gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	2392
Missing cells	13027
Missing cells (%)	28.7%
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 아파트 거래현황의 연도별 거래원인별(동(호)수) 데이터입니다.-(단위 : 동(호)수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068106/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 742 (31.0%) missing values	Missing
`2007` has 772 (32.3%) missing values	Missing
`2008` has 754 (31.5%) 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 688 (28.8%) missing values	Missing
`2015` has 700 (29.3%) missing values	Missing
`2016` has 707 (29.6%) missing values	Missing
`2017` has 724 (30.3%) missing values	Missing
`2018` has 718 (30.0%) missing values	Missing
`2019` has 724 (30.3%) missing values	Missing
`2020` has 724 (30.3%) 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 = 29.19391767)	Skewed
`2007` is highly skewed (γ1 = 30.46333513)	Skewed
`2008` is highly skewed (γ1 = 31.17308599)	Skewed
`2009` is highly skewed (γ1 = 31.72639227)	Skewed
`2010` is highly skewed (γ1 = 32.68609081)	Skewed
`2011` is highly skewed (γ1 = 33.20073514)	Skewed
`2012` is highly skewed (γ1 = 31.1795793)	Skewed
`2013` is highly skewed (γ1 = 30.27092852)	Skewed
`2014` is highly skewed (γ1 = 29.26290971)	Skewed
`2015` is highly skewed (γ1 = 28.6892712)	Skewed
`2016` is highly skewed (γ1 = 28.70112431)	Skewed
`2017` is highly skewed (γ1 = 23.47489536)	Skewed
`2018` is highly skewed (γ1 = 22.97500211)	Skewed
`2019` is highly skewed (γ1 = 23.38271736)	Skewed
`2020` is highly skewed (γ1 = 27.58253507)	Skewed
`2021` is highly skewed (γ1 = 26.93469106)	Skewed
`2022` is highly skewed (γ1 = 24.37029898)	Skewed
`2023` is highly skewed (γ1 = 26.71576392)	Skewed
`지역_거래원인` has unique values	Unique
`2006` has 313 (13.1%) zeros	Zeros
`2007` has 356 (14.9%) zeros	Zeros
`2008` has 346 (14.5%) zeros	Zeros
`2009` has 349 (14.6%) zeros	Zeros
`2010` has 384 (16.1%) zeros	Zeros
`2011` has 386 (16.1%) zeros	Zeros
`2012` has 372 (15.6%) zeros	Zeros
`2013` has 351 (14.7%) zeros	Zeros
`2014` has 330 (13.8%) zeros	Zeros
`2015` has 305 (12.8%) zeros	Zeros
`2016` has 270 (11.3%) zeros	Zeros
`2017` has 274 (11.5%) zeros	Zeros
`2018` has 262 (11.0%) zeros	Zeros
`2019` has 255 (10.7%) zeros	Zeros
`2020` has 235 (9.8%) zeros	Zeros
`2021` has 242 (10.1%) zeros	Zeros
`2022` has 267 (11.2%) zeros	Zeros
`2023` has 254 (10.6%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:38:03.821855
Analysis finished	2024-03-23 05:39:17.404522
Duration	1 minute and 13.58 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_거래원인
Text

UNIQUE

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

Length

Max length	24
Median length	22
Mean length	10.526338
Min length	5

Characters and Unicode

Total characters	25179
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	416	8.4%
경남	208	4.2%
경북	200	4.1%
서울	200	4.1%
전남	176	3.6%
충북	152	3.1%
충남	152	3.1%
강원	144	2.9%
부산	128	2.6%
전북	128	2.6%
Other values (2205)	3024	61.4%

Most occurring characters

Value	Count	Frequency (%)
	2536	10.1%
_	2392	9.5%
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	3.1%
Other values (144)	12639	50.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	19947	79.2%
Space Separator	2536	10.1%
Connector Punctuation	2392	9.5%
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 (%)
	2536	100.0%

Connector 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	79.2%
Common	5232	20.8%

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 (%)
	2536	48.5%
_	2392	45.7%
)	152	2.9%
(	152	2.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	19947	79.2%
ASCII	5232	20.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2536	48.5%
_	2392	45.7%
)	152	2.9%
(	152	2.9%

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	689
Distinct (%)	41.8%
Missing	742
Missing (%)	31.0%
Infinite	0
Infinite (%)	0.0%
Mean	2045.7703

Minimum	0
Maximum	721283
Zeros	313
Zeros (%)	13.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	51
Q3	488
95-th percentile	6597.9
Maximum	721283
Range	721283
Interquartile range (IQR)	486

Descriptive statistics

Standard deviation	20303.903
Coefficient of variation (CV)	9.9248206
Kurtosis	979.6102
Mean	2045.7703
Median Absolute Deviation (MAD)	51
Skewness	29.193918
Sum	3375521
Variance	4.1224849 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	313	13.1%
1	94	3.9%
2	76	3.2%
3	48	2.0%
4	39	1.6%
5	24	1.0%
8	20	0.8%
6	15	0.6%
11	14	0.6%
7	14	0.6%
Other values (679)	993	41.5%
(Missing)	742	31.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	313	13.1%
1	94	3.9%
2	76	3.2%
3	48	2.0%
4	39	1.6%
5	24	1.0%
6	15	0.6%
7	14	0.6%
8	20	0.8%
9	10	0.4%

Value	Count	Frequency (%)
721283	1	< 0.1%
247248	1	< 0.1%
230320	1	< 0.1%
141812	1	< 0.1%
81643	1	< 0.1%
56608	1	< 0.1%
47918	1	< 0.1%
37728	1	< 0.1%
34393	1	< 0.1%
31441	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	601
Distinct (%)	37.1%
Missing	772
Missing (%)	32.3%
Infinite	0
Infinite (%)	0.0%
Mean	1500.3519

Minimum	0
Maximum	539792
Zeros	356
Zeros (%)	14.9%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	19
Q3	336.75
95-th percentile	4775.75
Maximum	539792
Range	539792
Interquartile range (IQR)	335.75

Descriptive statistics

Standard deviation	14955.598
Coefficient of variation (CV)	9.9680605
Kurtosis	1054.2972
Mean	1500.3519
Median Absolute Deviation (MAD)	19
Skewness	30.463335
Sum	2430570
Variance	2.2366991 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	356	14.9%
1	85	3.6%
2	70	2.9%
3	58	2.4%
5	31	1.3%
4	29	1.2%
6	23	1.0%
9	21	0.9%
7	21	0.9%
8	18	0.8%
Other values (591)	908	38.0%
(Missing)	772	32.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	356	14.9%
1	85	3.6%
2	70	2.9%
3	58	2.4%
4	29	1.2%
5	31	1.3%
6	23	1.0%
7	21	0.9%
8	18	0.8%
9	21	0.9%

Value	Count	Frequency (%)
539792	1	< 0.1%
177236	1	< 0.1%
140708	1	< 0.1%
65817	1	< 0.1%
44544	1	< 0.1%
44096	1	< 0.1%
41638	1	< 0.1%
36967	1	< 0.1%
32783	1	< 0.1%
27195	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	595
Distinct (%)	36.3%
Missing	754
Missing (%)	31.5%
Infinite	0
Infinite (%)	0.0%
Mean	1569.5586

Minimum	0
Maximum	582926
Zeros	346
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	18
Q3	303.75
95-th percentile	4932.5
Maximum	582926
Range	582926
Interquartile range (IQR)	302.75

Descriptive statistics

Standard deviation	15934.854
Coefficient of variation (CV)	10.152443
Kurtosis	1098.3875
Mean	1569.5586
Median Absolute Deviation (MAD)	18
Skewness	31.173086
Sum	2570937
Variance	2.5391956 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	346	14.5%
1	102	4.3%
2	64	2.7%
3	49	2.0%
4	38	1.6%
7	25	1.0%
5	24	1.0%
8	22	0.9%
6	21	0.9%
10	20	0.8%
Other values (585)	927	38.8%
(Missing)	754	31.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	346	14.5%
1	102	4.3%
2	64	2.7%
3	49	2.0%
4	38	1.6%
5	24	1.0%
6	21	0.9%
7	25	1.0%
8	22	0.9%
9	19	0.8%

Value	Count	Frequency (%)
582926	1	< 0.1%
189951	1	< 0.1%
133274	1	< 0.1%
63347	1	< 0.1%
48959	1	< 0.1%
47737	1	< 0.1%
45372	1	< 0.1%
40132	1	< 0.1%
33489	1	< 0.1%
32177	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	599
Distinct (%)	36.4%
Missing	748
Missing (%)	31.3%
Infinite	0
Infinite (%)	0.0%
Mean	1654.9361

Minimum	0
Maximum	632258
Zeros	349
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	16
Q3	329
95-th percentile	5812.55
Maximum	632258
Range	632258
Interquartile range (IQR)	328

Descriptive statistics

Standard deviation	17102.678
Coefficient of variation (CV)	10.334343
Kurtosis	1136.4331
Mean	1654.9361
Median Absolute Deviation (MAD)	16
Skewness	31.726392
Sum	2720715
Variance	2.9250161 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	349	14.6%
1	78	3.3%
2	73	3.1%
3	62	2.6%
6	39	1.6%
4	38	1.6%
8	30	1.3%
5	30	1.3%
7	25	1.0%
10	24	1.0%
Other values (589)	896	37.5%
(Missing)	748	31.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	349	14.6%
1	78	3.3%
2	73	3.1%
3	62	2.6%
4	38	1.6%
5	30	1.3%
6	39	1.6%
7	25	1.0%
8	30	1.3%
9	19	0.8%

Value	Count	Frequency (%)
632258	1	< 0.1%
174601	1	< 0.1%
150327	1	< 0.1%
79042	1	< 0.1%
61878	1	< 0.1%
57646	1	< 0.1%
48442	1	< 0.1%
34355	1	< 0.1%
33373	1	< 0.1%
32732	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	597
Distinct (%)	35.5%
Missing	712
Missing (%)	29.8%
Infinite	0
Infinite (%)	0.0%
Mean	1469.5708

Minimum	0
Maximum	580910
Zeros	384
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	12
Q3	300
95-th percentile	4655.7
Maximum	580910
Range	580910
Interquartile range (IQR)	299

Descriptive statistics

Standard deviation	15407.825
Coefficient of variation (CV)	10.484575
Kurtosis	1200.5883
Mean	1469.5708
Median Absolute Deviation (MAD)	12
Skewness	32.686091
Sum	2468879
Variance	2.3740108 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	384	16.1%
1	97	4.1%
2	80	3.3%
4	54	2.3%
3	54	2.3%
5	34	1.4%
7	26	1.1%
6	23	1.0%
8	22	0.9%
12	19	0.8%
Other values (587)	887	37.1%
(Missing)	712	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	384	16.1%
1	97	4.1%
2	80	3.3%
3	54	2.3%
4	54	2.3%
5	34	1.4%
6	23	1.0%
7	26	1.1%
8	22	0.9%
9	17	0.7%

Value	Count	Frequency (%)
580910	1	< 0.1%
156841	1	< 0.1%
105537	1	< 0.1%
67149	1	< 0.1%
65146	1	< 0.1%
60312	1	< 0.1%
46672	1	< 0.1%
34250	1	< 0.1%
33777	1	< 0.1%
31675	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	588
Distinct (%)	35.4%
Missing	730
Missing (%)	30.5%
Infinite	0
Infinite (%)	0.0%
Mean	1739.4314

Minimum	0
Maximum	705303
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	13
Q3	280.5
95-th percentile	5523.6
Maximum	705303
Range	705303
Interquartile range (IQR)	279.5

Descriptive statistics

Standard deviation	18650.921
Coefficient of variation (CV)	10.722424
Kurtosis	1227.1149
Mean	1739.4314
Median Absolute Deviation (MAD)	13
Skewness	33.200735
Sum	2890935
Variance	3.4785685 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	386	16.1%
1	88	3.7%
2	73	3.1%
3	63	2.6%
4	42	1.8%
5	37	1.5%
7	34	1.4%
8	22	0.9%
10	21	0.9%
6	18	0.8%
Other values (578)	878	36.7%
(Missing)	730	30.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	386	16.1%
1	88	3.7%
2	73	3.1%
3	63	2.6%
4	42	1.8%
5	37	1.5%
6	18	0.8%
7	34	1.4%
8	22	0.9%
9	11	0.5%

Value	Count	Frequency (%)
705303	1	< 0.1%
164545	1	< 0.1%
156134	1	< 0.1%
63622	1	< 0.1%
55356	1	< 0.1%
55148	1	< 0.1%
51434	1	< 0.1%
44508	1	< 0.1%
44495	1	< 0.1%
34292	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	598
Distinct (%)	35.7%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	1365.2557

Minimum	0
Maximum	503587
Zeros	372
Zeros (%)	15.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	16
Q3	309
95-th percentile	4465.85
Maximum	503587
Range	503587
Interquartile range (IQR)	308

Descriptive statistics

Standard deviation	13697.802
Coefficient of variation (CV)	10.03314
Kurtosis	1100.3847
Mean	1365.2557
Median Absolute Deviation (MAD)	16
Skewness	31.179579
Sum	2285438
Variance	1.8762978 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	372	15.6%
2	87	3.6%
1	78	3.3%
4	44	1.8%
3	35	1.5%
5	29	1.2%
6	28	1.2%
8	27	1.1%
7	23	1.0%
9	21	0.9%
Other values (588)	930	38.9%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	372	15.6%
1	78	3.3%
2	87	3.6%
3	35	1.5%
4	44	1.8%
5	29	1.2%
6	28	1.2%
7	23	1.0%
8	27	1.1%
9	21	0.9%

Value	Count	Frequency (%)
503587	1	< 0.1%
179396	1	< 0.1%
105086	1	< 0.1%
44771	1	< 0.1%
40671	1	< 0.1%
40345	1	< 0.1%
40340	1	< 0.1%
34998	1	< 0.1%
34187	1	< 0.1%
33439	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	602
Distinct (%)	36.0%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	1674.1625

Minimum	0
Maximum	604331
Zeros	351
Zeros (%)	14.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	18
Q3	296.25
95-th percentile	5625.45
Maximum	604331
Range	604331
Interquartile range (IQR)	295.25

Descriptive statistics

Standard deviation	16698.365
Coefficient of variation (CV)	9.9741604
Kurtosis	1041.1569
Mean	1674.1625
Median Absolute Deviation (MAD)	18
Skewness	30.270929
Sum	2802548
Variance	2.788354 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	351	14.7%
1	104	4.3%
2	65	2.7%
3	52	2.2%
5	42	1.8%
6	32	1.3%
4	26	1.1%
7	26	1.1%
8	24	1.0%
15	19	0.8%
Other values (592)	933	39.0%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	351	14.7%
1	104	4.3%
2	65	2.7%
3	52	2.2%
4	26	1.1%
5	42	1.8%
6	32	1.3%
7	26	1.1%
8	24	1.0%
9	16	0.7%

Value	Count	Frequency (%)
604331	1	< 0.1%
233209	1	< 0.1%
151895	1	< 0.1%
68702	1	< 0.1%
46684	1	< 0.1%
45371	1	< 0.1%
40986	1	< 0.1%
39038	1	< 0.1%
36177	1	< 0.1%
33577	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	635
Distinct (%)	37.3%
Missing	688
Missing (%)	28.8%
Infinite	0
Infinite (%)	0.0%
Mean	2013.6174

Minimum	0
Maximum	708950
Zeros	330
Zeros (%)	13.8%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	21
Q3	401.75
95-th percentile	6462.85
Maximum	708950
Range	708950
Interquartile range (IQR)	399.75

Descriptive statistics

Standard deviation	19936.04
Coefficient of variation (CV)	9.9006101
Kurtosis	973.24844
Mean	2013.6174
Median Absolute Deviation (MAD)	21
Skewness	29.26291
Sum	3431204
Variance	3.9744571 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	330	13.8%
1	85	3.6%
2	78	3.3%
3	54	2.3%
4	41	1.7%
5	30	1.3%
7	29	1.2%
6	28	1.2%
8	26	1.1%
12	19	0.8%
Other values (625)	984	41.1%
(Missing)	688	28.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	330	13.8%
1	85	3.6%
2	78	3.3%
3	54	2.3%
4	41	1.7%
5	30	1.3%
6	28	1.2%
7	29	1.2%
8	26	1.1%
9	14	0.6%

Value	Count	Frequency (%)
708950	1	< 0.1%
323362	1	< 0.1%
187288	1	< 0.1%
91696	1	< 0.1%
57270	1	< 0.1%
53621	1	< 0.1%
46005	1	< 0.1%
40390	1	< 0.1%
40379	1	< 0.1%
37270	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	646
Distinct (%)	38.2%
Missing	700
Missing (%)	29.3%
Infinite	0
Infinite (%)	0.0%
Mean	2314.7896

Minimum	0
Maximum	808486
Zeros	305
Zeros (%)	12.8%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	23
Q3	427.5
95-th percentile	7522.9
Maximum	808486
Range	808486
Interquartile range (IQR)	425.5

Descriptive statistics

Standard deviation	22997.899
Coefficient of variation (CV)	9.9352008
Kurtosis	939.27085
Mean	2314.7896
Median Absolute Deviation (MAD)	23
Skewness	28.689271
Sum	3916624
Variance	5.2890338 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	305	12.8%
1	79	3.3%
2	76	3.2%
4	51	2.1%
3	46	1.9%
5	46	1.9%
7	27	1.1%
9	26	1.1%
11	22	0.9%
8	21	0.9%
Other values (636)	993	41.5%
(Missing)	700	29.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	305	12.8%
1	79	3.3%
2	76	3.2%
3	46	1.9%
4	51	2.1%
5	46	1.9%
6	18	0.8%
7	27	1.1%
8	21	0.9%
9	26	1.1%

Value	Count	Frequency (%)
808486	1	< 0.1%
374033	1	< 0.1%
222006	1	< 0.1%
131413	1	< 0.1%
71126	1	< 0.1%
68482	1	< 0.1%
53738	1	< 0.1%
53043	1	< 0.1%
41128	1	< 0.1%
37774	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	779
Distinct (%)	46.2%
Missing	707
Missing (%)	29.6%
Infinite	0
Infinite (%)	0.0%
Mean	2144.305

Minimum	0
Maximum	689091
Zeros	270
Zeros (%)	11.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	70
Q3	826
95-th percentile	6806
Maximum	689091
Range	689091
Interquartile range (IQR)	823

Descriptive statistics

Standard deviation	19348.778
Coefficient of variation (CV)	9.0233328
Kurtosis	964.69368
Mean	2144.305
Median Absolute Deviation (MAD)	70
Skewness	28.701124
Sum	3613154
Variance	3.7437521 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	270	11.3%
1	85	3.6%
2	65	2.7%
3	36	1.5%
5	34	1.4%
4	31	1.3%
7	25	1.0%
6	23	1.0%
9	19	0.8%
8	15	0.6%
Other values (769)	1082	45.2%
(Missing)	707	29.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	270	11.3%
1	85	3.6%
2	65	2.7%
3	36	1.5%
4	31	1.3%
5	34	1.4%
6	23	1.0%
7	25	1.0%
8	15	0.6%
9	19	0.8%

Value	Count	Frequency (%)
689091	1	< 0.1%
228197	1	< 0.1%
190324	1	< 0.1%
169387	1	< 0.1%
122606	1	< 0.1%
68480	1	< 0.1%
61377	1	< 0.1%
46920	1	< 0.1%
40152	1	< 0.1%
39959	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	791
Distinct (%)	47.4%
Missing	724
Missing (%)	30.3%
Infinite	0
Infinite (%)	0.0%
Mean	2474.2212

Minimum	0
Maximum	611154
Zeros	274
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	87
Q3	1066.5
95-th percentile	7551.1
Maximum	611154
Range	611154
Interquartile range (IQR)	1063.5

Descriptive statistics

Standard deviation	20457.208
Coefficient of variation (CV)	8.2681404
Kurtosis	624.81511
Mean	2474.2212
Median Absolute Deviation (MAD)	87
Skewness	23.474895
Sum	4127001
Variance	4.1849737 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	274	11.5%
1	80	3.3%
2	57	2.4%
3	39	1.6%
4	36	1.5%
5	27	1.1%
8	23	1.0%
7	19	0.8%
9	19	0.8%
6	18	0.8%
Other values (781)	1076	45.0%
(Missing)	724	30.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	274	11.5%
1	80	3.3%
2	57	2.4%
3	39	1.6%
4	36	1.5%
5	27	1.1%
6	18	0.8%
7	19	0.8%
8	23	1.0%
9	19	0.8%

Value	Count	Frequency (%)
611154	1	< 0.1%
458368	1	< 0.1%
174951	1	< 0.1%
165200	1	< 0.1%
147424	1	< 0.1%
107897	1	< 0.1%
56231	1	< 0.1%
47652	1	< 0.1%
42468	1	< 0.1%
41018	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	806
Distinct (%)	48.1%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	2522.5478

Minimum	0
Maximum	563472
Zeros	262
Zeros (%)	11.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	89.5
Q3	1072.75
95-th percentile	7082.55
Maximum	563472
Range	563472
Interquartile range (IQR)	1069.75

Descriptive statistics

Standard deviation	21258.925
Coefficient of variation (CV)	8.427561
Kurtosis	584.19858
Mean	2522.5478
Median Absolute Deviation (MAD)	89.5
Skewness	22.975002
Sum	4222745
Variance	4.5194191 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	262	11.0%
1	72	3.0%
2	71	3.0%
3	39	1.6%
5	30	1.3%
10	22	0.9%
4	21	0.9%
7	19	0.8%
6	19	0.8%
16	17	0.7%
Other values (796)	1102	46.1%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	262	11.0%
1	72	3.0%
2	71	3.0%
3	39	1.6%
4	21	0.9%
5	30	1.3%
6	19	0.8%
7	19	0.8%
8	17	0.7%
9	16	0.7%

Value	Count	Frequency (%)
563472	1	< 0.1%
561841	1	< 0.1%
212879	1	< 0.1%
167536	1	< 0.1%
127702	1	< 0.1%
96622	1	< 0.1%
65438	1	< 0.1%
47797	1	< 0.1%
45388	1	< 0.1%
39400	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	770
Distinct (%)	46.2%
Missing	724
Missing (%)	30.3%
Infinite	0
Infinite (%)	0.0%
Mean	2331.7746

Minimum	0
Maximum	545061
Zeros	255
Zeros (%)	10.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	81
Q3	917.25
95-th percentile	6702.75
Maximum	545061
Range	545061
Interquartile range (IQR)	914.25

Descriptive statistics

Standard deviation	19719.13
Coefficient of variation (CV)	8.4567049
Kurtosis	603.75777
Mean	2331.7746
Median Absolute Deviation (MAD)	81
Skewness	23.382717
Sum	3889400
Variance	3.8884407 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	255	10.7%
1	81	3.4%
2	53	2.2%
3	48	2.0%
4	35	1.5%
5	31	1.3%
6	24	1.0%
8	17	0.7%
7	15	0.6%
12	15	0.6%
Other values (760)	1094	45.7%
(Missing)	724	30.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	255	10.7%
1	81	3.4%
2	53	2.2%
3	48	2.0%
4	35	1.5%
5	31	1.3%
6	24	1.0%
7	15	0.6%
8	17	0.7%
9	12	0.5%

Value	Count	Frequency (%)
545061	1	< 0.1%
504807	1	< 0.1%
193890	1	< 0.1%
142044	1	< 0.1%
100847	1	< 0.1%
71734	1	< 0.1%
64390	1	< 0.1%
42878	1	< 0.1%
42463	1	< 0.1%
40193	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	819
Distinct (%)	49.1%
Missing	724
Missing (%)	30.3%
Infinite	0
Infinite (%)	0.0%
Mean	3016.6583

Minimum	0
Maximum	934078
Zeros	235
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	101
Q3	1139
95-th percentile	9432.05
Maximum	934078
Range	934078
Interquartile range (IQR)	1136

Descriptive statistics

Standard deviation	27086.071
Coefficient of variation (CV)	8.9788331
Kurtosis	881.49377
Mean	3016.6583
Median Absolute Deviation (MAD)	101
Skewness	27.582535
Sum	5031786
Variance	7.3365524 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	235	9.8%
1	73	3.1%
2	67	2.8%
3	44	1.8%
6	29	1.2%
4	29	1.2%
5	26	1.1%
7	23	1.0%
11	18	0.8%
10	17	0.7%
Other values (809)	1107	46.3%
(Missing)	724	30.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	235	9.8%
1	73	3.1%
2	67	2.8%
3	44	1.8%
4	29	1.2%
5	26	1.1%
6	29	1.2%
7	23	1.0%
8	15	0.6%
9	13	0.5%

Value	Count	Frequency (%)
934078	1	< 0.1%
426789	1	< 0.1%
285246	1	< 0.1%
136002	1	< 0.1%
119513	1	< 0.1%
93784	1	< 0.1%
91866	1	< 0.1%
80853	1	< 0.1%
62122	1	< 0.1%
58235	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	760
Distinct (%)	45.4%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	2246.172

Minimum	0
Maximum	669182
Zeros	242
Zeros (%)	10.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	88
Q3	799.75
95-th percentile	6934.7
Maximum	669182
Range	669182
Interquartile range (IQR)	796.75

Descriptive statistics

Standard deviation	19837.114
Coefficient of variation (CV)	8.8315203
Kurtosis	832.52637
Mean	2246.172
Median Absolute Deviation (MAD)	88
Skewness	26.934691
Sum	3760092
Variance	3.9351109 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	242	10.1%
1	92	3.8%
2	46	1.9%
3	44	1.8%
4	31	1.3%
5	25	1.0%
6	22	0.9%
8	22	0.9%
7	20	0.8%
10	18	0.8%
Other values (750)	1112	46.5%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	242	10.1%
1	92	3.8%
2	46	1.9%
3	44	1.8%
4	31	1.3%
5	25	1.0%
6	22	0.9%
7	20	0.8%
8	22	0.9%
9	16	0.7%

Value	Count	Frequency (%)
669182	1	< 0.1%
361324	1	< 0.1%
178793	1	< 0.1%
113919	1	< 0.1%
78418	1	< 0.1%
63881	1	< 0.1%
58746	1	< 0.1%
49751	1	< 0.1%
46597	1	< 0.1%
44809	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	688
Distinct (%)	41.1%
Missing	718
Missing (%)	30.0%
Infinite	0
Infinite (%)	0.0%
Mean	1236.8196

Minimum	0
Maximum	298581
Zeros	267
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	46
Q3	432.25
95-th percentile	3729.25
Maximum	298581
Range	298581
Interquartile range (IQR)	428.25

Descriptive statistics

Standard deviation	10428.121
Coefficient of variation (CV)	8.4314001
Kurtosis	652.46163
Mean	1236.8196
Median Absolute Deviation (MAD)	46
Skewness	24.370299
Sum	2070436
Variance	1.087457 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	267	11.2%
1	76	3.2%
2	46	1.9%
4	36	1.5%
5	33	1.4%
6	31	1.3%
3	29	1.2%
7	26	1.1%
11	22	0.9%
8	21	0.9%
Other values (678)	1087	45.4%
(Missing)	718	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	267	11.2%
1	76	3.2%
2	46	1.9%
3	29	1.2%
4	36	1.5%
5	33	1.4%
6	31	1.3%
7	26	1.1%
8	21	0.9%
9	13	0.5%

Value	Count	Frequency (%)
298581	1	< 0.1%
267738	1	< 0.1%
81381	1	< 0.1%
57959	1	< 0.1%
48575	1	< 0.1%
32031	1	< 0.1%
31323	1	< 0.1%
29914	1	< 0.1%
22387	1	< 0.1%
22311	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	683
Distinct (%)	40.7%
Missing	712
Missing (%)	29.8%
Infinite	0
Infinite (%)	0.0%
Mean	1395.1661

Minimum	0
Maximum	411812
Zeros	254
Zeros (%)	10.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	51
Q3	473.25
95-th percentile	4295.95
Maximum	411812
Range	411812
Interquartile range (IQR)	469.25

Descriptive statistics

Standard deviation	12283.192
Coefficient of variation (CV)	8.8041075
Kurtosis	818.64495
Mean	1395.1661
Median Absolute Deviation (MAD)	51
Skewness	26.715764
Sum	2343879
Variance	1.5087681 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	254	10.6%
1	62	2.6%
2	45	1.9%
3	34	1.4%
6	28	1.2%
5	28	1.2%
4	27	1.1%
10	24	1.0%
7	24	1.0%
9	21	0.9%
Other values (673)	1133	47.4%
(Missing)	712	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	254	10.6%
1	62	2.6%
2	45	1.9%
3	34	1.4%
4	27	1.1%
5	28	1.2%
6	28	1.2%
7	24	1.0%
8	20	0.8%
9	21	0.9%

Value	Count	Frequency (%)
411812	1	< 0.1%
230804	1	< 0.1%
104350	1	< 0.1%
70274	1	< 0.1%
50844	1	< 0.1%
39596	1	< 0.1%
39148	1	< 0.1%
36439	1	< 0.1%
30563	1	< 0.1%
27031	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	0.907	0.907	0.996	0.961	1.000	0.982	0.907	0.907	0.907	1.000	1.000	0.996	0.996	1.000	0.982	0.763	1.000
2007	0.907	1.000	1.000	1.000	0.875	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	1.000	0.982	0.763	1.000
2008	0.907	1.000	1.000	1.000	0.875	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	1.000	0.982	0.763	1.000
2009	0.996	1.000	1.000	1.000	0.961	1.000	0.982	1.000	1.000	1.000	1.000	1.000	0.996	0.996	1.000	0.982	0.763	1.000
2010	0.961	0.875	0.875	0.961	1.000	0.832	0.990	0.875	0.875	0.875	0.763	0.763	0.763	0.763	0.763	0.763	0.985	0.978
2011	1.000	1.000	1.000	1.000	0.832	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
2012	0.982	1.000	1.000	0.982	0.990	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
2013	0.907	1.000	1.000	1.000	0.875	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	1.000	0.982	0.763	1.000
2014	0.907	1.000	1.000	1.000	0.875	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	1.000	0.982	0.763	1.000
2015	0.907	1.000	1.000	1.000	0.875	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.996	0.996	1.000	0.982	0.763	1.000
2016	1.000	1.000	1.000	1.000	0.763	1.000	1.000	1.000	1.000	1.000	1.000	0.999	0.979	0.957	0.991	0.979	0.975	0.986
2017	1.000	1.000	1.000	1.000	0.763	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.979	0.963	0.993	0.979	0.982	0.991
2018	0.996	0.996	0.996	0.996	0.763	1.000	1.000	0.996	0.996	0.996	0.979	0.979	1.000	0.996	0.965	0.969	0.979	0.969
2019	0.996	0.996	0.996	0.996	0.763	1.000	1.000	0.996	0.996	0.996	0.957	0.963	0.996	1.000	0.987	0.984	0.978	0.984
2020	1.000	1.000	1.000	1.000	0.763	1.000	1.000	1.000	1.000	1.000	0.991	0.993	0.965	0.987	1.000	0.994	0.982	0.999
2021	0.982	0.982	0.982	0.982	0.763	1.000	1.000	0.982	0.982	0.982	0.979	0.979	0.969	0.984	0.994	1.000	0.987	0.995
2022	0.763	0.763	0.763	0.763	0.985	0.978	0.978	0.763	0.763	0.763	0.975	0.982	0.979	0.978	0.982	0.987	1.000	0.987
2023	1.000	1.000	1.000	1.000	0.978	1.000	1.000	1.000	1.000	1.000	0.986	0.991	0.969	0.984	0.999	0.995	0.987	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	0.859	0.845	0.833	0.827	0.835	0.830	0.835	0.839	0.927	0.928	0.940	0.940	0.941	0.938	0.925	0.933
2007	0.888	1.000	0.925	0.897	0.879	0.874	0.875	0.861	0.879	0.879	0.939	0.940	0.945	0.949	0.946	0.942	0.934	0.942
2008	0.859	0.925	1.000	0.922	0.897	0.890	0.890	0.879	0.884	0.878	0.936	0.938	0.945	0.946	0.945	0.943	0.938	0.947
2009	0.845	0.897	0.922	1.000	0.920	0.903	0.895	0.882	0.886	0.885	0.934	0.942	0.939	0.944	0.944	0.940	0.935	0.941
2010	0.833	0.879	0.897	0.920	1.000	0.918	0.897	0.892	0.886	0.883	0.933	0.938	0.942	0.941	0.944	0.939	0.938	0.943
2011	0.827	0.874	0.890	0.903	0.918	1.000	0.911	0.893	0.894	0.884	0.937	0.944	0.939	0.943	0.945	0.944	0.937	0.948
2012	0.835	0.875	0.890	0.895	0.897	0.911	1.000	0.923	0.909	0.900	0.941	0.943	0.946	0.946	0.947	0.950	0.939	0.945
2013	0.830	0.861	0.879	0.882	0.892	0.893	0.923	1.000	0.919	0.912	0.941	0.944	0.943	0.946	0.945	0.944	0.934	0.941
2014	0.835	0.879	0.884	0.886	0.886	0.894	0.909	0.919	1.000	0.933	0.941	0.948	0.950	0.951	0.952	0.951	0.941	0.949
2015	0.839	0.879	0.878	0.885	0.883	0.884	0.900	0.912	0.933	1.000	0.946	0.955	0.952	0.955	0.956	0.950	0.938	0.951
2016	0.927	0.939	0.936	0.934	0.933	0.937	0.941	0.941	0.941	0.946	1.000	0.936	0.909	0.901	0.880	0.866	0.830	0.864
2017	0.928	0.940	0.938	0.942	0.938	0.944	0.943	0.944	0.948	0.955	0.936	1.000	0.947	0.931	0.902	0.880	0.846	0.874
2018	0.940	0.945	0.945	0.939	0.942	0.939	0.946	0.943	0.950	0.952	0.909	0.947	1.000	0.953	0.924	0.899	0.869	0.879
2019	0.940	0.949	0.946	0.944	0.941	0.943	0.946	0.946	0.951	0.955	0.901	0.931	0.953	1.000	0.943	0.902	0.870	0.897
2020	0.941	0.946	0.945	0.944	0.944	0.945	0.947	0.945	0.952	0.956	0.880	0.902	0.924	0.943	1.000	0.931	0.891	0.902
2021	0.938	0.942	0.943	0.940	0.939	0.944	0.950	0.944	0.951	0.950	0.866	0.880	0.899	0.902	0.931	1.000	0.929	0.923
2022	0.925	0.934	0.938	0.935	0.938	0.937	0.939	0.934	0.941	0.938	0.830	0.846	0.869	0.870	0.891	0.929	1.000	0.931
2023	0.933	0.942	0.947	0.941	0.943	0.948	0.945	0.941	0.949	0.951	0.864	0.874	0.879	0.897	0.902	0.923	0.931	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	지역_거래원인	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_매매	721283	539792	582926	632258	580910	705303	503587	604331	708950	808486	689091	611154	563472	545061	934078	669182	298581	411812
1	전국_판결	1817	2227	2618	2369	3433	2933	1685	5510	1502	1758	7745	1703	2520	2175	2603	3237	2639	3036
2	전국_교환	216	207	306	328	263	207	232	244	232	304	368	323	368	381	526	431	796	751
3	전국_증여	25394	23749	25341	32732	25988	26647	25432	25388	31715	33989	39959	47652	65438	64390	91866	78418	48575	39596
4	전국_분양권	230320	177236	189951	174601	156841	164545	179396	233209	323362	374033	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	전국_분양권전매	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	169387	174951	127702	100847	119513	63881	31323	50844
6	전국_기타	81643	32783	17413	11107	8702	6448	6382	7783	5534	7294	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	전국_기타소유권이전	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	228197	458368	561841	504807	426789	361324	267738	230804
8	서울_매매	141812	65817	63347	79042	46672	63622	44771	68702	91696	131413	122606	107897	96622	71734	93784	49751	15384	36439
9	서울_판결	673	816	579	362	397	377	281	347	273	371	450	401	436	353	514	526	436	780

	지역_거래원인	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2382	제주 제주시_기타	27	19	16	7	20	12	35	55	68	221	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2383	제주 제주시_기타소유권이전	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	555	1821	1497	546	222	760	719	528
2384	제주 서귀포시_매매	175	541	968	535	552	965	751	992	721	1303	1169	880	816	612	1134	1324	819	669
2385	제주 서귀포시_판결	0	1	1	0	0	0	5	0	1	2	1	0	2	7	1	0	5	3
2386	제주 서귀포시_교환	1	0	1	0	0	0	0	0	0	0	0	2	0	2	1	0	1	0
2387	제주 서귀포시_증여	5	21	30	28	25	30	34	33	39	120	64	101	67	63	33	9	23	65
2388	제주 서귀포시_분양권	1	0	0	1	1	2	82	500	713	2378	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2389	제주 서귀포시_분양권전매	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	898	221	168	59	32	287	65	39
2390	제주 서귀포시_기타	0	0	10	1	10	3	36	30	1	1	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2391	제주 서귀포시_기타소유권이전	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1630	1030	881	658	400	370	248	145

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Connector Punctuation

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample