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 행정구역(동(호)수) 데이터입니다.-(단위 : 동(호)수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068498/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

Reproduction

Analysis started	2024-03-23 05:50:45.246300
Analysis finished	2024-03-23 05:51:34.461495
Duration	49.22 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	271
Distinct (%)	98.5%
Missing	24
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	12274.622

Minimum	7
Maximum	1060673
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	7
5-th percentile	47.7
Q1	424.5
median	3646
Q3	9038
95-th percentile	31677.8
Maximum	1060673
Range	1060666
Interquartile range (IQR)	8613.5

Descriptive statistics

Standard deviation	67961.898
Coefficient of variation (CV)	5.5367814
Kurtosis	210.16093
Mean	12274.622
Median Absolute Deviation (MAD)	3379
Skewness	13.93458
Sum	3375521
Variance	4.6188196 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3280	2	0.7%
43	2	0.7%
141	2	0.7%
7	2	0.7%
31626	1	0.3%
5670	1	0.3%
6799	1	0.3%
9089	1	0.3%
15888	1	0.3%
543	1	0.3%
Other values (261)	261	87.3%
(Missing)	24	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	2	0.7%
10	1	0.3%
17	1	0.3%
18	1	0.3%
24	1	0.3%
25	1	0.3%
30	1	0.3%
31	1	0.3%
38	1	0.3%
43	2	0.7%

Value	Count	Frequency (%)
1060673	1	0.3%
330359	1	0.3%
182299	1	0.3%
66569	1	0.3%
60622	1	0.3%
58307	1	0.3%
49529	1	0.3%
46521	1	0.3%
43757	1	0.3%
40140	1	0.3%

2007
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	264
Distinct (%)	97.8%
Missing	29
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	9002.1111

Minimum	9
Maximum	775994
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	9
5-th percentile	57
Q1	510.5
median	2558
Q3	5740.75
95-th percentile	25366.25
Maximum	775994
Range	775985
Interquartile range (IQR)	5230.25

Descriptive statistics

Standard deviation	49384.792
Coefficient of variation (CV)	5.4859123
Kurtosis	219.08131
Mean	9002.1111
Median Absolute Deviation (MAD)	2312.5
Skewness	14.285673
Sum	2430570
Variance	2.4388577 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51	2	0.7%
65	2	0.7%
57	2	0.7%
26	2	0.7%
75	2	0.7%
996	2	0.7%
1110	1	0.3%
1003	1	0.3%
364	1	0.3%
27387	1	0.3%
Other values (254)	254	84.9%
(Missing)	29	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	1	0.3%
12	1	0.3%
13	1	0.3%
17	1	0.3%
20	1	0.3%
26	2	0.7%
31	1	0.3%
41	1	0.3%
43	1	0.3%
50	1	0.3%

Value	Count	Frequency (%)
775994	1	0.3%
203077	1	0.3%
88448	1	0.3%
61818	1	0.3%
55665	1	0.3%
54403	1	0.3%
42948	1	0.3%
39035	1	0.3%
37494	1	0.3%
34802	1	0.3%

2008
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	270
Distinct (%)	98.9%
Missing	26
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	9417.3516

Minimum	2
Maximum	818555
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	2
5-th percentile	57.6
Q1	606
median	2761
Q3	6629
95-th percentile	27668.8
Maximum	818555
Range	818553
Interquartile range (IQR)	6023

Descriptive statistics

Standard deviation	51463.566
Coefficient of variation (CV)	5.4647599
Kurtosis	227.19177
Mean	9417.3516
Median Absolute Deviation (MAD)	2436
Skewness	14.572569
Sum	2570937
Variance	2.6484986 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1010	2	0.7%
184	2	0.7%
81	2	0.7%
487	1	0.3%
18760	1	0.3%
42100	1	0.3%
5423	1	0.3%
695	1	0.3%
1413	1	0.3%
170	1	0.3%
Other values (260)	260	87.0%
(Missing)	26	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.3%
7	1	0.3%
8	1	0.3%
9	1	0.3%
18	1	0.3%
24	1	0.3%
25	1	0.3%
26	1	0.3%
30	1	0.3%
41	1	0.3%

Value	Count	Frequency (%)
818555	1	0.3%
185800	1	0.3%
88171	1	0.3%
67004	1	0.3%
63536	1	0.3%
56316	1	0.3%
49946	1	0.3%
45517	1	0.3%
42100	1	0.3%
34670	1	0.3%

2009
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	270
Distinct (%)	98.5%
Missing	25
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	9929.6168

Minimum	1
Maximum	853395
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	57.95
Q1	606
median	2951
Q3	6772.25
95-th percentile	25804.65
Maximum	853395
Range	853394
Interquartile range (IQR)	6166.25

Descriptive statistics

Standard deviation	53996.192
Coefficient of variation (CV)	5.4378929
Kurtosis	220.89958
Mean	9929.6168
Median Absolute Deviation (MAD)	2615.5
Skewness	14.329347
Sum	2720715
Variance	2.9155888 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61	2	0.7%
5584	2	0.7%
120	2	0.7%
4412	2	0.7%
421	1	0.3%
1531	1	0.3%
2389	1	0.3%
206	1	0.3%
7458	1	0.3%
62	1	0.3%
Other values (260)	260	87.0%
(Missing)	25	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.3%
6	1	0.3%
12	1	0.3%
14	1	0.3%
15	1	0.3%
18	1	0.3%
20	1	0.3%
31	1	0.3%
33	1	0.3%
38	1	0.3%

Value	Count	Frequency (%)
853395	1	0.3%
224735	1	0.3%
104452	1	0.3%
73187	1	0.3%
61559	1	0.3%
47414	1	0.3%
45152	1	0.3%
44952	1	0.3%
43889	1	0.3%
39354	1	0.3%

2010
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	276
Distinct (%)	98.6%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	8817.425

Minimum	0
Maximum	776137
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	57.65
Q1	488
median	2357
Q3	6074.75
95-th percentile	27064.05
Maximum	776137
Range	776137
Interquartile range (IQR)	5586.75

Descriptive statistics

Standard deviation	48252.9
Coefficient of variation (CV)	5.472448
Kurtosis	231.79776
Mean	8817.425
Median Absolute Deviation (MAD)	2195.5
Skewness	14.713889
Sum	2468879
Variance	2.3283424 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
498	2	0.7%
40	2	0.7%
136	2	0.7%
4892	2	0.7%
8503	1	0.3%
617	1	0.3%
1156	1	0.3%
6320	1	0.3%
7137	1	0.3%
6687	1	0.3%
Other values (266)	266	89.0%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
1	1	0.3%
3	1	0.3%
9	1	0.3%
14	1	0.3%
15	1	0.3%
16	1	0.3%
27	1	0.3%
40	2	0.7%
41	1	0.3%

Value	Count	Frequency (%)
776137	1	0.3%
182358	1	0.3%
79114	1	0.3%
72286	1	0.3%
66301	1	0.3%
43361	1	0.3%
41771	1	0.3%
38912	1	0.3%
35793	1	0.3%
35200	1	0.3%

2011
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	272
Distinct (%)	98.2%
Missing	22
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	10436.588

Minimum	0
Maximum	906083
Zeros	2
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	54.8
Q1	595
median	3169
Q3	7117
95-th percentile	31568
Maximum	906083
Range	906083
Interquartile range (IQR)	6522

Descriptive statistics

Standard deviation	56441.769
Coefficient of variation (CV)	5.4080669
Kurtosis	232.24251
Mean	10436.588
Median Absolute Deviation (MAD)	2881
Skewness	14.74364
Sum	2890935
Variance	3.1856733 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	2	0.7%
46	2	0.7%
0	2	0.7%
5208	2	0.7%
160	2	0.7%
8816	1	0.3%
14257	1	0.3%
39471	1	0.3%
3708	1	0.3%
1030	1	0.3%
Other values (262)	262	87.6%
(Missing)	22	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.7%
3	1	0.3%
13	2	0.7%
19	1	0.3%
32	1	0.3%
35	1	0.3%
36	1	0.3%
37	1	0.3%
46	2	0.7%
47	1	0.3%

Value	Count	Frequency (%)
906083	1	0.3%
198617	1	0.3%
81486	1	0.3%
80537	1	0.3%
66251	1	0.3%
61077	1	0.3%
54524	1	0.3%
54511	1	0.3%
51995	1	0.3%
42936	1	0.3%

2012
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	273
Distinct (%)	97.8%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	8191.5341

Minimum	0
Maximum	716714
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	53.9
Q1	573.5
median	2395
Q3	5477.5
95-th percentile	25759.5
Maximum	716714
Range	716714
Interquartile range (IQR)	4904

Descriptive statistics

Standard deviation	44447.411
Coefficient of variation (CV)	5.4260179
Kurtosis	234.75057
Mean	8191.5341
Median Absolute Deviation (MAD)	2081
Skewness	14.82809
Sum	2285438
Variance	1.9755723 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202	2	0.7%
367	2	0.7%
89	2	0.7%
42	2	0.7%
5832	2	0.7%
809	2	0.7%
2556	1	0.3%
927	1	0.3%
188	1	0.3%
2636	1	0.3%
Other values (263)	263	88.0%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
1	1	0.3%
3	1	0.3%
5	1	0.3%
11	1	0.3%
13	1	0.3%
30	1	0.3%
31	1	0.3%
36	1	0.3%
42	2	0.7%

Value	Count	Frequency (%)
716714	1	0.3%
153669	1	0.3%
60840	1	0.3%
57974	1	0.3%
57250	1	0.3%
54826	1	0.3%
45767	1	0.3%
45059	1	0.3%
39136	1	0.3%
33483	1	0.3%

2013
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	269
Distinct (%)	96.4%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	10044.975

Minimum	0
Maximum	876465
Zeros	2
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	65.6
Q1	550
median	2931
Q3	7216
95-th percentile	25600.2
Maximum	876465
Range	876465
Interquartile range (IQR)	6666

Descriptive statistics

Standard deviation	54546.719
Coefficient of variation (CV)	5.4302495
Kurtosis	231.50994
Mean	10044.975
Median Absolute Deviation (MAD)	2681
Skewness	14.701644
Sum	2802548
Variance	2.9753446 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
177	3	1.0%
3784	2	0.7%
74	2	0.7%
4774	2	0.7%
7240	2	0.7%
85	2	0.7%
0	2	0.7%
2769	2	0.7%
31	2	0.7%
66	1	0.3%
Other values (259)	259	86.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.7%
5	1	0.3%
12	1	0.3%
22	1	0.3%
23	1	0.3%
24	1	0.3%
29	1	0.3%
31	2	0.7%
40	1	0.3%
44	1	0.3%

Value	Count	Frequency (%)
876465	1	0.3%
198642	1	0.3%
91017	1	0.3%
78962	1	0.3%
75726	1	0.3%
68502	1	0.3%
48244	1	0.3%
46717	1	0.3%
42039	1	0.3%
40842	1	0.3%

2014
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	270
Distinct (%)	95.1%
Missing	15
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	12082.908

Minimum	3
Maximum	1071295
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	3
5-th percentile	72.3
Q1	816.5
median	3593
Q3	8962.75
95-th percentile	31685.1
Maximum	1071295
Range	1071292
Interquartile range (IQR)	8146.25

Descriptive statistics

Standard deviation	66033.313
Coefficient of variation (CV)	5.465018
Kurtosis	236.45557
Mean	12082.908
Median Absolute Deviation (MAD)	3339.5
Skewness	14.865028
Sum	3431546
Variance	4.3603984 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
162	3	1.0%
47	3	1.0%
2022	3	1.0%
140	2	0.7%
1491	2	0.7%
15339	2	0.7%
137	2	0.7%
112	2	0.7%
530	2	0.7%
84	2	0.7%
Other values (260)	261	87.3%
(Missing)	15	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	0.3%
7	1	0.3%
29	1	0.3%
41	1	0.3%
42	1	0.3%
45	1	0.3%
47	3	1.0%
48	1	0.3%
50	1	0.3%
61	1	0.3%

Value	Count	Frequency (%)
1071295	1	0.3%
237060	1	0.3%
124778	1	0.3%
96783	1	0.3%
94997	1	0.3%
68031	1	0.3%
60455	1	0.3%
54971	1	0.3%
53824	1	0.3%
52865	1	0.3%

2015
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	275
Distinct (%)	97.9%
Missing	18
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	13940.018

Minimum	2
Maximum	1225864
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	2
5-th percentile	90
Q1	764
median	4460
Q3	9797
95-th percentile	34177
Maximum	1225864
Range	1225862
Interquartile range (IQR)	9033

Descriptive statistics

Standard deviation	76329.507
Coefficient of variation (CV)	5.4755674
Kurtosis	229.64974
Mean	13940.018
Median Absolute Deviation (MAD)	4110
Skewness	14.628084
Sum	3917145
Variance	5.8261937 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
203	2	0.7%
154	2	0.7%
216	2	0.7%
34177	2	0.7%
279	2	0.7%
3	2	0.7%
120	1	0.3%
34	1	0.3%
11249	1	0.3%
5119	1	0.3%
Other values (265)	265	88.6%
(Missing)	18	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.3%
3	2	0.7%
12	1	0.3%
27	1	0.3%
34	1	0.3%
39	1	0.3%
40	1	0.3%
42	1	0.3%
53	1	0.3%
63	1	0.3%

Value	Count	Frequency (%)
1225864	1	0.3%
300881	1	0.3%
156337	1	0.3%
116501	1	0.3%
93163	1	0.3%
70935	1	0.3%
69762	1	0.3%
68668	1	0.3%
53193	1	0.3%
46912	1	0.3%

2016
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	275
Distinct (%)	97.9%
Missing	18
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	12859.594

Minimum	0
Maximum	1134747
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	59
Q1	809
median	3965
Q3	9004
95-th percentile	32158
Maximum	1134747
Range	1134747
Interquartile range (IQR)	8195

Descriptive statistics

Standard deviation	71048.627
Coefficient of variation (CV)	5.5249509
Kurtosis	224.98472
Mean	12859.594
Median Absolute Deviation (MAD)	3580
Skewness	14.463184
Sum	3613546
Variance	5.0479074 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83	2	0.7%
3357	2	0.7%
104	2	0.7%
19433	2	0.7%
59	2	0.7%
38	2	0.7%
122	1	0.3%
34676	1	0.3%
235	1	0.3%
5293	1	0.3%
Other values (265)	265	88.6%
(Missing)	18	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
12	1	0.3%
19	1	0.3%
28	1	0.3%
38	2	0.7%
42	1	0.3%
47	1	0.3%
49	1	0.3%
53	1	0.3%
54	1	0.3%

Value	Count	Frequency (%)
1134747	1	0.3%
309070	1	0.3%
155052	1	0.3%
102045	1	0.3%
78852	1	0.3%
65922	1	0.3%
55187	1	0.3%
49721	1	0.3%
49225	1	0.3%
44576	1	0.3%

2017
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	271
Distinct (%)	97.5%
Missing	21
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	14845.327

Minimum	1
Maximum	1294151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	96.2
Q1	912.25
median	4712
Q3	9607.75
95-th percentile	35754.35
Maximum	1294151
Range	1294150
Interquartile range (IQR)	8695.5

Descriptive statistics

Standard deviation	81820.329
Coefficient of variation (CV)	5.5115207
Kurtosis	219.0237
Mean	14845.327
Median Absolute Deviation (MAD)	4126.5
Skewness	14.26316
Sum	4127001
Variance	6.6945662 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2	0.7%
4586	2	0.7%
964	2	0.7%
53	2	0.7%
27123	2	0.7%
98	2	0.7%
954	2	0.7%
1163	1	0.3%
1237	1	0.3%
642	1	0.3%
Other values (261)	261	87.3%
(Missing)	21	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.7%
12	1	0.3%
13	1	0.3%
33	1	0.3%
36	1	0.3%
53	2	0.7%
56	1	0.3%
62	1	0.3%
63	1	0.3%
72	1	0.3%

Value	Count	Frequency (%)
1294151	1	0.3%
383404	1	0.3%
165213	1	0.3%
97793	1	0.3%
93713	1	0.3%
78078	1	0.3%
65410	1	0.3%
57590	1	0.3%
56242	1	0.3%
48666	1	0.3%

2018
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	268
Distinct (%)	96.1%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	15135.287

Minimum	1
Maximum	1321341
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	99.7
Q1	836.5
median	4557
Q3	9447
95-th percentile	42372.1
Maximum	1321341
Range	1321340
Interquartile range (IQR)	8610.5

Descriptive statistics

Standard deviation	84210.216
Coefficient of variation (CV)	5.5638335
Kurtosis	212.32659
Mean	15135.287
Median Absolute Deviation (MAD)	4049
Skewness	14.034189
Sum	4222745
Variance	7.0913605 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58	3	1.0%
101	3	1.0%
407	2	0.7%
3502	2	0.7%
28283	2	0.7%
369	2	0.7%
135	2	0.7%
457	2	0.7%
2032	2	0.7%
49076	1	0.3%
Other values (258)	258	86.3%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.3%
3	1	0.3%
4	1	0.3%
40	1	0.3%
56	1	0.3%
58	3	1.0%
61	1	0.3%
62	1	0.3%
67	1	0.3%
70	1	0.3%

Value	Count	Frequency (%)
1321341	1	0.3%
447266	1	0.3%
161086	1	0.3%
80863	1	0.3%
78721	1	0.3%
64500	1	0.3%
62975	1	0.3%
53362	1	0.3%
51097	1	0.3%
50792	1	0.3%

2019
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	269
Distinct (%)	96.8%
Missing	21
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	13990.647

Minimum	2
Maximum	1217661
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	2
5-th percentile	99.95
Q1	601.5
median	3882.5
Q3	9205.75
95-th percentile	37017.05
Maximum	1217661
Range	1217659
Interquartile range (IQR)	8604.25

Descriptive statistics

Standard deviation	77388.432
Coefficient of variation (CV)	5.5314403
Kurtosis	214.98814
Mean	13990.647
Median Absolute Deviation (MAD)	3537.5
Skewness	14.125383
Sum	3889400
Variance	5.9889694 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118	2	0.7%
1749	2	0.7%
20632	2	0.7%
276	2	0.7%
54	2	0.7%
138	2	0.7%
470	2	0.7%
1400	2	0.7%
524	2	0.7%
2206	1	0.3%
Other values (259)	259	86.6%
(Missing)	21	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.3%
5	1	0.3%
23	1	0.3%
31	1	0.3%
33	1	0.3%
37	1	0.3%
41	1	0.3%
48	1	0.3%
54	2	0.7%
70	1	0.3%

Value	Count	Frequency (%)
1217661	1	0.3%
391646	1	0.3%
129610	1	0.3%
89986	1	0.3%
89379	1	0.3%
72952	1	0.3%
67810	1	0.3%
47043	1	0.3%
46138	1	0.3%
44214	1	0.3%

2020
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	272
Distinct (%)	97.8%
Missing	21
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	18099.95

Minimum	1
Maximum	1575375
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	104.7
Q1	943
median	5590
Q3	12241
95-th percentile	44474
Maximum	1575375
Range	1575374
Interquartile range (IQR)	11298

Descriptive statistics

Standard deviation	99669.869
Coefficient of variation (CV)	5.5066379
Kurtosis	218.49595
Mean	18099.95
Median Absolute Deviation (MAD)	4991
Skewness	14.246288
Sum	5031786
Variance	9.9340828 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
283	2	0.7%
25214	2	0.7%
137	2	0.7%
163	2	0.7%
156	2	0.7%
300	2	0.7%
1108	1	0.3%
446	1	0.3%
457	1	0.3%
7022	1	0.3%
Other values (262)	262	87.6%
(Missing)	21	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.3%
12	1	0.3%
27	1	0.3%
37	1	0.3%
40	1	0.3%
41	1	0.3%
43	1	0.3%
68	1	0.3%
69	1	0.3%
70	1	0.3%

Value	Count	Frequency (%)
1575375	1	0.3%
475919	1	0.3%
166847	1	0.3%
132574	1	0.3%
121226	1	0.3%
99998	1	0.3%
95351	1	0.3%
69159	1	0.3%
59202	1	0.3%
55615	1	0.3%

2021
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	272
Distinct (%)	97.5%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	13477.032

Minimum	1
Maximum	1176473
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	93.5
Q1	971.5
median	4137
Q3	8816.5
95-th percentile	30672.6
Maximum	1176473
Range	1176472
Interquartile range (IQR)	7845

Descriptive statistics

Standard deviation	73817.78
Coefficient of variation (CV)	5.4773023
Kurtosis	224.66355
Mean	13477.032
Median Absolute Deviation (MAD)	3482
Skewness	14.468647
Sum	3760092
Variance	5.4490646 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8419	2	0.7%
141	2	0.7%
6314	2	0.7%
12795	2	0.7%
1	2	0.7%
6353	2	0.7%
1744	2	0.7%
4577	1	0.3%
2916	1	0.3%
719	1	0.3%
Other values (262)	262	87.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.7%
3	1	0.3%
11	1	0.3%
19	1	0.3%
23	1	0.3%
49	1	0.3%
51	1	0.3%
53	1	0.3%
65	1	0.3%
66	1	0.3%

Value	Count	Frequency (%)
1176473	1	0.3%
327992	1	0.3%
95072	1	0.3%
93648	1	0.3%
89469	1	0.3%
81562	1	0.3%
71676	1	0.3%
71239	1	0.3%
57685	1	0.3%
51366	1	0.3%

2022
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	270
Distinct (%)	96.8%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	7420.9176

Minimum	0
Maximum	649652
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	70.7
Q1	665.5
median	1887
Q3	4767
95-th percentile	20640.8
Maximum	649652
Range	649652
Interquartile range (IQR)	4101.5

Descriptive statistics

Standard deviation	40484.384
Coefficient of variation (CV)	5.4554418
Kurtosis	230.4795
Mean	7420.9176
Median Absolute Deviation (MAD)	1587
Skewness	14.672751
Sum	2070436
Variance	1.6389854 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
555	3	1.0%
4338	2	0.7%
4	2	0.7%
82	2	0.7%
6730	2	0.7%
6197	2	0.7%
1379	2	0.7%
780	2	0.7%
7059	1	0.3%
4541	1	0.3%
Other values (260)	260	87.0%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
4	2	0.7%
10	1	0.3%
13	1	0.3%
21	1	0.3%
32	1	0.3%
44	1	0.3%
45	1	0.3%
46	1	0.3%
49	1	0.3%

Value	Count	Frequency (%)
649652	1	0.3%
158381	1	0.3%
55433	1	0.3%
50340	1	0.3%
44354	1	0.3%
43961	1	0.3%
41207	1	0.3%
38595	1	0.3%
34413	1	0.3%
32534	1	0.3%

2023
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	271
Distinct (%)	96.8%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	8370.9964

Minimum	0
Maximum	736843
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	62.4
Q1	538.75
median	2452.5
Q3	5071.25
95-th percentile	23857.45
Maximum	736843
Range	736843
Interquartile range (IQR)	4532.5

Descriptive statistics

Standard deviation	46073.857
Coefficient of variation (CV)	5.5039871
Kurtosis	226.84878
Mean	8370.9964
Median Absolute Deviation (MAD)	2089
Skewness	14.535071
Sum	2343879
Variance	2.1228003 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	2	0.7%
237	2	0.7%
87	2	0.7%
63	2	0.7%
6121	2	0.7%
154	2	0.7%
75	2	0.7%
4996	2	0.7%
628	2	0.7%
517	1	0.3%
Other values (261)	261	87.3%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
3	1	0.3%
4	1	0.3%
5	1	0.3%
7	1	0.3%
10	1	0.3%
22	1	0.3%
39	2	0.7%
41	1	0.3%
44	1	0.3%

Value	Count	Frequency (%)
736843	1	0.3%
194922	1	0.3%
83922	1	0.3%
53880	1	0.3%
49967	1	0.3%
46846	1	0.3%
43824	1	0.3%
36608	1	0.3%
34345	1	0.3%
33382	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	0.981	0.981	0.981	0.981	0.981	0.981	0.981	0.981	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	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
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	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
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	0.942	0.922	0.943	0.918	0.930	0.922	0.930	0.935	0.942	0.929	0.934	0.938	0.938	0.949	0.902	0.838	0.910
2007	0.942	1.000	0.963	0.944	0.946	0.949	0.939	0.937	0.936	0.934	0.921	0.916	0.914	0.919	0.929	0.915	0.885	0.921
2008	0.922	0.963	1.000	0.951	0.945	0.950	0.944	0.942	0.938	0.935	0.924	0.915	0.919	0.918	0.926	0.916	0.879	0.913
2009	0.943	0.944	0.951	1.000	0.960	0.958	0.950	0.954	0.956	0.953	0.941	0.936	0.931	0.933	0.944	0.915	0.873	0.930
2010	0.918	0.946	0.945	0.960	1.000	0.970	0.962	0.959	0.945	0.937	0.918	0.914	0.920	0.926	0.932	0.924	0.898	0.928
2011	0.930	0.949	0.950	0.958	0.970	1.000	0.975	0.968	0.958	0.948	0.923	0.926	0.922	0.936	0.943	0.928	0.900	0.930
2012	0.922	0.939	0.944	0.950	0.962	0.975	1.000	0.976	0.960	0.949	0.925	0.923	0.923	0.931	0.942	0.935	0.901	0.928
2013	0.930	0.937	0.942	0.954	0.959	0.968	0.976	1.000	0.972	0.963	0.939	0.936	0.930	0.939	0.947	0.919	0.883	0.925
2014	0.935	0.936	0.938	0.956	0.945	0.958	0.960	0.972	1.000	0.979	0.952	0.948	0.930	0.939	0.950	0.915	0.881	0.923
2015	0.942	0.934	0.935	0.953	0.937	0.948	0.949	0.963	0.979	1.000	0.969	0.957	0.943	0.945	0.952	0.913	0.876	0.922
2016	0.929	0.921	0.924	0.941	0.918	0.923	0.925	0.939	0.952	0.969	1.000	0.968	0.947	0.946	0.943	0.909	0.860	0.918
2017	0.934	0.916	0.915	0.936	0.914	0.926	0.923	0.936	0.948	0.957	0.968	1.000	0.955	0.956	0.953	0.918	0.859	0.926
2018	0.938	0.914	0.919	0.931	0.920	0.922	0.923	0.930	0.930	0.943	0.947	0.955	1.000	0.961	0.954	0.926	0.877	0.922
2019	0.938	0.919	0.918	0.933	0.926	0.936	0.931	0.939	0.939	0.945	0.946	0.956	0.961	1.000	0.965	0.916	0.868	0.939
2020	0.949	0.929	0.926	0.944	0.932	0.943	0.942	0.947	0.950	0.952	0.943	0.953	0.954	0.965	1.000	0.937	0.877	0.941
2021	0.902	0.915	0.916	0.915	0.924	0.928	0.935	0.919	0.915	0.913	0.909	0.918	0.926	0.916	0.937	1.000	0.923	0.934
2022	0.838	0.885	0.879	0.873	0.898	0.900	0.901	0.883	0.881	0.876	0.860	0.859	0.877	0.868	0.877	0.923	1.000	0.922
2023	0.910	0.921	0.913	0.930	0.928	0.930	0.928	0.925	0.923	0.922	0.918	0.926	0.922	0.939	0.941	0.934	0.922	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	1060673	775994	818555	853395	776137	906083	716714	876465	1071295	1225864	1134747	1294151	1321341	1217661	1575375	1176473	649652	736843
1	서울	182299	88448	88171	104452	66301	80537	60840	91017	124778	156337	155052	165213	161086	129610	166847	93648	41207	83922
2	서울 종로구	1297	953	1517	829	498	680	628	1108	1042	1447	1336	2562	1240	966	1181	838	345	394
3	서울 중구	2004	996	824	2045	1696	1274	1689	1085	1711	2483	2493	2257	2107	1400	2134	1654	1096	714
4	서울 용산구	3869	2955	1426	2123	1691	1480	945	1574	2373	2810	3960	5022	4557	2119	4103	1744	780	866
5	서울 성동구	5994	1889	2328	3730	1785	2615	1726	3020	5271	8479	6814	7036	4740	3883	4906	2632	1724	3049
6	서울 광진구	4749	2521	1546	2521	1223	1615	1369	1338	2258	2535	2630	3049	2560	2957	2886	1266	805	1850
7	서울 동대문구	6024	4291	3120	2991	2092	3326	2556	3784	5573	6405	7011	5782	6096	9157	6329	3213	3304	10141
8	서울 중랑구	5635	3761	3007	2190	1944	2547	2016	2894	5370	4662	4031	4820	5329	3944	4128	2378	1387	2354
9	서울 성북구	10847	5677	5016	5038	3713	4671	2934	4157	5299	7585	6471	7874	9181	10024	6826	4317	1887	5598

	지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
289	경남 거창군	434	380	763	437	491	467	538	614	831	571	1549	741	1008	561	565	1367	1455	522
290	경남 합천군	180	99	76	91	275	137	143	138	211	148	83	118	101	120	117	116	94	75
291	(구)제주	3280	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
292	(구)제주 (구)제주시	2993	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
293	(구)제주 (구)서귀포시	205	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
294	(구)제주 (구)북제주군	38	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
295	(구)제주 (구)남제주군	44	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
296	제주	2045	3375	3288	2946	5387	6088	5779	6524	6983	8645	8155	7090	6567	4726	5130	6698	4414	3349
297	제주 제주시	1863	2812	2278	2381	4799	5088	4871	4969	5508	4841	4393	4856	4633	3325	3529	4708	3253	2428
298	제주 서귀포시	182	563	1010	565	588	1000	908	1555	1475	3804	3762	2234	1934	1401	1601	1990	1161	921

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