gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	2691
Missing cells	3447
Missing cells (%)	6.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	446.9 KiB
Average record size in memory	170.0 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 아파트매매 거래현황의 연도별 거래주체별(동(호)수) 데이터입니다.-(단위 : 동(호)수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068504/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 216 (8.0%) missing values	Missing
`2007` has 261 (9.7%) missing values	Missing
`2008` has 234 (8.7%) missing values	Missing
`2009` has 234 (8.7%) missing values	Missing
`2010` has 180 (6.7%) missing values	Missing
`2011` has 207 (7.7%) missing values	Missing
`2012` has 189 (7.0%) missing values	Missing
`2013` has 189 (7.0%) missing values	Missing
`2014` has 135 (5.0%) missing values	Missing
`2015` has 162 (6.0%) missing values	Missing
`2016` has 162 (6.0%) missing values	Missing
`2017` has 189 (7.0%) missing values	Missing
`2018` has 180 (6.7%) missing values	Missing
`2019` has 189 (7.0%) missing values	Missing
`2020` has 189 (7.0%) missing values	Missing
`2021` has 180 (6.7%) missing values	Missing
`2022` has 180 (6.7%) missing values	Missing
`2023` has 171 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 38.5958741)	Skewed
`2007` is highly skewed (γ1 = 39.52220027)	Skewed
`2008` is highly skewed (γ1 = 39.98538718)	Skewed
`2009` is highly skewed (γ1 = 39.8648636)	Skewed
`2010` is highly skewed (γ1 = 41.36154245)	Skewed
`2011` is highly skewed (γ1 = 40.94733626)	Skewed
`2012` is highly skewed (γ1 = 41.37619795)	Skewed
`2013` is highly skewed (γ1 = 41.78471644)	Skewed
`2014` is highly skewed (γ1 = 42.28578847)	Skewed
`2015` is highly skewed (γ1 = 41.81506752)	Skewed
`2016` is highly skewed (γ1 = 41.62909413)	Skewed
`2017` is highly skewed (γ1 = 41.81435933)	Skewed
`2018` is highly skewed (γ1 = 41.43156341)	Skewed
`2019` is highly skewed (γ1 = 42.44726764)	Skewed
`2020` is highly skewed (γ1 = 41.75819368)	Skewed
`2021` is highly skewed (γ1 = 42.38400918)	Skewed
`2022` is highly skewed (γ1 = 43.17185344)	Skewed
`2023` is highly skewed (γ1 = 42.8982395)	Skewed
`아파트매매 거래주체별` has unique values	Unique
`2006` has 968 (36.0%) zeros	Zeros
`2007` has 930 (34.6%) zeros	Zeros
`2008` has 918 (34.1%) zeros	Zeros
`2009` has 802 (29.8%) zeros	Zeros
`2010` has 790 (29.4%) zeros	Zeros
`2011` has 654 (24.3%) zeros	Zeros
`2012` has 751 (27.9%) zeros	Zeros
`2013` has 860 (32.0%) zeros	Zeros
`2014` has 931 (34.6%) zeros	Zeros
`2015` has 880 (32.7%) zeros	Zeros
`2016` has 949 (35.3%) zeros	Zeros
`2017` has 946 (35.2%) zeros	Zeros
`2018` has 942 (35.0%) zeros	Zeros
`2019` has 881 (32.7%) zeros	Zeros
`2020` has 832 (30.9%) zeros	Zeros
`2021` has 881 (32.7%) zeros	Zeros
`2022` has 944 (35.1%) zeros	Zeros
`2023` has 968 (36.0%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 06:23:10.643345
Analysis finished	2024-03-23 06:25:35.868907
Duration	2 minutes and 25.23 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

아파트매매 거래주체별
Text

UNIQUE

Distinct	2691
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	21.2 KiB

Length

Max length	22
Median length	13
Mean length	13.341137
Min length	10

Characters and Unicode

Total characters	35901
Distinct characters	153
Distinct categories	7 ?
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	2691 ?
Unique (%)	100.0%

Sample

1st row	전국 /개인->개인
2nd row	전국 /개인->법인
3rd row	전국 /개인->기타
4th row	전국 /법인->개인
5th row	전국 /법인->법인

Value	Count	Frequency (%)
경기	477	8.9%
경남	243	4.5%
서울	234	4.3%
경북	234	4.3%
전남	207	3.8%
충남	180	3.3%
충북	180	3.3%
강원	171	3.2%
전북	153	2.8%
부산	153	2.8%
Other values (2322)	3150	58.5%

Most occurring characters

Value	Count	Frequency (%)
인	3750	10.4%
	2691	7.5%
/	2691	7.5%
-	2691	7.5%
>	2691	7.5%
기	2298	6.4%
개	1794	5.0%
타	1794	5.0%
법	1794	5.0%
구	1269	3.5%
Other values (143)	12438	34.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	24795	69.1%
Space Separator	2691	7.5%
Other Punctuation	2691	7.5%
Dash Punctuation	2691	7.5%
Math Symbol	2691	7.5%
Open Punctuation	171	0.5%
Close Punctuation	171	0.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
인	3750	15.1%
기	2298	9.3%
개	1794	7.2%
타	1794	7.2%
법	1794	7.2%
구	1269	5.1%
시	1098	4.4%
경	981	4.0%
군	837	3.4%
남	801	3.2%
Other values (137)	8379	33.8%

Space Separator

Value	Count	Frequency (%)
	2691	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	2691	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2691	100.0%

Math Symbol

Value	Count	Frequency (%)
>	2691	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	171	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	171	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	24795	69.1%
Common	11106	30.9%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
인	3750	15.1%
기	2298	9.3%
개	1794	7.2%
타	1794	7.2%
법	1794	7.2%
구	1269	5.1%
시	1098	4.4%
경	981	4.0%
군	837	3.4%
남	801	3.2%
Other values (137)	8379	33.8%

Common

Value	Count	Frequency (%)
	2691	24.2%
/	2691	24.2%
-	2691	24.2%
>	2691	24.2%
(	171	1.5%
)	171	1.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	24795	69.1%
ASCII	11106	30.9%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
인	3750	15.1%
기	2298	9.3%
개	1794	7.2%
타	1794	7.2%
법	1794	7.2%
구	1269	5.1%
시	1098	4.4%
경	981	4.0%
군	837	3.4%
남	801	3.2%
Other values (137)	8379	33.8%

ASCII

Value	Count	Frequency (%)
	2691	24.2%
/	2691	24.2%
-	2691	24.2%
>	2691	24.2%
(	171	1.5%
)	171	1.5%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	508
Distinct (%)	20.5%
Missing	216
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	932.12646

Minimum	0
Maximum	616289
Zeros	968
Zeros (%)	36.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	36
95-th percentile	2757.1
Maximum	616289
Range	616289
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	13735.613
Coefficient of variation (CV)	14.735783
Kurtosis	1661.1445
Mean	932.12646
Median Absolute Deviation (MAD)	2
Skewness	38.595874
Sum	2307013
Variance	1.8866707 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	968	36.0%
1	207	7.7%
2	95	3.5%
3	74	2.7%
4	66	2.5%
5	59	2.2%
6	45	1.7%
7	30	1.1%
9	24	0.9%
11	23	0.9%
Other values (498)	884	32.9%
(Missing)	216	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	968	36.0%
1	207	7.7%
2	95	3.5%
3	74	2.7%
4	66	2.5%
5	59	2.2%
6	45	1.7%
7	30	1.1%
8	19	0.7%
9	24	0.9%

Value	Count	Frequency (%)
616289	1	< 0.1%
222292	1	< 0.1%
137898	1	< 0.1%
84117	1	< 0.1%
45165	1	< 0.1%
30477	1	< 0.1%
27206	1	< 0.1%
25638	1	< 0.1%
25008	1	< 0.1%
22325	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	508
Distinct (%)	20.9%
Missing	261
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	696.71728

Minimum	0
Maximum	430358
Zeros	930
Zeros (%)	34.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	44
95-th percentile	2294.95
Maximum	430358
Range	430358
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	9487.894
Coefficient of variation (CV)	13.617997
Kurtosis	1745.4553
Mean	696.71728
Median Absolute Deviation (MAD)	2
Skewness	39.5222
Sum	1693023
Variance	90020132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	930	34.6%
1	196	7.3%
2	99	3.7%
3	75	2.8%
4	60	2.2%
5	51	1.9%
6	41	1.5%
8	33	1.2%
13	24	0.9%
9	23	0.9%
Other values (498)	898	33.4%
(Missing)	261	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	930	34.6%
1	196	7.3%
2	99	3.7%
3	75	2.8%
4	60	2.2%
5	51	1.9%
6	41	1.5%
7	21	0.8%
8	33	1.2%
9	23	0.9%

Value	Count	Frequency (%)
430358	1	< 0.1%
114376	1	< 0.1%
89794	1	< 0.1%
62799	1	< 0.1%
42597	1	< 0.1%
34980	1	< 0.1%
28808	1	< 0.1%
23587	1	< 0.1%
18684	1	< 0.1%
17772	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	534
Distinct (%)	21.7%
Missing	234
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	747.31176

Minimum	0
Maximum	454235
Zeros	918
Zeros (%)	34.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	46
95-th percentile	2623.2
Maximum	454235
Range	454235
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	9927.107
Coefficient of variation (CV)	13.283756
Kurtosis	1785.5146
Mean	747.31176
Median Absolute Deviation (MAD)	2
Skewness	39.985387
Sum	1836145
Variance	98547454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	918	34.1%
1	204	7.6%
2	111	4.1%
3	83	3.1%
4	66	2.5%
5	51	1.9%
6	41	1.5%
8	32	1.2%
7	32	1.2%
10	28	1.0%
Other values (524)	891	33.1%
(Missing)	234	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	918	34.1%
1	204	7.6%
2	111	4.1%
3	83	3.1%
4	66	2.5%
5	51	1.9%
6	41	1.5%
7	32	1.2%
8	32	1.2%
9	13	0.5%

Value	Count	Frequency (%)
454235	1	< 0.1%
113379	1	< 0.1%
95873	1	< 0.1%
60727	1	< 0.1%
41801	1	< 0.1%
38115	1	< 0.1%
30366	1	< 0.1%
24343	1	< 0.1%
23798	1	< 0.1%
20043	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	540
Distinct (%)	22.0%
Missing	234
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	818.11437

Minimum	0
Maximum	496791
Zeros	802
Zeros (%)	29.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	52
95-th percentile	2811.6
Maximum	496791
Range	496791
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	10874.708
Coefficient of variation (CV)	13.292405
Kurtosis	1775.0901
Mean	818.11437
Median Absolute Deviation (MAD)	4
Skewness	39.864864
Sum	2010107
Variance	1.1825926 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	802	29.8%
1	219	8.1%
2	113	4.2%
3	86	3.2%
5	58	2.2%
4	57	2.1%
6	51	1.9%
7	44	1.6%
8	35	1.3%
9	30	1.1%
Other values (530)	962	35.7%
(Missing)	234	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	802	29.8%
1	219	8.1%
2	113	4.2%
3	86	3.2%
4	57	2.1%
5	58	2.2%
6	51	1.9%
7	44	1.6%
8	35	1.3%
9	30	1.1%

Value	Count	Frequency (%)
496791	1	< 0.1%
129476	1	< 0.1%
101016	1	< 0.1%
75085	1	< 0.1%
48686	1	< 0.1%
34579	1	< 0.1%
26551	1	< 0.1%
24365	1	< 0.1%
23454	1	< 0.1%
22808	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	532
Distinct (%)	21.2%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	734.29192

Minimum	0
Maximum	456014
Zeros	790
Zeros (%)	29.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	45.5
95-th percentile	2552.5
Maximum	456014
Range	456014
Interquartile range (IQR)	45.5

Descriptive statistics

Standard deviation	9755.0712
Coefficient of variation (CV)	13.285004
Kurtosis	1898.4936
Mean	734.29192
Median Absolute Deviation (MAD)	4
Skewness	41.361542
Sum	1843807
Variance	95161414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	790	29.4%
1	212	7.9%
2	156	5.8%
3	87	3.2%
4	71	2.6%
5	53	2.0%
6	49	1.8%
7	42	1.6%
9	36	1.3%
8	36	1.3%
Other values (522)	979	36.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	790	29.4%
1	212	7.9%
2	156	5.8%
3	87	3.2%
4	71	2.6%
5	53	2.0%
6	49	1.8%
7	42	1.6%
8	36	1.3%
9	36	1.3%

Value	Count	Frequency (%)
456014	1	< 0.1%
93591	1	< 0.1%
88653	1	< 0.1%
55194	1	< 0.1%
44797	1	< 0.1%
44349	1	< 0.1%
26505	1	< 0.1%
24007	1	< 0.1%
23995	1	< 0.1%
22954	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	555
Distinct (%)	22.3%
Missing	207
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%
Mean	908.5004

Minimum	0
Maximum	564512
Zeros	654
Zeros (%)	24.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	52
95-th percentile	3141
Maximum	564512
Range	564512
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	12176.993
Coefficient of variation (CV)	13.403398
Kurtosis	1858.9942
Mean	908.5004
Median Absolute Deviation (MAD)	6
Skewness	40.947336
Sum	2256715
Variance	1.4827915 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	654	24.3%
1	204	7.6%
2	142	5.3%
3	101	3.8%
4	78	2.9%
5	56	2.1%
6	55	2.0%
7	54	2.0%
8	47	1.7%
10	41	1.5%
Other values (545)	1052	39.1%
(Missing)	207	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	654	24.3%
1	204	7.6%
2	142	5.3%
3	101	3.8%
4	78	2.9%
5	56	2.1%
6	55	2.0%
7	54	2.0%
8	47	1.7%
9	40	1.5%

Value	Count	Frequency (%)
564512	1	< 0.1%
136752	1	< 0.1%
109406	1	< 0.1%
59598	1	< 0.1%
50123	1	< 0.1%
42970	1	< 0.1%
39294	1	< 0.1%
31404	1	< 0.1%
30649	1	< 0.1%
25203	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	508
Distinct (%)	20.3%
Missing	189
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	643.31575

Minimum	0
Maximum	403924
Zeros	751
Zeros (%)	27.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	43
95-th percentile	2282.45
Maximum	403924
Range	403924
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	8655.0583
Coefficient of variation (CV)	13.453826
Kurtosis	1894.2979
Mean	643.31575
Median Absolute Deviation (MAD)	4
Skewness	41.376198
Sum	1609576
Variance	74910035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	751	27.9%
1	224	8.3%
2	125	4.6%
3	96	3.6%
4	76	2.8%
6	63	2.3%
5	57	2.1%
7	53	2.0%
8	48	1.8%
9	42	1.6%
Other values (498)	967	35.9%
(Missing)	189	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	751	27.9%
1	224	8.3%
2	125	4.6%
3	96	3.6%
4	76	2.8%
5	57	2.1%
6	63	2.3%
7	53	2.0%
8	48	1.8%
9	42	1.6%

Value	Count	Frequency (%)
403924	1	< 0.1%
93940	1	< 0.1%
75287	1	< 0.1%
41540	1	< 0.1%
32857	1	< 0.1%
30633	1	< 0.1%
28108	1	< 0.1%
26475	1	< 0.1%
23990	1	< 0.1%
20633	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	504
Distinct (%)	20.1%
Missing	189
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	774.31135

Minimum	0
Maximum	517349
Zeros	860
Zeros (%)	32.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	40
95-th percentile	2594.7
Maximum	517349
Range	517349
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	11054.124
Coefficient of variation (CV)	14.276072
Kurtosis	1918.1353
Mean	774.31135
Median Absolute Deviation (MAD)	3
Skewness	41.784716
Sum	1937327
Variance	1.2219367 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	860	32.0%
1	207	7.7%
2	116	4.3%
3	89	3.3%
4	62	2.3%
5	53	2.0%
6	53	2.0%
9	43	1.6%
8	41	1.5%
7	34	1.3%
Other values (494)	944	35.1%
(Missing)	189	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	860	32.0%
1	207	7.7%
2	116	4.3%
3	89	3.3%
4	62	2.3%
5	53	2.0%
6	53	2.0%
7	34	1.3%
8	41	1.5%
9	43	1.6%

Value	Count	Frequency (%)
517349	1	< 0.1%
134161	1	< 0.1%
67213	1	< 0.1%
64275	1	< 0.1%
40962	1	< 0.1%
37789	1	< 0.1%
36600	1	< 0.1%
32153	1	< 0.1%
27199	1	< 0.1%
23197	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	524
Distinct (%)	20.5%
Missing	135
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	895.84898

Minimum	0
Maximum	625959
Zeros	931
Zeros (%)	34.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	43
95-th percentile	3076.5
Maximum	625959
Range	625959
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	13236.709
Coefficient of variation (CV)	14.775603
Kurtosis	1959.3149
Mean	895.84898
Median Absolute Deviation (MAD)	3
Skewness	42.285788
Sum	2289790
Variance	1.7521047 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	931	34.6%
1	233	8.7%
2	110	4.1%
3	94	3.5%
4	61	2.3%
5	58	2.2%
7	42	1.6%
6	40	1.5%
9	31	1.2%
8	25	0.9%
Other values (514)	931	34.6%
(Missing)	135	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	931	34.6%
1	233	8.7%
2	110	4.1%
3	94	3.5%
4	61	2.3%
5	58	2.2%
6	40	1.5%
7	42	1.6%
8	25	0.9%
9	31	1.2%

Value	Count	Frequency (%)
625959	1	< 0.1%
170002	1	< 0.1%
86843	1	< 0.1%
62855	1	< 0.1%
51800	1	< 0.1%
46565	1	< 0.1%
39653	1	< 0.1%
35476	1	< 0.1%
27537	1	< 0.1%
27229	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	516
Distinct (%)	20.4%
Missing	162
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	1026.4314

Minimum	0
Maximum	736130
Zeros	880
Zeros (%)	32.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	44
95-th percentile	3561.4
Maximum	736130
Range	736130
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	15700.993
Coefficient of variation (CV)	15.29668
Kurtosis	1915.9202
Mean	1026.4314
Median Absolute Deviation (MAD)	4
Skewness	41.815068
Sum	2595845
Variance	2.4652117 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	880	32.7%
1	185	6.9%
2	106	3.9%
3	77	2.9%
4	65	2.4%
6	49	1.8%
5	49	1.8%
7	43	1.6%
10	36	1.3%
12	32	1.2%
Other values (506)	1007	37.4%
(Missing)	162	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	880	32.7%
1	185	6.9%
2	106	3.9%
3	77	2.9%
4	65	2.4%
5	49	1.8%
6	49	1.8%
7	43	1.6%
8	29	1.1%
9	31	1.2%

Value	Count	Frequency (%)
736130	1	< 0.1%
207396	1	< 0.1%
126813	1	< 0.1%
65431	1	< 0.1%
54073	1	< 0.1%
50236	1	< 0.1%
48437	1	< 0.1%
35662	1	< 0.1%
27538	1	< 0.1%
24749	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	510
Distinct (%)	20.2%
Missing	162
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	869.72796

Minimum	0
Maximum	622726
Zeros	949
Zeros (%)	35.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	39
95-th percentile	2898.4
Maximum	622726
Range	622726
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	13310.122
Coefficient of variation (CV)	15.303777
Kurtosis	1900.9356
Mean	869.72796
Median Absolute Deviation (MAD)	3
Skewness	41.629094
Sum	2199542
Variance	1.7715936 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	949	35.3%
1	191	7.1%
2	108	4.0%
3	76	2.8%
4	59	2.2%
5	57	2.1%
6	50	1.9%
8	40	1.5%
7	38	1.4%
11	26	1.0%
Other values (500)	935	34.7%
(Missing)	162	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	949	35.3%
1	191	7.1%
2	108	4.0%
3	76	2.8%
4	59	2.2%
5	57	2.1%
6	50	1.9%
7	38	1.4%
8	40	1.5%
9	25	0.9%

Value	Count	Frequency (%)
622726	1	< 0.1%
177465	1	< 0.1%
115295	1	< 0.1%
56724	1	< 0.1%
45868	1	< 0.1%
43138	1	< 0.1%
35760	1	< 0.1%
22692	1	< 0.1%
21577	1	< 0.1%
21303	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	456
Distinct (%)	18.2%
Missing	189
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	779.85691

Minimum	0
Maximum	567440
Zeros	946
Zeros (%)	35.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	34
95-th percentile	2643.6
Maximum	567440
Range	567440
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	12144.769
Coefficient of variation (CV)	15.573074
Kurtosis	1909.9685
Mean	779.85691
Median Absolute Deviation (MAD)	2
Skewness	41.814359
Sum	1951202
Variance	1.4749542 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	946	35.2%
1	195	7.2%
2	115	4.3%
6	65	2.4%
3	60	2.2%
4	56	2.1%
5	48	1.8%
8	37	1.4%
7	33	1.2%
12	31	1.2%
Other values (446)	916	34.0%
(Missing)	189	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	946	35.2%
1	195	7.2%
2	115	4.3%
3	60	2.2%
4	56	2.1%
5	48	1.8%
6	65	2.4%
7	33	1.2%
8	37	1.4%
9	23	0.9%

Value	Count	Frequency (%)
567440	1	< 0.1%
157196	1	< 0.1%
105461	1	< 0.1%
39170	1	< 0.1%
37776	1	< 0.1%
32207	1	< 0.1%
29149	1	< 0.1%
26584	1	< 0.1%
22454	1	< 0.1%
20285	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	460
Distinct (%)	18.3%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	720.0673

Minimum	0
Maximum	522524
Zeros	942
Zeros (%)	35.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	38.5
95-th percentile	2260.5
Maximum	522524
Range	522524
Interquartile range (IQR)	38.5

Descriptive statistics

Standard deviation	11227.286
Coefficient of variation (CV)	15.591995
Kurtosis	1878.3209
Mean	720.0673
Median Absolute Deviation (MAD)	3
Skewness	41.431563
Sum	1808089
Variance	1.2605195 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	942	35.0%
1	206	7.7%
2	92	3.4%
3	75	2.8%
5	50	1.9%
4	49	1.8%
6	44	1.6%
8	39	1.4%
7	32	1.2%
9	29	1.1%
Other values (450)	953	35.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	942	35.0%
1	206	7.7%
2	92	3.4%
3	75	2.8%
4	49	1.8%
5	50	1.9%
6	44	1.6%
7	32	1.2%
8	39	1.4%
9	29	1.1%

Value	Count	Frequency (%)
522524	1	< 0.1%
159635	1	< 0.1%
93191	1	< 0.1%
33593	1	< 0.1%
32047	1	< 0.1%
26101	1	< 0.1%
25466	1	< 0.1%
24012	1	< 0.1%
21370	1	< 0.1%
20564	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	498
Distinct (%)	19.9%
Missing	189
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	698.3693

Minimum	0
Maximum	492592
Zeros	881
Zeros (%)	32.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	53
95-th percentile	2288.15
Maximum	492592
Range	492592
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	10469.176
Coefficient of variation (CV)	14.990888
Kurtosis	1960.6419
Mean	698.3693
Median Absolute Deviation (MAD)	4
Skewness	42.447268
Sum	1747320
Variance	1.0960365 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	881	32.7%
1	185	6.9%
2	106	3.9%
3	70	2.6%
4	59	2.2%
6	52	1.9%
5	43	1.6%
8	36	1.3%
7	31	1.2%
12	29	1.1%
Other values (488)	1010	37.5%
(Missing)	189	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	881	32.7%
1	185	6.9%
2	106	3.9%
3	70	2.6%
4	59	2.2%
5	43	1.6%
6	52	1.9%
7	31	1.2%
8	36	1.3%
9	24	0.9%

Value	Count	Frequency (%)
492592	1	< 0.1%
130713	1	< 0.1%
67523	1	< 0.1%
34170	1	< 0.1%
31462	1	< 0.1%
30766	1	< 0.1%
28641	1	< 0.1%
26508	1	< 0.1%
23891	1	< 0.1%
22321	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	608
Distinct (%)	24.3%
Missing	189
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	1201.4564

Minimum	0
Maximum	822185
Zeros	832
Zeros (%)	30.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	99.75
95-th percentile	3664.5
Maximum	822185
Range	822185
Interquartile range (IQR)	99.75

Descriptive statistics

Standard deviation	17616.848
Coefficient of variation (CV)	14.66291
Kurtosis	1903.7738
Mean	1201.4564
Median Absolute Deviation (MAD)	5
Skewness	41.758194
Sum	3006044
Variance	3.1035334 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	832	30.9%
1	177	6.6%
2	88	3.3%
3	64	2.4%
4	52	1.9%
6	48	1.8%
5	48	1.8%
8	32	1.2%
7	29	1.1%
10	24	0.9%
Other values (598)	1108	41.2%
(Missing)	189	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	832	30.9%
1	177	6.6%
2	88	3.3%
3	64	2.4%
4	52	1.9%
5	48	1.8%
6	48	1.8%
7	29	1.1%
8	32	1.2%
9	22	0.8%

Value	Count	Frequency (%)
822185	1	< 0.1%
249782	1	< 0.1%
88700	1	< 0.1%
73441	1	< 0.1%
54861	1	< 0.1%
51295	1	< 0.1%
50014	1	< 0.1%
47616	1	< 0.1%
35200	1	< 0.1%
35153	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	585
Distinct (%)	23.3%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	855.30267

Minimum	0
Maximum	574203
Zeros	881
Zeros (%)	32.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	75
95-th percentile	2758.5
Maximum	574203
Range	574203
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	12196.983
Coefficient of variation (CV)	14.260429
Kurtosis	1958.1655
Mean	855.30267
Median Absolute Deviation (MAD)	4
Skewness	42.384009
Sum	2147665
Variance	1.487664 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	881	32.7%
1	195	7.2%
2	94	3.5%
3	81	3.0%
4	57	2.1%
6	47	1.7%
5	41	1.5%
9	37	1.4%
8	35	1.3%
12	27	1.0%
Other values (575)	1016	37.8%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	881	32.7%
1	195	7.2%
2	94	3.5%
3	81	3.0%
4	57	2.1%
5	41	1.5%
6	47	1.7%
7	25	0.9%
8	35	1.3%
9	37	1.4%

Value	Count	Frequency (%)
574203	1	< 0.1%
157333	1	< 0.1%
50250	1	< 0.1%
45607	1	< 0.1%
40733	1	< 0.1%
40204	1	< 0.1%
37049	1	< 0.1%
34384	1	< 0.1%
33096	1	< 0.1%
26205	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	477
Distinct (%)	19.0%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	380.32816

Minimum	0
Maximum	247501
Zeros	944
Zeros (%)	35.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	44
95-th percentile	1207
Maximum	247501
Range	247501
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	5204.8881
Coefficient of variation (CV)	13.685256
Kurtosis	2029.7557
Mean	380.32816
Median Absolute Deviation (MAD)	2
Skewness	43.171853
Sum	955004
Variance	27090860
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	944	35.1%
1	209	7.8%
2	135	5.0%
3	85	3.2%
4	56	2.1%
5	40	1.5%
6	37	1.4%
8	31	1.2%
7	31	1.2%
9	20	0.7%
Other values (467)	923	34.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	944	35.1%
1	209	7.8%
2	135	5.0%
3	85	3.2%
4	56	2.1%
5	40	1.5%
6	37	1.4%
7	31	1.2%
8	31	1.2%
9	20	0.7%

Value	Count	Frequency (%)
247501	1	< 0.1%
47022	1	< 0.1%
27305	1	< 0.1%
26878	1	< 0.1%
19372	1	< 0.1%
18623	1	< 0.1%
17048	1	< 0.1%
14908	1	< 0.1%
14407	1	< 0.1%
13414	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	438
Distinct (%)	17.4%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	524.07262

Minimum	0
Maximum	376363
Zeros	968
Zeros (%)	36.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	28
95-th percentile	1656.9
Maximum	376363
Range	376363
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	7947.6988
Coefficient of variation (CV)	15.165263
Kurtosis	1996.87
Mean	524.07262
Median Absolute Deviation (MAD)	2
Skewness	42.89824
Sum	1320663
Variance	63165917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	968	36.0%
1	208	7.7%
2	124	4.6%
3	100	3.7%
4	70	2.6%
5	54	2.0%
6	48	1.8%
7	42	1.6%
8	32	1.2%
9	28	1.0%
Other values (428)	846	31.4%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	968	36.0%
1	208	7.7%
2	124	4.6%
3	100	3.7%
4	70	2.6%
5	54	2.0%
6	48	1.8%
7	42	1.6%
8	32	1.2%
9	28	1.0%

Value	Count	Frequency (%)
376363	1	< 0.1%
99401	1	< 0.1%
34129	1	< 0.1%
27827	1	< 0.1%
25119	1	< 0.1%
25046	1	< 0.1%
23807	1	< 0.1%
21325	1	< 0.1%
21067	1	< 0.1%
20973	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	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.869	1.000
2007	1.000	1.000	1.000	1.000	0.969	0.990	0.990	0.990	0.990	0.996	0.996	0.996	0.996	0.996	0.996	0.803	0.842	0.803
2008	1.000	1.000	1.000	1.000	0.969	0.990	0.990	0.990	0.990	0.996	0.996	0.996	0.996	0.996	0.996	0.803	0.842	0.803
2009	1.000	1.000	1.000	1.000	0.969	0.990	0.990	0.990	0.990	0.996	0.996	0.996	0.996	0.996	0.996	0.803	0.842	0.803
2010	0.907	0.969	0.969	0.969	1.000	0.982	0.982	0.982	0.982	0.952	0.952	0.952	0.952	0.952	0.952	0.803	0.803	0.803
2011	1.000	0.990	0.990	0.990	0.982	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	1.000	0.803	1.000
2012	1.000	0.990	0.990	0.990	0.982	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	1.000	0.803	1.000
2013	1.000	0.990	0.990	0.990	0.982	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	1.000	0.803	1.000
2014	1.000	0.990	0.990	0.990	0.982	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	1.000	0.803	1.000
2015	1.000	0.996	0.996	0.996	0.952	0.996	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.763	1.000
2016	1.000	0.996	0.996	0.996	0.952	0.996	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.763	1.000
2017	1.000	0.996	0.996	0.996	0.952	0.996	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.763	1.000
2018	1.000	0.996	0.996	0.996	0.952	0.996	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.763	1.000
2019	1.000	0.996	0.996	0.996	0.952	0.996	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.763	1.000
2020	1.000	0.996	0.996	0.996	0.952	0.996	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.763	1.000
2021	1.000	0.803	0.803	0.803	0.803	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.978	1.000
2022	0.869	0.842	0.842	0.842	0.803	0.803	0.803	0.803	0.803	0.763	0.763	0.763	0.763	0.763	0.763	0.978	1.000	0.978
2023	1.000	0.803	0.803	0.803	0.803	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.978	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	0.856	0.844	0.816	0.827	0.816	0.803	0.836	0.828	0.839	0.853	0.841	0.839	0.833	0.831	0.807	0.797	0.793
2007	0.856	1.000	0.863	0.814	0.823	0.789	0.774	0.807	0.808	0.820	0.824	0.815	0.814	0.804	0.807	0.793	0.800	0.777
2008	0.844	0.863	1.000	0.843	0.836	0.801	0.797	0.820	0.806	0.827	0.837	0.830	0.824	0.801	0.802	0.792	0.798	0.778
2009	0.816	0.814	0.843	1.000	0.860	0.824	0.808	0.824	0.801	0.835	0.834	0.821	0.811	0.788	0.802	0.790	0.785	0.781
2010	0.827	0.823	0.836	0.860	1.000	0.869	0.844	0.851	0.833	0.849	0.849	0.838	0.834	0.819	0.826	0.806	0.799	0.798
2011	0.816	0.789	0.801	0.824	0.869	1.000	0.876	0.853	0.826	0.845	0.830	0.817	0.824	0.801	0.819	0.804	0.782	0.785
2012	0.803	0.774	0.797	0.808	0.844	0.876	1.000	0.855	0.829	0.838	0.827	0.819	0.808	0.788	0.800	0.788	0.777	0.784
2013	0.836	0.807	0.820	0.824	0.851	0.853	0.855	1.000	0.869	0.874	0.869	0.860	0.847	0.840	0.857	0.823	0.804	0.814
2014	0.828	0.808	0.806	0.801	0.833	0.826	0.829	0.869	1.000	0.874	0.861	0.851	0.844	0.832	0.840	0.812	0.796	0.803
2015	0.839	0.820	0.827	0.835	0.849	0.845	0.838	0.874	0.874	1.000	0.892	0.871	0.872	0.852	0.860	0.835	0.818	0.824
2016	0.853	0.824	0.837	0.834	0.849	0.830	0.827	0.869	0.861	0.892	1.000	0.894	0.887	0.863	0.871	0.837	0.816	0.829
2017	0.841	0.815	0.830	0.821	0.838	0.817	0.819	0.860	0.851	0.871	0.894	1.000	0.888	0.866	0.868	0.846	0.826	0.833
2018	0.839	0.814	0.824	0.811	0.834	0.824	0.808	0.847	0.844	0.872	0.887	0.888	1.000	0.877	0.871	0.842	0.818	0.822
2019	0.833	0.804	0.801	0.788	0.819	0.801	0.788	0.840	0.832	0.852	0.863	0.866	0.877	1.000	0.887	0.826	0.811	0.818
2020	0.831	0.807	0.802	0.802	0.826	0.819	0.800	0.857	0.840	0.860	0.871	0.868	0.871	0.887	1.000	0.866	0.840	0.840
2021	0.807	0.793	0.792	0.790	0.806	0.804	0.788	0.823	0.812	0.835	0.837	0.846	0.842	0.826	0.866	1.000	0.874	0.843
2022	0.797	0.800	0.798	0.785	0.799	0.782	0.777	0.804	0.796	0.818	0.816	0.826	0.818	0.811	0.840	0.874	1.000	0.846
2023	0.793	0.777	0.778	0.781	0.798	0.785	0.784	0.814	0.803	0.824	0.829	0.833	0.822	0.818	0.840	0.843	0.846	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 거래주체별	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국 /개인->개인	616289	430358	454235	496791	456014	564512	403924	517349	625959	736130	622726	567440	522524	492592	822185	574203	247501	376363
1	전국 /개인->법인	6151	4897	4582	3738	3679	5496	4444	4670	5543	5362	6496	6111	7949	16129	31664	21913	8722	3079
2	전국 /개인->기타	753	713	789	1465	1434	1714	1305	1328	728	1781	1642	1349	1532	1927	3924	3280	2203	1621
3	전국 /법인->개인	84117	89794	95873	101016	93591	109406	75287	67213	62855	54073	45868	26584	18681	23891	50014	37049	26878	23807
4	전국 /법인->법인	10602	11325	24343	23454	22954	19136	15795	11270	11503	8539	10553	7548	10968	7436	11020	6555	3955	2385
5	전국 /법인->기타	1209	648	411	2074	242	531	375	264	519	222	89	102	250	675	1125	1114	1753	1375
6	전국 /기타->개인	1914	1596	2470	3409	2763	3776	1554	2019	1631	2203	1669	1974	1496	1772	13938	24577	7357	2986
7	전국 /기타->법인	35	96	38	48	60	163	37	108	26	101	20	28	54	444	164	433	174	110
8	전국 /기타->기타	213	365	185	263	173	569	866	110	186	75	28	18	18	195	44	58	38	86
9	서울 /개인->개인	137898	62799	60727	75085	44349	59598	41540	64275	86843	126813	115295	105461	93191	67523	88700	45607	11977	34129

	아파트매매 거래주체별	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2681	제주 제주시/기타->기타	0	0	0	2	0	4	1	0	3	2	0	0	0	0	0	0	0	0
2682	제주 서귀포시/개인->개인	146	351	391	354	365	557	403	480	559	610	712	690	582	481	813	1110	639	574
2683	제주 서귀포시/개인->법인	4	15	9	8	4	6	5	61	10	10	34	23	25	21	68	24	50	7
2684	제주 서귀포시/개인->기타	0	1	2	1	1	6	2	5	3	14	2	0	0	1	42	2	1	24
2685	제주 서귀포시/법인->개인	16	167	536	157	154	370	323	387	145	322	388	163	108	71	91	86	121	60
2686	제주 서귀포시/법인->법인	9	6	15	8	22	23	16	55	3	302	28	2	92	27	55	1	2	1
2687	제주 서귀포시/법인->기타	0	0	14	6	0	2	1	2	0	45	0	0	0	0	2	2	0	0
2688	제주 서귀포시/기타->개인	0	1	1	1	5	1	1	2	1	0	5	2	9	5	63	98	6	2
2689	제주 서귀포시/기타->법인	0	0	0	0	0	0	0	0	0	0	0	0	0	6	0	0	0	1
2690	제주 서귀포시/기타->기타	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Other Punctuation

Dash Punctuation

Math Symbol

Open Punctuation

Close 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