gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	1794
Missing cells	2190
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	298.0 KiB
Average record size in memory	170.1 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 건축물 거래현황의 연도별 거래원인별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068219/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 132 (7.4%) missing values	Missing
`2007` has 162 (9.0%) missing values	Missing
`2008` has 150 (8.4%) missing values	Missing
`2009` has 150 (8.4%) missing values	Missing
`2010` has 114 (6.4%) missing values	Missing
`2011` has 132 (7.4%) missing values	Missing
`2012` has 120 (6.7%) missing values	Missing
`2013` has 120 (6.7%) missing values	Missing
`2014` has 78 (4.3%) missing values	Missing
`2015` has 102 (5.7%) missing values	Missing
`2016` has 102 (5.7%) missing values	Missing
`2017` has 120 (6.7%) missing values	Missing
`2018` has 114 (6.4%) missing values	Missing
`2019` has 120 (6.7%) missing values	Missing
`2020` has 120 (6.7%) missing values	Missing
`2021` has 120 (6.7%) missing values	Missing
`2022` has 120 (6.7%) missing values	Missing
`2023` has 114 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 30.81687272)	Skewed
`2007` is highly skewed (γ1 = 31.33262598)	Skewed
`2008` is highly skewed (γ1 = 32.71303294)	Skewed
`2009` is highly skewed (γ1 = 33.02127193)	Skewed
`2010` is highly skewed (γ1 = 33.51537128)	Skewed
`2011` is highly skewed (γ1 = 34.15221834)	Skewed
`2013` is highly skewed (γ1 = 33.33873973)	Skewed
`2014` is highly skewed (γ1 = 33.02278559)	Skewed
`2015` is highly skewed (γ1 = 31.55314235)	Skewed
`2016` is highly skewed (γ1 = 31.45379432)	Skewed
`2017` is highly skewed (γ1 = 27.35002578)	Skewed
`2018` is highly skewed (γ1 = 25.63818694)	Skewed
`2019` is highly skewed (γ1 = 26.82730487)	Skewed
`2020` is highly skewed (γ1 = 29.92108988)	Skewed
`2021` is highly skewed (γ1 = 30.32327629)	Skewed
`2022` is highly skewed (γ1 = 29.08185233)	Skewed
`2023` is highly skewed (γ1 = 29.97512476)	Skewed
`지역_거래원인` has unique values	Unique
`2006` has 327 (18.2%) zeros	Zeros
`2007` has 331 (18.5%) zeros	Zeros
`2008` has 349 (19.5%) zeros	Zeros
`2009` has 352 (19.6%) zeros	Zeros
`2010` has 365 (20.3%) zeros	Zeros
`2011` has 339 (18.9%) zeros	Zeros
`2012` has 336 (18.7%) zeros	Zeros
`2013` has 332 (18.5%) zeros	Zeros
`2014` has 317 (17.7%) zeros	Zeros
`2015` has 299 (16.7%) zeros	Zeros
`2016` has 293 (16.3%) zeros	Zeros
`2017` has 288 (16.1%) zeros	Zeros
`2018` has 286 (15.9%) zeros	Zeros
`2019` has 285 (15.9%) zeros	Zeros
`2020` has 257 (14.3%) zeros	Zeros
`2021` has 252 (14.0%) zeros	Zeros
`2022` has 256 (14.3%) zeros	Zeros
`2023` has 275 (15.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-16 04:21:01.418594
Analysis finished	2024-03-16 04:21:38.856945
Duration	37.44 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_거래원인
Text

UNIQUE

Distinct	1794
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	14.1 KiB

Length

Max length	20
Median length	9
Mean length	9.5379041
Min length	5

Characters and Unicode

Total characters	17111
Distinct characters	154
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	1794 ?
Unique (%)	100.0%

Sample

1st row	전국_매매
2nd row	전국_판결
3rd row	전국_교환
4th row	전국_증여
5th row	전국_분양권

Value	Count	Frequency (%)
경기	312	8.4%
경남	156	4.2%
서울	150	4.1%
경북	150	4.1%
전남	132	3.6%
충북	114	3.1%
충남	114	3.1%
강원	108	2.9%
부산	96	2.6%
전북	96	2.6%
Other values (1659)	2268	61.4%

Most occurring characters

Value	Count	Frequency (%)
	1902	11.1%
_	1794	10.5%
구	828	4.8%
시	732	4.3%
경	654	3.8%
기	635	3.7%
매	598	3.5%
군	558	3.3%
남	534	3.1%
양	443	2.6%
Other values (144)	8433	49.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	13223	77.3%
Space Separator	1902	11.1%
Connector Punctuation	1794	10.5%
Close Punctuation	96	0.6%
Open Punctuation	96	0.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	828	6.3%
시	732	5.5%
경	654	4.9%
기	635	4.8%
매	598	4.5%
군	558	4.2%
남	534	4.0%
양	443	3.4%
북	432	3.3%
여	323	2.4%
Other values (140)	7486	56.6%

Space Separator

Value	Count	Frequency (%)
	1902	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1794	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	96	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	96	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	13223	77.3%
Common	3888	22.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	828	6.3%
시	732	5.5%
경	654	4.9%
기	635	4.8%
매	598	4.5%
군	558	4.2%
남	534	4.0%
양	443	3.4%
북	432	3.3%
여	323	2.4%
Other values (140)	7486	56.6%

Common

Value	Count	Frequency (%)
	1902	48.9%
_	1794	46.1%
)	96	2.5%
(	96	2.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	13223	77.3%
ASCII	3888	22.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1902	48.9%
_	1794	46.1%
)	96	2.5%
(	96	2.5%

Hangul

Value	Count	Frequency (%)
구	828	6.3%
시	732	5.5%
경	654	4.9%
기	635	4.8%
매	598	4.5%
군	558	4.2%
남	534	4.0%
양	443	3.4%
북	432	3.3%
여	323	2.4%
Other values (140)	7486	56.6%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	415
Distinct (%)	25.0%
Missing	132
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	318.09687

Minimum	0
Maximum	116872
Zeros	327
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	19
Q3	100
95-th percentile	994.2
Maximum	116872
Range	116872
Interquartile range (IQR)	99

Descriptive statistics

Standard deviation	3193.9996
Coefficient of variation (CV)	10.040965
Kurtosis	1082.818
Mean	318.09687
Median Absolute Deviation (MAD)	19
Skewness	30.816873
Sum	528677
Variance	10201633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	327	18.2%
1	134	7.5%
2	64	3.6%
3	47	2.6%
4	30	1.7%
5	28	1.6%
6	26	1.4%
10	24	1.3%
12	19	1.1%
8	18	1.0%
Other values (405)	945	52.7%
(Missing)	132	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	327	18.2%
1	134	7.5%
2	64	3.6%
3	47	2.6%
4	30	1.7%
5	28	1.6%
6	26	1.4%
7	17	0.9%
8	18	1.0%
9	12	0.7%

Value	Count	Frequency (%)
116872	1	0.1%
36309	1	0.1%
25393	1	0.1%
23991	1	0.1%
16984	1	0.1%
8338	1	0.1%
7735	1	0.1%
6429	1	0.1%
6245	1	0.1%
6072	1	0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	386
Distinct (%)	23.7%
Missing	162
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	271.77757

Minimum	0
Maximum	100097
Zeros	331
Zeros (%)	18.5%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	11
Q3	78
95-th percentile	787.9
Maximum	100097
Range	100097
Interquartile range (IQR)	77

Descriptive statistics

Standard deviation	2726.9416
Coefficient of variation (CV)	10.033726
Kurtosis	1112.4215
Mean	271.77757
Median Absolute Deviation (MAD)	11
Skewness	31.332626
Sum	443541
Variance	7436210.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	331	18.5%
1	168	9.4%
2	84	4.7%
4	48	2.7%
3	46	2.6%
7	25	1.4%
5	24	1.3%
8	23	1.3%
6	22	1.2%
10	20	1.1%
Other values (376)	841	46.9%
(Missing)	162	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	331	18.5%
1	168	9.4%
2	84	4.7%
3	46	2.6%
4	48	2.7%
5	24	1.3%
6	22	1.2%
7	25	1.4%
8	23	1.3%
9	13	0.7%

Value	Count	Frequency (%)
100097	1	0.1%
26372	1	0.1%
24545	1	0.1%
18089	1	0.1%
8636	1	0.1%
7592	1	0.1%
7180	1	0.1%
7037	1	0.1%
6286	1	0.1%
5377	1	0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	375
Distinct (%)	22.8%
Missing	150
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	250.06387

Minimum	0
Maximum	98210
Zeros	349
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	10
Q3	65
95-th percentile	734.8
Maximum	98210
Range	98210
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	2621.064
Coefficient of variation (CV)	10.481578
Kurtosis	1195.6565
Mean	250.06387
Median Absolute Deviation (MAD)	10
Skewness	32.713033
Sum	411105
Variance	6869976.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	349	19.5%
1	137	7.6%
3	72	4.0%
2	69	3.8%
4	40	2.2%
5	35	2.0%
7	31	1.7%
6	30	1.7%
8	26	1.4%
11	23	1.3%
Other values (365)	832	46.4%
(Missing)	150	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	349	19.5%
1	137	7.6%
2	69	3.8%
3	72	4.0%
4	40	2.2%
5	35	2.0%
6	30	1.7%
7	31	1.7%
8	26	1.4%
9	20	1.1%

Value	Count	Frequency (%)
98210	1	0.1%
23078	1	0.1%
20631	1	0.1%
16412	1	0.1%
7438	1	0.1%
7185	1	0.1%
7049	1	0.1%
6603	1	0.1%
5627	1	0.1%
5226	1	0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	391
Distinct (%)	23.8%
Missing	150
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	252.69465

Minimum	0
Maximum	100014
Zeros	352
Zeros (%)	19.6%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	10
Q3	67.25
95-th percentile	754.25
Maximum	100014
Range	100014
Interquartile range (IQR)	66.25

Descriptive statistics

Standard deviation	2658.1019
Coefficient of variation (CV)	10.519027
Kurtosis	1214.8386
Mean	252.69465
Median Absolute Deviation (MAD)	10
Skewness	33.021272
Sum	415430
Variance	7065505.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	352	19.6%
1	148	8.2%
2	88	4.9%
3	55	3.1%
4	46	2.6%
5	34	1.9%
7	24	1.3%
6	23	1.3%
8	22	1.2%
11	19	1.1%
Other values (381)	833	46.4%
(Missing)	150	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	352	19.6%
1	148	8.2%
2	88	4.9%
3	55	3.1%
4	46	2.6%
5	34	1.9%
6	23	1.3%
7	24	1.3%
8	22	1.2%
9	18	1.0%

Value	Count	Frequency (%)
100014	1	0.1%
23208	1	0.1%
18837	1	0.1%
16259	1	0.1%
7594	1	0.1%
7384	1	0.1%
7231	1	0.1%
6475	1	0.1%
6180	1	0.1%
5093	1	0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	389
Distinct (%)	23.2%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	243.32976

Minimum	0
Maximum	96553
Zeros	365
Zeros (%)	20.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	10
Q3	72
95-th percentile	736.35
Maximum	96553
Range	96553
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	2532.1698
Coefficient of variation (CV)	10.40633
Kurtosis	1252.5335
Mean	243.32976
Median Absolute Deviation (MAD)	10
Skewness	33.515371
Sum	408794
Variance	6411884.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	365	20.3%
1	168	9.4%
2	78	4.3%
3	57	3.2%
4	53	3.0%
5	28	1.6%
6	26	1.4%
9	20	1.1%
13	20	1.1%
8	19	1.1%
Other values (379)	846	47.2%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	365	20.3%
1	168	9.4%
2	78	4.3%
3	57	3.2%
4	53	3.0%
5	28	1.6%
6	26	1.4%
7	17	0.9%
8	19	1.1%
9	20	1.1%

Value	Count	Frequency (%)
96553	1	0.1%
19765	1	0.1%
19471	1	0.1%
11541	1	0.1%
9157	1	0.1%
8809	1	0.1%
8417	1	0.1%
7724	1	0.1%
6309	1	0.1%
5265	1	0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	379
Distinct (%)	22.8%
Missing	132
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	282.60469

Minimum	0
Maximum	115835
Zeros	339
Zeros (%)	18.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	11
Q3	75
95-th percentile	838
Maximum	115835
Range	115835
Interquartile range (IQR)	74

Descriptive statistics

Standard deviation	3025.7251
Coefficient of variation (CV)	10.706564
Kurtosis	1285.9567
Mean	282.60469
Median Absolute Deviation (MAD)	11
Skewness	34.152218
Sum	469689
Variance	9155012.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	339	18.9%
1	160	8.9%
2	81	4.5%
3	71	4.0%
4	42	2.3%
9	26	1.4%
5	23	1.3%
7	22	1.2%
6	22	1.2%
13	19	1.1%
Other values (369)	857	47.8%
(Missing)	132	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	339	18.9%
1	160	8.9%
2	81	4.5%
3	71	4.0%
4	42	2.3%
5	23	1.3%
6	22	1.2%
7	22	1.2%
8	14	0.8%
9	26	1.4%

Value	Count	Frequency (%)
115835	1	0.1%
24455	1	0.1%
18288	1	0.1%
13628	1	0.1%
9841	1	0.1%
9667	1	0.1%
8796	1	0.1%
8363	1	0.1%
7759	1	0.1%
5812	1	0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	392
Distinct (%)	23.4%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	414.70908

Minimum	0
Maximum	99773
Zeros	336
Zeros (%)	18.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	11
Q3	77
95-th percentile	751.05
Maximum	99773
Range	99773
Interquartile range (IQR)	76

Descriptive statistics

Standard deviation	4745.4938
Coefficient of variation (CV)	11.442946
Kurtosis	386.42824
Mean	414.70908
Median Absolute Deviation (MAD)	11
Skewness	19.415454
Sum	694223
Variance	22519711
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	336	18.7%
1	144	8.0%
2	84	4.7%
4	54	3.0%
3	48	2.7%
5	35	2.0%
7	26	1.4%
6	25	1.4%
9	23	1.3%
11	23	1.3%
Other values (382)	876	48.8%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	336	18.7%
1	144	8.0%
2	84	4.7%
3	48	2.7%
4	54	3.0%
5	35	2.0%
6	25	1.4%
7	26	1.4%
8	22	1.2%
9	23	1.3%

Value	Count	Frequency (%)
99773	1	0.1%
94672	1	0.1%
93890	1	0.1%
93853	1	0.1%
19224	1	0.1%
18703	1	0.1%
11352	1	0.1%
8698	1	0.1%
7492	1	0.1%
7213	1	0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	404
Distinct (%)	24.1%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	273.91517

Minimum	0
Maximum	106885
Zeros	332
Zeros (%)	18.5%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	13
Q3	82
95-th percentile	770.35
Maximum	106885
Range	106885
Interquartile range (IQR)	81

Descriptive statistics

Standard deviation	2813.9779
Coefficient of variation (CV)	10.273173
Kurtosis	1238.723
Mean	273.91517
Median Absolute Deviation (MAD)	13
Skewness	33.33874
Sum	458534
Variance	7918471.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	332	18.5%
1	140	7.8%
2	84	4.7%
3	50	2.8%
4	40	2.2%
5	29	1.6%
7	29	1.6%
10	24	1.3%
9	24	1.3%
6	23	1.3%
Other values (394)	899	50.1%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	332	18.5%
1	140	7.8%
2	84	4.7%
3	50	2.8%
4	40	2.2%
5	29	1.6%
6	23	1.3%
7	29	1.6%
8	19	1.1%
9	24	1.3%

Value	Count	Frequency (%)
106885	1	0.1%
24100	1	0.1%
22292	1	0.1%
13317	1	0.1%
8689	1	0.1%
8199	1	0.1%
7781	1	0.1%
7516	1	0.1%
7417	1	0.1%
5941	1	0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	436
Distinct (%)	25.4%
Missing	78
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	316.45804

Minimum	0
Maximum	124356
Zeros	317
Zeros (%)	17.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	15
Q3	96
95-th percentile	926.25
Maximum	124356
Range	124356
Interquartile range (IQR)	95

Descriptive statistics

Standard deviation	3266.1852
Coefficient of variation (CV)	10.321069
Kurtosis	1222.9347
Mean	316.45804
Median Absolute Deviation (MAD)	15
Skewness	33.022786
Sum	543042
Variance	10667966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	317	17.7%
1	162	9.0%
2	79	4.4%
3	60	3.3%
5	34	1.9%
8	33	1.8%
4	31	1.7%
6	26	1.4%
11	21	1.2%
16	21	1.2%
Other values (426)	932	52.0%
(Missing)	78	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	317	17.7%
1	162	9.0%
2	79	4.4%
3	60	3.3%
4	31	1.7%
5	34	1.9%
6	26	1.4%
7	14	0.8%
8	33	1.8%
9	20	1.1%

Value	Count	Frequency (%)
124356	1	0.1%
31281	1	0.1%
29133	1	0.1%
16641	1	0.1%
10161	1	0.1%
9277	1	0.1%
9087	1	0.1%
8677	1	0.1%
8030	1	0.1%
7002	1	0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	472
Distinct (%)	27.9%
Missing	102
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	410.48227

Minimum	0
Maximum	149719
Zeros	299
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	17
Q3	114.25
95-th percentile	1205.9
Maximum	149719
Range	149719
Interquartile range (IQR)	113.25

Descriptive statistics

Standard deviation	4020.0271
Coefficient of variation (CV)	9.7934244
Kurtosis	1136.6203
Mean	410.48227
Median Absolute Deviation (MAD)	17
Skewness	31.553142
Sum	694536
Variance	16160618
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	299	16.7%
1	149	8.3%
2	83	4.6%
3	62	3.5%
4	35	2.0%
5	26	1.4%
6	24	1.3%
9	22	1.2%
8	20	1.1%
13	20	1.1%
Other values (462)	952	53.1%
(Missing)	102	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	299	16.7%
1	149	8.3%
2	83	4.6%
3	62	3.5%
4	35	2.0%
5	26	1.4%
6	24	1.3%
7	19	1.1%
8	20	1.1%
9	22	1.2%

Value	Count	Frequency (%)
149719	1	0.1%
39664	1	0.1%
36295	1	0.1%
25241	1	0.1%
14573	1	0.1%
12127	1	0.1%
10458	1	0.1%
10280	1	0.1%
10001	1	0.1%
9003	1	0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	467
Distinct (%)	27.6%
Missing	102
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	372.76773

Minimum	0
Maximum	138590
Zeros	293
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	18
Q3	117.5
95-th percentile	1083.7
Maximum	138590
Range	138590
Interquartile range (IQR)	116.5

Descriptive statistics

Standard deviation	3734.6272
Coefficient of variation (CV)	10.018644
Kurtosis	1123.7864
Mean	372.76773
Median Absolute Deviation (MAD)	18
Skewness	31.453794
Sum	630723
Variance	13947440
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	293	16.3%
1	148	8.2%
2	78	4.3%
3	44	2.5%
4	40	2.2%
6	28	1.6%
5	26	1.4%
7	24	1.3%
10	22	1.2%
11	21	1.2%
Other values (457)	968	54.0%
(Missing)	102	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	293	16.3%
1	148	8.2%
2	78	4.3%
3	44	2.5%
4	40	2.2%
5	26	1.4%
6	28	1.6%
7	24	1.3%
8	19	1.1%
9	13	0.7%

Value	Count	Frequency (%)
138590	1	0.1%
39181	1	0.1%
36528	1	0.1%
24535	1	0.1%
12492	1	0.1%
11721	1	0.1%
11237	1	0.1%
8797	1	0.1%
8212	1	0.1%
6620	1	0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	461
Distinct (%)	27.5%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	385.49164

Minimum	0
Maximum	122756
Zeros	288
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	18
Q3	130
95-th percentile	1100.8
Maximum	122756
Range	122756
Interquartile range (IQR)	129

Descriptive statistics

Standard deviation	3606.2814
Coefficient of variation (CV)	9.3550184
Kurtosis	855.53944
Mean	385.49164
Median Absolute Deviation (MAD)	18
Skewness	27.350026
Sum	645313
Variance	13005265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	288	16.1%
1	160	8.9%
2	77	4.3%
3	44	2.5%
5	36	2.0%
4	34	1.9%
6	27	1.5%
7	26	1.4%
8	24	1.3%
10	19	1.1%
Other values (451)	939	52.3%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	288	16.1%
1	160	8.9%
2	77	4.3%
3	44	2.5%
4	34	1.9%
5	36	2.0%
6	27	1.5%
7	26	1.4%
8	24	1.3%
9	13	0.7%

Value	Count	Frequency (%)
122756	1	0.1%
64109	1	0.1%
31492	1	0.1%
21456	1	0.1%
20975	1	0.1%
10873	1	0.1%
8622	1	0.1%
8273	1	0.1%
7182	1	0.1%
6939	1	0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	481
Distinct (%)	28.6%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	382.23155

Minimum	0
Maximum	111819
Zeros	286
Zeros (%)	15.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	19
Q3	141
95-th percentile	1076.65
Maximum	111819
Range	111819
Interquartile range (IQR)	140

Descriptive statistics

Standard deviation	3448.8999
Coefficient of variation (CV)	9.0230644
Kurtosis	747.7891
Mean	382.23155
Median Absolute Deviation (MAD)	19
Skewness	25.638187
Sum	642149
Variance	11894910
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	286	15.9%
1	147	8.2%
2	87	4.8%
3	42	2.3%
4	39	2.2%
5	29	1.6%
7	26	1.4%
6	25	1.4%
9	21	1.2%
16	16	0.9%
Other values (471)	962	53.6%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	286	15.9%
1	147	8.2%
2	87	4.8%
3	42	2.3%
4	39	2.2%
5	29	1.6%
6	25	1.4%
7	26	1.4%
8	13	0.7%
9	21	1.2%

Value	Count	Frequency (%)
111819	1	0.1%
68798	1	0.1%
31378	1	0.1%
26999	1	0.1%
19993	1	0.1%
12468	1	0.1%
6508	1	0.1%
6144	1	0.1%
6011	1	0.1%
5748	1	0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	465
Distinct (%)	27.8%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	354.01792

Minimum	0
Maximum	108526
Zeros	285
Zeros (%)	15.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	20
Q3	120
95-th percentile	1020.05
Maximum	108526
Range	108526
Interquartile range (IQR)	119

Descriptive statistics

Standard deviation	3222.4627
Coefficient of variation (CV)	9.1025412
Kurtosis	826.13816
Mean	354.01792
Median Absolute Deviation (MAD)	20
Skewness	26.827305
Sum	592626
Variance	10384266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	285	15.9%
1	140	7.8%
2	76	4.2%
3	67	3.7%
4	37	2.1%
5	30	1.7%
7	23	1.3%
9	20	1.1%
10	17	0.9%
6	17	0.9%
Other values (455)	962	53.6%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	285	15.9%
1	140	7.8%
2	76	4.2%
3	67	3.7%
4	37	2.1%
5	30	1.7%
6	17	0.9%
7	23	1.3%
8	15	0.8%
9	20	1.1%

Value	Count	Frequency (%)
108526	1	0.1%
58119	1	0.1%
29122	1	0.1%
21860	1	0.1%
16092	1	0.1%
12647	1	0.1%
7797	1	0.1%
6505	1	0.1%
6192	1	0.1%
5824	1	0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	487
Distinct (%)	29.1%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	429.73716

Minimum	0
Maximum	151091
Zeros	257
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	21
Q3	141
95-th percentile	1235.05
Maximum	151091
Range	151091
Interquartile range (IQR)	139

Descriptive statistics

Standard deviation	4186.0782
Coefficient of variation (CV)	9.7410199
Kurtosis	1025.8219
Mean	429.73716
Median Absolute Deviation (MAD)	21
Skewness	29.92109
Sum	719380
Variance	17523251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	257	14.3%
1	160	8.9%
2	77	4.3%
3	54	3.0%
4	37	2.1%
5	32	1.8%
6	24	1.3%
7	20	1.1%
12	20	1.1%
8	19	1.1%
Other values (477)	974	54.3%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	257	14.3%
1	160	8.9%
2	77	4.3%
3	54	3.0%
4	37	2.1%
5	32	1.8%
6	24	1.3%
7	20	1.1%
8	19	1.1%
9	18	1.0%

Value	Count	Frequency (%)
151091	1	0.1%
52240	1	0.1%
44715	1	0.1%
20695	1	0.1%
17412	1	0.1%
15981	1	0.1%
11330	1	0.1%
9700	1	0.1%
8267	1	0.1%
7856	1	0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	473
Distinct (%)	28.3%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	392.19654

Minimum	0
Maximum	139090
Zeros	252
Zeros (%)	14.0%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	21
Q3	129
95-th percentile	1035.3
Maximum	139090
Range	139090
Interquartile range (IQR)	128

Descriptive statistics

Standard deviation	3828.5066
Coefficient of variation (CV)	9.7617044
Kurtosis	1050.4103
Mean	392.19654
Median Absolute Deviation (MAD)	21
Skewness	30.323276
Sum	656537
Variance	14657463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	252	14.0%
1	174	9.7%
2	75	4.2%
3	45	2.5%
4	44	2.5%
5	36	2.0%
7	26	1.4%
11	22	1.2%
6	20	1.1%
8	17	0.9%
Other values (463)	963	53.7%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	252	14.0%
1	174	9.7%
2	75	4.2%
3	45	2.5%
4	44	2.5%
5	36	2.0%
6	20	1.1%
7	26	1.4%
8	17	0.9%
9	15	0.8%

Value	Count	Frequency (%)
139090	1	0.1%
46760	1	0.1%
39711	1	0.1%
16697	1	0.1%
15935	1	0.1%
14208	1	0.1%
9656	1	0.1%
9641	1	0.1%
8633	1	0.1%
7874	1	0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	416
Distinct (%)	24.9%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	245.74014

Minimum	0
Maximum	80605
Zeros	256
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	17
Q3	95
95-th percentile	678.5
Maximum	80605
Range	80605
Interquartile range (IQR)	94

Descriptive statistics

Standard deviation	2266.749
Coefficient of variation (CV)	9.2241705
Kurtosis	974.65836
Mean	245.74014
Median Absolute Deviation (MAD)	17
Skewness	29.081852
Sum	411369
Variance	5138150.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	256	14.3%
1	164	9.1%
2	104	5.8%
3	61	3.4%
4	48	2.7%
6	32	1.8%
5	23	1.3%
9	18	1.0%
12	18	1.0%
8	17	0.9%
Other values (406)	933	52.0%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	256	14.3%
1	164	9.1%
2	104	5.8%
3	61	3.4%
4	48	2.7%
5	23	1.3%
6	32	1.8%
7	14	0.8%
8	17	0.9%
9	18	1.0%

Value	Count	Frequency (%)
80605	1	0.1%
32740	1	0.1%
20632	1	0.1%
11480	1	0.1%
10968	1	0.1%
8550	1	0.1%
6049	1	0.1%
5896	1	0.1%
5197	1	0.1%
4771	1	0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	391
Distinct (%)	23.3%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	211.88274

Minimum	0
Maximum	72389
Zeros	275
Zeros (%)	15.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	13
Q3	81
95-th percentile	581.15
Maximum	72389
Range	72389
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	2002.3433
Coefficient of variation (CV)	9.4502427
Kurtosis	1029.6782
Mean	211.88274
Median Absolute Deviation (MAD)	13
Skewness	29.975125
Sum	355963
Variance	4009378.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	275	15.3%
1	159	8.9%
2	85	4.7%
3	62	3.5%
4	49	2.7%
7	36	2.0%
5	33	1.8%
6	32	1.8%
8	24	1.3%
10	24	1.3%
Other values (381)	901	50.2%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	275	15.3%
1	159	8.9%
2	85	4.7%
3	62	3.5%
4	49	2.7%
5	33	1.8%
6	32	1.8%
7	36	2.0%
8	24	1.3%
9	15	0.8%

Value	Count	Frequency (%)
72389	1	0.1%
26573	1	0.1%
19450	1	0.1%
8384	1	0.1%
7987	1	0.1%
7438	1	0.1%
5450	1	0.1%
4921	1	0.1%
4649	1	0.1%
4070	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	0.876	0.876	1.000	0.876	1.000	0.833	0.875	0.875	0.875	0.875	0.986	0.969	0.969	0.984	0.984	0.984	0.984
2007	0.876	1.000	1.000	0.990	1.000	0.990	0.742	1.000	1.000	1.000	1.000	0.907	0.875	0.875	0.886	0.886	0.886	0.886
2008	0.876	1.000	1.000	0.990	1.000	0.990	0.742	1.000	1.000	1.000	1.000	0.907	0.875	0.875	0.886	0.886	0.886	0.886
2009	1.000	0.990	0.990	1.000	0.990	1.000	0.742	0.990	0.990	0.990	0.990	0.938	0.875	0.875	0.927	0.927	0.927	0.927
2010	0.876	1.000	1.000	0.990	1.000	0.990	0.742	1.000	1.000	1.000	1.000	0.907	0.875	0.875	0.886	0.886	0.886	0.886
2011	1.000	0.990	0.990	1.000	0.990	1.000	0.742	0.990	0.990	0.990	0.990	0.938	0.875	0.875	0.927	0.927	0.927	0.927
2012	0.833	0.742	0.742	0.742	0.742	0.742	1.000	0.742	0.742	0.742	0.742	0.738	0.695	0.695	0.724	0.724	0.724	0.724
2013	0.875	1.000	1.000	0.990	1.000	0.990	0.742	1.000	1.000	1.000	1.000	0.907	0.875	0.875	0.886	0.886	0.886	0.886
2014	0.875	1.000	1.000	0.990	1.000	0.990	0.742	1.000	1.000	1.000	1.000	0.907	0.875	0.875	0.886	0.886	0.886	0.886
2015	0.875	1.000	1.000	0.990	1.000	0.990	0.742	1.000	1.000	1.000	1.000	0.907	0.875	0.875	0.886	0.886	0.886	0.886
2016	0.875	1.000	1.000	0.990	1.000	0.990	0.742	1.000	1.000	1.000	1.000	0.907	0.875	0.875	0.886	0.886	0.886	0.886
2017	0.986	0.907	0.907	0.938	0.907	0.938	0.738	0.907	0.907	0.907	0.907	1.000	0.991	0.991	0.999	0.999	0.999	0.999
2018	0.969	0.875	0.875	0.875	0.875	0.875	0.695	0.875	0.875	0.875	0.875	0.991	1.000	1.000	0.996	0.996	0.996	0.996
2019	0.969	0.875	0.875	0.875	0.875	0.875	0.695	0.875	0.875	0.875	0.875	0.991	1.000	1.000	0.996	0.996	0.996	0.996
2020	0.984	0.886	0.886	0.927	0.886	0.927	0.724	0.886	0.886	0.886	0.886	0.999	0.996	0.996	1.000	1.000	1.000	1.000
2021	0.984	0.886	0.886	0.927	0.886	0.927	0.724	0.886	0.886	0.886	0.886	0.999	0.996	0.996	1.000	1.000	1.000	1.000
2022	0.984	0.886	0.886	0.927	0.886	0.927	0.724	0.886	0.886	0.886	0.886	0.999	0.996	0.996	1.000	1.000	1.000	1.000
2023	0.984	0.886	0.886	0.927	0.886	0.927	0.724	0.886	0.886	0.886	0.886	0.999	0.996	0.996	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	0.890	0.878	0.864	0.858	0.858	0.863	0.868	0.854	0.864	0.859	0.860	0.847	0.855	0.851	0.845	0.841	0.837
2007	0.890	1.000	0.916	0.894	0.882	0.881	0.881	0.874	0.874	0.874	0.885	0.878	0.871	0.881	0.874	0.877	0.870	0.869
2008	0.878	0.916	1.000	0.917	0.894	0.895	0.898	0.886	0.885	0.882	0.885	0.885	0.874	0.885	0.886	0.878	0.877	0.878
2009	0.864	0.894	0.917	1.000	0.906	0.893	0.892	0.886	0.880	0.889	0.889	0.885	0.879	0.884	0.885	0.884	0.879	0.885
2010	0.858	0.882	0.894	0.906	1.000	0.909	0.892	0.883	0.871	0.872	0.877	0.873	0.868	0.880	0.877	0.872	0.867	0.865
2011	0.858	0.881	0.895	0.893	0.909	1.000	0.912	0.895	0.888	0.876	0.883	0.878	0.868	0.879	0.884	0.872	0.865	0.874
2012	0.863	0.881	0.898	0.892	0.892	0.912	1.000	0.916	0.899	0.892	0.891	0.890	0.879	0.893	0.891	0.886	0.881	0.883
2013	0.868	0.874	0.886	0.886	0.883	0.895	0.916	1.000	0.909	0.903	0.898	0.899	0.884	0.895	0.887	0.884	0.877	0.880
2014	0.854	0.874	0.885	0.880	0.871	0.888	0.899	0.909	1.000	0.911	0.904	0.912	0.901	0.903	0.898	0.888	0.886	0.881
2015	0.864	0.874	0.882	0.889	0.872	0.876	0.892	0.903	0.911	1.000	0.924	0.919	0.904	0.910	0.903	0.901	0.892	0.887
2016	0.859	0.885	0.885	0.889	0.877	0.883	0.891	0.898	0.904	0.924	1.000	0.926	0.911	0.916	0.910	0.909	0.898	0.897
2017	0.860	0.878	0.885	0.885	0.873	0.878	0.890	0.899	0.912	0.919	0.926	1.000	0.939	0.931	0.922	0.918	0.908	0.902
2018	0.847	0.871	0.874	0.879	0.868	0.868	0.879	0.884	0.901	0.904	0.911	0.939	1.000	0.940	0.924	0.921	0.914	0.897
2019	0.855	0.881	0.885	0.884	0.880	0.879	0.893	0.895	0.903	0.910	0.916	0.931	0.940	1.000	0.936	0.925	0.913	0.911
2020	0.851	0.874	0.886	0.885	0.877	0.884	0.891	0.887	0.898	0.903	0.910	0.922	0.924	0.936	1.000	0.934	0.921	0.914
2021	0.845	0.877	0.878	0.884	0.872	0.872	0.886	0.884	0.888	0.901	0.909	0.918	0.921	0.925	0.934	1.000	0.933	0.921
2022	0.841	0.870	0.877	0.879	0.867	0.865	0.881	0.877	0.886	0.892	0.898	0.908	0.914	0.913	0.921	0.933	1.000	0.931
2023	0.837	0.869	0.878	0.885	0.865	0.874	0.883	0.880	0.881	0.887	0.897	0.902	0.897	0.911	0.914	0.921	0.931	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_거래원인	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_매매	116872	100097	98210	100014	96553	115835	94672	106885	124356	149719	138590	122756	111819	108526	151091	139090	80605	72389
1	전국_판결	594	1078	744	749	931	926	614	1136	706	759	1761	722	794	1075	1068	895	710	1010
2	전국_교환	229	150	143	156	170	182	1475	147	499	780	210	169	2919	179	298	187	187	197
3	전국_증여	8338	8636	7049	7384	7724	8796	8698	7781	9087	10001	12492	10873	12468	12647	15981	14208	10968	7987
4	전국_분양권	23991	24545	20631	18837	19765	18288	18703	22292	31281	39664	39181	64109	68798	58119	52240	46760	32740	26573
5	전국_기타	16984	7037	4347	4195	4092	3704	99773	5941	4344	14573	5685	4579	4727	5575	5497	5507	4751	4008
6	서울_매매	25393	18089	16412	16259	11541	13628	11352	13317	16641	25241	24535	20975	19993	16092	20695	16697	8550	7438
7	서울_판결	162	560	166	207	180	339	130	287	120	158	274	238	225	341	234	214	200	187
8	서울_교환	28	40	29	29	21	27	154	17	19	25	26	60	2756	48	33	33	20	33
9	서울_증여	2061	1895	1330	1403	1277	1431	2401	1337	1623	1861	2102	1883	2697	2382	3253	2306	1589	951

	지역_거래원인	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
1784	제주 제주시_교환	0	2	2	4	1	15	1	1	0	1	4	1	2	3	1	1	1	29
1785	제주 제주시_증여	42	92	69	80	87	89	87	83	115	146	188	208	200	204	197	183	168	117
1786	제주 제주시_분양권	1	1	1	3	97	99	181	114	84	120	200	657	435	179	105	206	242	105
1787	제주 제주시_기타	42	34	19	22	12	18	21	64	16	44	78	24	33	25	24	13	12	19
1788	제주 서귀포시_매매	108	182	191	199	206	285	254	295	345	526	465	407	418	260	331	495	347	263
1789	제주 서귀포시_판결	0	2	1	0	1	3	2	1	8	2	0	8	5	5	4	2	6	2
1790	제주 서귀포시_교환	0	0	0	0	0	0	0	1	0	0	1	1	2	0	0	0	1	0
1791	제주 서귀포시_증여	13	28	29	27	29	36	31	54	45	68	87	83	81	76	70	79	66	70
1792	제주 서귀포시_분양권	0	1	0	3	1	2	16	55	145	309	314	222	218	1836	60	118	108	40
1793	제주 서귀포시_기타	3	12	18	31	5	12	5	39	4	3	6	21	18	12	11	9	11	15

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Connector 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