gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	2392
Missing cells	12948
Missing cells (%)	28.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	397.2 KiB
Average record size in memory	170.1 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 주택 거래현황의 연도별 거래원인별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068424/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 730 (30.5%) missing values	Missing
`2007` has 760 (31.8%) missing values	Missing
`2008` has 748 (31.3%) missing values	Missing
`2009` has 748 (31.3%) missing values	Missing
`2010` has 712 (29.8%) missing values	Missing
`2011` has 730 (30.5%) missing values	Missing
`2012` has 718 (30.0%) missing values	Missing
`2013` has 718 (30.0%) missing values	Missing
`2014` has 676 (28.3%) missing values	Missing
`2015` has 694 (29.0%) missing values	Missing
`2016` has 700 (29.3%) missing values	Missing
`2017` has 718 (30.0%) missing values	Missing
`2018` has 712 (29.8%) missing values	Missing
`2019` has 718 (30.0%) missing values	Missing
`2020` has 718 (30.0%) missing values	Missing
`2021` has 718 (30.0%) missing values	Missing
`2022` has 718 (30.0%) missing values	Missing
`2023` has 712 (29.8%) missing values	Missing
`2006` is highly skewed (γ1 = 29.80359287)	Skewed
`2007` is highly skewed (γ1 = 29.72001062)	Skewed
`2008` is highly skewed (γ1 = 31.74855853)	Skewed
`2009` is highly skewed (γ1 = 32.21011727)	Skewed
`2010` is highly skewed (γ1 = 32.46360502)	Skewed
`2011` is highly skewed (γ1 = 33.78518722)	Skewed
`2012` is highly skewed (γ1 = 32.72968308)	Skewed
`2013` is highly skewed (γ1 = 32.26528854)	Skewed
`2014` is highly skewed (γ1 = 31.68674484)	Skewed
`2015` is highly skewed (γ1 = 31.1338466)	Skewed
`2016` is highly skewed (γ1 = 31.27245981)	Skewed
`2017` is highly skewed (γ1 = 26.73750614)	Skewed
`2018` is highly skewed (γ1 = 24.72353954)	Skewed
`2019` is highly skewed (γ1 = 25.34537692)	Skewed
`2020` is highly skewed (γ1 = 29.9380802)	Skewed
`2021` is highly skewed (γ1 = 29.6948586)	Skewed
`2022` is highly skewed (γ1 = 26.73472612)	Skewed
`2023` is highly skewed (γ1 = 28.80166772)	Skewed
`지역 및 거래원인` has unique values	Unique
`2006` has 420 (17.6%) zeros	Zeros
`2007` has 463 (19.4%) zeros	Zeros
`2008` has 458 (19.1%) zeros	Zeros
`2009` has 468 (19.6%) zeros	Zeros
`2010` has 513 (21.4%) zeros	Zeros
`2011` has 488 (20.4%) zeros	Zeros
`2012` has 455 (19.0%) zeros	Zeros
`2013` has 439 (18.4%) zeros	Zeros
`2014` has 439 (18.4%) zeros	Zeros
`2015` has 414 (17.3%) zeros	Zeros
`2016` has 382 (16.0%) zeros	Zeros
`2017` has 386 (16.1%) zeros	Zeros
`2018` has 367 (15.3%) zeros	Zeros
`2019` has 386 (16.1%) zeros	Zeros
`2020` has 353 (14.8%) zeros	Zeros
`2021` has 369 (15.4%) zeros	Zeros
`2022` has 382 (16.0%) zeros	Zeros
`2023` has 366 (15.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:40:10.309268
Analysis finished	2024-03-23 05:41:25.943321
Duration	1 minute and 15.63 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역 및 거래원인
Text

UNIQUE

Distinct	2392
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	18.8 KiB

Length

Max length	23
Median length	21
Mean length	10.466137
Min length	6

Characters and Unicode

Total characters	25035
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	2392 ?
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	424	8.9%
경남	216	4.5%
서울	208	4.3%
경북	208	4.3%
전남	184	3.8%
충남	160	3.3%
충북	160	3.3%
강원	152	3.2%
전북	136	2.8%
부산	136	2.8%
Other values (2065)	2800	58.5%

Most occurring characters

Value	Count	Frequency (%)
	2392	9.6%
/	2392	9.6%
구	1128	4.5%
기	1046	4.2%
전	998	4.0%
시	976	3.9%
권	905	3.6%
매	897	3.6%
경	872	3.5%
양	790	3.2%
Other values (144)	12639	50.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	19947	79.7%
Space Separator	2392	9.6%
Other Punctuation	2392	9.6%
Close Punctuation	152	0.6%
Open Punctuation	152	0.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	1128	5.7%
기	1046	5.2%
전	998	5.0%
시	976	4.9%
권	905	4.5%
매	897	4.5%
경	872	4.4%
양	790	4.0%
군	744	3.7%
남	712	3.6%
Other values (140)	10879	54.5%

Space Separator

Value	Count	Frequency (%)
	2392	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	2392	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	152	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	152	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	19947	79.7%
Common	5088	20.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	1128	5.7%
기	1046	5.2%
전	998	5.0%
시	976	4.9%
권	905	4.5%
매	897	4.5%
경	872	4.4%
양	790	4.0%
군	744	3.7%
남	712	3.6%
Other values (140)	10879	54.5%

Common

Value	Count	Frequency (%)
	2392	47.0%
/	2392	47.0%
)	152	3.0%
(	152	3.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	19947	79.7%
ASCII	5088	20.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2392	47.0%
/	2392	47.0%
)	152	3.0%
(	152	3.0%

Hangul

Value	Count	Frequency (%)
구	1128	5.7%
기	1046	5.2%
전	998	5.0%
시	976	4.9%
권	905	4.5%
매	897	4.5%
경	872	4.4%
양	790	4.0%
군	744	3.7%
남	712	3.6%
Other values (140)	10879	54.5%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	372
Distinct (%)	22.4%
Missing	730
Missing (%)	30.5%
Infinite	0
Infinite (%)	0.0%
Mean	234.31649

Minimum	0
Maximum	83884
Zeros	420
Zeros (%)	17.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	11
Q3	64
95-th percentile	760.75
Maximum	83884
Range	83884
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	2329.4918
Coefficient of variation (CV)	9.9416468
Kurtosis	1020.6483
Mean	234.31649
Median Absolute Deviation (MAD)	11
Skewness	29.803593
Sum	389434
Variance	5426531.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	420	17.6%
1	135	5.6%
2	61	2.6%
3	45	1.9%
4	42	1.8%
6	29	1.2%
11	24	1.0%
5	24	1.0%
8	22	0.9%
23	21	0.9%
Other values (362)	839	35.1%
(Missing)	730	30.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	420	17.6%
1	135	5.6%
2	61	2.6%
3	45	1.9%
4	42	1.8%
5	24	1.0%
6	29	1.2%
7	15	0.6%
8	22	0.9%
9	15	0.6%

Value	Count	Frequency (%)
83884	1	< 0.1%
27384	1	< 0.1%
21452	1	< 0.1%
20353	1	< 0.1%
11051	1	< 0.1%
5638	1	< 0.1%
5299	1	< 0.1%
5131	1	< 0.1%
4083	1	< 0.1%
3475	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	347
Distinct (%)	21.3%
Missing	760
Missing (%)	31.8%
Infinite	0
Infinite (%)	0.0%
Mean	187.83517

Minimum	0
Maximum	65137
Zeros	463
Zeros (%)	19.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	48
95-th percentile	598.6
Maximum	65137
Range	65137
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	1819.8936
Coefficient of variation (CV)	9.6887797
Kurtosis	1014.2518
Mean	187.83517
Median Absolute Deviation (MAD)	5
Skewness	29.720011
Sum	306547
Variance	3312012.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	463	19.4%
1	164	6.9%
2	71	3.0%
4	46	1.9%
3	41	1.7%
5	36	1.5%
7	30	1.3%
6	26	1.1%
8	19	0.8%
24	17	0.7%
Other values (337)	719	30.1%
(Missing)	760	31.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	463	19.4%
1	164	6.9%
2	71	3.0%
3	41	1.7%
4	46	1.9%
5	36	1.5%
6	26	1.1%
7	30	1.3%
8	19	0.8%
9	15	0.6%

Value	Count	Frequency (%)
65137	1	< 0.1%
22297	1	< 0.1%
16907	1	< 0.1%
11719	1	< 0.1%
5669	1	< 0.1%
5506	1	< 0.1%
4372	1	< 0.1%
4352	1	< 0.1%
4249	1	< 0.1%
3976	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	334
Distinct (%)	20.3%
Missing	748
Missing (%)	31.3%
Infinite	0
Infinite (%)	0.0%
Mean	177.79501

Minimum	0
Maximum	67187
Zeros	458
Zeros (%)	19.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	39
95-th percentile	525.85
Maximum	67187
Range	67187
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	1817.0167
Coefficient of variation (CV)	10.219728
Kurtosis	1137.1836
Mean	177.79501
Median Absolute Deviation (MAD)	5
Skewness	31.748559
Sum	292295
Variance	3301549.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	458	19.1%
1	167	7.0%
2	80	3.3%
3	60	2.5%
4	45	1.9%
6	31	1.3%
5	30	1.3%
7	24	1.0%
9	23	1.0%
10	19	0.8%
Other values (324)	707	29.6%
(Missing)	748	31.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	458	19.1%
1	167	7.0%
2	80	3.3%
3	60	2.5%
4	45	1.9%
5	30	1.3%
6	31	1.3%
7	24	1.0%
8	19	0.8%
9	23	1.0%

Value	Count	Frequency (%)
67187	1	< 0.1%
18433	1	< 0.1%
15528	1	< 0.1%
10999	1	< 0.1%
5459	1	< 0.1%
4832	1	< 0.1%
4731	1	< 0.1%
4655	1	< 0.1%
4297	1	< 0.1%
3127	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	334
Distinct (%)	20.3%
Missing	748
Missing (%)	31.3%
Infinite	0
Infinite (%)	0.0%
Mean	183.16119

Minimum	0
Maximum	70338
Zeros	468
Zeros (%)	19.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	44.25
95-th percentile	583.25
Maximum	70338
Range	70338
Interquartile range (IQR)	44.25

Descriptive statistics

Standard deviation	1888.9935
Coefficient of variation (CV)	10.313285
Kurtosis	1166.9662
Mean	183.16119
Median Absolute Deviation (MAD)	5
Skewness	32.210117
Sum	301117
Variance	3568296.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	468	19.6%
1	182	7.6%
2	83	3.5%
3	40	1.7%
4	40	1.7%
5	34	1.4%
6	25	1.0%
8	24	1.0%
7	21	0.9%
16	19	0.8%
Other values (324)	708	29.6%
(Missing)	748	31.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	468	19.6%
1	182	7.6%
2	83	3.5%
3	40	1.7%
4	40	1.7%
5	34	1.4%
6	25	1.0%
7	21	0.9%
8	24	1.0%
9	17	0.7%

Value	Count	Frequency (%)
70338	1	< 0.1%
17206	1	< 0.1%
15991	1	< 0.1%
10778	1	< 0.1%
6098	1	< 0.1%
5837	1	< 0.1%
5089	1	< 0.1%
5053	1	< 0.1%
3962	1	< 0.1%
3846	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	338
Distinct (%)	20.1%
Missing	712
Missing (%)	29.8%
Infinite	0
Infinite (%)	0.0%
Mean	172.09345

Minimum	0
Maximum	66147
Zeros	513
Zeros (%)	21.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	41
95-th percentile	513.2
Maximum	66147
Range	66147
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	1758.9666
Coefficient of variation (CV)	10.220997
Kurtosis	1188.2414
Mean	172.09345
Median Absolute Deviation (MAD)	4
Skewness	32.463605
Sum	289117
Variance	3093963.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	513	21.4%
1	180	7.5%
2	87	3.6%
3	43	1.8%
4	39	1.6%
5	27	1.1%
6	23	1.0%
10	21	0.9%
9	20	0.8%
7	20	0.8%
Other values (328)	707	29.6%
(Missing)	712	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	513	21.4%
1	180	7.5%
2	87	3.6%
3	43	1.8%
4	39	1.6%
5	27	1.1%
6	23	1.0%
7	20	0.8%
8	19	0.8%
9	20	0.8%

Value	Count	Frequency (%)
66147	1	< 0.1%
17988	1	< 0.1%
12170	1	< 0.1%
7625	1	< 0.1%
7078	1	< 0.1%
7037	1	< 0.1%
6358	1	< 0.1%
5098	1	< 0.1%
3914	1	< 0.1%
3878	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	344
Distinct (%)	20.7%
Missing	730
Missing (%)	30.5%
Infinite	0
Infinite (%)	0.0%
Mean	201.8568

Minimum	0
Maximum	82390
Zeros	488
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	42
95-th percentile	601.9
Maximum	82390
Range	82390
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	2161.5954
Coefficient of variation (CV)	10.708559
Kurtosis	1264.1589
Mean	201.8568
Median Absolute Deviation (MAD)	4
Skewness	33.785187
Sum	335486
Variance	4672494.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	488	20.4%
1	195	8.2%
2	79	3.3%
3	43	1.8%
4	39	1.6%
5	27	1.1%
9	26	1.1%
7	25	1.0%
8	19	0.8%
11	18	0.8%
Other values (334)	703	29.4%
(Missing)	730	30.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	488	20.4%
1	195	8.2%
2	79	3.3%
3	43	1.8%
4	39	1.6%
5	27	1.1%
6	15	0.6%
7	25	1.0%
8	19	0.8%
9	26	1.1%

Value	Count	Frequency (%)
82390	1	< 0.1%
16886	1	< 0.1%
16206	1	< 0.1%
9149	1	< 0.1%
6910	1	< 0.1%
6713	1	< 0.1%
6272	1	< 0.1%
5627	1	< 0.1%
4969	1	< 0.1%
4353	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	336
Distinct (%)	20.1%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	162.83393

Minimum	0
Maximum	61818
Zeros	455
Zeros (%)	19.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	43
95-th percentile	482.35
Maximum	61818
Range	61818
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	1640.3648
Coefficient of variation (CV)	10.073851
Kurtosis	1202.1321
Mean	162.83393
Median Absolute Deviation (MAD)	5
Skewness	32.729683
Sum	272584
Variance	2690796.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	455	19.0%
1	177	7.4%
2	80	3.3%
3	57	2.4%
4	39	1.6%
5	32	1.3%
7	29	1.2%
6	26	1.1%
10	25	1.0%
13	21	0.9%
Other values (326)	733	30.6%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	455	19.0%
1	177	7.4%
2	80	3.3%
3	57	2.4%
4	39	1.6%
5	32	1.3%
6	26	1.1%
7	29	1.2%
8	20	0.8%
9	17	0.7%

Value	Count	Frequency (%)
61818	1	< 0.1%
16443	1	< 0.1%
12134	1	< 0.1%
6499	1	< 0.1%
5274	1	< 0.1%
4927	1	< 0.1%
4672	1	< 0.1%
4613	1	< 0.1%
4557	1	< 0.1%
4010	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	357
Distinct (%)	21.3%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	187.52688

Minimum	0
Maximum	71395
Zeros	439
Zeros (%)	18.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	47
95-th percentile	542
Maximum	71395
Range	71395
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	1907.9951
Coefficient of variation (CV)	10.174515
Kurtosis	1171.1104
Mean	187.52688
Median Absolute Deviation (MAD)	6
Skewness	32.265289
Sum	313920
Variance	3640445.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	439	18.4%
1	183	7.7%
2	87	3.6%
3	48	2.0%
4	44	1.8%
5	32	1.3%
6	28	1.2%
7	27	1.1%
10	25	1.0%
8	24	1.0%
Other values (347)	737	30.8%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	439	18.4%
1	183	7.7%
2	87	3.6%
3	48	2.0%
4	44	1.8%
5	32	1.3%
6	28	1.2%
7	27	1.1%
8	24	1.0%
9	15	0.6%

Value	Count	Frequency (%)
71395	1	< 0.1%
19957	1	< 0.1%
16282	1	< 0.1%
8785	1	< 0.1%
5542	1	< 0.1%
5493	1	< 0.1%
5333	1	< 0.1%
4897	1	< 0.1%
4667	1	< 0.1%
3956	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	383
Distinct (%)	22.3%
Missing	676
Missing (%)	28.3%
Infinite	0
Infinite (%)	0.0%
Mean	229.48019

Minimum	0
Maximum	86983
Zeros	439
Zeros (%)	18.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7
Q3	57
95-th percentile	723.25
Maximum	86983
Range	86983
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	2330.7955
Coefficient of variation (CV)	10.156849
Kurtosis	1136.7672
Mean	229.48019
Median Absolute Deviation (MAD)	7
Skewness	31.686745
Sum	393788
Variance	5432607.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	439	18.4%
1	191	8.0%
2	88	3.7%
3	48	2.0%
4	37	1.5%
5	30	1.3%
7	26	1.1%
10	24	1.0%
6	22	0.9%
8	20	0.8%
Other values (373)	791	33.1%
(Missing)	676	28.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	439	18.4%
1	191	8.0%
2	88	3.7%
3	48	2.0%
4	37	1.5%
5	30	1.3%
6	22	0.9%
7	26	1.1%
8	20	0.8%
9	19	0.8%

Value	Count	Frequency (%)
86983	1	< 0.1%
28611	1	< 0.1%
20498	1	< 0.1%
12034	1	< 0.1%
6951	1	< 0.1%
6238	1	< 0.1%
5998	1	< 0.1%
5812	1	< 0.1%
5425	1	< 0.1%
5003	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	392
Distinct (%)	23.1%
Missing	694
Missing (%)	29.0%
Infinite	0
Infinite (%)	0.0%
Mean	272.55359

Minimum	0
Maximum	102993
Zeros	414
Zeros (%)	17.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	7
Q3	62
95-th percentile	832.75
Maximum	102993
Range	102993
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	2789.5721
Coefficient of variation (CV)	10.234949
Kurtosis	1101.5461
Mean	272.55359
Median Absolute Deviation (MAD)	7
Skewness	31.133847
Sum	462796
Variance	7781712.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	414	17.3%
1	186	7.8%
2	87	3.6%
3	44	1.8%
4	39	1.6%
5	33	1.4%
6	30	1.3%
7	24	1.0%
13	19	0.8%
8	19	0.8%
Other values (382)	803	33.6%
(Missing)	694	29.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	414	17.3%
1	186	7.8%
2	87	3.6%
3	44	1.8%
4	39	1.6%
5	33	1.4%
6	30	1.3%
7	24	1.0%
8	19	0.8%
9	13	0.5%

Value	Count	Frequency (%)
102993	1	< 0.1%
33507	1	< 0.1%
25859	1	< 0.1%
18454	1	< 0.1%
8499	1	< 0.1%
6719	1	< 0.1%
6699	1	< 0.1%
6450	1	< 0.1%
5982	1	< 0.1%
5897	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	411
Distinct (%)	24.3%
Missing	700
Missing (%)	29.3%
Infinite	0
Infinite (%)	0.0%
Mean	249.21631

Minimum	0
Maximum	89266
Zeros	382
Zeros (%)	16.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	15
Q3	96.25
95-th percentile	764.35
Maximum	89266
Range	89266
Interquartile range (IQR)	95.25

Descriptive statistics

Standard deviation	2406.359
Coefficient of variation (CV)	9.6557043
Kurtosis	1119.0646
Mean	249.21631
Median Absolute Deviation (MAD)	15
Skewness	31.27246
Sum	421674
Variance	5790563.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	382	16.0%
1	151	6.3%
2	55	2.3%
3	42	1.8%
4	29	1.2%
6	28	1.2%
8	26	1.1%
10	21	0.9%
5	19	0.8%
13	19	0.8%
Other values (401)	920	38.5%
(Missing)	700	29.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	382	16.0%
1	151	6.3%
2	55	2.3%
3	42	1.8%
4	29	1.2%
5	19	0.8%
6	28	1.2%
7	14	0.6%
8	26	1.1%
9	17	0.7%

Value	Count	Frequency (%)
89266	1	< 0.1%
22856	1	< 0.1%
21871	1	< 0.1%
17423	1	< 0.1%
13501	1	< 0.1%
7456	1	< 0.1%
7184	1	< 0.1%
6852	1	< 0.1%
5571	1	< 0.1%
5379	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	434
Distinct (%)	25.9%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	266.89247

Minimum	0
Maximum	79151
Zeros	386
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	17
Q3	113.75
95-th percentile	754.2
Maximum	79151
Range	79151
Interquartile range (IQR)	112.75

Descriptive statistics

Standard deviation	2336.0584
Coefficient of variation (CV)	8.7528074
Kurtosis	831.60359
Mean	266.89247
Median Absolute Deviation (MAD)	17
Skewness	26.737506
Sum	446778
Variance	5457168.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	386	16.1%
1	154	6.4%
2	59	2.5%
3	33	1.4%
4	29	1.2%
7	22	0.9%
5	22	0.9%
10	19	0.8%
19	17	0.7%
12	15	0.6%
Other values (424)	918	38.4%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	386	16.1%
1	154	6.4%
2	59	2.5%
3	33	1.4%
4	29	1.2%
5	22	0.9%
6	13	0.5%
7	22	0.9%
8	14	0.6%
9	14	0.6%

Value	Count	Frequency (%)
79151	1	< 0.1%
39761	1	< 0.1%
20413	1	< 0.1%
14948	1	< 0.1%
14029	1	< 0.1%
13084	1	< 0.1%
7048	1	< 0.1%
5404	1	< 0.1%
4786	1	< 0.1%
4565	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	415
Distinct (%)	24.7%
Missing	712
Missing (%)	29.8%
Infinite	0
Infinite (%)	0.0%
Mean	258.81012

Minimum	0
Maximum	70657
Zeros	367
Zeros (%)	15.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	17
Q3	104.25
95-th percentile	716.4
Maximum	70657
Range	70657
Interquartile range (IQR)	103.25

Descriptive statistics

Standard deviation	2238.7413
Coefficient of variation (CV)	8.6501306
Kurtosis	697.34637
Mean	258.81012
Median Absolute Deviation (MAD)	17
Skewness	24.72354
Sum	434801
Variance	5011962.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	367	15.3%
1	162	6.8%
2	64	2.7%
3	36	1.5%
4	32	1.3%
5	22	0.9%
17	17	0.7%
10	17	0.7%
9	17	0.7%
11	17	0.7%
Other values (405)	929	38.8%
(Missing)	712	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	367	15.3%
1	162	6.8%
2	64	2.7%
3	36	1.5%
4	32	1.3%
5	22	0.9%
6	11	0.5%
7	14	0.6%
8	14	0.6%
9	17	0.7%

Value	Count	Frequency (%)
70657	1	< 0.1%
46533	1	< 0.1%
19715	1	< 0.1%
17745	1	< 0.1%
13826	1	< 0.1%
10213	1	< 0.1%
8473	1	< 0.1%
4402	1	< 0.1%
4128	1	< 0.1%
3918	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	413
Distinct (%)	24.7%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	234.43967

Minimum	0
Maximum	65198
Zeros	386
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	15
Q3	91.75
95-th percentile	625.65
Maximum	65198
Range	65198
Interquartile range (IQR)	90.75

Descriptive statistics

Standard deviation	2028.2768
Coefficient of variation (CV)	8.6515938
Kurtosis	733.38863
Mean	234.43967
Median Absolute Deviation (MAD)	15
Skewness	25.345377
Sum	392452
Variance	4113906.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	386	16.1%
1	147	6.1%
2	66	2.8%
3	42	1.8%
17	27	1.1%
4	26	1.1%
5	23	1.0%
11	21	0.9%
15	19	0.8%
8	19	0.8%
Other values (403)	898	37.5%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	386	16.1%
1	147	6.1%
2	66	2.8%
3	42	1.8%
4	26	1.1%
5	23	1.0%
6	14	0.6%
7	17	0.7%
8	19	0.8%
9	14	0.6%

Value	Count	Frequency (%)
65198	1	< 0.1%
41213	1	< 0.1%
16343	1	< 0.1%
15824	1	< 0.1%
10043	1	< 0.1%
8262	1	< 0.1%
8164	1	< 0.1%
4249	1	< 0.1%
4079	1	< 0.1%
4031	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	433
Distinct (%)	25.9%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	300.99044

Minimum	0
Maximum	102420
Zeros	353
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	17
Q3	107.5
95-th percentile	887.4
Maximum	102420
Range	102420
Interquartile range (IQR)	106.5

Descriptive statistics

Standard deviation	2832.0816
Coefficient of variation (CV)	9.4092076
Kurtosis	1030.9939
Mean	300.99044
Median Absolute Deviation (MAD)	17
Skewness	29.93808
Sum	503858
Variance	8020686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	353	14.8%
1	173	7.2%
2	68	2.8%
3	43	1.8%
4	26	1.1%
11	20	0.8%
9	18	0.8%
7	17	0.7%
5	16	0.7%
6	15	0.6%
Other values (423)	925	38.7%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	353	14.8%
1	173	7.2%
2	68	2.8%
3	43	1.8%
4	26	1.1%
5	16	0.7%
6	15	0.6%
7	17	0.7%
8	10	0.4%
9	18	0.8%

Value	Count	Frequency (%)
102420	1	< 0.1%
34287	1	< 0.1%
29538	1	< 0.1%
13281	1	< 0.1%
11237	1	< 0.1%
11058	1	< 0.1%
9621	1	< 0.1%
8472	1	< 0.1%
6563	1	< 0.1%
6067	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	395
Distinct (%)	23.6%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	234.51732

Minimum	0
Maximum	78634
Zeros	369
Zeros (%)	15.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	15
Q3	81
95-th percentile	637.4
Maximum	78634
Range	78634
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	2186.6741
Coefficient of variation (CV)	9.3241476
Kurtosis	1012.8914
Mean	234.51732
Median Absolute Deviation (MAD)	15
Skewness	29.694859
Sum	392582
Variance	4781543.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	369	15.4%
1	164	6.9%
2	55	2.3%
3	55	2.3%
4	32	1.3%
8	18	0.8%
6	18	0.8%
20	18	0.8%
7	17	0.7%
9	17	0.7%
Other values (385)	911	38.1%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	369	15.4%
1	164	6.9%
2	55	2.3%
3	55	2.3%
4	32	1.3%
5	15	0.6%
6	18	0.8%
7	17	0.7%
8	18	0.8%
9	17	0.7%

Value	Count	Frequency (%)
78634	1	< 0.1%
29600	1	< 0.1%
20590	1	< 0.1%
9542	1	< 0.1%
9320	1	< 0.1%
9085	1	< 0.1%
5908	1	< 0.1%
5567	1	< 0.1%
5094	1	< 0.1%
4954	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	323
Distinct (%)	19.3%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	136.21207

Minimum	0
Maximum	39423
Zeros	382
Zeros (%)	16.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	10
Q3	52
95-th percentile	388.45
Maximum	39423
Range	39423
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	1177.8098
Coefficient of variation (CV)	8.6468829
Kurtosis	818.24536
Mean	136.21207
Median Absolute Deviation (MAD)	10
Skewness	26.734726
Sum	228019
Variance	1387235.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	382	16.0%
1	188	7.9%
2	85	3.6%
3	43	1.8%
4	35	1.5%
5	27	1.1%
12	22	0.9%
8	20	0.8%
6	20	0.8%
19	20	0.8%
Other values (313)	832	34.8%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	382	16.0%
1	188	7.9%
2	85	3.6%
3	43	1.8%
4	35	1.5%
5	27	1.1%
6	20	0.8%
7	13	0.5%
8	20	0.8%
9	15	0.6%

Value	Count	Frequency (%)
39423	1	< 0.1%
22333	1	< 0.1%
8417	1	< 0.1%
6983	1	< 0.1%
6928	1	< 0.1%
3811	1	< 0.1%
3421	1	< 0.1%
3080	1	< 0.1%
2567	1	< 0.1%
2502	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	314
Distinct (%)	18.7%
Missing	712
Missing (%)	29.8%
Infinite	0
Infinite (%)	0.0%
Mean	134.76845

Minimum	0
Maximum	42987
Zeros	366
Zeros (%)	15.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	9
Q3	50
95-th percentile	407.1
Maximum	42987
Range	42987
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	1215.2634
Coefficient of variation (CV)	9.0174175
Kurtosis	956.54338
Mean	134.76845
Median Absolute Deviation (MAD)	9
Skewness	28.801668
Sum	226411
Variance	1476865.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	366	15.3%
1	162	6.8%
2	105	4.4%
3	53	2.2%
4	39	1.6%
5	27	1.1%
6	25	1.0%
10	25	1.0%
14	24	1.0%
15	24	1.0%
Other values (304)	830	34.7%
(Missing)	712	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	366	15.3%
1	162	6.8%
2	105	4.4%
3	53	2.2%
4	39	1.6%
5	27	1.1%
6	25	1.0%
7	20	0.8%
8	23	1.0%
9	23	1.0%

Value	Count	Frequency (%)
42987	1	< 0.1%
18510	1	< 0.1%
10796	1	< 0.1%
5648	1	< 0.1%
5103	1	< 0.1%
4448	1	< 0.1%
4125	1	< 0.1%
3068	1	< 0.1%
2791	1	< 0.1%
2749	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	0.991	0.876	0.876	0.822	1.000	0.875	0.875	0.991	0.991	1.000	1.000	0.996	0.996	0.996	0.996	0.982	0.996
2007	0.991	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.982	0.996
2008	0.876	1.000	1.000	1.000	0.976	0.990	0.990	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.982	0.996
2009	0.876	1.000	1.000	1.000	0.976	0.990	0.990	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.982	0.996
2010	0.822	0.907	0.976	0.976	1.000	0.976	0.996	0.976	0.907	0.907	0.842	0.842	0.802	0.802	0.802	0.802	0.763	0.802
2011	1.000	1.000	0.990	0.990	0.976	1.000	0.990	0.990	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.982	0.996
2012	0.875	1.000	0.990	0.990	0.996	0.990	1.000	0.990	1.000	1.000	1.000	1.000	0.862	0.862	0.862	0.862	0.803	0.862
2013	0.875	1.000	1.000	1.000	0.976	0.990	0.990	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.982	0.996
2014	0.991	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.982	0.996
2015	0.991	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.982	0.996
2016	1.000	1.000	1.000	1.000	0.842	1.000	1.000	1.000	1.000	1.000	1.000	0.927	0.897	0.897	0.864	0.864	0.841	0.864
2017	1.000	1.000	1.000	1.000	0.842	1.000	1.000	1.000	1.000	1.000	0.927	1.000	0.993	0.993	0.998	0.998	0.994	0.998
2018	0.996	0.996	0.996	0.996	0.802	0.996	0.862	0.996	0.996	0.996	0.897	0.993	1.000	1.000	0.993	0.993	0.990	0.993
2019	0.996	0.996	0.996	0.996	0.802	0.996	0.862	0.996	0.996	0.996	0.897	0.993	1.000	1.000	0.993	0.993	0.990	0.993
2020	0.996	0.996	0.996	0.996	0.802	0.996	0.862	0.996	0.996	0.996	0.864	0.998	0.993	0.993	1.000	1.000	0.999	1.000
2021	0.996	0.996	0.996	0.996	0.802	0.996	0.862	0.996	0.996	0.996	0.864	0.998	0.993	0.993	1.000	1.000	0.999	1.000
2022	0.982	0.982	0.982	0.982	0.763	0.982	0.803	0.982	0.982	0.982	0.841	0.994	0.990	0.990	0.999	0.999	1.000	0.999
2023	0.996	0.996	0.996	0.996	0.802	0.996	0.862	0.996	0.996	0.996	0.864	0.998	0.993	0.993	1.000	1.000	0.999	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	0.888	0.867	0.850	0.837	0.831	0.847	0.845	0.840	0.854	0.943	0.945	0.942	0.942	0.944	0.944	0.942	0.939
2007	0.888	1.000	0.927	0.905	0.890	0.881	0.891	0.882	0.886	0.894	0.956	0.955	0.955	0.955	0.953	0.958	0.953	0.953
2008	0.867	0.927	1.000	0.928	0.904	0.894	0.903	0.891	0.891	0.897	0.956	0.961	0.955	0.957	0.954	0.958	0.952	0.957
2009	0.850	0.905	0.928	1.000	0.921	0.901	0.899	0.894	0.893	0.898	0.952	0.962	0.955	0.955	0.953	0.953	0.951	0.953
2010	0.837	0.890	0.904	0.921	1.000	0.917	0.905	0.894	0.877	0.888	0.948	0.952	0.947	0.944	0.944	0.951	0.949	0.950
2011	0.831	0.881	0.894	0.901	0.917	1.000	0.919	0.904	0.897	0.892	0.952	0.953	0.950	0.953	0.950	0.951	0.948	0.952
2012	0.847	0.891	0.903	0.899	0.905	0.919	1.000	0.929	0.916	0.913	0.958	0.960	0.955	0.960	0.953	0.957	0.951	0.955
2013	0.845	0.882	0.891	0.894	0.894	0.904	0.929	1.000	0.922	0.925	0.954	0.957	0.953	0.955	0.946	0.951	0.945	0.954
2014	0.840	0.886	0.891	0.893	0.877	0.897	0.916	0.922	1.000	0.934	0.948	0.959	0.954	0.958	0.955	0.955	0.950	0.954
2015	0.854	0.894	0.897	0.898	0.888	0.892	0.913	0.925	0.934	1.000	0.955	0.966	0.960	0.961	0.959	0.961	0.952	0.957
2016	0.943	0.956	0.956	0.952	0.948	0.952	0.958	0.954	0.948	0.955	1.000	0.945	0.926	0.917	0.896	0.885	0.847	0.876
2017	0.945	0.955	0.961	0.962	0.952	0.953	0.960	0.957	0.959	0.966	0.945	1.000	0.954	0.939	0.914	0.892	0.859	0.886
2018	0.942	0.955	0.955	0.955	0.947	0.950	0.955	0.953	0.954	0.960	0.926	0.954	1.000	0.954	0.925	0.908	0.882	0.887
2019	0.942	0.955	0.957	0.955	0.944	0.953	0.960	0.955	0.958	0.961	0.917	0.939	0.954	1.000	0.942	0.909	0.883	0.901
2020	0.944	0.953	0.954	0.953	0.944	0.950	0.953	0.946	0.955	0.959	0.896	0.914	0.925	0.942	1.000	0.930	0.895	0.904
2021	0.944	0.958	0.958	0.953	0.951	0.951	0.957	0.951	0.955	0.961	0.885	0.892	0.908	0.909	0.930	1.000	0.935	0.927
2022	0.942	0.953	0.952	0.951	0.949	0.948	0.951	0.945	0.950	0.952	0.847	0.859	0.882	0.883	0.895	0.935	1.000	0.929
2023	0.939	0.953	0.957	0.953	0.950	0.952	0.955	0.954	0.954	0.957	0.876	0.886	0.887	0.901	0.904	0.927	0.929	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 및 거래원인	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국 /매매	83884	65137	67187	70338	66147	82390	61818	71395	86983	102993	89266	79151	70657	65198	102420	78634	39423	42987
1	전국 /판결	359	469	385	339	460	512	365	789	326	323	942	333	447	446	733	431	406	452
2	전국 /교환	99	64	60	64	66	64	60	51	179	68	97	56	81	76	98	88	94	92
3	전국 /증여	5638	5506	4655	5089	5098	4969	4927	4667	5998	6450	6852	7048	8473	8262	11058	9542	6983	5103
4	전국 /분양권	21452	22297	18433	17206	17988	16206	16443	19957	28611	33507	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	전국 /분양권전매	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	13501	14029	10213	8164	9621	5094	2567	4125
6	전국 /기타	11051	4372	2411	1672	1412	1076	1928	1470	1338	1622	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	전국 /기타소유권이전	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	21871	39761	46533	41213	34287	29600	22333	18510
8	서울 /매매	20353	11719	10999	10778	7078	9149	6499	8785	12034	18454	17423	14948	13826	10043	13281	9085	3811	4448
9	서울 /판결	104	252	113	76	67	167	80	199	82	87	157	95	135	112	149	82	116	95

	지역 및 거래원인	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2382	제주 제주시/기타	7	20	4	3	4	11	8	54	10	28	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2383	제주 제주시/기타소유권이전	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	210	417	264	133	72	128	186	91
2384	제주 서귀포시/매매	53	107	121	122	135	174	165	197	229	350	338	277	249	168	242	312	227	184
2385	제주 서귀포시/판결	0	1	1	0	0	1	1	1	1	1	0	4	3	2	3	2	4	2
2386	제주 서귀포시/교환	0	0	0	0	0	0	0	1	0	0	1	1	0	0	0	0	1	0
2387	제주 서귀포시/증여	8	20	17	19	19	21	19	28	34	50	51	59	56	53	48	45	42	40
2388	제주 서귀포시/분양권	0	0	0	1	1	1	10	38	84	233	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2389	제주 서귀포시/분양권전매	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	84	24	15	9	4	24	7	4
2390	제주 서귀포시/기타	1	4	9	2	1	2	3	1	1	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2391	제주 서귀포시/기타소유권이전	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	159	123	89	75	53	65	67	33

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Other Punctuation

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample