gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	1196
Missing cells	1532
Missing cells (%)	6.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	198.7 KiB
Average record size in memory	170.1 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 아파트매매 거래현황의 연도별 매입자거주지별(면적) 데이터입니다.-(단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068509/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 96 (8.0%) missing values	Missing
`2007` has 116 (9.7%) missing values	Missing
`2008` has 104 (8.7%) missing values	Missing
`2009` has 104 (8.7%) missing values	Missing
`2010` has 80 (6.7%) missing values	Missing
`2011` has 92 (7.7%) missing values	Missing
`2012` has 84 (7.0%) missing values	Missing
`2013` has 84 (7.0%) missing values	Missing
`2014` has 60 (5.0%) missing values	Missing
`2015` has 72 (6.0%) missing values	Missing
`2016` has 72 (6.0%) missing values	Missing
`2017` has 84 (7.0%) missing values	Missing
`2018` has 80 (6.7%) missing values	Missing
`2019` has 84 (7.0%) missing values	Missing
`2020` has 84 (7.0%) missing values	Missing
`2021` has 80 (6.7%) missing values	Missing
`2022` has 80 (6.7%) missing values	Missing
`2023` has 76 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 21.8854169)	Skewed
`2007` is highly skewed (γ1 = 23.72630377)	Skewed
`2008` is highly skewed (γ1 = 23.6095566)	Skewed
`2009` is highly skewed (γ1 = 23.7917404)	Skewed
`2010` is highly skewed (γ1 = 24.6862725)	Skewed
`2011` is highly skewed (γ1 = 24.17900174)	Skewed
`2012` is highly skewed (γ1 = 25.10105808)	Skewed
`2013` is highly skewed (γ1 = 24.60571787)	Skewed
`2014` is highly skewed (γ1 = 24.7657596)	Skewed
`2015` is highly skewed (γ1 = 23.65398437)	Skewed
`2016` is highly skewed (γ1 = 23.00883656)	Skewed
`2017` is highly skewed (γ1 = 22.64387687)	Skewed
`2018` is highly skewed (γ1 = 21.86484358)	Skewed
`2019` is highly skewed (γ1 = 22.99473798)	Skewed
`2020` is highly skewed (γ1 = 21.42338245)	Skewed
`2021` is highly skewed (γ1 = 20.99186996)	Skewed
`2022` is highly skewed (γ1 = 23.11898857)	Skewed
`2023` is highly skewed (γ1 = 23.80139296)	Skewed
`아파트매매 매입자거주지별` has unique values	Unique
`2006` has 164 (13.7%) zeros	Zeros
`2007` has 142 (11.9%) zeros	Zeros
`2008` has 137 (11.5%) zeros	Zeros
`2009` has 133 (11.1%) zeros	Zeros
`2010` has 134 (11.2%) zeros	Zeros
`2011` has 125 (10.5%) zeros	Zeros
`2012` has 144 (12.0%) zeros	Zeros
`2013` has 141 (11.8%) zeros	Zeros
`2014` has 127 (10.6%) zeros	Zeros
`2015` has 123 (10.3%) zeros	Zeros
`2016` has 128 (10.7%) zeros	Zeros
`2017` has 116 (9.7%) zeros	Zeros
`2018` has 126 (10.5%) zeros	Zeros
`2019` has 134 (11.2%) zeros	Zeros
`2020` has 121 (10.1%) zeros	Zeros
`2021` has 120 (10.0%) zeros	Zeros
`2022` has 134 (11.2%) zeros	Zeros
`2023` has 155 (13.0%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 06:31:28.451307
Analysis finished	2024-03-23 06:33:40.079836
Duration	2 minutes and 11.63 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

아파트매매 매입자거주지별
Text

UNIQUE

Distinct	1196
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	9.5 KiB

Length

Max length	24
Median length	22
Mean length	14.091137
Min length	9

Characters and Unicode

Total characters	16853
Distinct characters	153
Distinct categories	6 ?
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	1196 ?
Unique (%)	100.0%

Sample

1st row	전국 /관할시군구내
2nd row	전국 /관할시도내
3rd row	전국 /관할시도외_서울
4th row	전국 /관할시도외_기타
5th row	서울 /관할시군구내

Value	Count	Frequency (%)
경기	212	8.9%
경남	108	4.5%
경북	104	4.3%
서울	104	4.3%
전남	92	3.8%
충남	80	3.3%
충북	80	3.3%
강원	76	3.2%
전북	68	2.8%
부산	68	2.8%
Other values (1037)	1400	58.5%

Most occurring characters

Value	Count	Frequency (%)
시	1684	10.0%
관	1200	7.1%
	1196	7.1%
/	1196	7.1%
할	1196	7.1%
도	917	5.4%
구	863	5.1%
군	671	4.0%
내	598	3.5%
외	598	3.5%
Other values (143)	6734	40.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	13711	81.4%
Space Separator	1196	7.1%
Other Punctuation	1196	7.1%
Connector Punctuation	598	3.5%
Close Punctuation	76	0.5%
Open Punctuation	76	0.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
시	1684	12.3%
관	1200	8.8%
할	1196	8.7%
도	917	6.7%
구	863	6.3%
군	671	4.9%
내	598	4.4%
외	598	4.4%
기	523	3.8%
서	471	3.4%
Other values (138)	4990	36.4%

Space Separator

Value	Count	Frequency (%)
	1196	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	1196	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	598	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	76	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	76	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	13711	81.4%
Common	3142	18.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
시	1684	12.3%
관	1200	8.8%
할	1196	8.7%
도	917	6.7%
구	863	6.3%
군	671	4.9%
내	598	4.4%
외	598	4.4%
기	523	3.8%
서	471	3.4%
Other values (138)	4990	36.4%

Common

Value	Count	Frequency (%)
	1196	38.1%
/	1196	38.1%
_	598	19.0%
)	76	2.4%
(	76	2.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	13711	81.4%
ASCII	3142	18.6%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
시	1684	12.3%
관	1200	8.8%
할	1196	8.7%
도	917	6.7%
구	863	6.3%
군	671	4.9%
내	598	4.4%
외	598	4.4%
기	523	3.8%
서	471	3.4%
Other values (138)	4990	36.4%

ASCII

Value	Count	Frequency (%)
	1196	38.1%
/	1196	38.1%
_	598	19.0%
)	76	2.4%
(	76	2.4%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	276
Distinct (%)	25.1%
Missing	96
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	151.98455

Minimum	0
Maximum	30458
Zeros	164
Zeros (%)	13.7%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	16
Q3	87.25
95-th percentile	375.05
Maximum	30458
Range	30458
Interquartile range (IQR)	85.25

Descriptive statistics

Standard deviation	1086.5122
Coefficient of variation (CV)	7.1488336
Kurtosis	569.65807
Mean	151.98455
Median Absolute Deviation (MAD)	16
Skewness	21.885417
Sum	167183
Variance	1180508.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	164	13.7%
1	101	8.4%
2	52	4.3%
3	38	3.2%
4	28	2.3%
5	26	2.2%
6	24	2.0%
8	23	1.9%
7	19	1.6%
12	15	1.3%
Other values (266)	610	51.0%
(Missing)	96	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	164	13.7%
1	101	8.4%
2	52	4.3%
3	38	3.2%
4	28	2.3%
5	26	2.2%
6	24	2.0%
7	19	1.6%
8	23	1.9%
9	13	1.1%

Value	Count	Frequency (%)
30458	1	0.1%
11846	1	0.1%
9399	1	0.1%
6068	1	0.1%
5362	1	0.1%
4480	1	0.1%
3862	1	0.1%
3452	1	0.1%
2975	1	0.1%
1930	1	0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	231
Distinct (%)	21.4%
Missing	116
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	108.25741

Minimum	0
Maximum	22426
Zeros	142
Zeros (%)	11.9%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	17
Q3	59
95-th percentile	289.05
Maximum	22426
Range	22426
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	772.65988
Coefficient of variation (CV)	7.1372472
Kurtosis	656.27395
Mean	108.25741
Median Absolute Deviation (MAD)	16
Skewness	23.726304
Sum	116918
Variance	597003.28
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	142	11.9%
1	82	6.9%
2	45	3.8%
3	43	3.6%
4	41	3.4%
8	24	2.0%
5	23	1.9%
9	21	1.8%
14	18	1.5%
10	17	1.4%
Other values (221)	624	52.2%
(Missing)	116	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	142	11.9%
1	82	6.9%
2	45	3.8%
3	43	3.6%
4	41	3.4%
5	23	1.9%
6	16	1.3%
7	16	1.3%
8	24	2.0%
9	21	1.8%

Value	Count	Frequency (%)
22426	1	0.1%
7486	1	0.1%
4886	1	0.1%
4690	1	0.1%
2718	1	0.1%
2260	1	0.1%
2034	1	0.1%
1894	1	0.1%
1868	1	0.1%
1671	1	0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	241
Distinct (%)	22.1%
Missing	104
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	117.96795

Minimum	0
Maximum	23948
Zeros	137
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	18.5
Q3	68.25
95-th percentile	306.35
Maximum	23948
Range	23948
Interquartile range (IQR)	65.25

Descriptive statistics

Standard deviation	823.99746
Coefficient of variation (CV)	6.9849266
Kurtosis	652.56915
Mean	117.96795
Median Absolute Deviation (MAD)	18.5
Skewness	23.609557
Sum	128821
Variance	678971.82
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	137	11.5%
1	77	6.4%
3	43	3.6%
2	38	3.2%
5	29	2.4%
4	28	2.3%
7	25	2.1%
6	25	2.1%
17	17	1.4%
8	17	1.4%
Other values (231)	656	54.8%
(Missing)	104	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	137	11.5%
1	77	6.4%
2	38	3.2%
3	43	3.6%
4	28	2.3%
5	29	2.4%
6	25	2.1%
7	25	2.1%
8	17	1.4%
9	15	1.3%

Value	Count	Frequency (%)
23948	1	0.1%
7876	1	0.1%
5963	1	0.1%
4750	1	0.1%
3152	1	0.1%
2354	1	0.1%
2320	1	0.1%
2174	1	0.1%
1942	1	0.1%
1699	1	0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	263
Distinct (%)	24.1%
Missing	104
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	139.04853

Minimum	0
Maximum	28593
Zeros	133
Zeros (%)	11.1%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	21
Q3	77
95-th percentile	391.9
Maximum	28593
Range	28593
Interquartile range (IQR)	74

Descriptive statistics

Standard deviation	980.68569
Coefficient of variation (CV)	7.0528301
Kurtosis	660.72905
Mean	139.04853
Median Absolute Deviation (MAD)	20
Skewness	23.79174
Sum	151841
Variance	961744.42
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	133	11.1%
1	68	5.7%
2	48	4.0%
3	37	3.1%
5	31	2.6%
4	24	2.0%
6	23	1.9%
8	21	1.8%
7	20	1.7%
23	20	1.7%
Other values (253)	667	55.8%
(Missing)	104	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	133	11.1%
1	68	5.7%
2	48	4.0%
3	37	3.1%
4	24	2.0%
5	31	2.6%
6	23	1.9%
7	20	1.7%
8	21	1.8%
9	12	1.0%

Value	Count	Frequency (%)
28593	1	0.1%
9433	1	0.1%
6504	1	0.1%
5927	1	0.1%
3805	1	0.1%
3203	1	0.1%
2573	1	0.1%
2466	1	0.1%
2361	1	0.1%
1877	1	0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	254
Distinct (%)	22.8%
Missing	80
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	125.21864

Minimum	0
Maximum	26765
Zeros	134
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	18.5
Q3	67
95-th percentile	350
Maximum	26765
Range	26765
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	897.83845
Coefficient of variation (CV)	7.1701662
Kurtosis	705.26284
Mean	125.21864
Median Absolute Deviation (MAD)	17.5
Skewness	24.686272
Sum	139744
Variance	806113.88
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	134	11.2%
1	87	7.3%
2	48	4.0%
6	31	2.6%
3	30	2.5%
4	28	2.3%
5	28	2.3%
7	24	2.0%
8	21	1.8%
10	20	1.7%
Other values (244)	665	55.6%
(Missing)	80	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	134	11.2%
1	87	7.3%
2	48	4.0%
3	30	2.5%
4	28	2.3%
5	28	2.3%
6	31	2.6%
7	24	2.0%
8	21	1.8%
9	16	1.3%

Value	Count	Frequency (%)
26765	1	0.1%
8567	1	0.1%
5793	1	0.1%
4654	1	0.1%
3135	1	0.1%
2927	1	0.1%
2909	1	0.1%
1984	1	0.1%
1568	1	0.1%
1567	1	0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	287
Distinct (%)	26.0%
Missing	92
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%
Mean	155.32971

Minimum	0
Maximum	32304
Zeros	125
Zeros (%)	10.5%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	24
Q3	89.25
95-th percentile	435.4
Maximum	32304
Range	32304
Interquartile range (IQR)	86.25

Descriptive statistics

Standard deviation	1097.7372
Coefficient of variation (CV)	7.0671425
Kurtosis	678.44991
Mean	155.32971
Median Absolute Deviation (MAD)	23
Skewness	24.179002
Sum	171484
Variance	1205026.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	125	10.5%
1	76	6.4%
2	46	3.8%
3	30	2.5%
6	25	2.1%
5	25	2.1%
8	23	1.9%
4	22	1.8%
7	22	1.8%
9	20	1.7%
Other values (277)	690	57.7%
(Missing)	92	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	125	10.5%
1	76	6.4%
2	46	3.8%
3	30	2.5%
4	22	1.8%
5	25	2.1%
6	25	2.1%
7	22	1.8%
8	23	1.9%
9	20	1.7%

Value	Count	Frequency (%)
32304	1	0.1%
10622	1	0.1%
7498	1	0.1%
6951	1	0.1%
3122	1	0.1%
2765	1	0.1%
2722	1	0.1%
2582	1	0.1%
2459	1	0.1%
2319	1	0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	238
Distinct (%)	21.4%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	109.6223

Minimum	0
Maximum	24068
Zeros	144
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	15
Q3	57
95-th percentile	309.35
Maximum	24068
Range	24068
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	801.96889
Coefficient of variation (CV)	7.3157458
Kurtosis	725.28086
Mean	109.6223
Median Absolute Deviation (MAD)	15
Skewness	25.101058
Sum	121900
Variance	643154.11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	144	12.0%
1	78	6.5%
2	46	3.8%
3	40	3.3%
5	34	2.8%
4	32	2.7%
8	25	2.1%
7	24	2.0%
6	23	1.9%
14	18	1.5%
Other values (228)	648	54.2%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	144	12.0%
1	78	6.5%
2	46	3.8%
3	40	3.3%
4	32	2.7%
5	34	2.8%
6	23	1.9%
7	24	2.0%
8	25	2.1%
9	17	1.4%

Value	Count	Frequency (%)
24068	1	0.1%
6914	1	0.1%
5159	1	0.1%
4914	1	0.1%
2086	1	0.1%
2044	1	0.1%
2030	1	0.1%
2029	1	0.1%
1658	1	0.1%
1619	1	0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	265
Distinct (%)	23.8%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	132.38759

Minimum	0
Maximum	28984
Zeros	141
Zeros (%)	11.8%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	17
Q3	71.25
95-th percentile	358.45
Maximum	28984
Range	28984
Interquartile range (IQR)	69.25

Descriptive statistics

Standard deviation	975.24196
Coefficient of variation (CV)	7.3665663
Kurtosis	699.75057
Mean	132.38759
Median Absolute Deviation (MAD)	17
Skewness	24.605718
Sum	147215
Variance	951096.88
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	141	11.8%
1	87	7.3%
2	56	4.7%
3	36	3.0%
4	28	2.3%
5	25	2.1%
6	24	2.0%
8	23	1.9%
9	22	1.8%
7	21	1.8%
Other values (255)	649	54.3%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	141	11.8%
1	87	7.3%
2	56	4.7%
3	36	3.0%
4	28	2.3%
5	25	2.1%
6	24	2.0%
7	21	1.8%
8	23	1.9%
9	22	1.8%

Value	Count	Frequency (%)
28984	1	0.1%
8906	1	0.1%
7145	1	0.1%
5740	1	0.1%
3169	1	0.1%
2412	1	0.1%
2365	1	0.1%
2224	1	0.1%
2198	1	0.1%
2109	1	0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	279
Distinct (%)	24.6%
Missing	60
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	156.45335

Minimum	0
Maximum	34976
Zeros	127
Zeros (%)	10.6%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	21
Q3	85
95-th percentile	431.25
Maximum	34976
Range	34976
Interquartile range (IQR)	82

Descriptive statistics

Standard deviation	1166.6171
Coefficient of variation (CV)	7.4566455
Kurtosis	709.85801
Mean	156.45335
Median Absolute Deviation (MAD)	20
Skewness	24.76576
Sum	177731
Variance	1360995.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	127	10.6%
1	83	6.9%
3	48	4.0%
2	43	3.6%
6	31	2.6%
5	30	2.5%
4	25	2.1%
7	25	2.1%
8	18	1.5%
9	17	1.4%
Other values (269)	689	57.6%
(Missing)	60	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	127	10.6%
1	83	6.9%
2	43	3.6%
3	48	4.0%
4	25	2.1%
5	30	2.5%
6	31	2.6%
7	25	2.1%
8	18	1.5%
9	17	1.4%

Value	Count	Frequency (%)
34976	1	0.1%
10746	1	0.1%
8927	1	0.1%
6671	1	0.1%
4391	1	0.1%
2920	1	0.1%
2750	1	0.1%
2688	1	0.1%
2637	1	0.1%
2522	1	0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	299
Distinct (%)	26.6%
Missing	72
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	174.39769

Minimum	0
Maximum	37379
Zeros	123
Zeros (%)	10.3%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	25
Q3	99.5
95-th percentile	436.4
Maximum	37379
Range	37379
Interquartile range (IQR)	96.5

Descriptive statistics

Standard deviation	1277.7679
Coefficient of variation (CV)	7.326748
Kurtosis	654.03242
Mean	174.39769
Median Absolute Deviation (MAD)	24
Skewness	23.653984
Sum	196023
Variance	1632690.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	123	10.3%
1	80	6.7%
2	51	4.3%
4	37	3.1%
3	29	2.4%
5	25	2.1%
8	23	1.9%
9	22	1.8%
10	22	1.8%
6	18	1.5%
Other values (289)	694	58.0%
(Missing)	72	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123	10.3%
1	80	6.7%
2	51	4.3%
3	29	2.4%
4	37	3.1%
5	25	2.1%
6	18	1.5%
7	14	1.2%
8	23	1.9%
9	22	1.8%

Value	Count	Frequency (%)
37379	1	0.1%
12786	1	0.1%
10294	1	0.1%
7655	1	0.1%
5877	1	0.1%
3567	1	0.1%
3375	1	0.1%
3175	1	0.1%
2762	1	0.1%
2539	1	0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	270
Distinct (%)	24.0%
Missing	72
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	146.9742

Minimum	0
Maximum	30653
Zeros	128
Zeros (%)	10.7%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	21
Q3	90
95-th percentile	353.4
Maximum	30653
Range	30653
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	1061.4905
Coefficient of variation (CV)	7.2222911
Kurtosis	623.52
Mean	146.9742
Median Absolute Deviation (MAD)	20
Skewness	23.008837
Sum	165199
Variance	1126762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	128	10.7%
1	83	6.9%
2	54	4.5%
4	36	3.0%
3	34	2.8%
6	33	2.8%
8	22	1.8%
5	20	1.7%
7	19	1.6%
10	18	1.5%
Other values (260)	677	56.6%
(Missing)	72	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	128	10.7%
1	83	6.9%
2	54	4.5%
3	34	2.8%
4	36	3.0%
5	20	1.7%
6	33	2.8%
7	19	1.6%
8	22	1.8%
9	15	1.3%

Value	Count	Frequency (%)
30653	1	0.1%
11198	1	0.1%
8379	1	0.1%
6807	1	0.1%
5237	1	0.1%
3116	1	0.1%
3043	1	0.1%
3038	1	0.1%
2804	1	0.1%
2103	1	0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	258
Distinct (%)	23.2%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	132.39658

Minimum	0
Maximum	26664
Zeros	116
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	20
Q3	78
95-th percentile	315.35
Maximum	26664
Range	26664
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	933.04833
Coefficient of variation (CV)	7.0473747
Kurtosis	605.44735
Mean	132.39658
Median Absolute Deviation (MAD)	19
Skewness	22.643877
Sum	147225
Variance	870579.18
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	116	9.7%
1	91	7.6%
2	63	5.3%
3	38	3.2%
5	37	3.1%
4	31	2.6%
7	25	2.1%
8	19	1.6%
9	17	1.4%
11	15	1.3%
Other values (248)	660	55.2%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	116	9.7%
1	91	7.6%
2	63	5.3%
3	38	3.2%
4	31	2.6%
5	37	3.1%
6	13	1.1%
7	25	2.1%
8	19	1.6%
9	17	1.4%

Value	Count	Frequency (%)
26664	1	0.1%
10047	1	0.1%
7083	1	0.1%
6394	1	0.1%
4416	1	0.1%
2950	1	0.1%
2816	1	0.1%
2632	1	0.1%
1936	1	0.1%
1888	1	0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	261
Distinct (%)	23.4%
Missing	80
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	124.07885

Minimum	0
Maximum	24118
Zeros	126
Zeros (%)	10.5%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	17
Q3	75
95-th percentile	329.5
Maximum	24118
Range	24118
Interquartile range (IQR)	73

Descriptive statistics

Standard deviation	858.25902
Coefficient of variation (CV)	6.9170451
Kurtosis	568.68746
Mean	124.07885
Median Absolute Deviation (MAD)	17
Skewness	21.864844
Sum	138472
Variance	736608.54
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	126	10.5%
1	91	7.6%
2	65	5.4%
3	35	2.9%
4	34	2.8%
5	30	2.5%
7	29	2.4%
8	19	1.6%
9	18	1.5%
10	17	1.4%
Other values (251)	652	54.5%
(Missing)	80	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	126	10.5%
1	91	7.6%
2	65	5.4%
3	35	2.9%
4	34	2.8%
5	30	2.5%
6	17	1.4%
7	29	2.4%
8	19	1.6%
9	18	1.5%

Value	Count	Frequency (%)
24118	1	0.1%
9800	1	0.1%
6940	1	0.1%
6094	1	0.1%
3612	1	0.1%
3161	1	0.1%
3020	1	0.1%
2611	1	0.1%
2147	1	0.1%
1663	1	0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	252
Distinct (%)	22.7%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	119.57824

Minimum	0
Maximum	23957
Zeros	134
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	18
Q3	74.25
95-th percentile	314.35
Maximum	23957
Range	23957
Interquartile range (IQR)	72.25

Descriptive statistics

Standard deviation	832.93263
Coefficient of variation (CV)	6.9655871
Kurtosis	620.6971
Mean	119.57824
Median Absolute Deviation (MAD)	18
Skewness	22.994738
Sum	132971
Variance	693776.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	134	11.2%
1	101	8.4%
2	48	4.0%
3	30	2.5%
4	29	2.4%
5	28	2.3%
7	26	2.2%
6	22	1.8%
8	20	1.7%
12	19	1.6%
Other values (242)	655	54.8%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	134	11.2%
1	101	8.4%
2	48	4.0%
3	30	2.5%
4	29	2.4%
5	28	2.3%
6	22	1.8%
7	26	2.2%
8	20	1.7%
9	14	1.2%

Value	Count	Frequency (%)
23957	1	0.1%
8992	1	0.1%
6133	1	0.1%
6020	1	0.1%
2599	1	0.1%
2586	1	0.1%
2306	1	0.1%
1832	1	0.1%
1754	1	0.1%
1616	1	0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	326
Distinct (%)	29.3%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	206.46403

Minimum	0
Maximum	38385
Zeros	121
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	33
Q3	124.25
95-th percentile	543.05
Maximum	38385
Range	38385
Interquartile range (IQR)	120.25

Descriptive statistics

Standard deviation	1384.892
Coefficient of variation (CV)	6.7076672
Kurtosis	544.84007
Mean	206.46403
Median Absolute Deviation (MAD)	32
Skewness	21.423382
Sum	229588
Variance	1917925.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	121	10.1%
1	76	6.4%
2	41	3.4%
3	35	2.9%
5	27	2.3%
7	23	1.9%
6	19	1.6%
8	18	1.5%
4	17	1.4%
9	16	1.3%
Other values (316)	719	60.1%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	121	10.1%
1	76	6.4%
2	41	3.4%
3	35	2.9%
4	17	1.4%
5	27	2.3%
6	19	1.6%
7	23	1.9%
8	18	1.5%
9	16	1.3%

Value	Count	Frequency (%)
38385	1	0.1%
16556	1	0.1%
11332	1	0.1%
11003	1	0.1%
5742	1	0.1%
4922	1	0.1%
3499	1	0.1%
3400	1	0.1%
3088	1	0.1%
2715	1	0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	266
Distinct (%)	23.8%
Missing	80
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	137.86201

Minimum	0
Maximum	24512
Zeros	120
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	26
Q3	86
95-th percentile	380.25
Maximum	24512
Range	24512
Interquartile range (IQR)	82

Descriptive statistics

Standard deviation	892.30398
Coefficient of variation (CV)	6.472443
Kurtosis	525.68036
Mean	137.86201
Median Absolute Deviation (MAD)	25
Skewness	20.99187
Sum	153854
Variance	796206.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	120	10.0%
1	71	5.9%
2	37	3.1%
3	34	2.8%
4	33	2.8%
5	30	2.5%
6	21	1.8%
11	18	1.5%
7	17	1.4%
26	15	1.3%
Other values (256)	720	60.2%
(Missing)	80	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	120	10.0%
1	71	5.9%
2	37	3.1%
3	34	2.8%
4	33	2.8%
5	30	2.5%
6	21	1.8%
7	17	1.4%
8	14	1.2%
9	12	1.0%

Value	Count	Frequency (%)
24512	1	0.1%
10394	1	0.1%
8909	1	0.1%
6160	1	0.1%
4039	1	0.1%
3489	1	0.1%
2477	1	0.1%
2392	1	0.1%
1644	1	0.1%
1588	1	0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	181
Distinct (%)	16.2%
Missing	80
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	58.61828

Minimum	0
Maximum	11445
Zeros	134
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	11
Q3	33
95-th percentile	171.25
Maximum	11445
Range	11445
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	396.27303
Coefficient of variation (CV)	6.7602297
Kurtosis	627.52873
Mean	58.61828
Median Absolute Deviation (MAD)	10
Skewness	23.118989
Sum	65418
Variance	157032.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	134	11.2%
1	100	8.4%
2	55	4.6%
3	47	3.9%
5	43	3.6%
4	41	3.4%
8	38	3.2%
11	29	2.4%
10	28	2.3%
6	27	2.3%
Other values (171)	574	48.0%
(Missing)	80	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	134	11.2%
1	100	8.4%
2	55	4.6%
3	47	3.9%
4	41	3.4%
5	43	3.6%
6	27	2.3%
7	22	1.8%
8	38	3.2%
9	21	1.8%

Value	Count	Frequency (%)
11445	1	0.1%
3897	1	0.1%
3776	1	0.1%
2116	1	0.1%
1401	1	0.1%
1312	1	0.1%
1008	1	0.1%
966	1	0.1%
775	1	0.1%
739	1	0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	209
Distinct (%)	18.7%
Missing	76
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	86.809821

Minimum	0
Maximum	18118
Zeros	155
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	13
Q3	50
95-th percentile	251
Maximum	18118
Range	18118
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	618.99565
Coefficient of variation (CV)	7.1304795
Kurtosis	658.84257
Mean	86.809821
Median Absolute Deviation (MAD)	13
Skewness	23.801393
Sum	97227
Variance	383155.62
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	155	13.0%
1	90	7.5%
2	53	4.4%
3	43	3.6%
4	40	3.3%
5	34	2.8%
7	27	2.3%
13	26	2.2%
8	23	1.9%
10	20	1.7%
Other values (199)	609	50.9%
(Missing)	76	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	155	13.0%
1	90	7.5%
2	53	4.4%
3	43	3.6%
4	40	3.3%
5	34	2.8%
6	19	1.6%
7	27	2.3%
8	23	1.9%
9	18	1.5%

Value	Count	Frequency (%)
18118	1	0.1%
6633	1	0.1%
4352	1	0.1%
4026	1	0.1%
2021	1	0.1%
1597	1	0.1%
1503	1	0.1%
1202	1	0.1%
1148	1	0.1%
1138	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	0.875	0.848	0.875	0.822	0.975	0.858	0.894	0.894	0.848	0.875	0.901	0.925	0.875	0.875	0.980	0.958	0.848
2007	0.875	1.000	0.991	1.000	0.986	1.000	1.000	0.991	0.991	0.998	0.995	0.999	0.998	0.995	0.995	0.926	0.853	0.991
2008	0.848	0.991	1.000	0.991	0.998	0.938	0.907	0.991	0.991	0.986	0.986	0.990	0.989	0.986	0.991	0.961	0.927	0.986
2009	0.875	1.000	0.991	1.000	0.986	1.000	1.000	0.991	0.991	0.998	0.995	0.999	0.998	0.995	0.995	0.926	0.853	0.991
2010	0.822	0.986	0.998	0.986	1.000	0.922	0.887	0.986	0.986	0.983	0.983	0.985	0.984	0.983	0.986	0.955	0.938	0.983
2011	0.975	1.000	0.938	1.000	0.922	1.000	1.000	0.938	0.938	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.978	1.000
2012	0.858	1.000	0.907	1.000	0.887	1.000	1.000	0.907	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.869	1.000
2013	0.894	0.991	0.991	0.991	0.986	0.938	0.907	1.000	1.000	0.995	0.991	0.990	0.989	0.991	0.986	0.950	0.853	0.986
2014	0.894	0.991	0.991	0.991	0.986	0.938	0.907	1.000	1.000	0.995	0.991	0.990	0.989	0.991	0.986	0.950	0.853	0.986
2015	0.848	0.998	0.986	0.998	0.983	1.000	1.000	0.995	0.995	1.000	0.998	0.996	0.995	0.998	0.991	0.913	0.829	0.991
2016	0.875	0.995	0.986	0.995	0.983	1.000	1.000	0.991	0.991	0.998	1.000	0.994	0.998	0.995	0.991	0.913	0.829	0.991
2017	0.901	0.999	0.990	0.999	0.985	1.000	1.000	0.990	0.990	0.996	0.994	1.000	1.000	0.999	0.999	0.946	0.845	0.996
2018	0.925	0.998	0.989	0.998	0.984	1.000	1.000	0.989	0.989	0.995	0.998	1.000	1.000	0.998	0.998	0.938	0.841	0.995
2019	0.875	0.995	0.986	0.995	0.983	1.000	1.000	0.991	0.991	0.998	0.995	0.999	0.998	1.000	0.995	0.926	0.829	0.998
2020	0.875	0.995	0.991	0.995	0.986	1.000	1.000	0.986	0.986	0.991	0.991	0.999	0.998	0.995	1.000	0.961	0.853	0.998
2021	0.980	0.926	0.961	0.926	0.955	1.000	1.000	0.950	0.950	0.913	0.913	0.946	0.938	0.926	0.961	1.000	0.997	0.938
2022	0.958	0.853	0.927	0.853	0.938	0.978	0.869	0.853	0.853	0.829	0.829	0.845	0.841	0.829	0.853	0.997	1.000	0.829
2023	0.848	0.991	0.986	0.991	0.983	1.000	1.000	0.986	0.986	0.991	0.991	0.996	0.995	0.998	0.998	0.938	0.829	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	0.952	0.930	0.923	0.906	0.918	0.919	0.945	0.952	0.958	0.957	0.957	0.956	0.956	0.953	0.924	0.866	0.935
2007	0.952	1.000	0.963	0.932	0.933	0.937	0.936	0.947	0.949	0.951	0.948	0.947	0.936	0.947	0.951	0.943	0.907	0.942
2008	0.930	0.963	1.000	0.946	0.942	0.936	0.932	0.948	0.945	0.946	0.942	0.941	0.934	0.942	0.942	0.941	0.914	0.940
2009	0.923	0.932	0.946	1.000	0.952	0.948	0.936	0.949	0.946	0.949	0.947	0.944	0.938	0.944	0.944	0.930	0.902	0.939
2010	0.906	0.933	0.942	0.952	1.000	0.962	0.951	0.954	0.950	0.944	0.936	0.933	0.921	0.940	0.941	0.935	0.921	0.942
2011	0.918	0.937	0.936	0.948	0.962	1.000	0.969	0.965	0.957	0.954	0.943	0.943	0.934	0.950	0.955	0.944	0.928	0.953
2012	0.919	0.936	0.932	0.936	0.951	0.969	1.000	0.971	0.960	0.957	0.943	0.943	0.932	0.947	0.948	0.937	0.922	0.951
2013	0.945	0.947	0.948	0.949	0.954	0.965	0.971	1.000	0.981	0.977	0.967	0.966	0.958	0.969	0.967	0.946	0.924	0.968
2014	0.952	0.949	0.945	0.946	0.950	0.957	0.960	0.981	1.000	0.983	0.972	0.970	0.961	0.968	0.968	0.944	0.911	0.966
2015	0.958	0.951	0.946	0.949	0.944	0.954	0.957	0.977	0.983	1.000	0.981	0.977	0.968	0.969	0.970	0.944	0.905	0.966
2016	0.957	0.948	0.942	0.947	0.936	0.943	0.943	0.967	0.972	0.981	1.000	0.984	0.974	0.972	0.969	0.942	0.900	0.963
2017	0.957	0.947	0.941	0.944	0.933	0.943	0.943	0.966	0.970	0.977	0.984	1.000	0.981	0.976	0.970	0.941	0.901	0.965
2018	0.956	0.936	0.934	0.938	0.921	0.934	0.932	0.958	0.961	0.968	0.974	0.981	1.000	0.978	0.965	0.932	0.886	0.959
2019	0.956	0.947	0.942	0.944	0.940	0.950	0.947	0.969	0.968	0.969	0.972	0.976	0.978	1.000	0.981	0.950	0.916	0.974
2020	0.953	0.951	0.942	0.944	0.941	0.955	0.948	0.967	0.968	0.970	0.969	0.970	0.965	0.981	1.000	0.968	0.929	0.977
2021	0.924	0.943	0.941	0.930	0.935	0.944	0.937	0.946	0.944	0.944	0.942	0.941	0.932	0.950	0.968	1.000	0.968	0.967
2022	0.866	0.907	0.914	0.902	0.921	0.928	0.922	0.924	0.911	0.905	0.900	0.901	0.886	0.916	0.929	0.968	1.000	0.951
2023	0.935	0.942	0.940	0.939	0.942	0.953	0.951	0.968	0.966	0.966	0.963	0.965	0.959	0.974	0.977	0.967	0.951	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

	아파트매매 매입자거주지별	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국 /관할시군구내	30458	22426	23948	28593	26765	32304	24068	28984	34976	37379	30653	26664	24118	23957	38385	24512	11445	18118
1	전국 /관할시도내	11846	7486	7876	9433	8567	10622	6914	8906	10746	12786	11198	10047	9800	8992	16556	10394	3897	6633
2	전국 /관할시도외_서울	3862	2718	3152	3805	2909	3122	2030	2224	2688	3175	3043	2950	3020	2306	4922	4039	1312	1503
3	전국 /관할시도외_기타	6068	4690	5963	5927	5793	7498	5159	5740	6671	7655	6807	6394	6094	6133	11332	8909	3776	4026
4	서울 /관할시군구내	5362	2260	2320	3203	1984	2765	2029	3169	4391	5877	5237	4416	3612	2586	3088	1569	458	1138
5	서울 /관할시도내	3452	1529	1516	1877	1072	1366	892	1362	1841	2762	3116	2632	2611	1832	2555	1424	354	933
6	서울 /관할시도외_서울	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
7	서울 /관할시도외_기타	1819	772	774	1094	618	751	516	775	1045	1667	1525	1522	1478	1119	1465	691	192	596
8	서울 종로구/관할시군구내	25	14	16	21	14	24	21	24	28	41	33	30	27	19	21	12	3	10
9	서울 종로구/관할시도내	32	17	19	20	11	16	11	17	18	26	27	26	40	24	36	21	5	11

	아파트매매 매입자거주지별	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
1186	제주 /관할시도외_서울	4	9	8	6	8	13	14	13	17	15	19	12	15	9	12	19	8	9
1187	제주 /관할시도외_기타	12	15	13	14	20	26	30	35	36	50	34	31	23	19	36	52	25	13
1188	제주 제주시/관할시군구내	129	185	135	143	218	232	176	199	249	208	188	124	161	144	185	197	136	99
1189	제주 제주시/관할시도내	6	12	12	14	13	17	12	14	19	16	12	7	7	7	10	8	5	4
1190	제주 제주시/관할시도외_서울	3	7	5	5	6	10	10	8	13	11	13	7	7	6	8	11	4	4
1191	제주 제주시/관할시도외_기타	10	12	10	12	16	19	21	26	30	28	20	17	15	12	20	26	14	8
1192	제주 서귀포시/관할시군구내	8	33	52	30	27	52	29	43	32	50	47	31	32	25	44	50	34	33
1193	제주 서귀포시/관할시도내	2	2	3	2	3	3	2	5	3	4	6	5	3	4	7	7	4	3
1194	제주 서귀포시/관할시도외_서울	1	2	2	1	2	3	5	5	4	4	6	5	8	3	4	8	4	5
1195	제주 서귀포시/관할시도외_기타	1	3	3	3	4	6	10	9	6	21	14	13	9	7	16	26	11	5

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Other Punctuation

Connector Punctuation

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample