1	0.3%
168	1	0.3%
97	1	0.3%
95	1	0.3%
82	1	0.3%
74	1	0.3%
70	1	0.3%
67	1	0.3%

2018
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	55
Distinct (%)	19.6%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	22.721429

Minimum	0
Maximum	2031
Zeros	62
Zeros (%)	20.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	11
95-th percentile	55
Maximum	2031
Range	2031
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	134.77822
Coefficient of variation (CV)	5.9317671
Kurtosis	181.82003
Mean	22.721429
Median Absolute Deviation (MAD)	3
Skewness	12.802844
Sum	6362
Variance	18165.169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	20.7%
1	48	16.1%
2	27	9.0%
3	19	6.4%
4	16	5.4%
10	10	3.3%
5	8	2.7%
6	6	2.0%
9	5	1.7%
7	5	1.7%
Other values (45)	74	24.7%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	20.7%
1	48	16.1%
2	27	9.0%
3	19	6.4%
4	16	5.4%
5	8	2.7%
6	6	2.0%
7	5	1.7%
8	1	0.3%
9	5	1.7%

Value	Count	Frequency (%)
2031	1	0.3%
746	1	0.3%
604	1	0.3%
206	1	0.3%
144	1	0.3%
110	1	0.3%
98	1	0.3%
96	1	0.3%
76	1	0.3%
74	1	0.3%

2019
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	48
Distinct (%)	17.2%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	19.777778

Minimum	0
Maximum	1725
Zeros	65
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	9
95-th percentile	44.3
Maximum	1725
Range	1725
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	118.09572
Coefficient of variation (CV)	5.9711317
Kurtosis	167.04996
Mean	19.777778
Median Absolute Deviation (MAD)	3
Skewness	12.365144
Sum	5518
Variance	13946.598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	65	21.7%
1	43	14.4%
2	27	9.0%
3	27	9.0%
5	13	4.3%
4	11	3.7%
7	7	2.3%
6	7	2.3%
9	6	2.0%
21	4	1.3%
Other values (38)	69	23.1%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	65	21.7%
1	43	14.4%
2	27	9.0%
3	27	9.0%
4	11	3.7%
5	13	4.3%
6	7	2.3%
7	7	2.3%
8	4	1.3%
9	6	2.0%

Value	Count	Frequency (%)
1725	1	0.3%
875	1	0.3%
328	1	0.3%
197	1	0.3%
140	1	0.3%
111	1	0.3%
96	1	0.3%
70	1	0.3%
68	2	0.7%
67	1	0.3%

2020
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	56
Distinct (%)	20.1%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	29.132616

Minimum	0
Maximum	2513
Zeros	49
Zeros (%)	16.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	11.5
95-th percentile	63.7
Maximum	2513
Range	2513
Interquartile range (IQR)	10.5

Descriptive statistics

Standard deviation	170.37247
Coefficient of variation (CV)	5.8481691
Kurtosis	169.96141
Mean	29.132616
Median Absolute Deviation (MAD)	3
Skewness	12.356839
Sum	8128
Variance	29026.777
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	50	16.7%
0	49	16.4%
2	31	10.4%
3	17	5.7%
4	16	5.4%
5	10	3.3%
7	9	3.0%
8	6	2.0%
9	6	2.0%
11	6	2.0%
Other values (46)	79	26.4%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49	16.4%
1	50	16.7%
2	31	10.4%
3	17	5.7%
4	16	5.4%
5	10	3.3%
6	4	1.3%
7	9	3.0%
8	6	2.0%
9	6	2.0%

Value	Count	Frequency (%)
2513	1	0.3%
1138	1	0.3%
544	1	0.3%
256	1	0.3%
238	1	0.3%
237	1	0.3%
211	1	0.3%
195	1	0.3%
184	1	0.3%
128	1	0.3%

2021
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	50
Distinct (%)	17.9%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	24.315412

Minimum	0
Maximum	2173
Zeros	49
Zeros (%)	16.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	10
95-th percentile	58.8
Maximum	2173
Range	2173
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	142.83477
Coefficient of variation (CV)	5.8742482
Kurtosis	188.89916
Mean	24.315412
Median Absolute Deviation (MAD)	3
Skewness	13.058273
Sum	6784
Variance	20401.771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49	16.4%
1	39	13.0%
2	32	10.7%
5	21	7.0%
4	20	6.7%
3	17	5.7%
7	9	3.0%
6	8	2.7%
8	7	2.3%
14	5	1.7%
Other values (40)	72	24.1%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49	16.4%
1	39	13.0%
2	32	10.7%
3	17	5.7%
4	20	6.7%
5	21	7.0%
6	8	2.7%
7	9	3.0%
8	7	2.3%
9	4	1.3%

Value	Count	Frequency (%)
2173	1	0.3%
815	1	0.3%
388	1	0.3%
332	1	0.3%
217	1	0.3%
161	1	0.3%
154	1	0.3%
107	1	0.3%
83	1	0.3%
82	1	0.3%

2022
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	45
Distinct (%)	16.1%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	15.175627

Minimum	0
Maximum	1343
Zeros	52
Zeros (%)	17.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	9
95-th percentile	37.1
Maximum	1343
Range	1343
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	87.022167
Coefficient of variation (CV)	5.7343374
Kurtosis	198.73035
Mean	15.175627
Median Absolute Deviation (MAD)	3
Skewness	13.437
Sum	4234
Variance	7572.8575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	52	17.4%
1	51	17.1%
2	36	12.0%
3	22	7.4%
4	13	4.3%
5	12	4.0%
6	12	4.0%
11	6	2.0%
7	6	2.0%
9	6	2.0%
Other values (35)	63	21.1%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	17.4%
1	51	17.1%
2	36	12.0%
3	22	7.4%
4	13	4.3%
5	12	4.0%
6	12	4.0%
7	6	2.0%
8	4	1.3%
9	6	2.0%

Value	Count	Frequency (%)
1343	1	0.3%
441	1	0.3%
291	1	0.3%
175	1	0.3%
91	1	0.3%
88	1	0.3%
66	1	0.3%
51	1	0.3%
50	1	0.3%
42	1	0.3%

2023
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	40
Distinct (%)	14.3%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	15.003571

Minimum	0
Maximum	1326
Zeros	51
Zeros (%)	17.1%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	8
95-th percentile	35.1
Maximum	1326
Range	1326
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	88.282598
Coefficient of variation (CV)	5.8841056
Kurtosis	182.29222
Mean	15.003571
Median Absolute Deviation (MAD)	2
Skewness	12.927974
Sum	4201
Variance	7793.8172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1	58	19.4%
0	51	17.1%
2	37	12.4%
4	18	6.0%
5	16	5.4%
3	15	5.0%
7	9	3.0%
8	7	2.3%
9	6	2.0%
12	5	1.7%
Other values (30)	58	19.4%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51	17.1%
1	58	19.4%
2	37	12.4%
3	15	5.0%
4	18	6.0%
5	16	5.4%
6	5	1.7%
7	9	3.0%
8	7	2.3%
9	6	2.0%

Value	Count	Frequency (%)
1326	1	0.3%
602	1	0.3%
175	1	0.3%
160	1	0.3%
119	1	0.3%
91	1	0.3%
60	1	0.3%
57	1	0.3%
48	1	0.3%
45	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	0.995	1.000	0.991	1.000	1.000	1.000	1.000	0.991	1.000	0.991	1.000	0.991	0.906	0.991	0.906	0.991	0.906
2007	0.995	1.000	1.000	0.991	1.000	1.000	1.000	1.000	0.991	1.000	0.991	1.000	0.991	0.906	0.991	0.906	0.991	0.906
2008	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	0.861	1.000	0.861	1.000	0.861
2009	0.991	0.991	1.000	1.000	1.000	1.000	1.000	1.000	0.991	1.000	0.991	1.000	0.998	0.937	0.991	0.937	0.998	0.937
2010	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	0.996	1.000	0.996	1.000	0.996
2011	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	0.861	1.000	0.861	1.000	0.861
2012	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	0.861	1.000	0.861	1.000	0.861
2013	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	0.996	1.000	0.996	1.000	0.996
2014	0.991	0.991	1.000	0.991	1.000	1.000	1.000	1.000	1.000	1.000	0.991	1.000	0.991	0.906	0.991	0.906	0.991	0.906
2015	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	0.996	1.000	0.996	1.000	0.996
2016	0.991	0.991	1.000	0.991	1.000	1.000	1.000	1.000	0.991	1.000	1.000	1.000	0.991	0.906	0.991	0.906	0.991	0.906
2017	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	0.996	1.000	0.996	1.000	0.996
2018	0.991	0.991	1.000	0.998	1.000	1.000	1.000	1.000	0.991	1.000	0.991	1.000	1.000	1.000	0.991	1.000	1.000	1.000
2019	0.906	0.906	0.861	0.937	0.996	0.861	0.861	0.996	0.906	0.996	0.906	0.996	1.000	1.000	0.906	1.000	1.000	1.000
2020	0.991	0.991	1.000	0.991	1.000	1.000	1.000	1.000	0.991	1.000	0.991	1.000	0.991	0.906	1.000	0.906	0.991	0.906
2021	0.906	0.906	0.861	0.937	0.996	0.861	0.861	0.996	0.906	0.996	0.906	0.996	1.000	1.000	0.906	1.000	1.000	1.000
2022	0.991	0.991	1.000	0.998	1.000	1.000	1.000	1.000	0.991	1.000	0.991	1.000	1.000	1.000	0.991	1.000	1.000	1.000
2023	0.906	0.906	0.861	0.937	0.996	0.861	0.861	0.996	0.906	0.996	0.906	0.996	1.000	1.000	0.906	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	0.717	0.694	0.719	0.724	0.727	0.679	0.739	0.721	0.789	0.749	0.758	0.747	0.744	0.759	0.705	0.660	0.690
2007	0.717	1.000	0.828	0.819	0.757	0.825	0.762	0.819	0.822	0.846	0.844	0.827	0.823	0.810	0.814	0.769	0.752	0.756
2008	0.694	0.828	1.000	0.794	0.708	0.786	0.762	0.794	0.795	0.831	0.824	0.822	0.824	0.800	0.824	0.786	0.750	0.780
2009	0.719	0.819	0.794	1.000	0.777	0.862	0.819	0.868	0.847	0.872	0.858	0.867	0.813	0.819	0.823	0.803	0.770	0.798
2010	0.724	0.757	0.708	0.777	1.000	0.830	0.796	0.833	0.813	0.826	0.828	0.802	0.777	0.788	0.784	0.764	0.734	0.731
2011	0.727	0.825	0.786	0.862	0.830	1.000	0.880	0.887	0.892	0.887	0.896	0.878	0.857	0.858	0.864	0.850	0.815	0.812
2012	0.679	0.762	0.762	0.819	0.796	0.880	1.000	0.870	0.863	0.867	0.850	0.853	0.825	0.806	0.842	0.816	0.799	0.782
2013	0.739	0.819	0.794	0.868	0.833	0.887	0.870	1.000	0.904	0.903	0.885	0.894	0.879	0.863	0.888	0.865	0.836	0.826
2014	0.721	0.822	0.795	0.847	0.813	0.892	0.863	0.904	1.000	0.890	0.893	0.885	0.863	0.860	0.862	0.842	0.800	0.795
2015	0.789	0.846	0.831	0.872	0.826	0.887	0.867	0.903	0.890	1.000	0.911	0.908	0.895	0.887	0.914	0.873	0.848	0.854
2016	0.749	0.844	0.824	0.858	0.828	0.896	0.850	0.885	0.893	0.911	1.000	0.927	0.907	0.917	0.913	0.901	0.875	0.876
2017	0.758	0.827	0.822	0.867	0.802	0.878	0.853	0.894	0.885	0.908	0.927	1.000	0.907	0.919	0.924	0.891	0.856	0.869
2018	0.747	0.823	0.824	0.813	0.777	0.857	0.825	0.879	0.863	0.895	0.907	0.907	1.000	0.924	0.922	0.906	0.879	0.892
2019	0.744	0.810	0.800	0.819	0.788	0.858	0.806	0.863	0.860	0.887	0.917	0.919	0.924	1.000	0.929	0.900	0.888	0.901
2020	0.759	0.814	0.824	0.823	0.784	0.864	0.842	0.888	0.862	0.914	0.913	0.924	0.922	0.929	1.000	0.913	0.898	0.902
2021	0.705	0.769	0.786	0.803	0.764	0.850	0.816	0.865	0.842	0.873	0.901	0.891	0.906	0.900	0.913	1.000	0.902	0.908
2022	0.660	0.752	0.750	0.770	0.734	0.815	0.799	0.836	0.800	0.848	0.875	0.856	0.879	0.888	0.898	0.902	1.000	0.912
2023	0.690	0.756	0.780	0.798	0.731	0.812	0.782	0.826	0.795	0.854	0.876	0.869	0.892	0.901	0.902	0.908	0.912	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	910	819	527	941	680	697	804	859	1131	1436	1592	1882	2031	1725	2513	2173	1343	1326
1	서울	429	490	184	290	231	208	193	270	392	500	450	608	604	328	544	332	291	175
2	서울 종로구	43	7	11	10	15	12	13	42	54	43	15	20	96	17	25	19	7	6
3	서울 중구	124	155	6	9	14	11	5	33	21	53	44	82	110	19	17	14	91	10
4	서울 용산구	17	10	8	22	15	15	14	24	27	35	34	31	31	24	26	27	14	8
5	서울 성동구	8	4	3	9	4	8	8	6	12	18	16	22	10	10	17	6	5	6
6	서울 광진구	5	2	5	6	3	4	3	3	10	10	10	9	12	6	6	13	7	4
7	서울 동대문구	4	4	3	4	2	3	2	4	5	10	10	8	9	5	9	4	4	5
8	서울 중랑구	2	4	2	2	6	2	2	2	4	4	7	6	5	4	4	5	3	2
9	서울 성북구	7	6	11	7	6	10	8	3	7	11	13	11	14	10	16	9	8	5

	지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
289	경남 거창군	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1
290	경남 합천군	<NA>	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0
291	(구)제주	7	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
292	(구)제주 (구)제주시	1	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
293	(구)제주 (구)서귀포시	2	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
294	(구)제주 (구)북제주군	1	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
295	(구)제주 (구)남제주군	4	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
296	제주	2	6	7	5	8	29	59	75	151	138	97	97	98	33	39	58	66	35
297	제주 제주시	2	5	5	4	5	20	53	68	84	79	62	59	64	23	29	35	50	21
298	제주 서귀포시	0	1	1	2	3	9	6	7	67	59	35	38	35	10	10	23	16	14

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Open Punctuation

Close 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