gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	299
Missing cells	378
Missing cells (%)	6.7%
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 아파트매매 거래현황의 연도별 연도별(면적) 데이터입니다.-(단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068499/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 24 (8.0%) missing values	Missing
`2007` has 29 (9.7%) missing values	Missing
`2008` has 26 (8.7%) 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 15 (5.0%) missing values	Missing
`2015` has 18 (6.0%) missing values	Missing
`2016` has 18 (6.0%) missing values	Missing
`2017` has 21 (7.0%) missing values	Missing
`2018` has 20 (6.7%) missing values	Missing
`2019` has 21 (7.0%) missing values	Missing
`2020` has 21 (7.0%) 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
`2010` has 3 (1.0%) zeros	Zeros
`2011` has 3 (1.0%) zeros	Zeros
`2012` has 4 (1.3%) zeros	Zeros
`2013` has 3 (1.0%) zeros	Zeros
`2015` has 3 (1.0%) zeros	Zeros
`2018` has 3 (1.0%) zeros	Zeros
`2021` has 3 (1.0%) zeros	Zeros
`2022` has 3 (1.0%) zeros	Zeros
`2023` has 4 (1.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:44:01.146822
Analysis finished	2024-03-23 05:45:04.485791
Duration	1 minute and 3.34 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	6.4013378
Min length	2

Characters and Unicode

Total characters	1914
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	141	7.4%
시	122	6.4%
경	109	5.7%
군	93	4.9%
남	89	4.6%
북	72	3.8%
기	56	2.9%
전	50	2.6%
산	48	2.5%
Other values (137)	817	42.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1559	81.5%
Space Separator	317	16.6%
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 (%)
	317	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	81.5%
Common	355	18.5%

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 (%)
	317	89.3%
)	19	5.4%
(	19	5.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1559	81.5%
ASCII	355	18.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	317	89.3%
)	19	5.4%
(	19	5.4%

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	216
Distinct (%)	78.5%
Missing	24
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	966.47273

Minimum	0
Maximum	83554
Zeros	2
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	29
median	280
Q3	706
95-th percentile	2427
Maximum	83554
Range	83554
Interquartile range (IQR)	677

Descriptive statistics

Standard deviation	5361.1813
Coefficient of variation (CV)	5.5471625
Kurtosis	209.0902
Mean	966.47273
Median Absolute Deviation (MAD)	267
Skewness	13.894675
Sum	265780
Variance	28742265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	6	2.0%
3	6	2.0%
7	5	1.7%
12	5	1.7%
13	5	1.7%
38	4	1.3%
2	4	1.3%
108	4	1.3%
8	3	1.0%
10	3	1.0%
Other values (206)	230	76.9%
(Missing)	24	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.7%
1	3	1.0%
2	4	1.3%
3	6	2.0%
4	6	2.0%
5	2	0.7%
7	5	1.7%
8	3	1.0%
9	3	1.0%
10	3	1.0%

Value	Count	Frequency (%)
83554	1	0.3%
26431	1	0.3%
14330	1	0.3%
5597	1	0.3%
4440	1	0.3%
4365	1	0.3%
4101	1	0.3%
3752	1	0.3%
3396	1	0.3%
3321	1	0.3%

2007
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	201
Distinct (%)	74.4%
Missing	29
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	756.96667

Minimum	1
Maximum	65520
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	37.75
median	206
Q3	444.5
95-th percentile	2122.1
Maximum	65520
Range	65519
Interquartile range (IQR)	406.75

Descriptive statistics

Standard deviation	4156.3658
Coefficient of variation (CV)	5.4908175
Kurtosis	221.61511
Mean	756.96667
Median Absolute Deviation (MAD)	187
Skewness	14.355789
Sum	204381
Variance	17275377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	6	2.0%
7	5	1.7%
1	5	1.7%
4	4	1.3%
19	4	1.3%
12	4	1.3%
9	4	1.3%
3	4	1.3%
23	3	1.0%
11	3	1.0%
Other values (191)	228	76.3%
(Missing)	29	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5	1.7%
2	3	1.0%
3	4	1.3%
4	4	1.3%
5	2	0.7%
6	6	2.0%
7	5	1.7%
8	2	0.7%
9	4	1.3%
10	1	0.3%

Value	Count	Frequency (%)
65520	1	0.3%
15038	1	0.3%
7077	1	0.3%
5964	1	0.3%
5462	1	0.3%
4740	1	0.3%
4639	1	0.3%
4404	1	0.3%
3664	1	0.3%
3035	1	0.3%

2008
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	208
Distinct (%)	76.2%
Missing	26
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	719.09158

Minimum	0
Maximum	62569
Zeros	2
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	40
median	207
Q3	477
95-th percentile	2255.2
Maximum	62569
Range	62569
Interquartile range (IQR)	437

Descriptive statistics

Standard deviation	3930.5997
Coefficient of variation (CV)	5.4660628
Kurtosis	227.88574
Mean	719.09158
Median Absolute Deviation (MAD)	187
Skewness	14.595068
Sum	196312
Variance	15449614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	9	3.0%
2	4	1.3%
50	4	1.3%
6	4	1.3%
5	4	1.3%
12	4	1.3%
13	3	1.0%
15	3	1.0%
7	3	1.0%
286	3	1.0%
Other values (198)	232	77.6%
(Missing)	26	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.7%
1	3	1.0%
2	4	1.3%
3	2	0.7%
4	9	3.0%
5	4	1.3%
6	4	1.3%
7	3	1.0%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
62569	1	0.3%
13744	1	0.3%
6659	1	0.3%
5278	1	0.3%
5183	1	0.3%
4049	1	0.3%
3897	1	0.3%
3739	1	0.3%
3176	1	0.3%
2777	1	0.3%

2009
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	214
Distinct (%)	78.1%
Missing	25
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	795.08759

Minimum	0
Maximum	68305
Zeros	2
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	45.5
median	220
Q3	534
95-th percentile	2154.6
Maximum	68305
Range	68305
Interquartile range (IQR)	488.5

Descriptive statistics

Standard deviation	4324.0667
Coefficient of variation (CV)	5.4384784
Kurtosis	220.42664
Mean	795.08759
Median Absolute Deviation (MAD)	201
Skewness	14.307105
Sum	217854
Variance	18697553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	6	2.0%
8	5	1.7%
5	5	1.7%
9	4	1.3%
7	4	1.3%
64	4	1.3%
6	4	1.3%
1	4	1.3%
3	3	1.0%
255	3	1.0%
Other values (204)	232	77.6%
(Missing)	25	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.7%
1	4	1.3%
2	3	1.0%
3	3	1.0%
4	6	2.0%
5	5	1.7%
6	4	1.3%
7	4	1.3%
8	5	1.7%
9	4	1.3%

Value	Count	Frequency (%)
68305	1	0.3%
17977	1	0.3%
8335	1	0.3%
6142	1	0.3%
4799	1	0.3%
3861	1	0.3%
3802	1	0.3%
3643	1	0.3%
3380	1	0.3%
3098	1	0.3%

2010
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	213
Distinct (%)	76.1%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	732.84286

Minimum	0
Maximum	64554
Zeros	3
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	33
median	183.5
Q3	507
95-th percentile	2128.15
Maximum	64554
Range	64554
Interquartile range (IQR)	474

Descriptive statistics

Standard deviation	4030.0817
Coefficient of variation (CV)	5.4992441
Kurtosis	228.11556
Mean	732.84286
Median Absolute Deviation (MAD)	173.5
Skewness	14.57083
Sum	205196
Variance	16241559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	6	2.0%
14	5	1.7%
5	5	1.7%
18	4	1.3%
6	4	1.3%
4	4	1.3%
1	4	1.3%
3	4	1.3%
447	3	1.0%
8	3	1.0%
Other values (203)	238	79.6%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	1.0%
1	4	1.3%
2	2	0.7%
3	4	1.3%
4	4	1.3%
5	5	1.7%
6	4	1.3%
7	2	0.7%
8	3	1.0%
9	3	1.0%

Value	Count	Frequency (%)
64554	1	0.3%
16111	1	0.3%
6983	1	0.3%
6599	1	0.3%
5399	1	0.3%
3542	1	0.3%
3348	1	0.3%
3099	1	0.3%
2959	1	0.3%
2797	1	0.3%

2011
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	214
Distinct (%)	77.3%
Missing	22
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	829.36101

Minimum	0
Maximum	71921
Zeros	3
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	39
median	247
Q3	550
95-th percentile	2273.8
Maximum	71921
Range	71921
Interquartile range (IQR)	511

Descriptive statistics

Standard deviation	4482.4838
Coefficient of variation (CV)	5.4047438
Kurtosis	231.72056
Mean	829.36101
Median Absolute Deviation (MAD)	227
Skewness	14.718749
Sum	229733
Variance	20092661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	6	2.0%
9	5	1.7%
20	4	1.3%
57	4	1.3%
10	4	1.3%
2	4	1.3%
19	4	1.3%
4	4	1.3%
1	3	1.0%
0	3	1.0%
Other values (204)	236	78.9%
(Missing)	22	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	1.0%
1	3	1.0%
2	4	1.3%
3	2	0.7%
4	4	1.3%
5	2	0.7%
6	3	1.0%
7	2	0.7%
8	2	0.7%
9	5	1.7%

Value	Count	Frequency (%)
71921	1	0.3%
15640	1	0.3%
7010	1	0.3%
6357	1	0.3%
5142	1	0.3%
5137	1	0.3%
4582	1	0.3%
4201	1	0.3%
4098	1	0.3%
3547	1	0.3%

2012
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	214
Distinct (%)	76.7%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	650.42294

Minimum	0
Maximum	56726
Zeros	4
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3.9
Q1	38.5
median	166
Q3	426
95-th percentile	1849.5
Maximum	56726
Range	56726
Interquartile range (IQR)	387.5

Descriptive statistics

Standard deviation	3527.8525
Coefficient of variation (CV)	5.4239362
Kurtosis	232.16494
Mean	650.42294
Median Absolute Deviation (MAD)	151
Skewness	14.727724
Sum	181468
Variance	12445744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	5	1.7%
6	5	1.7%
0	4	1.3%
8	4	1.3%
2	4	1.3%
3	4	1.3%
4	4	1.3%
29	3	1.0%
155	3	1.0%
5	3	1.0%
Other values (204)	240	80.3%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	1.3%
1	2	0.7%
2	4	1.3%
3	4	1.3%
4	4	1.3%
5	3	1.0%
6	5	1.7%
7	3	1.0%
8	4	1.3%
9	2	0.7%

Value	Count	Frequency (%)
56726	1	0.3%
12935	1	0.3%
4791	1	0.3%
4672	1	0.3%
4484	1	0.3%
4236	1	0.3%
3757	1	0.3%
3213	1	0.3%
3142	1	0.3%
2953	1	0.3%

2013
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	215
Distinct (%)	77.1%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	774.30466

Minimum	0
Maximum	67364
Zeros	3
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	36
median	216
Q3	552
95-th percentile	2035
Maximum	67364
Range	67364
Interquartile range (IQR)	516

Descriptive statistics

Standard deviation	4201.284
Coefficient of variation (CV)	5.4258798
Kurtosis	229.60122
Mean	774.30466
Median Absolute Deviation (MAD)	199
Skewness	14.627757
Sum	216031
Variance	17650788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	9	3.0%
5	5	1.7%
6	4	1.3%
2	4	1.3%
1	3	1.0%
4	3	1.0%
14	3	1.0%
0	3	1.0%
9	3	1.0%
3	3	1.0%
Other values (205)	239	79.9%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	1.0%
1	3	1.0%
2	4	1.3%
3	3	1.0%
4	3	1.0%
5	5	1.7%
6	4	1.3%
7	2	0.7%
9	3	1.0%
10	1	0.3%

Value	Count	Frequency (%)
67364	1	0.3%
15947	1	0.3%
6627	1	0.3%
6221	1	0.3%
5622	1	0.3%
5576	1	0.3%
3797	1	0.3%
3550	1	0.3%
3247	1	0.3%
3123	1	0.3%

2014
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	227
Distinct (%)	79.9%
Missing	15
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	954.27465

Minimum	0
Maximum	84744
Zeros	2
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	58.75
median	276
Q3	684
95-th percentile	2269.1
Maximum	84744
Range	84744
Interquartile range (IQR)	625.25

Descriptive statistics

Standard deviation	5225.3584
Coefficient of variation (CV)	5.4757385
Kurtosis	236.11289
Mean	954.27465
Median Absolute Deviation (MAD)	256.5
Skewness	14.846714
Sum	271014
Variance	27304371
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	8	2.7%
3	7	2.3%
13	5	1.7%
10	4	1.3%
18	4	1.3%
8	4	1.3%
20	3	1.0%
11	3	1.0%
26	3	1.0%
9	3	1.0%
Other values (217)	240	80.3%
(Missing)	15	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.7%
2	1	0.3%
3	7	2.3%
4	2	0.7%
5	8	2.7%
6	1	0.3%
7	1	0.3%
8	4	1.3%
9	3	1.0%
10	4	1.3%

Value	Count	Frequency (%)
84744	1	0.3%
18513	1	0.3%
9720	1	0.3%
8048	1	0.3%
7510	1	0.3%
6348	1	0.3%
4905	1	0.3%
4588	1	0.3%
4049	1	0.3%
4015	1	0.3%

2015
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	230
Distinct (%)	81.9%
Missing	18
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	1060.3915

Minimum	0
Maximum	93129
Zeros	3
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	52
median	330
Q3	764
95-th percentile	2655
Maximum	93129
Range	93129
Interquartile range (IQR)	712

Descriptive statistics

Standard deviation	5811.0528
Coefficient of variation (CV)	5.4801015
Kurtosis	227.77975
Mean	1060.3915
Median Absolute Deviation (MAD)	309
Skewness	14.556434
Sum	297970
Variance	33768335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	5	1.7%
19	5	1.7%
9	5	1.7%
42	4	1.3%
12	4	1.3%
5	3	1.0%
16	3	1.0%
8	3	1.0%
3	3	1.0%
2	3	1.0%
Other values (220)	243	81.3%
(Missing)	18	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	1.0%
1	1	0.3%
2	3	1.0%
3	3	1.0%
4	2	0.7%
5	3	1.0%
7	2	0.7%
8	3	1.0%
9	5	1.7%
10	5	1.7%

Value	Count	Frequency (%)
93129	1	0.3%
23581	1	0.3%
12168	1	0.3%
9088	1	0.3%
6977	1	0.3%
5358	1	0.3%
5291	1	0.3%
5018	1	0.3%
3816	1	0.3%
3466	1	0.3%

2016
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	229
Distinct (%)	81.5%
Missing	18
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	972.35587

Minimum	0
Maximum	85703
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	54
median	297
Q3	686
95-th percentile	2293
Maximum	85703
Range	85703
Interquartile range (IQR)	632

Descriptive statistics

Standard deviation	5379.0518
Coefficient of variation (CV)	5.5319786
Kurtosis	222.91883
Mean	972.35587
Median Absolute Deviation (MAD)	271
Skewness	14.385361
Sum	273232
Variance	28934199
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	6	2.0%
10	6	2.0%
3	6	2.0%
7	5	1.7%
12	4	1.3%
22	3	1.0%
223	3	1.0%
46	3	1.0%
15	3	1.0%
6	3	1.0%
Other values (219)	239	79.9%
(Missing)	18	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
1	2	0.7%
2	1	0.3%
3	6	2.0%
4	6	2.0%
6	3	1.0%
7	5	1.7%
8	2	0.7%
9	1	0.3%
10	6	2.0%

Value	Count	Frequency (%)
85703	1	0.3%
24006	1	0.3%
12228	1	0.3%
7752	1	0.3%
5858	1	0.3%
4842	1	0.3%
4270	1	0.3%
3687	1	0.3%
3462	1	0.3%
3202	1	0.3%

2017
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	228
Distinct (%)	82.0%
Missing	21
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	1123.2662

Minimum	0
Maximum	97813
Zeros	2
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	60.25
median	347
Q3	756
95-th percentile	2613.2
Maximum	97813
Range	97813
Interquartile range (IQR)	695.75

Descriptive statistics

Standard deviation	6194.1326
Coefficient of variation (CV)	5.5143942
Kurtosis	217.69111
Mean	1123.2662
Median Absolute Deviation (MAD)	309.5
Skewness	14.213473
Sum	312268
Variance	38367279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	7	2.3%
9	5	1.7%
15	4	1.3%
4	4	1.3%
11	3	1.0%
20	3	1.0%
973	2	0.7%
402	2	0.7%
63	2	0.7%
64	2	0.7%
Other values (218)	244	81.6%
(Missing)	21	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.7%
1	2	0.7%
2	2	0.7%
3	1	0.3%
4	4	1.3%
5	1	0.3%
7	7	2.3%
8	1	0.3%
9	5	1.7%
10	1	0.3%

Value	Count	Frequency (%)
97813	1	0.3%
29506	1	0.3%
12772	1	0.3%
7242	1	0.3%
7039	1	0.3%
5889	1	0.3%
5059	1	0.3%
4286	1	0.3%
4049	1	0.3%
3710	1	0.3%

2018
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	228
Distinct (%)	81.7%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1152.0215

Minimum	0
Maximum	100424
Zeros	3
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	59
median	341
Q3	745.5
95-th percentile	3105
Maximum	100424
Range	100424
Interquartile range (IQR)	686.5

Descriptive statistics

Standard deviation	6411.7774
Coefficient of variation (CV)	5.5656751
Kurtosis	210.94839
Mean	1152.0215
Median Absolute Deviation (MAD)	307
Skewness	13.984672
Sum	321414
Variance	41110889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	5	1.7%
7	5	1.7%
15	4	1.3%
21	4	1.3%
16	4	1.3%
34	3	1.0%
8	3	1.0%
78	3	1.0%
0	3	1.0%
10	3	1.0%
Other values (218)	242	80.9%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	1.0%
2	1	0.3%
3	1	0.3%
4	5	1.7%
5	2	0.7%
6	1	0.3%
7	5	1.7%
8	3	1.0%
9	1	0.3%
10	3	1.0%

Value	Count	Frequency (%)
100424	1	0.3%
34634	1	0.3%
11979	1	0.3%
6118	1	0.3%
5814	1	0.3%
5015	1	0.3%
4706	1	0.3%
4517	1	0.3%
3953	1	0.3%
3898	1	0.3%

2019
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	229
Distinct (%)	82.4%
Missing	21
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	1058.5252

Minimum	0
Maximum	92125
Zeros	2
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6.85
Q1	41.5
median	287.5
Q3	718
95-th percentile	2767.1
Maximum	92125
Range	92125
Interquartile range (IQR)	676.5

Descriptive statistics

Standard deviation	5858.5661
Coefficient of variation (CV)	5.5346498
Kurtosis	214.51681
Mean	1058.5252
Median Absolute Deviation (MAD)	267
Skewness	14.107767
Sum	294270
Variance	34322797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	6	2.0%
14	5	1.7%
8	4	1.3%
3	4	1.3%
31	3	1.0%
103	3	1.0%
2	3	1.0%
15	3	1.0%
26	3	1.0%
35	2	0.7%
Other values (219)	242	80.9%
(Missing)	21	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.7%
2	3	1.0%
3	4	1.3%
4	1	0.3%
5	2	0.7%
6	2	0.7%
7	2	0.7%
8	4	1.3%
9	6	2.0%
10	2	0.7%

Value	Count	Frequency (%)
92125	1	0.3%
29838	1	0.3%
9460	1	0.3%
6881	1	0.3%
6855	1	0.3%
5306	1	0.3%
5293	1	0.3%
3582	1	0.3%
3501	1	0.3%
3500	1	0.3%

2020
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	234
Distinct (%)	84.2%
Missing	21
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	1361

Minimum	0
Maximum	118377
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	62.25
median	406.5
Q3	915.25
95-th percentile	3286.9
Maximum	118377
Range	118377
Interquartile range (IQR)	853

Descriptive statistics

Standard deviation	7494.5267
Coefficient of variation (CV)	5.5066324
Kurtosis	217.96226
Mean	1361
Median Absolute Deviation (MAD)	363.5
Skewness	14.227772
Sum	378358
Variance	56167931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	6	2.0%
11	4	1.3%
3	4	1.3%
10	4	1.3%
30	4	1.3%
9	4	1.3%
175	3	1.0%
45	3	1.0%
16	3	1.0%
12	3	1.0%
Other values (224)	240	80.3%
(Missing)	21	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
1	1	0.3%
2	1	0.3%
3	4	1.3%
4	1	0.3%
5	2	0.7%
6	1	0.3%
7	1	0.3%
8	6	2.0%
9	4	1.3%

Value	Count	Frequency (%)
118377	1	0.3%
36191	1	0.3%
11523	1	0.3%
10167	1	0.3%
9109	1	0.3%
7833	1	0.3%
7101	1	0.3%
5085	1	0.3%
4649	1	0.3%
4439	1	0.3%

2021
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	229
Distinct (%)	82.1%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	972.22581

Minimum	0
Maximum	84859
Zeros	3
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	67
median	282
Q3	666.5
95-th percentile	2168.7
Maximum	84859
Range	84859
Interquartile range (IQR)	599.5

Descriptive statistics

Standard deviation	5323.6065
Coefficient of variation (CV)	5.4756893
Kurtosis	224.79152
Mean	972.22581
Median Absolute Deviation (MAD)	247
Skewness	14.472363
Sum	271251
Variance	28340786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
171	4	1.3%
16	3	1.0%
11	3	1.0%
13	3	1.0%
0	3	1.0%
9	3	1.0%
5	3	1.0%
433	3	1.0%
12	3	1.0%
7	3	1.0%
Other values (219)	248	82.9%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	1.0%
1	2	0.7%
2	1	0.3%
3	3	1.0%
4	1	0.3%
5	3	1.0%
6	2	0.7%
7	3	1.0%
8	1	0.3%
9	3	1.0%

Value	Count	Frequency (%)
84859	1	0.3%
23565	1	0.3%
7147	1	0.3%
6611	1	0.3%
6290	1	0.3%
5793	1	0.3%
5353	1	0.3%
5068	1	0.3%
4299	1	0.3%
3732	1	0.3%

2022
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	201
Distinct (%)	72.0%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	533.49104

Minimum	0
Maximum	46640
Zeros	3
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4.9
Q1	43
median	130
Q3	354.5
95-th percentile	1478.9
Maximum	46640
Range	46640
Interquartile range (IQR)	311.5

Descriptive statistics

Standard deviation	2907.7987
Coefficient of variation (CV)	5.4505109
Kurtosis	230.04783
Mean	533.49104
Median Absolute Deviation (MAD)	109
Skewness	14.654166
Sum	148844
Variance	8455293.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	7	2.3%
7	6	2.0%
6	5	1.7%
21	4	1.3%
57	4	1.3%
4	4	1.3%
9	3	1.0%
89	3	1.0%
0	3	1.0%
1	3	1.0%
Other values (191)	237	79.3%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	1.0%
1	3	1.0%
2	1	0.3%
3	3	1.0%
4	4	1.3%
5	2	0.7%
6	5	1.7%
7	6	2.0%
8	1	0.3%
9	3	1.0%

Value	Count	Frequency (%)
46640	1	0.3%
11409	1	0.3%
4098	1	0.3%
3612	1	0.3%
3329	1	0.3%
3137	1	0.3%
2709	1	0.3%
2521	1	0.3%
2505	1	0.3%
2379	1	0.3%

2023
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	214
Distinct (%)	76.4%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	619.00357

Minimum	0
Maximum	54437
Zeros	4
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	38.75
median	171
Q3	378
95-th percentile	1758.85
Maximum	54437
Range	54437
Interquartile range (IQR)	339.25

Descriptive statistics

Standard deviation	3402.0743
Coefficient of variation (CV)	5.4960495
Kurtosis	227.3122
Mean	619.00357
Median Absolute Deviation (MAD)	149
Skewness	14.553042
Sum	173321
Variance	11574109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	5	1.7%
3	5	1.7%
4	4	1.3%
6	4	1.3%
0	4	1.3%
189	3	1.0%
141	3	1.0%
9	3	1.0%
21	3	1.0%
142	3	1.0%
Other values (204)	243	81.3%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	1.3%
1	2	0.7%
2	2	0.7%
3	5	1.7%
4	4	1.3%
5	2	0.7%
6	4	1.3%
8	5	1.7%
9	3	1.0%
10	2	0.7%

Value	Count	Frequency (%)
54437	1	0.3%
14379	1	0.3%
5685	1	0.3%
3962	1	0.3%
3730	1	0.3%
3532	1	0.3%
3199	1	0.3%
2841	1	0.3%
2540	1	0.3%
2477	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	0.981	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	0.981	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	0.981	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	0.981	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	0.981	0.981	0.981	0.981	1.000	1.000	1.000	1.000	0.981	0.981	0.981	0.981	0.981	0.981	1.000	1.000	1.000	0.981
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	1.000	1.000	1.000	1.000	1.000
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	1.000	1.000	1.000	1.000	1.000
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	1.000	1.000	1.000	1.000	1.000
2014	1.000	1.000	1.000	1.000	0.981	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	0.981	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	0.981	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	0.981	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	0.981	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	0.981	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	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	1.000
2021	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	1.000	1.000	1.000	1.000	1.000
2022	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	1.000	1.000	1.000	1.000	1.000
2023	1.000	1.000	1.000	1.000	0.981	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	0.931	0.917	0.940	0.915	0.929	0.919	0.925	0.922	0.941	0.930	0.934	0.937	0.935	0.946	0.893	0.829	0.910
2007	0.931	1.000	0.957	0.937	0.941	0.945	0.930	0.932	0.921	0.924	0.910	0.907	0.905	0.917	0.924	0.898	0.869	0.915
2008	0.917	0.957	1.000	0.947	0.937	0.947	0.938	0.939	0.930	0.934	0.920	0.911	0.916	0.918	0.924	0.908	0.867	0.913
2009	0.940	0.937	0.947	1.000	0.956	0.959	0.949	0.957	0.949	0.956	0.941	0.937	0.933	0.936	0.947	0.912	0.864	0.933
2010	0.915	0.941	0.937	0.956	1.000	0.966	0.958	0.955	0.933	0.932	0.912	0.908	0.915	0.926	0.932	0.919	0.891	0.929
2011	0.929	0.945	0.947	0.959	0.966	1.000	0.974	0.968	0.953	0.947	0.920	0.922	0.921	0.938	0.946	0.921	0.892	0.932
2012	0.919	0.930	0.938	0.949	0.958	0.974	1.000	0.976	0.954	0.945	0.917	0.917	0.918	0.932	0.945	0.929	0.890	0.925
2013	0.925	0.932	0.939	0.957	0.955	0.968	0.976	1.000	0.964	0.962	0.935	0.933	0.928	0.941	0.949	0.915	0.876	0.928
2014	0.922	0.921	0.930	0.949	0.933	0.953	0.954	0.964	1.000	0.970	0.942	0.940	0.919	0.932	0.940	0.900	0.859	0.913
2015	0.941	0.924	0.934	0.956	0.932	0.947	0.945	0.962	0.970	1.000	0.968	0.955	0.943	0.945	0.953	0.907	0.861	0.918
2016	0.930	0.910	0.920	0.941	0.912	0.920	0.917	0.935	0.942	0.968	1.000	0.966	0.944	0.943	0.939	0.899	0.842	0.910
2017	0.934	0.907	0.911	0.937	0.908	0.922	0.917	0.933	0.940	0.955	0.966	1.000	0.953	0.955	0.951	0.909	0.845	0.921
2018	0.937	0.905	0.916	0.933	0.915	0.921	0.918	0.928	0.919	0.943	0.944	0.953	1.000	0.963	0.954	0.921	0.865	0.920
2019	0.935	0.917	0.918	0.936	0.926	0.938	0.932	0.941	0.932	0.945	0.943	0.955	0.963	1.000	0.964	0.912	0.860	0.937
2020	0.946	0.924	0.924	0.947	0.932	0.946	0.945	0.949	0.940	0.953	0.939	0.951	0.954	0.964	1.000	0.936	0.873	0.940
2021	0.893	0.898	0.908	0.912	0.919	0.921	0.929	0.915	0.900	0.907	0.899	0.909	0.921	0.912	0.936	1.000	0.918	0.931
2022	0.829	0.869	0.867	0.864	0.891	0.892	0.890	0.876	0.859	0.861	0.842	0.845	0.865	0.860	0.873	0.918	1.000	0.918
2023	0.910	0.915	0.913	0.933	0.929	0.932	0.925	0.928	0.913	0.918	0.910	0.921	0.920	0.937	0.940	0.931	0.918	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	83554	65520	62569	68305	64554	71921	56726	67364	84744	93129	85703	97813	100424	92125	118377	84859	46640	54437
1	서울	14330	7077	6659	8335	5399	6357	4484	6627	9720	12168	12228	12772	11979	9460	11523	6611	2521	5685
2	서울 종로구	100	79	133	66	36	50	44	60	64	117	98	183	90	77	92	51	21	28
3	서울 중구	165	76	65	160	180	113	149	93	110	204	197	174	148	92	140	86	53	48
4	서울 용산구	354	295	140	210	153	135	90	140	227	256	428	462	366	190	301	208	57	78
5	서울 성동구	496	142	176	305	144	219	142	244	430	657	540	590	362	290	376	189	102	202
6	서울 광진구	400	275	137	226	106	136	121	110	175	205	216	242	199	246	215	79	42	143
7	서울 동대문구	564	332	235	221	161	262	180	284	431	441	478	422	424	625	398	196	207	608
8	서울 중랑구	412	323	217	157	148	295	140	188	427	336	311	344	382	265	272	147	81	124
9	서울 성북구	874	422	383	397	296	366	229	319	419	597	517	570	678	726	483	267	102	378

	지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
289	경남 거창군	31	28	56	35	38	35	41	46	63	42	118	53	74	41	43	110	125	42
290	경남 합천군	13	7	5	6	17	10	10	10	18	10	6	9	7	9	8	8	7	5
291	(구)제주	286	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
292	(구)제주 (구)제주시	265	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
293	(구)제주 (구)서귀포시	15	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
294	(구)제주 (구)북제주군	3	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
295	(구)제주 (구)남제주군	3	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
296	제주	169	265	236	221	400	429	413	459	494	608	567	510	412	314	364	489	322	237
297	제주 제주시	157	224	172	183	363	363	356	357	392	335	297	350	300	230	256	343	240	170
298	제주 서귀포시	13	40	64	38	37	66	57	102	102	273	270	160	112	84	108	146	82	67

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