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 지목별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068241/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 = 33.4603792)	Skewed
`2007` is highly skewed (γ1 = 34.03023683)	Skewed
`2008` is highly skewed (γ1 = 34.54824824)	Skewed
`2009` is highly skewed (γ1 = 34.3876199)	Skewed
`2010` is highly skewed (γ1 = 35.20551059)	Skewed
`2011` is highly skewed (γ1 = 35.2820134)	Skewed
`2013` is highly skewed (γ1 = 35.13758027)	Skewed
`2014` is highly skewed (γ1 = 35.70315489)	Skewed
`2015` is highly skewed (γ1 = 34.30672149)	Skewed
`2016` is highly skewed (γ1 = 34.59594702)	Skewed
`2017` is highly skewed (γ1 = 34.33071424)	Skewed
`2018` is highly skewed (γ1 = 33.89232752)	Skewed
`2019` is highly skewed (γ1 = 34.07007027)	Skewed
`2020` is highly skewed (γ1 = 34.20058695)	Skewed
`2021` is highly skewed (γ1 = 34.02474518)	Skewed
`2022` is highly skewed (γ1 = 34.10528196)	Skewed
`2023` is highly skewed (γ1 = 34.27862254)	Skewed
`지역_지목` has unique values	Unique
`2006` has 363 (20.2%) zeros	Zeros
`2007` has 332 (18.5%) zeros	Zeros
`2008` has 310 (17.3%) zeros	Zeros
`2009` has 265 (14.8%) zeros	Zeros
`2010` has 282 (15.7%) zeros	Zeros
`2011` has 250 (13.9%) zeros	Zeros
`2012` has 268 (14.9%) zeros	Zeros
`2013` has 272 (15.2%) zeros	Zeros
`2014` has 243 (13.5%) zeros	Zeros
`2015` has 221 (12.3%) zeros	Zeros
`2016` has 229 (12.8%) zeros	Zeros
`2017` has 212 (11.8%) zeros	Zeros
`2018` has 239 (13.3%) zeros	Zeros
`2019` has 225 (12.5%) zeros	Zeros
`2020` has 232 (12.9%) zeros	Zeros
`2021` has 232 (12.9%) zeros	Zeros
`2022` has 290 (16.2%) zeros	Zeros
`2023` has 325 (18.1%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 04:53:04.989091
Analysis finished	2024-03-23 04:55:23.671097
Duration	2 minutes and 18.68 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_지목
Text

UNIQUE

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

Length

Max length	19
Median length	18
Mean length	9.0379041
Min length	4

Characters and Unicode

Total characters	16214
Distinct characters	151
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_전
2nd row	전국_답
3rd row	전국_대지
4th row	전국_임야
5th row	전국_공장

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	11.7%
_	1794	11.1%
구	828	5.1%
시	732	4.5%
경	654	4.0%
기	635	3.9%
전	599	3.7%
군	558	3.4%
남	534	3.3%
북	432	2.7%
Other values (141)	7546	46.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	12326	76.0%
Space Separator	1902	11.7%
Connector Punctuation	1794	11.1%
Open Punctuation	96	0.6%
Close Punctuation	96	0.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	828	6.7%
시	732	5.9%
경	654	5.3%
기	635	5.2%
전	599	4.9%
군	558	4.5%
남	534	4.3%
북	432	3.5%
대	419	3.4%
장	329	2.7%
Other values (137)	6606	53.6%

Space Separator

Value	Count	Frequency (%)
	1902	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1794	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	96	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	96	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	12326	76.0%
Common	3888	24.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	828	6.7%
시	732	5.9%
경	654	5.3%
기	635	5.2%
전	599	4.9%
군	558	4.5%
남	534	4.3%
북	432	3.5%
대	419	3.4%
장	329	2.7%
Other values (137)	6606	53.6%

Common

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

Most occurring blocks

Value	Count	Frequency (%)
Hangul	12326	76.0%
ASCII	3888	24.0%

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	6.7%
시	732	5.9%
경	654	5.3%
기	635	5.2%
전	599	4.9%
군	558	4.5%
남	534	4.3%
북	432	3.5%
대	419	3.4%
장	329	2.7%
Other values (137)	6606	53.6%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	329
Distinct (%)	19.8%
Missing	132
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	318.10289

Minimum	0
Maximum	151187
Zeros	363
Zeros (%)	20.2%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	31
95-th percentile	1119.65
Maximum	151187
Range	151187
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	4001.795
Coefficient of variation (CV)	12.580191
Kurtosis	1229.0719
Mean	318.10289
Median Absolute Deviation (MAD)	4
Skewness	33.460379
Sum	528687
Variance	16014364
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	363	20.2%
1	215	12.0%
2	117	6.5%
3	95	5.3%
4	72	4.0%
5	39	2.2%
6	36	2.0%
8	32	1.8%
9	28	1.6%
10	23	1.3%
Other values (319)	642	35.8%
(Missing)	132	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	363	20.2%
1	215	12.0%
2	117	6.5%
3	95	5.3%
4	72	4.0%
5	39	2.2%
6	36	2.0%
7	18	1.0%
8	32	1.8%
9	28	1.6%

Value	Count	Frequency (%)
151187	1	0.1%
44046	1	0.1%
33265	1	0.1%
10187	1	0.1%
9367	1	0.1%
8437	1	0.1%
7664	1	0.1%
7500	1	0.1%
6067	1	0.1%
5115	1	0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	334
Distinct (%)	20.5%
Missing	162
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	271.77512

Minimum	0
Maximum	125984
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	5
Q3	34
95-th percentile	835.25
Maximum	125984
Range	125984
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	3321.44
Coefficient of variation (CV)	12.22128
Kurtosis	1265.7844
Mean	271.77512
Median Absolute Deviation (MAD)	5
Skewness	34.030237
Sum	443537
Variance	11031964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	332	18.5%
1	213	11.9%
2	123	6.9%
3	75	4.2%
4	68	3.8%
5	43	2.4%
6	39	2.2%
7	33	1.8%
9	26	1.4%
8	26	1.4%
Other values (324)	654	36.5%
(Missing)	162	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	332	18.5%
1	213	11.9%
2	123	6.9%
3	75	4.2%
4	68	3.8%
5	43	2.4%
6	39	2.2%
7	33	1.8%
8	26	1.4%
9	26	1.4%

Value	Count	Frequency (%)
125984	1	0.1%
30629	1	0.1%
23663	1	0.1%
9740	1	0.1%
8975	1	0.1%
8642	1	0.1%
7843	1	0.1%
7332	1	0.1%
5815	1	0.1%
5384	1	0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	334
Distinct (%)	20.3%
Missing	150
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	250.05474

Minimum	0
Maximum	116434
Zeros	310
Zeros (%)	17.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	37
95-th percentile	801.8
Maximum	116434
Range	116434
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	3043.0419
Coefficient of variation (CV)	12.169503
Kurtosis	1299.7464
Mean	250.05474
Median Absolute Deviation (MAD)	5
Skewness	34.548248
Sum	411090
Variance	9260104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	310	17.3%
1	212	11.8%
2	113	6.3%
3	91	5.1%
4	55	3.1%
6	47	2.6%
5	43	2.4%
7	40	2.2%
9	32	1.8%
10	29	1.6%
Other values (324)	672	37.5%
(Missing)	150	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	310	17.3%
1	212	11.8%
2	113	6.3%
3	91	5.1%
4	55	3.1%
5	43	2.4%
6	47	2.6%
7	40	2.2%
8	19	1.1%
9	32	1.8%

Value	Count	Frequency (%)
116434	1	0.1%
26445	1	0.1%
20328	1	0.1%
9095	1	0.1%
8713	1	0.1%
8166	1	0.1%
7882	1	0.1%
5820	1	0.1%
5485	1	0.1%
5409	1	0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	332
Distinct (%)	20.2%
Missing	150
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	252.71107

Minimum	0
Maximum	116129
Zeros	265
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	7
Q3	39
95-th percentile	806.55
Maximum	116129
Range	116129
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	3041.4785
Coefficient of variation (CV)	12.035399
Kurtosis	1289.4252
Mean	252.71107
Median Absolute Deviation (MAD)	7
Skewness	34.38762
Sum	415457
Variance	9250591.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	265	14.8%
1	168	9.4%
2	120	6.7%
3	83	4.6%
4	68	3.8%
5	56	3.1%
6	43	2.4%
8	35	2.0%
9	34	1.9%
7	33	1.8%
Other values (322)	739	41.2%
(Missing)	150	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	265	14.8%
1	168	9.4%
2	120	6.7%
3	83	4.6%
4	68	3.8%
5	56	3.1%
6	43	2.4%
7	33	1.8%
8	35	2.0%
9	34	1.9%

Value	Count	Frequency (%)
116129	1	0.1%
27915	1	0.1%
19975	1	0.1%
9352	1	0.1%
7997	1	0.1%
7864	1	0.1%
7007	1	0.1%
6028	1	0.1%
5578	1	0.1%
5009	1	0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	334
Distinct (%)	19.9%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	243.33631

Minimum	0
Maximum	114267
Zeros	282
Zeros (%)	15.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	6
Q3	39
95-th percentile	805.15
Maximum	114267
Range	114267
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	2944.1279
Coefficient of variation (CV)	12.099008
Kurtosis	1345.949
Mean	243.33631
Median Absolute Deviation (MAD)	6
Skewness	35.205511
Sum	408805
Variance	8667889.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	282	15.7%
1	182	10.1%
2	113	6.3%
3	99	5.5%
4	70	3.9%
5	55	3.1%
6	55	3.1%
10	43	2.4%
7	32	1.8%
8	29	1.6%
Other values (324)	720	40.1%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	282	15.7%
1	182	10.1%
2	113	6.3%
3	99	5.5%
4	70	3.9%
5	55	3.1%
6	55	3.1%
7	32	1.8%
8	29	1.6%
9	21	1.2%

Value	Count	Frequency (%)
114267	1	0.1%
26107	1	0.1%
14874	1	0.1%
10496	1	0.1%
10165	1	0.1%
7887	1	0.1%
6392	1	0.1%
6028	1	0.1%
5910	1	0.1%
5047	1	0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	353
Distinct (%)	21.2%
Missing	132
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	282.61613

Minimum	0
Maximum	130747
Zeros	250
Zeros (%)	13.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	45
95-th percentile	910.8
Maximum	130747
Range	130747
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	3375.0239
Coefficient of variation (CV)	11.942078
Kurtosis	1349.138
Mean	282.61613
Median Absolute Deviation (MAD)	8
Skewness	35.282013
Sum	469708
Variance	11390786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	250	13.9%
1	176	9.8%
2	110	6.1%
3	92	5.1%
5	62	3.5%
4	49	2.7%
6	46	2.6%
8	38	2.1%
7	37	2.1%
11	35	2.0%
Other values (343)	767	42.8%
(Missing)	132	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	250	13.9%
1	176	9.8%
2	110	6.1%
3	92	5.1%
4	49	2.7%
5	62	3.5%
6	46	2.6%
7	37	2.1%
8	38	2.1%
9	31	1.7%

Value	Count	Frequency (%)
130747	1	0.1%
26969	1	0.1%
17503	1	0.1%
12470	1	0.1%
9413	1	0.1%
8484	1	0.1%
7876	1	0.1%
7502	1	0.1%
7501	1	0.1%
6692	1	0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	350
Distinct (%)	20.9%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	414.71983

Minimum	0
Maximum	112963
Zeros	268
Zeros (%)	14.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	7
Q3	47
95-th percentile	800.4
Maximum	112963
Range	112963
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	5013.6374
Coefficient of variation (CV)	12.089215
Kurtosis	398.42314
Mean	414.71983
Median Absolute Deviation (MAD)	7
Skewness	19.692471
Sum	694241
Variance	25136560
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	268	14.9%
1	162	9.0%
2	112	6.2%
3	79	4.4%
5	60	3.3%
4	60	3.3%
7	59	3.3%
6	53	3.0%
8	39	2.2%
11	34	1.9%
Other values (340)	748	41.7%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	268	14.9%
1	162	9.0%
2	112	6.2%
3	79	4.4%
4	60	3.3%
5	60	3.3%
6	53	3.0%
7	59	3.3%
8	39	2.2%
9	26	1.4%

Value	Count	Frequency (%)
112963	1	0.1%
102514	1	0.1%
94078	1	0.1%
93902	1	0.1%
23435	1	0.1%
15826	1	0.1%
9186	1	0.1%
7670	1	0.1%
7512	1	0.1%
7289	1	0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	348
Distinct (%)	20.8%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	273.92055

Minimum	0
Maximum	125961
Zeros	272
Zeros (%)	15.2%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	8
Q3	45.75
95-th percentile	874.4
Maximum	125961
Range	125961
Interquartile range (IQR)	43.75

Descriptive statistics

Standard deviation	3250.5187
Coefficient of variation (CV)	11.866648
Kurtosis	1341.7685
Mean	273.92055
Median Absolute Deviation (MAD)	8
Skewness	35.13758
Sum	458543
Variance	10565872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	272	15.2%
1	135	7.5%
2	128	7.1%
3	71	4.0%
6	55	3.1%
4	52	2.9%
5	52	2.9%
8	40	2.2%
7	38	2.1%
9	33	1.8%
Other values (338)	798	44.5%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	272	15.2%
1	135	7.5%
2	128	7.1%
3	71	4.0%
4	52	2.9%
5	52	2.9%
6	55	3.1%
7	38	2.1%
8	40	2.2%
9	33	1.8%

Value	Count	Frequency (%)
125961	1	0.1%
27966	1	0.1%
17177	1	0.1%
10858	1	0.1%
9542	1	0.1%
9472	1	0.1%
9208	1	0.1%
7415	1	0.1%
7031	1	0.1%
5948	1	0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	374
Distinct (%)	21.8%
Missing	78
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	316.4528

Minimum	0
Maximum	149761
Zeros	243
Zeros (%)	13.5%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	9
Q3	54
95-th percentile	1033.25
Maximum	149761
Range	149761
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	3811.8281
Coefficient of variation (CV)	12.045487
Kurtosis	1383.0435
Mean	316.4528
Median Absolute Deviation (MAD)	9
Skewness	35.703155
Sum	543033
Variance	14530033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	243	13.5%
1	142	7.9%
2	97	5.4%
4	84	4.7%
5	69	3.8%
3	69	3.8%
7	58	3.2%
6	42	2.3%
10	35	2.0%
8	30	1.7%
Other values (364)	847	47.2%
(Missing)	78	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	243	13.5%
1	142	7.9%
2	97	5.4%
3	69	3.8%
4	84	4.7%
5	69	3.8%
6	42	2.3%
7	58	3.2%
8	30	1.7%
9	30	1.7%

Value	Count	Frequency (%)
149761	1	0.1%
32104	1	0.1%
21658	1	0.1%
12722	1	0.1%
12403	1	0.1%
10362	1	0.1%
9748	1	0.1%
8769	1	0.1%
8192	1	0.1%
6805	1	0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	381
Distinct (%)	22.5%
Missing	102
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	410.49173

Minimum	0
Maximum	191892
Zeros	221
Zeros (%)	12.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	11
Q3	61
95-th percentile	1317.7
Maximum	191892
Range	191892
Interquartile range (IQR)	59

Descriptive statistics

Standard deviation	4993.0232
Coefficient of variation (CV)	12.163517
Kurtosis	1289.0874
Mean	410.49173
Median Absolute Deviation (MAD)	11
Skewness	34.306721
Sum	694552
Variance	24930281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	221	12.3%
1	133	7.4%
2	109	6.1%
3	73	4.1%
5	56	3.1%
6	52	2.9%
4	50	2.8%
7	38	2.1%
10	36	2.0%
8	35	2.0%
Other values (371)	889	49.6%
(Missing)	102	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	221	12.3%
1	133	7.4%
2	109	6.1%
3	73	4.1%
4	50	2.8%
5	56	3.1%
6	52	2.9%
7	38	2.1%
8	35	2.0%
9	33	1.8%

Value	Count	Frequency (%)
191892	1	0.1%
52832	1	0.1%
32998	1	0.1%
15644	1	0.1%
12538	1	0.1%
12212	1	0.1%
11448	1	0.1%
10380	1	0.1%
10058	1	0.1%
9847	1	0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	386
Distinct (%)	22.8%
Missing	102
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	372.77837

Minimum	0
Maximum	173868
Zeros	229
Zeros (%)	12.8%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	11
Q3	54
95-th percentile	1269.9
Maximum	173868
Range	173868
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	4507.8056
Coefficient of variation (CV)	12.092455
Kurtosis	1306.6478
Mean	372.77837
Median Absolute Deviation (MAD)	11
Skewness	34.595947
Sum	630741
Variance	20320311
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	229	12.8%
1	127	7.1%
2	97	5.4%
3	82	4.6%
4	64	3.6%
6	51	2.8%
5	50	2.8%
7	36	2.0%
8	35	2.0%
10	33	1.8%
Other values (376)	888	49.5%
(Missing)	102	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	229	12.8%
1	127	7.1%
2	97	5.4%
3	82	4.6%
4	64	3.6%
5	50	2.8%
6	51	2.8%
7	36	2.0%
8	35	2.0%
9	26	1.4%

Value	Count	Frequency (%)
173868	1	0.1%
45642	1	0.1%
30995	1	0.1%
14055	1	0.1%
12086	1	0.1%
10557	1	0.1%
10279	1	0.1%
7616	1	0.1%
7390	1	0.1%
6988	1	0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	400
Distinct (%)	23.9%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	385.48327

Minimum	0
Maximum	176810
Zeros	212
Zeros (%)	11.8%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	12
Q3	68
95-th percentile	1275.7
Maximum	176810
Range	176810
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	4615.0622
Coefficient of variation (CV)	11.972146
Kurtosis	1286.4856
Mean	385.48327
Median Absolute Deviation (MAD)	12
Skewness	34.330714
Sum	645299
Variance	21298799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	212	11.8%
1	122	6.8%
2	87	4.8%
3	70	3.9%
4	62	3.5%
6	50	2.8%
5	48	2.7%
7	41	2.3%
8	36	2.0%
11	36	2.0%
Other values (390)	910	50.7%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	212	11.8%
1	122	6.8%
2	87	4.8%
3	70	3.9%
4	62	3.5%
5	48	2.7%
6	50	2.8%
7	41	2.3%
8	36	2.0%
9	26	1.4%

Value	Count	Frequency (%)
176810	1	0.1%
48828	1	0.1%
29782	1	0.1%
13026	1	0.1%
11614	1	0.1%
11238	1	0.1%
10917	1	0.1%
8543	1	0.1%
7793	1	0.1%
6623	1	0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	400
Distinct (%)	23.8%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	382.24464

Minimum	0
Maximum	175585
Zeros	239
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	12
Q3	70.25
95-th percentile	1163
Maximum	175585
Range	175585
Interquartile range (IQR)	68.25

Descriptive statistics

Standard deviation	4609.1695
Coefficient of variation (CV)	12.058166
Kurtosis	1256.8601
Mean	382.24464
Median Absolute Deviation (MAD)	12
Skewness	33.892328
Sum	642171
Variance	21244444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	239	13.3%
1	117	6.5%
2	94	5.2%
3	77	4.3%
4	51	2.8%
5	49	2.7%
6	48	2.7%
7	43	2.4%
8	37	2.1%
9	29	1.6%
Other values (390)	896	49.9%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	239	13.3%
1	117	6.5%
2	94	5.2%
3	77	4.3%
4	51	2.8%
5	49	2.7%
6	48	2.7%
7	43	2.4%
8	37	2.1%
9	29	1.6%

Value	Count	Frequency (%)
175585	1	0.1%
53684	1	0.1%
31410	1	0.1%
10546	1	0.1%
10439	1	0.1%
10193	1	0.1%
8400	1	0.1%
7701	1	0.1%
6629	1	0.1%
6450	1	0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	401
Distinct (%)	24.0%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	354.03106

Minimum	0
Maximum	157189
Zeros	225
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	12
Q3	75.5
95-th percentile	1097.25
Maximum	157189
Range	157189
Interquartile range (IQR)	73.5

Descriptive statistics

Standard deviation	4116.5349
Coefficient of variation (CV)	11.627609
Kurtosis	1270.5646
Mean	354.03106
Median Absolute Deviation (MAD)	12
Skewness	34.07007
Sum	592648
Variance	16945859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	225	12.5%
1	148	8.2%
2	100	5.6%
3	54	3.0%
5	52	2.9%
8	49	2.7%
6	45	2.5%
4	43	2.4%
7	40	2.2%
9	32	1.8%
Other values (391)	886	49.4%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	225	12.5%
1	148	8.2%
2	100	5.6%
3	54	3.0%
4	43	2.4%
5	52	2.9%
6	45	2.5%
7	40	2.2%
8	49	2.7%
9	32	1.8%

Value	Count	Frequency (%)
157189	1	0.1%
45858	1	0.1%
23468	1	0.1%
12551	1	0.1%
11035	1	0.1%
10859	1	0.1%
8614	1	0.1%
8402	1	0.1%
7875	1	0.1%
5932	1	0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	417
Distinct (%)	24.9%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	429.75926

Minimum	0
Maximum	194670
Zeros	232
Zeros (%)	12.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	14
Q3	82
95-th percentile	1365.05
Maximum	194670
Range	194670
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	5090.2818
Coefficient of variation (CV)	11.844496
Kurtosis	1278.2058
Mean	429.75926
Median Absolute Deviation (MAD)	14
Skewness	34.200587
Sum	719417
Variance	25910969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	232	12.9%
1	119	6.6%
2	92	5.1%
5	57	3.2%
4	49	2.7%
3	48	2.7%
6	44	2.5%
8	36	2.0%
11	31	1.7%
12	30	1.7%
Other values (407)	936	52.2%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	232	12.9%
1	119	6.6%
2	92	5.1%
3	48	2.7%
4	49	2.7%
5	57	3.2%
6	44	2.5%
7	24	1.3%
8	36	2.0%
9	26	1.4%

Value	Count	Frequency (%)
194670	1	0.1%
56143	1	0.1%
28578	1	0.1%
15552	1	0.1%
14884	1	0.1%
13237	1	0.1%
11844	1	0.1%
9728	1	0.1%
7968	1	0.1%
7852	1	0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	437
Distinct (%)	26.1%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	392.19415

Minimum	0
Maximum	167616
Zeros	232
Zeros (%)	12.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	15
Q3	94.75
95-th percentile	1251.35
Maximum	167616
Range	167616
Interquartile range (IQR)	92.75

Descriptive statistics

Standard deviation	4387.2468
Coefficient of variation (CV)	11.186416
Kurtosis	1271.291
Mean	392.19415
Median Absolute Deviation (MAD)	15
Skewness	34.024745
Sum	656533
Variance	19247935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	232	12.9%
1	116	6.5%
2	78	4.3%
3	54	3.0%
5	49	2.7%
4	46	2.6%
10	42	2.3%
6	41	2.3%
7	34	1.9%
9	31	1.7%
Other values (427)	951	53.0%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	232	12.9%
1	116	6.5%
2	78	4.3%
3	54	3.0%
4	46	2.6%
5	49	2.7%
6	41	2.3%
7	34	1.9%
8	29	1.6%
9	31	1.7%

Value	Count	Frequency (%)
167616	1	0.1%
46547	1	0.1%
24295	1	0.1%
18031	1	0.1%
13210	1	0.1%
10668	1	0.1%
10076	1	0.1%
8489	1	0.1%
8439	1	0.1%
8128	1	0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	376
Distinct (%)	22.5%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	245.73835

Minimum	0
Maximum	101790
Zeros	290
Zeros (%)	16.2%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	11
Q3	72
95-th percentile	724.2
Maximum	101790
Range	101790
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	2659.33
Coefficient of variation (CV)	10.821795
Kurtosis	1279.0228
Mean	245.73835
Median Absolute Deviation (MAD)	11
Skewness	34.105282
Sum	411366
Variance	7072036.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	290	16.2%
1	128	7.1%
2	67	3.7%
4	59	3.3%
3	55	3.1%
6	51	2.8%
8	43	2.4%
7	38	2.1%
5	33	1.8%
9	32	1.8%
Other values (366)	878	48.9%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	290	16.2%
1	128	7.1%
2	67	3.7%
3	55	3.1%
4	59	3.3%
5	33	1.8%
6	51	2.8%
7	38	2.1%
8	43	2.4%
9	32	1.8%

Value	Count	Frequency (%)
101790	1	0.1%
26946	1	0.1%
12652	1	0.1%
12484	1	0.1%
7763	1	0.1%
6339	1	0.1%
6263	1	0.1%
6250	1	0.1%
5963	1	0.1%
5794	1	0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	380
Distinct (%)	22.6%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	211.89762

Minimum	0
Maximum	88679
Zeros	325
Zeros (%)	18.1%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	9
Q3	61
95-th percentile	632.2
Maximum	88679
Range	88679
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	2309.4098
Coefficient of variation (CV)	10.898706
Kurtosis	1290.5147
Mean	211.89762
Median Absolute Deviation (MAD)	9
Skewness	34.278623
Sum	355988
Variance	5333373.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	325	18.1%
1	151	8.4%
2	82	4.6%
3	75	4.2%
5	52	2.9%
4	47	2.6%
6	40	2.2%
9	38	2.1%
7	30	1.7%
12	29	1.6%
Other values (370)	811	45.2%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	325	18.1%
1	151	8.4%
2	82	4.6%
3	75	4.2%
4	47	2.6%
5	52	2.9%
6	40	2.2%
7	30	1.7%
8	24	1.3%
9	38	2.1%

Value	Count	Frequency (%)
88679	1	0.1%
22978	1	0.1%
11911	1	0.1%
10469	1	0.1%
6137	1	0.1%
5769	1	0.1%
5281	1	0.1%
5202	1	0.1%
4814	1	0.1%
4575	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	1.000	1.000	1.000	1.000	1.000	0.833	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.862	0.862	0.862
2007	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2008	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2009	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2010	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2011	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2012	0.833	0.907	0.907	0.907	0.907	0.907	1.000	0.907	0.907	0.907	0.907	0.907	0.907	0.907	0.907	0.876	0.876	0.876
2013	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2014	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2015	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2016	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2017	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2018	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2019	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2020	1.000	1.000	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996
2021	0.862	0.996	0.996	0.996	0.996	0.996	0.876	0.996	0.996	0.996	0.996	0.996	0.996	0.996	0.996	1.000	1.000	1.000
2022	0.862	0.996	0.996	0.996	0.996	0.996	0.876	0.996	0.996	0.996	0.996	0.996	0.996	0.996	0.996	1.000	1.000	1.000
2023	0.862	0.996	0.996	0.996	0.996	0.996	0.876	0.996	0.996	0.996	0.996	0.996	0.996	0.996	0.996	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	0.905	0.895	0.882	0.879	0.883	0.880	0.879	0.867	0.867	0.858	0.841	0.842	0.832	0.835	0.831	0.831	0.837
2007	0.905	1.000	0.911	0.886	0.881	0.888	0.883	0.882	0.876	0.875	0.868	0.847	0.835	0.835	0.826	0.838	0.831	0.834
2008	0.895	0.911	1.000	0.899	0.894	0.898	0.889	0.897	0.884	0.882	0.880	0.853	0.850	0.846	0.848	0.854	0.847	0.848
2009	0.882	0.886	0.899	1.000	0.918	0.903	0.902	0.896	0.876	0.876	0.878	0.862	0.854	0.857	0.857	0.849	0.845	0.856
2010	0.879	0.881	0.894	0.918	1.000	0.915	0.901	0.897	0.884	0.883	0.878	0.859	0.856	0.851	0.850	0.848	0.845	0.847
2011	0.883	0.888	0.898	0.903	0.915	1.000	0.920	0.916	0.899	0.893	0.891	0.867	0.858	0.848	0.854	0.845	0.847	0.845
2012	0.880	0.883	0.889	0.902	0.901	0.920	1.000	0.921	0.913	0.897	0.889	0.868	0.864	0.854	0.859	0.858	0.857	0.857
2013	0.879	0.882	0.897	0.896	0.897	0.916	0.921	1.000	0.924	0.913	0.903	0.880	0.874	0.862	0.865	0.853	0.858	0.852
2014	0.867	0.876	0.884	0.876	0.884	0.899	0.913	0.924	1.000	0.929	0.912	0.886	0.877	0.860	0.865	0.862	0.857	0.846
2015	0.867	0.875	0.882	0.876	0.883	0.893	0.897	0.913	0.929	1.000	0.925	0.901	0.889	0.868	0.877	0.872	0.858	0.849
2016	0.858	0.868	0.880	0.878	0.878	0.891	0.889	0.903	0.912	0.925	1.000	0.914	0.902	0.873	0.878	0.879	0.868	0.856
2017	0.841	0.847	0.853	0.862	0.859	0.867	0.868	0.880	0.886	0.901	0.914	1.000	0.915	0.878	0.869	0.864	0.858	0.849
2018	0.842	0.835	0.850	0.854	0.856	0.858	0.864	0.874	0.877	0.889	0.902	0.915	1.000	0.910	0.894	0.882	0.873	0.860
2019	0.832	0.835	0.846	0.857	0.851	0.848	0.854	0.862	0.860	0.868	0.873	0.878	0.910	1.000	0.910	0.876	0.877	0.856
2020	0.835	0.826	0.848	0.857	0.850	0.854	0.859	0.865	0.865	0.877	0.878	0.869	0.894	0.910	1.000	0.902	0.880	0.865
2021	0.831	0.838	0.854	0.849	0.848	0.845	0.858	0.853	0.862	0.872	0.879	0.864	0.882	0.876	0.902	1.000	0.906	0.892
2022	0.831	0.831	0.847	0.845	0.845	0.847	0.857	0.858	0.857	0.858	0.868	0.858	0.873	0.877	0.880	0.906	1.000	0.906
2023	0.837	0.834	0.848	0.856	0.847	0.845	0.857	0.852	0.846	0.849	0.856	0.849	0.860	0.856	0.865	0.892	0.906	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_지목	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_전	731	779	1051	1437	1462	1507	1449	1575	2113	2352	2559	3129	3407	2979	3241	4341	3310	2541
1	전국_답	567	689	1006	1282	1268	1618	1719	1687	1958	2083	2387	2871	3091	3571	4702	4856	3316	3228
2	전국_대지	151187	125984	116434	116129	114267	130747	112963	125961	149761	191892	173868	176810	175585	157189	194670	167616	101790	88679
3	전국_임야	599	627	631	942	729	1071	1208	968	1502	2230	1514	2706	2374	2733	2357	3363	2631	2433
4	전국_공장	10187	9740	8713	7997	7887	8484	102514	9542	10362	11448	12086	11238	10439	11035	13237	18031	12652	10469
5	전국_기타	3737	3724	3288	3548	3621	4303	4082	4448	4579	5492	5505	6453	6629	8614	7968	8439	6263	4814
6	서울_전	18	9	9	65	50	33	19	20	24	50	40	91	26	83	73	19	10	7
7	서울_답	3	6	4	24	28	18	55	6	15	36	15	49	40	50	37	78	5	3
8	서울_대지	33265	23663	20328	19975	14874	17503	15826	17177	21658	32998	30995	29782	31410	23468	28578	24295	12484	11911
9	서울_임야	25	30	13	25	28	27	13	33	36	35	22	24	30	16	22	24	7	28

	지역_지목	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
1784	제주 제주시_대지	445	718	630	682	929	1048	1104	1119	1288	1356	1396	1387	1220	975	1063	1373	1083	751
1785	제주 제주시_임야	3	4	17	11	10	8	20	25	16	25	26	26	35	17	14	29	47	16
1786	제주 제주시_공장	5	12	17	17	14	17	16	10	17	22	19	11	7	18	2	9	15	6
1787	제주 제주시_기타	28	76	47	43	68	65	77	162	101	138	112	141	107	92	52	109	97	51
1788	제주 서귀포시_전	4	9	9	14	10	11	20	41	25	43	46	50	51	33	37	51	26	15
1789	제주 서귀포시_답	0	0	0	0	0	0	0	0	0	0	0	1	2	0	0	5	9	1
1790	제주 서귀포시_대지	83	177	185	194	203	273	237	353	391	762	707	603	587	2101	380	583	401	336
1791	제주 서귀포시_임야	3	2	5	1	1	3	5	5	65	37	30	17	20	6	10	4	17	3
1792	제주 서귀포시_공장	20	5	0	22	6	6	6	5	9	5	1	6	3	1	9	2	4	5
1793	제주 서귀포시_기타	15	32	39	29	22	45	40	40	57	61	90	65	78	47	40	59	82	31

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Connector Punctuation

Open Punctuation

Close 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