gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	1495
Missing cells	1825
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	248.3 KiB
Average record size in memory	170.1 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 주택매매 거래현황의 연도별 주택유형별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068300/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 110 (7.4%) missing values	Missing
`2007` has 135 (9.0%) missing values	Missing
`2008` has 125 (8.4%) missing values	Missing
`2009` has 125 (8.4%) missing values	Missing
`2010` has 95 (6.4%) missing values	Missing
`2011` has 110 (7.4%) missing values	Missing
`2012` has 100 (6.7%) missing values	Missing
`2013` has 100 (6.7%) missing values	Missing
`2014` has 65 (4.3%) missing values	Missing
`2015` has 85 (5.7%) missing values	Missing
`2016` has 85 (5.7%) missing values	Missing
`2017` has 100 (6.7%) missing values	Missing
`2018` has 95 (6.4%) missing values	Missing
`2019` has 100 (6.7%) missing values	Missing
`2020` has 100 (6.7%) missing values	Missing
`2021` has 100 (6.7%) missing values	Missing
`2022` has 100 (6.7%) missing values	Missing
`2023` has 95 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 26.22700707)	Skewed
`2007` is highly skewed (γ1 = 26.02922285)	Skewed
`2008` is highly skewed (γ1 = 27.61585402)	Skewed
`2009` is highly skewed (γ1 = 29.20234708)	Skewed
`2010` is highly skewed (γ1 = 29.67546346)	Skewed
`2011` is highly skewed (γ1 = 29.09153811)	Skewed
`2012` is highly skewed (γ1 = 28.42953958)	Skewed
`2013` is highly skewed (γ1 = 28.58048506)	Skewed
`2014` is highly skewed (γ1 = 28.49504868)	Skewed
`2015` is highly skewed (γ1 = 26.71413943)	Skewed
`2016` is highly skewed (γ1 = 26.2298998)	Skewed
`2017` is highly skewed (γ1 = 25.72034158)	Skewed
`2018` is highly skewed (γ1 = 26.23099955)	Skewed
`2019` is highly skewed (γ1 = 28.23757746)	Skewed
`2020` is highly skewed (γ1 = 29.17506661)	Skewed
`2021` is highly skewed (γ1 = 27.54465122)	Skewed
`2022` is highly skewed (γ1 = 24.92706707)	Skewed
`2023` is highly skewed (γ1 = 30.10397762)	Skewed
`지역` has unique values	Unique
`2006` has 120 (8.0%) zeros	Zeros
`2007` has 112 (7.5%) zeros	Zeros
`2008` has 94 (6.3%) zeros	Zeros
`2009` has 92 (6.2%) zeros	Zeros
`2010` has 84 (5.6%) zeros	Zeros
`2011` has 63 (4.2%) zeros	Zeros
`2012` has 52 (3.5%) zeros	Zeros
`2013` has 54 (3.6%) zeros	Zeros
`2014` has 39 (2.6%) zeros	Zeros
`2015` has 34 (2.3%) zeros	Zeros
`2016` has 35 (2.3%) zeros	Zeros
`2017` has 70 (4.7%) zeros	Zeros
`2018` has 70 (4.7%) zeros	Zeros
`2019` has 47 (3.1%) zeros	Zeros
`2020` has 38 (2.5%) zeros	Zeros
`2021` has 34 (2.3%) zeros	Zeros
`2022` has 41 (2.7%) zeros	Zeros
`2023` has 70 (4.7%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 08:56:26.650631
Analysis finished	2024-04-06 08:57:42.305318
Duration	1 minute and 15.65 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역
Text

UNIQUE

Distinct	1495
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	11.8 KiB

Length

Max length	21
Median length	20
Mean length	11.541137
Min length	7

Characters and Unicode

Total characters	17254
Distinct characters	152
Distinct categories	5 ?
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	1495 ?
Unique (%)	100.0%

Sample

1st row	전국 /단독주택
2nd row	전국 /다가구주택
3rd row	전국 /다세대주택
4th row	전국 /연립주택
5th row	전국 /아파트

Value	Count	Frequency (%)
경기	265	8.9%
경남	135	4.5%
경북	130	4.3%
서울	130	4.3%
전남	115	3.8%
충남	100	3.3%
충북	100	3.3%
강원	95	3.2%
전북	85	2.8%
부산	85	2.8%
Other values (1294)	1750	58.5%

Most occurring characters

Value	Count	Frequency (%)
	1495	8.7%
/	1495	8.7%
주	1431	8.3%
택	1201	7.0%
구	1004	5.8%
시	610	3.5%
다	598	3.5%
경	545	3.2%
군	465	2.7%
남	445	2.6%
Other values (142)	7965	46.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	14074	81.6%
Space Separator	1495	8.7%
Other Punctuation	1495	8.7%
Close Punctuation	95	0.6%
Open Punctuation	95	0.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
주	1431	10.2%
택	1201	8.5%
구	1004	7.1%
시	610	4.3%
다	598	4.2%
경	545	3.9%
군	465	3.3%
남	445	3.2%
대	399	2.8%
북	360	2.6%
Other values (138)	7016	49.9%

Space Separator

Value	Count	Frequency (%)
	1495	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	1495	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	95	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	95	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	14074	81.6%
Common	3180	18.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
주	1431	10.2%
택	1201	8.5%
구	1004	7.1%
시	610	4.3%
다	598	4.2%
경	545	3.9%
군	465	3.3%
남	445	3.2%
대	399	2.8%
북	360	2.6%
Other values (138)	7016	49.9%

Common

Value	Count	Frequency (%)
	1495	47.0%
/	1495	47.0%
)	95	3.0%
(	95	3.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	14074	81.6%
ASCII	3180	18.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1495	47.0%
/	1495	47.0%
)	95	3.0%
(	95	3.0%

Hangul

Value	Count	Frequency (%)
주	1431	10.2%
택	1201	8.5%
구	1004	7.1%
시	610	4.3%
다	598	4.2%
경	545	3.9%
군	465	3.3%
남	445	3.2%
대	399	2.8%
북	360	2.6%
Other values (138)	7016	49.9%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	335
Distinct (%)	24.2%
Missing	110
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	193.61083

Minimum	0
Maximum	52234
Zeros	120
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	19
Q3	84
95-th percentile	553.8
Maximum	52234
Range	52234
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	1611.9841
Coefficient of variation (CV)	8.3258985
Kurtosis	802.97927
Mean	193.61083
Median Absolute Deviation (MAD)	18
Skewness	26.227007
Sum	268151
Variance	2598492.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	120	8.0%
1	102	6.8%
2	74	4.9%
3	45	3.0%
4	40	2.7%
6	39	2.6%
5	34	2.3%
8	32	2.1%
7	28	1.9%
9	27	1.8%
Other values (325)	844	56.5%
(Missing)	110	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	120	8.0%
1	102	6.8%
2	74	4.9%
3	45	3.0%
4	40	2.7%
5	34	2.3%
6	39	2.6%
7	28	1.9%
8	32	2.1%
9	27	1.8%

Value	Count	Frequency (%)
52234	1	0.1%
18292	1	0.1%
14168	1	0.1%
10634	1	0.1%
9134	1	0.1%
5161	1	0.1%
3569	1	0.1%
3336	1	0.1%
3188	1	0.1%
3179	1	0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	308
Distinct (%)	22.6%
Missing	135
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	150.67353

Minimum	0
Maximum	37319
Zeros	112
Zeros (%)	7.5%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	20
Q3	70
95-th percentile	410.15
Maximum	37319
Range	37319
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	1156.122
Coefficient of variation (CV)	7.6730268
Kurtosis	799.05451
Mean	150.67353
Median Absolute Deviation (MAD)	19
Skewness	26.029223
Sum	204916
Variance	1336618.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	112	7.5%
1	91	6.1%
2	68	4.5%
4	49	3.3%
3	46	3.1%
5	34	2.3%
6	33	2.2%
10	32	2.1%
9	29	1.9%
7	24	1.6%
Other values (298)	842	56.3%
(Missing)	135	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	112	7.5%
1	91	6.1%
2	68	4.5%
3	46	3.1%
4	49	3.3%
5	34	2.3%
6	33	2.2%
7	24	1.6%
8	24	1.6%
9	29	1.9%

Value	Count	Frequency (%)
37319	1	0.1%
11374	1	0.1%
9385	1	0.1%
8868	1	0.1%
5024	1	0.1%
4561	1	0.1%
3235	1	0.1%
2939	1	0.1%
2872	1	0.1%
2743	1	0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	297
Distinct (%)	21.7%
Missing	125
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	154.35912

Minimum	0
Maximum	40939
Zeros	94
Zeros (%)	6.3%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	19
Q3	67
95-th percentile	418
Maximum	40939
Range	40939
Interquartile range (IQR)	63

Descriptive statistics

Standard deviation	1232.5931
Coefficient of variation (CV)	7.9852302
Kurtosis	884.38458
Mean	154.35912
Median Absolute Deviation (MAD)	18
Skewness	27.615854
Sum	211472
Variance	1519285.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	94	6.3%
1	91	6.1%
2	73	4.9%
3	56	3.7%
4	48	3.2%
5	39	2.6%
6	35	2.3%
16	30	2.0%
9	27	1.8%
7	26	1.7%
Other values (287)	851	56.9%
(Missing)	125	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	94	6.3%
1	91	6.1%
2	73	4.9%
3	56	3.7%
4	48	3.2%
5	39	2.6%
6	35	2.3%
7	26	1.7%
8	24	1.6%
9	27	1.8%

Value	Count	Frequency (%)
40939	1	0.1%
10735	1	0.1%
9050	1	0.1%
8510	1	0.1%
4698	1	0.1%
4609	1	0.1%
3697	1	0.1%
3419	1	0.1%
2688	1	0.1%
2631	1	0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	299
Distinct (%)	21.8%
Missing	125
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	162.85693

Minimum	0
Maximum	47759
Zeros	92
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	19
Q3	62
95-th percentile	512.3
Maximum	47759
Range	47759
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	1406.2173
Coefficient of variation (CV)	8.6346788
Kurtosis	965.4949
Mean	162.85693
Median Absolute Deviation (MAD)	18
Skewness	29.202347
Sum	223114
Variance	1977447.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	100	6.7%
0	92	6.2%
2	69	4.6%
3	58	3.9%
4	47	3.1%
5	42	2.8%
7	33	2.2%
8	30	2.0%
9	28	1.9%
11	26	1.7%
Other values (289)	845	56.5%
(Missing)	125	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	92	6.2%
1	100	6.7%
2	69	4.6%
3	58	3.9%
4	47	3.1%
5	42	2.8%
6	23	1.5%
7	33	2.2%
8	30	2.0%
9	28	1.9%

Value	Count	Frequency (%)
47759	1	0.1%
11166	1	0.1%
10575	1	0.1%
6174	1	0.1%
6051	1	0.1%
4536	1	0.1%
4175	1	0.1%
3585	1	0.1%
2790	1	0.1%
2637	1	0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	297
Distinct (%)	21.2%
Missing	95
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	149.71357

Minimum	0
Maximum	44034
Zeros	84
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	18
Q3	61
95-th percentile	448.15
Maximum	44034
Range	44034
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	1279.2713
Coefficient of variation (CV)	8.544792
Kurtosis	996.2581
Mean	149.71357
Median Absolute Deviation (MAD)	16
Skewness	29.675463
Sum	209599
Variance	1636535.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	97	6.5%
0	84	5.6%
2	78	5.2%
3	55	3.7%
5	52	3.5%
4	49	3.3%
6	38	2.5%
9	32	2.1%
10	31	2.1%
13	28	1.9%
Other values (287)	856	57.3%
(Missing)	95	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	84	5.6%
1	97	6.5%
2	78	5.2%
3	55	3.7%
4	49	3.3%
5	52	3.5%
6	38	2.5%
7	27	1.8%
8	25	1.7%
9	32	2.1%

Value	Count	Frequency (%)
44034	1	0.1%
10859	1	0.1%
7868	1	0.1%
5646	1	0.1%
5276	1	0.1%
4592	1	0.1%
3987	1	0.1%
3674	1	0.1%
2694	1	0.1%
2534	1	0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	329
Distinct (%)	23.8%
Missing	110
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	190.17906

Minimum	0
Maximum	53545
Zeros	63
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	22
Q3	78
95-th percentile	574.8
Maximum	53545
Range	53545
Interquartile range (IQR)	72

Descriptive statistics

Standard deviation	1573.0795
Coefficient of variation (CV)	8.2715706
Kurtosis	963.10107
Mean	190.17906
Median Absolute Deviation (MAD)	20
Skewness	29.091538
Sum	263398
Variance	2474579.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	75	5.0%
0	63	4.2%
2	61	4.1%
3	47	3.1%
6	40	2.7%
5	37	2.5%
4	35	2.3%
9	31	2.1%
8	31	2.1%
10	30	2.0%
Other values (319)	935	62.5%
(Missing)	110	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	4.2%
1	75	5.0%
2	61	4.1%
3	47	3.1%
4	35	2.3%
5	37	2.5%
6	40	2.7%
7	30	2.0%
8	31	2.1%
9	31	2.1%

Value	Count	Frequency (%)
53545	1	0.1%
12742	1	0.1%
11641	1	0.1%
7669	1	0.1%
6427	1	0.1%
4882	1	0.1%
4495	1	0.1%
4341	1	0.1%
4211	1	0.1%
3464	1	0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	297
Distinct (%)	21.3%
Missing	100
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	141.1448

Minimum	0
Maximum	38170
Zeros	52
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	19
Q3	63
95-th percentile	400.1
Maximum	38170
Range	38170
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	1129.8321
Coefficient of variation (CV)	8.0047726
Kurtosis	929.18943
Mean	141.1448
Median Absolute Deviation (MAD)	17
Skewness	28.42954
Sum	196897
Variance	1276520.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	80	5.4%
2	79	5.3%
3	63	4.2%
0	52	3.5%
6	45	3.0%
4	44	2.9%
5	44	2.9%
9	32	2.1%
8	31	2.1%
10	26	1.7%
Other values (287)	899	60.1%
(Missing)	100	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	3.5%
1	80	5.4%
2	79	5.3%
3	63	4.2%
4	44	2.9%
5	44	2.9%
6	45	3.0%
7	23	1.5%
8	31	2.1%
9	32	2.1%

Value	Count	Frequency (%)
38170	1	0.1%
10237	1	0.1%
7989	1	0.1%
6485	1	0.1%
5231	1	0.1%
3504	1	0.1%
3437	1	0.1%
2889	1	0.1%
2642	1	0.1%
2500	1	0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	311
Distinct (%)	22.3%
Missing	100
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	163.48459

Minimum	0
Maximum	45854
Zeros	54
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	21
Q3	68
95-th percentile	492.3
Maximum	45854
Range	45854
Interquartile range (IQR)	63

Descriptive statistics

Standard deviation	1355.4367
Coefficient of variation (CV)	8.2909142
Kurtosis	935.07026
Mean	163.48459
Median Absolute Deviation (MAD)	19
Skewness	28.580485
Sum	228061
Variance	1837208.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	69	4.6%
2	69	4.6%
3	59	3.9%
4	57	3.8%
0	54	3.6%
5	48	3.2%
7	34	2.3%
10	33	2.2%
6	32	2.1%
9	29	1.9%
Other values (301)	911	60.9%
(Missing)	100	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54	3.6%
1	69	4.6%
2	69	4.6%
3	59	3.9%
4	57	3.8%
5	48	3.2%
6	32	2.1%
7	34	2.3%
8	24	1.6%
9	29	1.9%

Value	Count	Frequency (%)
45854	1	0.1%
11889	1	0.1%
10885	1	0.1%
7244	1	0.1%
5642	1	0.1%
5306	1	0.1%
3530	1	0.1%
3416	1	0.1%
3332	1	0.1%
2757	1	0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	337
Distinct (%)	23.6%
Missing	65
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	195.24266

Minimum	0
Maximum	55081
Zeros	39
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	26
Q3	83.75
95-th percentile	550.3
Maximum	55081
Range	55081
Interquartile range (IQR)	76.75

Descriptive statistics

Standard deviation	1618.9707
Coefficient of variation (CV)	8.2920954
Kurtosis	934.36074
Mean	195.24266
Median Absolute Deviation (MAD)	23
Skewness	28.495049
Sum	279197
Variance	2621066.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	70	4.7%
3	69	4.6%
2	63	4.2%
5	43	2.9%
0	39	2.6%
4	37	2.5%
7	34	2.3%
8	34	2.3%
6	32	2.1%
9	31	2.1%
Other values (327)	978	65.4%
(Missing)	65	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	2.6%
1	70	4.7%
2	63	4.2%
3	69	4.6%
4	37	2.5%
5	43	2.9%
6	32	2.1%
7	34	2.3%
8	34	2.3%
9	31	2.1%

Value	Count	Frequency (%)
55081	1	0.1%
14747	1	0.1%
13308	1	0.1%
10075	1	0.1%
7277	1	0.1%
6423	1	0.1%
4537	1	0.1%
3824	1	0.1%
3693	1	0.1%
3403	1	0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	378
Distinct (%)	26.8%
Missing	85
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	234.02411

Minimum	0
Maximum	60994
Zeros	34
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	32.5
Q3	112.5
95-th percentile	670.4
Maximum	60994
Range	60994
Interquartile range (IQR)	105.5

Descriptive statistics

Standard deviation	1852.1804
Coefficient of variation (CV)	7.9144853
Kurtosis	835.94726
Mean	234.02411
Median Absolute Deviation (MAD)	29.5
Skewness	26.714139
Sum	329974
Variance	3430572.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	69	4.6%
2	64	4.3%
4	47	3.1%
3	42	2.8%
7	37	2.5%
0	34	2.3%
6	34	2.3%
5	30	2.0%
10	29	1.9%
9	26	1.7%
Other values (368)	998	66.8%
(Missing)	85	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	2.3%
1	69	4.6%
2	64	4.3%
3	42	2.8%
4	47	3.1%
5	30	2.0%
6	34	2.3%
7	37	2.5%
8	21	1.4%
9	26	1.7%

Value	Count	Frequency (%)
60994	1	0.1%
17757	1	0.1%
17351	1	0.1%
12983	1	0.1%
10306	1	0.1%
8649	1	0.1%
5627	1	0.1%
4009	1	0.1%
3828	1	0.1%
3003	1	0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	351
Distinct (%)	24.9%
Missing	85
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	201.77376

Minimum	0
Maximum	51701
Zeros	35
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	30
Q3	97
95-th percentile	571.75
Maximum	51701
Range	51701
Interquartile range (IQR)	90

Descriptive statistics

Standard deviation	1582.5659
Coefficient of variation (CV)	7.8432693
Kurtosis	810.76896
Mean	201.77376
Median Absolute Deviation (MAD)	27
Skewness	26.2299
Sum	284501
Variance	2504514.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	71	4.7%
3	58	3.9%
2	53	3.5%
4	52	3.5%
5	45	3.0%
0	35	2.3%
8	32	2.1%
9	31	2.1%
6	28	1.9%
10	22	1.5%
Other values (341)	983	65.8%
(Missing)	85	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35	2.3%
1	71	4.7%
2	53	3.5%
3	58	3.9%
4	52	3.5%
5	45	3.0%
6	28	1.9%
7	20	1.3%
8	32	2.1%
9	31	2.1%

Value	Count	Frequency (%)
51701	1	0.1%
15396	1	0.1%
14706	1	0.1%
11495	1	0.1%
9878	1	0.1%
8276	1	0.1%
4737	1	0.1%
3432	1	0.1%
2878	1	0.1%
2629	1	0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	336
Distinct (%)	24.1%
Missing	100
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	180.66022

Minimum	0
Maximum	46055
Zeros	70
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.7
Q1	5
median	24
Q3	90
95-th percentile	523.6
Maximum	46055
Range	46055
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	1437.5801
Coefficient of variation (CV)	7.9573697
Kurtosis	770.52142
Mean	180.66022
Median Absolute Deviation (MAD)	22
Skewness	25.720342
Sum	252021
Variance	2066636.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	80	5.4%
0	70	4.7%
3	60	4.0%
4	53	3.5%
2	51	3.4%
5	42	2.8%
6	33	2.2%
7	32	2.1%
8	29	1.9%
9	29	1.9%
Other values (326)	916	61.3%
(Missing)	100	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70	4.7%
1	80	5.4%
2	51	3.4%
3	60	4.0%
4	53	3.5%
5	42	2.8%
6	33	2.2%
7	32	2.1%
8	29	1.9%
9	29	1.9%

Value	Count	Frequency (%)
46055	1	0.1%
18881	1	0.1%
12885	1	0.1%
8570	1	0.1%
7473	1	0.1%
4373	1	0.1%
3407	1	0.1%
3143	1	0.1%
2923	1	0.1%
2675	1	0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	304
Distinct (%)	21.7%
Missing	95
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	161.14786

Minimum	0
Maximum	43032
Zeros	70
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.95
Q1	4
median	20
Q3	74
95-th percentile	465.75
Maximum	43032
Range	43032
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	1327.4945
Coefficient of variation (CV)	8.2377422
Kurtosis	799.6487
Mean	161.14786
Median Absolute Deviation (MAD)	18
Skewness	26.231
Sum	225607
Variance	1762241.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	94	6.3%
3	84	5.6%
0	70	4.7%
2	69	4.6%
4	48	3.2%
5	36	2.4%
6	31	2.1%
9	30	2.0%
10	30	2.0%
8	27	1.8%
Other values (294)	881	58.9%
(Missing)	95	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70	4.7%
1	94	6.3%
2	69	4.6%
3	84	5.6%
4	48	3.2%
5	36	2.4%
6	31	2.1%
7	27	1.8%
8	27	1.8%
9	30	2.0%

Value	Count	Frequency (%)
43032	1	0.1%
15736	1	0.1%
13340	1	0.1%
7701	1	0.1%
6630	1	0.1%
3187	1	0.1%
2847	1	0.1%
2795	1	0.1%
2640	1	0.1%
2460	1	0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	292
Distinct (%)	20.9%
Missing	100
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	149.02294

Minimum	0
Maximum	41389
Zeros	47
Zeros (%)	3.1%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	20
Q3	62.5
95-th percentile	449
Maximum	41389
Range	41389
Interquartile range (IQR)	57.5

Descriptive statistics

Standard deviation	1230.1015
Coefficient of variation (CV)	8.2544438
Kurtosis	916.11736
Mean	149.02294
Median Absolute Deviation (MAD)	18
Skewness	28.237577
Sum	207887
Variance	1513149.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	89	6.0%
2	78	5.2%
3	63	4.2%
4	57	3.8%
0	47	3.1%
5	43	2.9%
7	34	2.3%
6	34	2.3%
13	25	1.7%
11	25	1.7%
Other values (282)	900	60.2%
(Missing)	100	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	3.1%
1	89	6.0%
2	78	5.2%
3	63	4.2%
4	57	3.8%
5	43	2.9%
6	34	2.3%
7	34	2.3%
8	21	1.4%
9	23	1.5%

Value	Count	Frequency (%)
41389	1	0.1%
11182	1	0.1%
10254	1	0.1%
6015	1	0.1%
5766	1	0.1%
5537	1	0.1%
2728	1	0.1%
2655	1	0.1%
2560	1	0.1%
2339	1	0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	339
Distinct (%)	24.3%
Missing	100
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	235.1871

Minimum	0
Maximum	71196
Zeros	38
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	27
Q3	89
95-th percentile	730
Maximum	71196
Range	71196
Interquartile range (IQR)	83

Descriptive statistics

Standard deviation	2092.7985
Coefficient of variation (CV)	8.8984409
Kurtosis	959.92628
Mean	235.1871
Median Absolute Deviation (MAD)	24
Skewness	29.175067
Sum	328086
Variance	4379805.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	81	5.4%
2	72	4.8%
3	47	3.1%
5	43	2.9%
6	42	2.8%
4	40	2.7%
0	38	2.5%
11	30	2.0%
8	28	1.9%
9	23	1.5%
Other values (329)	951	63.6%
(Missing)	100	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	2.5%
1	81	5.4%
2	72	4.8%
3	47	3.1%
4	40	2.7%
5	43	2.9%
6	42	2.8%
7	21	1.4%
8	28	1.9%
9	23	1.5%

Value	Count	Frequency (%)
71196	1	0.1%
22467	1	0.1%
13130	1	0.1%
8180	1	0.1%
7270	1	0.1%
7107	1	0.1%
6322	1	0.1%
4654	1	0.1%
4337	1	0.1%
4015	1	0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	324
Distinct (%)	23.2%
Missing	100
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	179.87742

Minimum	0
Maximum	47855
Zeros	34
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	27
Q3	84
95-th percentile	504.2
Maximum	47855
Range	47855
Interquartile range (IQR)	77

Descriptive statistics

Standard deviation	1437.7926
Coefficient of variation (CV)	7.9931801
Kurtosis	878.94273
Mean	179.87742
Median Absolute Deviation (MAD)	23
Skewness	27.544651
Sum	250929
Variance	2067247.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	87	5.8%
2	59	3.9%
3	43	2.9%
6	42	2.8%
4	38	2.5%
7	37	2.5%
5	35	2.3%
0	34	2.3%
8	29	1.9%
13	27	1.8%
Other values (314)	964	64.5%
(Missing)	100	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	2.3%
1	87	5.8%
2	59	3.9%
3	43	2.9%
4	38	2.5%
5	35	2.3%
6	42	2.8%
7	37	2.5%
8	29	1.9%
9	23	1.5%

Value	Count	Frequency (%)
47855	1	0.1%
13312	1	0.1%
13074	1	0.1%
8718	1	0.1%
6598	1	0.1%
4296	1	0.1%
3684	1	0.1%
3234	1	0.1%
3194	1	0.1%
2853	1	0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	238
Distinct (%)	17.1%
Missing	100
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	89.835125

Minimum	0
Maximum	20429
Zeros	41
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	17
Q3	46
95-th percentile	227.3
Maximum	20429
Range	20429
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	643.77137
Coefficient of variation (CV)	7.1661432
Kurtosis	738.64537
Mean	89.835125
Median Absolute Deviation (MAD)	14
Skewness	24.927067
Sum	125320
Variance	414441.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	100	6.7%
2	83	5.6%
3	66	4.4%
4	63	4.2%
6	45	3.0%
5	44	2.9%
8	42	2.8%
7	41	2.7%
0	41	2.7%
9	36	2.4%
Other values (228)	834	55.8%
(Missing)	100	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	41	2.7%
1	100	6.7%
2	83	5.6%
3	66	4.4%
4	63	4.2%
5	44	2.9%
6	45	3.0%
7	41	2.7%
8	42	2.8%
9	36	2.4%

Value	Count	Frequency (%)
20429	1	0.1%
8258	1	0.1%
5105	1	0.1%
4189	1	0.1%
4092	1	0.1%
2295	1	0.1%
1826	1	0.1%
1551	1	0.1%
1441	1	0.1%
1436	1	0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	241
Distinct (%)	17.2%
Missing	95
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	98.157857

Minimum	0
Maximum	30280
Zeros	70
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	13.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.95
Q1	3
median	11
Q3	38
95-th percentile	292.55
Maximum	30280
Range	30280
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	875.94243
Coefficient of variation (CV)	8.9238137
Kurtosis	1014.9793
Mean	98.157857
Median Absolute Deviation (MAD)	9
Skewness	30.103978
Sum	137421
Variance	767275.15
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	111	7.4%
2	92	6.2%
3	86	5.8%
0	70	4.7%
4	67	4.5%
6	55	3.7%
5	52	3.5%
7	43	2.9%
10	38	2.5%
8	36	2.4%
Other values (231)	750	50.2%
(Missing)	95	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70	4.7%
1	111	7.4%
2	92	6.2%
3	86	5.8%
4	67	4.5%
5	52	3.5%
6	55	3.7%
7	43	2.9%
8	36	2.4%
9	27	1.8%

Value	Count	Frequency (%)
30280	1	0.1%
7918	1	0.1%
5740	1	0.1%
3280	1	0.1%
2667	1	0.1%
2527	1	0.1%
2269	1	0.1%
2026	1	0.1%
1933	1	0.1%
1746	1	0.1%

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	0.986	0.853	0.907	0.841	0.875	0.875	0.875	0.875	0.875	0.875	0.995	0.907	0.875	0.907	0.875	0.965	0.938
2007	0.986	1.000	1.000	0.875	0.907	0.875	0.875	0.917	0.917	0.864	0.864	0.991	0.875	0.917	0.864	0.875	0.988	0.875
2008	0.853	1.000	1.000	0.985	0.964	0.985	0.985	0.995	0.995	0.983	0.983	0.853	0.985	0.995	0.979	0.985	0.833	0.982
2009	0.907	0.875	0.985	1.000	0.969	0.990	0.990	0.998	0.998	0.998	0.998	1.000	1.000	0.998	0.974	0.990	0.816	0.982
2010	0.841	0.907	0.964	0.969	1.000	0.969	0.969	0.967	0.967	0.955	0.955	0.891	0.969	0.967	0.964	0.969	0.917	0.976
2011	0.875	0.875	0.985	0.990	0.969	1.000	1.000	0.998	0.998	0.985	0.985	0.875	0.990	0.998	0.993	1.000	0.886	0.982
2012	0.875	0.875	0.985	0.990	0.969	1.000	1.000	0.998	0.998	0.985	0.985	0.875	0.990	0.998	0.993	1.000	0.886	0.982
2013	0.875	0.917	0.995	0.998	0.967	0.998	0.998	1.000	1.000	0.995	0.995	0.927	0.998	1.000	0.986	0.998	0.857	0.978
2014	0.875	0.917	0.995	0.998	0.967	0.998	0.998	1.000	1.000	0.995	0.995	0.927	0.998	1.000	0.986	0.998	0.857	0.978
2015	0.875	0.864	0.983	0.998	0.955	0.985	0.985	0.995	0.995	1.000	1.000	0.927	0.998	0.995	0.979	0.985	0.833	0.969
2016	0.875	0.864	0.983	0.998	0.955	0.985	0.985	0.995	0.995	1.000	1.000	0.927	0.998	0.995	0.979	0.985	0.833	0.969
2017	0.995	0.991	0.853	1.000	0.891	0.875	0.875	0.927	0.927	0.927	0.927	1.000	1.000	0.927	0.907	0.875	0.979	0.938
2018	0.907	0.875	0.985	1.000	0.969	0.990	0.990	0.998	0.998	0.998	0.998	1.000	1.000	0.998	0.974	0.990	0.816	0.982
2019	0.875	0.917	0.995	0.998	0.967	0.998	0.998	1.000	1.000	0.995	0.995	0.927	0.998	1.000	0.986	0.998	0.857	0.978
2020	0.907	0.864	0.979	0.974	0.964	0.993	0.993	0.986	0.986	0.979	0.979	0.907	0.974	0.986	1.000	0.993	0.857	0.998
2021	0.875	0.875	0.985	0.990	0.969	1.000	1.000	0.998	0.998	0.985	0.985	0.875	0.990	0.998	0.993	1.000	0.886	0.982
2022	0.965	0.988	0.833	0.816	0.917	0.886	0.886	0.857	0.857	0.833	0.833	0.979	0.816	0.857	0.857	0.886	1.000	0.841
2023	0.938	0.875	0.982	0.982	0.976	0.982	0.982	0.978	0.978	0.969	0.969	0.938	0.982	0.978	0.998	0.982	0.841	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	0.967	0.952	0.943	0.918	0.897	0.876	0.883	0.890	0.908	0.908	0.939	0.940	0.912	0.914	0.901	0.852	0.859
2007	0.967	1.000	0.981	0.961	0.945	0.924	0.908	0.909	0.912	0.922	0.920	0.944	0.941	0.923	0.925	0.927	0.896	0.894
2008	0.952	0.981	1.000	0.973	0.956	0.937	0.922	0.922	0.923	0.931	0.929	0.949	0.946	0.934	0.934	0.936	0.910	0.909
2009	0.943	0.961	0.973	1.000	0.975	0.958	0.942	0.943	0.943	0.947	0.943	0.963	0.957	0.945	0.945	0.945	0.920	0.929
2010	0.918	0.945	0.956	0.975	1.000	0.970	0.957	0.956	0.952	0.948	0.941	0.959	0.949	0.944	0.946	0.950	0.934	0.935
2011	0.897	0.924	0.937	0.958	0.970	1.000	0.980	0.976	0.973	0.964	0.955	0.945	0.927	0.949	0.951	0.954	0.934	0.929
2012	0.876	0.908	0.922	0.942	0.957	0.980	1.000	0.979	0.971	0.960	0.950	0.932	0.913	0.942	0.944	0.951	0.935	0.928
2013	0.883	0.909	0.922	0.943	0.956	0.976	0.979	1.000	0.980	0.967	0.957	0.937	0.920	0.949	0.950	0.952	0.933	0.929
2014	0.890	0.912	0.923	0.943	0.952	0.973	0.971	0.980	1.000	0.981	0.970	0.941	0.923	0.956	0.956	0.957	0.932	0.925
2015	0.908	0.922	0.931	0.947	0.948	0.964	0.960	0.967	0.981	1.000	0.983	0.952	0.936	0.963	0.962	0.960	0.929	0.920
2016	0.908	0.920	0.929	0.943	0.941	0.955	0.950	0.957	0.970	0.983	1.000	0.956	0.939	0.966	0.964	0.961	0.928	0.920
2017	0.939	0.944	0.949	0.963	0.959	0.945	0.932	0.937	0.941	0.952	0.956	1.000	0.983	0.957	0.956	0.953	0.923	0.928
2018	0.940	0.941	0.946	0.957	0.949	0.927	0.913	0.920	0.923	0.936	0.939	0.983	1.000	0.960	0.956	0.948	0.918	0.927
2019	0.912	0.923	0.934	0.945	0.944	0.949	0.942	0.949	0.956	0.963	0.966	0.957	0.960	1.000	0.982	0.973	0.943	0.942
2020	0.914	0.925	0.934	0.945	0.946	0.951	0.944	0.950	0.956	0.962	0.964	0.956	0.956	0.982	1.000	0.978	0.942	0.941
2021	0.901	0.927	0.936	0.945	0.950	0.954	0.951	0.952	0.957	0.960	0.961	0.953	0.948	0.973	0.978	1.000	0.969	0.958
2022	0.852	0.896	0.910	0.920	0.934	0.934	0.935	0.933	0.932	0.929	0.928	0.923	0.918	0.943	0.942	0.969	1.000	0.964
2023	0.859	0.894	0.909	0.929	0.935	0.929	0.928	0.929	0.925	0.920	0.920	0.928	0.927	0.942	0.941	0.958	0.964	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 /단독주택	14168	11374	10735	10575	10859	12742	10237	10885	13308	17757	15396	18881	15736	10254	13130	13074	8258	5740
1	전국 /다가구주택	5161	5024	4698	4175	3987	7669	6485	7244	10075	12983	11495	4373	3187	5766	7270	6598	4189	2527
2	전국 /다세대주택	9134	8868	8510	6051	5646	6427	5231	5642	6423	8649	8276	7473	6630	6015	8180	8718	5105	3280
3	전국 /연립주택	3188	2552	2305	1777	1621	2007	1695	1771	2096	2610	2399	2369	2071	1774	2644	2389	1441	1160
4	전국 /아파트	52234	37319	40939	47759	44034	53545	38170	45854	55081	60994	51701	46055	43032	41389	71196	47855	20429	30280
5	서울 /단독주택	3046	2043	1849	1367	1131	1502	1001	1141	1622	2567	2269	2595	2640	1465	1854	1512	773	428
6	서울 /다가구주택	1916	1385	1260	856	595	802	600	679	1043	2248	1996	884	767	850	1131	980	539	267
7	서울 /다세대주택	3569	2939	2631	1935	1376	1613	1206	1353	1653	2658	2629	2285	2159	1781	2632	2492	1268	909
8	서울 /연립주택	1188	790	650	447	302	351	255	305	440	676	651	613	559	411	557	417	226	178
9	서울 /아파트	10634	4561	4609	6174	3674	4882	3437	5306	7277	10306	9878	8570	7701	5537	7107	3684	1004	2667

	지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
1485	제주 제주시/단독주택	66	98	115	134	136	195	184	230	274	335	287	208	215	159	150	228	158	128
1486	제주 제주시/다가구주택	7	15	10	10	24	35	46	56	73	75	70	15	16	36	44	54	29	18
1487	제주 제주시/다세대주택	25	48	49	48	67	84	85	98	109	106	112	71	73	83	91	98	80	57
1488	제주 제주시/연립주택	16	38	46	51	62	78	67	79	83	82	83	51	73	61	98	98	59	60
1489	제주 제주시/아파트	149	216	163	173	253	277	218	247	311	264	234	155	190	169	222	242	160	114
1490	제주 서귀포시/단독주택	23	37	36	47	51	59	63	84	107	138	127	109	102	54	78	88	68	53
1491	제주 서귀포시/다가구주택	1	3	2	3	2	6	10	14	26	53	50	14	12	19	14	25	19	16
1492	제주 서귀포시/다세대주택	6	10	9	12	15	12	13	14	22	28	30	31	34	19	24	25	25	18
1493	제주 서귀포시/연립주택	10	18	14	23	31	34	34	23	28	52	58	69	50	36	55	84	62	51
1494	제주 서귀포시/아파트	12	39	60	36	35	64	46	62	45	79	73	54	52	40	71	90	52	46

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Other Punctuation

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