gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	1196
Missing cells	1532
Missing cells (%)	6.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	198.7 KiB
Average record size in memory	170.1 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 아파트매매 거래현황의 연도별 매입자거주지별(동(호)수) 데이터입니다.-(단위 : 동(호)수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068507/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 96 (8.0%) missing values	Missing
`2007` has 116 (9.7%) missing values	Missing
`2008` has 104 (8.7%) missing values	Missing
`2009` has 104 (8.7%) missing values	Missing
`2010` has 80 (6.7%) missing values	Missing
`2011` has 92 (7.7%) missing values	Missing
`2012` has 84 (7.0%) missing values	Missing
`2013` has 84 (7.0%) missing values	Missing
`2014` has 60 (5.0%) missing values	Missing
`2015` has 72 (6.0%) missing values	Missing
`2016` has 72 (6.0%) missing values	Missing
`2017` has 84 (7.0%) missing values	Missing
`2018` has 80 (6.7%) missing values	Missing
`2019` has 84 (7.0%) missing values	Missing
`2020` has 84 (7.0%) missing values	Missing
`2021` has 80 (6.7%) missing values	Missing
`2022` has 80 (6.7%) missing values	Missing
`2023` has 76 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 21.65650606)	Skewed
`2007` is highly skewed (γ1 = 23.20213156)	Skewed
`2008` is highly skewed (γ1 = 23.08649409)	Skewed
`2009` is highly skewed (γ1 = 23.68446632)	Skewed
`2010` is highly skewed (γ1 = 24.58427503)	Skewed
`2011` is highly skewed (γ1 = 23.82606922)	Skewed
`2012` is highly skewed (γ1 = 24.63484213)	Skewed
`2013` is highly skewed (γ1 = 24.4818608)	Skewed
`2014` is highly skewed (γ1 = 24.16433997)	Skewed
`2015` is highly skewed (γ1 = 23.31597654)	Skewed
`2016` is highly skewed (γ1 = 22.70570853)	Skewed
`2017` is highly skewed (γ1 = 22.21240396)	Skewed
`2018` is highly skewed (γ1 = 21.51745947)	Skewed
`2019` is highly skewed (γ1 = 22.55622568)	Skewed
`2020` is highly skewed (γ1 = 20.90025333)	Skewed
`2021` is highly skewed (γ1 = 20.2179603)	Skewed
`2022` is highly skewed (γ1 = 22.28974664)	Skewed
`2023` is highly skewed (γ1 = 23.35443223)	Skewed
`아파트매매 매입자거주지별` has unique values	Unique
`2006` has 49 (4.1%) zeros	Zeros
`2007` has 44 (3.7%) zeros	Zeros
`2008` has 52 (4.3%) zeros	Zeros
`2009` has 46 (3.8%) zeros	Zeros
`2010` has 43 (3.6%) zeros	Zeros
`2011` has 46 (3.8%) zeros	Zeros
`2012` has 50 (4.2%) zeros	Zeros
`2013` has 45 (3.8%) zeros	Zeros
`2014` has 41 (3.4%) zeros	Zeros
`2015` has 48 (4.0%) zeros	Zeros
`2016` has 48 (4.0%) zeros	Zeros
`2017` has 42 (3.5%) zeros	Zeros
`2018` has 42 (3.5%) zeros	Zeros
`2019` has 38 (3.2%) zeros	Zeros
`2020` has 43 (3.6%) zeros	Zeros
`2021` has 47 (3.9%) zeros	Zeros
`2022` has 49 (4.1%) zeros	Zeros
`2023` has 59 (4.9%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 06:02:24.460675
Analysis finished	2024-03-23 06:04:29.841452
Duration	2 minutes and 5.38 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

아파트매매 매입자거주지별
Text

UNIQUE

Distinct	1196
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	9.5 KiB

Length

Max length	24
Median length	22
Mean length	14.091137
Min length	9

Characters and Unicode

Total characters	16853
Distinct characters	153
Distinct categories	6 ?
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	1196 ?
Unique (%)	100.0%

Sample

1st row	전국 /관할시군구내
2nd row	전국 /관할시도내
3rd row	전국 /관할시도외_서울
4th row	전국 /관할시도외_기타
5th row	서울 /관할시군구내

Value	Count	Frequency (%)
경기	212	8.9%
경남	108	4.5%
경북	104	4.3%
서울	104	4.3%
전남	92	3.8%
충남	80	3.3%
충북	80	3.3%
강원	76	3.2%
전북	68	2.8%
부산	68	2.8%
Other values (1037)	1400	58.5%

Most occurring characters

Value	Count	Frequency (%)
시	1684	10.0%
관	1200	7.1%
	1196	7.1%
/	1196	7.1%
할	1196	7.1%
도	917	5.4%
구	863	5.1%
군	671	4.0%
내	598	3.5%
외	598	3.5%
Other values (143)	6734	40.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	13711	81.4%
Space Separator	1196	7.1%
Other Punctuation	1196	7.1%
Connector Punctuation	598	3.5%
Close Punctuation	76	0.5%
Open Punctuation	76	0.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
시	1684	12.3%
관	1200	8.8%
할	1196	8.7%
도	917	6.7%
구	863	6.3%
군	671	4.9%
내	598	4.4%
외	598	4.4%
기	523	3.8%
서	471	3.4%
Other values (138)	4990	36.4%

Space Separator

Value	Count	Frequency (%)
	1196	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	1196	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	598	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	76	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	76	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	13711	81.4%
Common	3142	18.6%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
시	1684	12.3%
관	1200	8.8%
할	1196	8.7%
도	917	6.7%
구	863	6.3%
군	671	4.9%
내	598	4.4%
외	598	4.4%
기	523	3.8%
서	471	3.4%
Other values (138)	4990	36.4%

Common

Value	Count	Frequency (%)
	1196	38.1%
/	1196	38.1%
_	598	19.0%
)	76	2.4%
(	76	2.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	13711	81.4%
ASCII	3142	18.6%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
시	1684	12.3%
관	1200	8.8%
할	1196	8.7%
도	917	6.7%
구	863	6.3%
군	671	4.9%
내	598	4.4%
외	598	4.4%
기	523	3.8%
서	471	3.4%
Other values (138)	4990	36.4%

ASCII

Value	Count	Frequency (%)
	1196	38.1%
/	1196	38.1%
_	598	19.0%
)	76	2.4%
(	76	2.4%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	673
Distinct (%)	61.2%
Missing	96
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	2097.2845

Minimum	0
Maximum	411115
Zeros	49
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	26
median	244.5
Q3	1266
95-th percentile	5160.75
Maximum	411115
Range	411115
Interquartile range (IQR)	1240

Descriptive statistics

Standard deviation	14740.816
Coefficient of variation (CV)	7.0285246
Kurtosis	559.25097
Mean	2097.2845
Median Absolute Deviation (MAD)	241.5
Skewness	21.656506
Sum	2307013
Variance	2.1729166 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49	4.1%
1	23	1.9%
2	21	1.8%
3	17	1.4%
4	16	1.3%
6	14	1.2%
10	14	1.2%
5	13	1.1%
7	12	1.0%
15	11	0.9%
Other values (663)	910	76.1%
(Missing)	96	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49	4.1%
1	23	1.9%
2	21	1.8%
3	17	1.4%
4	16	1.3%
5	13	1.1%
6	14	1.2%
7	12	1.0%
8	8	0.7%
9	6	0.5%

Value	Count	Frequency (%)
411115	1	0.1%
165348	1	0.1%
122776	1	0.1%
88978	1	0.1%
69391	1	0.1%
61609	1	0.1%
55842	1	0.1%
47024	1	0.1%
41938	1	0.1%
25718	1	0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	657
Distinct (%)	60.8%
Missing	116
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	1567.6139

Minimum	0
Maximum	315944
Zeros	44
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	37
median	240
Q3	903.25
95-th percentile	4284.45
Maximum	315944
Range	315944
Interquartile range (IQR)	866.25

Descriptive statistics

Standard deviation	10998.147
Coefficient of variation (CV)	7.015852
Kurtosis	631.49927
Mean	1567.6139
Median Absolute Deviation (MAD)	232.5
Skewness	23.202132
Sum	1693023
Variance	1.2095924 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44	3.7%
3	17	1.4%
1	17	1.4%
2	16	1.3%
5	16	1.3%
6	12	1.0%
4	12	1.0%
8	11	0.9%
21	8	0.7%
61	8	0.7%
Other values (647)	919	76.8%
(Missing)	116	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	3.7%
1	17	1.4%
2	16	1.3%
3	17	1.4%
4	12	1.0%
5	16	1.3%
6	12	1.0%
7	7	0.6%
8	11	0.9%
9	7	0.6%

Value	Count	Frequency (%)
315944	1	0.1%
110244	1	0.1%
71948	1	0.1%
71341	1	0.1%
41656	1	0.1%
31097	1	0.1%
31080	1	0.1%
26412	1	0.1%
25697	1	0.1%
24148	1	0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	677
Distinct (%)	62.0%
Missing	104
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	1681.4515

Minimum	0
Maximum	331624
Zeros	52
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	44
median	277
Q3	1046.25
95-th percentile	4460.25
Maximum	331624
Range	331624
Interquartile range (IQR)	1002.25

Descriptive statistics

Standard deviation	11531.549
Coefficient of variation (CV)	6.8580922
Kurtosis	627.49518
Mean	1681.4515
Median Absolute Deviation (MAD)	270
Skewness	23.086494
Sum	1836145
Variance	1.3297663 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	52	4.3%
2	17	1.4%
4	15	1.3%
9	14	1.2%
1	13	1.1%
6	12	1.0%
5	11	0.9%
10	10	0.8%
12	8	0.7%
7	8	0.7%
Other values (667)	932	77.9%
(Missing)	104	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	4.3%
1	13	1.1%
2	17	1.4%
3	6	0.5%
4	15	1.3%
5	11	0.9%
6	12	1.0%
7	8	0.7%
8	8	0.7%
9	14	1.2%

Value	Count	Frequency (%)
331624	1	0.1%
114027	1	0.1%
89654	1	0.1%
67182	1	0.1%
47621	1	0.1%
32643	1	0.1%
30360	1	0.1%
29357	1	0.1%
28531	1	0.1%
25801	1	0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	697
Distinct (%)	63.8%
Missing	104
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	1840.7573

Minimum	0
Maximum	376841
Zeros	46
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	46
median	293
Q3	1085.75
95-th percentile	4978.95
Maximum	376841
Range	376841
Interquartile range (IQR)	1039.75

Descriptive statistics

Standard deviation	12958.426
Coefficient of variation (CV)	7.0397251
Kurtosis	654.78132
Mean	1840.7573
Median Absolute Deviation (MAD)	282.5
Skewness	23.684466
Sum	2010107
Variance	1.6792079 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	3.8%
2	23	1.9%
1	12	1.0%
7	12	1.0%
3	12	1.0%
4	11	0.9%
6	11	0.9%
5	10	0.8%
35	7	0.6%
28	7	0.6%
Other values (687)	941	78.7%
(Missing)	104	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	3.8%
1	12	1.0%
2	23	1.9%
3	12	1.0%
4	11	0.9%
5	10	0.8%
6	11	0.9%
7	12	1.0%
8	4	0.3%
9	4	0.3%

Value	Count	Frequency (%)
376841	1	0.1%
127084	1	0.1%
85573	1	0.1%
83635	1	0.1%
44698	1	0.1%
39411	1	0.1%
33454	1	0.1%
32577	1	0.1%
32522	1	0.1%
24936	1	0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	676
Distinct (%)	60.6%
Missing	80
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1652.1568

Minimum	0
Maximum	351427
Zeros	43
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	40.75
median	247.5
Q3	901.25
95-th percentile	4749.25
Maximum	351427
Range	351427
Interquartile range (IQR)	860.5

Descriptive statistics

Standard deviation	11816.068
Coefficient of variation (CV)	7.151905
Kurtosis	699.51993
Mean	1652.1568
Median Absolute Deviation (MAD)	238.5
Skewness	24.584275
Sum	1843807
Variance	1.3961947 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43	3.6%
1	17	1.4%
2	16	1.3%
3	16	1.3%
4	13	1.1%
6	13	1.1%
11	12	1.0%
12	10	0.8%
9	10	0.8%
7	9	0.8%
Other values (666)	957	80.0%
(Missing)	80	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43	3.6%
1	17	1.4%
2	16	1.3%
3	16	1.3%
4	13	1.1%
5	8	0.7%
6	13	1.1%
7	9	0.8%
8	8	0.7%
9	10	0.8%

Value	Count	Frequency (%)
351427	1	0.1%
114938	1	0.1%
79060	1	0.1%
61852	1	0.1%
40724	1	0.1%
36060	1	0.1%
35485	1	0.1%
24402	1	0.1%
21363	1	0.1%
20396	1	0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	716
Distinct (%)	64.9%
Missing	92
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%
Mean	2044.1259

Minimum	0
Maximum	416898
Zeros	46
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	53
median	331
Q3	1186.25
95-th percentile	5474.85
Maximum	416898
Range	416898
Interquartile range (IQR)	1133.25

Descriptive statistics

Standard deviation	14267.394
Coefficient of variation (CV)	6.9797041
Kurtosis	660.91052
Mean	2044.1259
Median Absolute Deviation (MAD)	321
Skewness	23.826069
Sum	2256715
Variance	2.0355853 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	3.8%
1	17	1.4%
3	15	1.3%
2	10	0.8%
6	10	0.8%
7	10	0.8%
10	10	0.8%
4	9	0.8%
13	7	0.6%
5	7	0.6%
Other values (706)	963	80.5%
(Missing)	92	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	3.8%
1	17	1.4%
2	10	0.8%
3	15	1.3%
4	9	0.8%
5	7	0.6%
6	10	0.8%
7	10	0.8%
8	5	0.4%
9	4	0.3%

Value	Count	Frequency (%)
416898	1	0.1%
140982	1	0.1%
105035	1	0.1%
92139	1	0.1%
42388	1	0.1%
34995	1	0.1%
34968	1	0.1%
31674	1	0.1%
31192	1	0.1%
28549	1	0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	661
Distinct (%)	59.4%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	1447.4604

Minimum	0
Maximum	308961
Zeros	50
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	42
median	219.5
Q3	761.75
95-th percentile	4052.85
Maximum	308961
Range	308961
Interquartile range (IQR)	719.75

Descriptive statistics

Standard deviation	10383.981
Coefficient of variation (CV)	7.1739309
Kurtosis	702.08452
Mean	1447.4604
Median Absolute Deviation (MAD)	211.5
Skewness	24.634842
Sum	1609576
Variance	1.0782706 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50	4.2%
4	17	1.4%
3	15	1.3%
7	14	1.2%
2	12	1.0%
5	12	1.0%
1	12	1.0%
8	11	0.9%
6	9	0.8%
12	9	0.8%
Other values (651)	951	79.5%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	50	4.2%
1	12	1.0%
2	12	1.0%
3	15	1.3%
4	17	1.4%
5	12	1.0%
6	9	0.8%
7	14	1.2%
8	11	0.9%
9	4	0.3%

Value	Count	Frequency (%)
308961	1	0.1%
92986	1	0.1%
74488	1	0.1%
64087	1	0.1%
28556	1	0.1%
27152	1	0.1%
25522	1	0.1%
23701	1	0.1%
20754	1	0.1%
20444	1	0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	691
Distinct (%)	62.1%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	1742.2005

Minimum	0
Maximum	376752
Zeros	45
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	37
median	254.5
Q3	987.25
95-th percentile	4672
Maximum	376752
Range	376752
Interquartile range (IQR)	950.25

Descriptive statistics

Standard deviation	12706.453
Coefficient of variation (CV)	7.2933352
Kurtosis	693.59034
Mean	1742.2005
Median Absolute Deviation (MAD)	246.5
Skewness	24.481861
Sum	1937327
Variance	1.6145394 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45	3.8%
3	18	1.5%
1	16	1.3%
2	14	1.2%
4	14	1.2%
7	13	1.1%
8	12	1.0%
5	9	0.8%
9	8	0.7%
21	8	0.7%
Other values (681)	955	79.8%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45	3.8%
1	16	1.3%
2	14	1.2%
3	18	1.5%
4	14	1.2%
5	9	0.8%
6	7	0.6%
7	13	1.1%
8	12	1.0%
9	8	0.7%

Value	Count	Frequency (%)
376752	1	0.1%
117805	1	0.1%
90641	1	0.1%
80335	1	0.1%
39883	1	0.1%
32640	1	0.1%
30904	1	0.1%
29439	1	0.1%
28055	1	0.1%
24880	1	0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	720
Distinct (%)	63.4%
Missing	60
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	2015.6602

Minimum	0
Maximum	432868
Zeros	41
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	50
median	313
Q3	1194.75
95-th percentile	5521.5
Maximum	432868
Range	432868
Interquartile range (IQR)	1144.75

Descriptive statistics

Standard deviation	14608.807
Coefficient of variation (CV)	7.2476536
Kurtosis	679.62999
Mean	2015.6602
Median Absolute Deviation (MAD)	301
Skewness	24.16434
Sum	2289790
Variance	2.1341724 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41	3.4%
1	20	1.7%
2	17	1.4%
6	12	1.0%
7	10	0.8%
3	10	0.8%
10	9	0.8%
4	9	0.8%
17	8	0.7%
5	7	0.6%
Other values (710)	993	83.0%
(Missing)	60	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	41	3.4%
1	20	1.7%
2	17	1.4%
3	10	0.8%
4	9	0.8%
5	7	0.6%
6	12	1.0%
7	10	0.8%
8	6	0.5%
9	7	0.6%

Value	Count	Frequency (%)
432868	1	0.1%
144635	1	0.1%
110898	1	0.1%
95168	1	0.1%
52910	1	0.1%
38536	1	0.1%
36279	1	0.1%
36231	1	0.1%
33792	1	0.1%
26793	1	0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	738
Distinct (%)	65.7%
Missing	72
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	2309.4706

Minimum	0
Maximum	480782
Zeros	48
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	53.75
median	361
Q3	1367
95-th percentile	5874
Maximum	480782
Range	480782
Interquartile range (IQR)	1313.25

Descriptive statistics

Standard deviation	16548.641
Coefficient of variation (CV)	7.1655559
Kurtosis	637.66385
Mean	2309.4706
Median Absolute Deviation (MAD)	351
Skewness	23.315977
Sum	2595845
Variance	2.7385752 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48	4.0%
4	15	1.3%
3	13	1.1%
5	12	1.0%
2	11	0.9%
9	10	0.8%
14	10	0.8%
6	9	0.8%
29	8	0.7%
1	8	0.7%
Other values (728)	980	81.9%
(Missing)	72	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	4.0%
1	8	0.7%
2	11	0.9%
3	13	1.1%
4	15	1.3%
5	12	1.0%
6	9	0.8%
7	6	0.5%
8	3	0.3%
9	10	0.8%

Value	Count	Frequency (%)
480782	1	0.1%
172150	1	0.1%
127903	1	0.1%
111258	1	0.1%
72177	1	0.1%
47531	1	0.1%
44296	1	0.1%
41349	1	0.1%
35494	1	0.1%
33988	1	0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	715
Distinct (%)	63.6%
Missing	72
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	1956.8879

Minimum	0
Maximum	396674
Zeros	48
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.15
Q1	44.75
median	317.5
Q3	1231
95-th percentile	4679.55
Maximum	396674
Range	396674
Interquartile range (IQR)	1186.25

Descriptive statistics

Standard deviation	13827.449
Coefficient of variation (CV)	7.0660404
Kurtosis	608.8119
Mean	1956.8879
Median Absolute Deviation (MAD)	306.5
Skewness	22.705709
Sum	2199542
Variance	1.9119835 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48	4.0%
2	16	1.3%
4	16	1.3%
3	10	0.8%
7	10	0.8%
24	9	0.8%
1	9	0.8%
5	9	0.8%
8	9	0.8%
28	7	0.6%
Other values (705)	981	82.0%
(Missing)	72	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	4.0%
1	9	0.8%
2	16	1.3%
3	10	0.8%
4	16	1.3%
5	9	0.8%
6	7	0.6%
7	10	0.8%
8	9	0.8%
9	6	0.5%

Value	Count	Frequency (%)
396674	1	0.1%
150155	1	0.1%
104961	1	0.1%
99568	1	0.1%
62903	1	0.1%
42694	1	0.1%
40786	1	0.1%
38640	1	0.1%
34791	1	0.1%
28421	1	0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	695
Distinct (%)	62.5%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	1754.6781

Minimum	0
Maximum	341937
Zeros	42
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	40
median	301.5
Q3	1100.75
95-th percentile	4296.5
Maximum	341937
Range	341937
Interquartile range (IQR)	1060.75

Descriptive statistics

Standard deviation	12087.641
Coefficient of variation (CV)	6.8888085
Kurtosis	584.19675
Mean	1754.6781
Median Absolute Deviation (MAD)	291.5
Skewness	22.212404
Sum	1951202
Variance	1.4611107 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42	3.5%
1	17	1.4%
9	13	1.1%
2	12	1.0%
10	12	1.0%
4	11	0.9%
12	9	0.8%
3	9	0.8%
6	8	0.7%
5	8	0.7%
Other values (685)	971	81.2%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42	3.5%
1	17	1.4%
2	12	1.0%
3	9	0.8%
4	11	0.9%
5	8	0.7%
6	8	0.7%
7	7	0.6%
8	5	0.4%
9	13	1.1%

Value	Count	Frequency (%)
341937	1	0.1%
136186	1	0.1%
91894	1	0.1%
87646	1	0.1%
52786	1	0.1%
41137	1	0.1%
37424	1	0.1%
34293	1	0.1%
25816	1	0.1%
24352	1	0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	687
Distinct (%)	61.6%
Missing	80
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1620.1514

Minimum	0
Maximum	306108
Zeros	42
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	39
median	253.5
Q3	1006
95-th percentile	4052.5
Maximum	306108
Range	306108
Interquartile range (IQR)	967

Descriptive statistics

Standard deviation	10991.363
Coefficient of variation (CV)	6.7841579
Kurtosis	551.52943
Mean	1620.1514
Median Absolute Deviation (MAD)	245.5
Skewness	21.517459
Sum	1808089
Variance	1.2081006 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42	3.5%
1	22	1.8%
6	14	1.2%
2	13	1.1%
11	11	0.9%
4	11	0.9%
5	9	0.8%
22	9	0.8%
69	8	0.7%
3	8	0.7%
Other values (677)	969	81.0%
(Missing)	80	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42	3.5%
1	22	1.8%
2	13	1.1%
3	8	0.7%
4	11	0.9%
5	9	0.8%
6	14	1.2%
7	7	0.6%
8	8	0.7%
9	7	0.6%

Value	Count	Frequency (%)
306108	1	0.1%
130175	1	0.1%
86119	1	0.1%
84066	1	0.1%
42770	1	0.1%
41070	1	0.1%
40841	1	0.1%
33861	1	0.1%
28245	1	0.1%
20481	1	0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	677
Distinct (%)	60.9%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	1571.3309

Minimum	0
Maximum	306126
Zeros	38
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	38
median	262
Q3	1000.5
95-th percentile	4121.7
Maximum	306126
Range	306126
Interquartile range (IQR)	962.5

Descriptive statistics

Standard deviation	10752.243
Coefficient of variation (CV)	6.8427617
Kurtosis	598.85266
Mean	1571.3309
Median Absolute Deviation (MAD)	255
Skewness	22.556226
Sum	1747320
Variance	1.1561073 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38	3.2%
1	23	1.9%
2	22	1.8%
4	14	1.2%
5	12	1.0%
16	11	0.9%
3	10	0.8%
10	9	0.8%
15	9	0.8%
13	9	0.8%
Other values (667)	955	79.8%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	3.2%
1	23	1.9%
2	22	1.8%
3	10	0.8%
4	14	1.2%
5	12	1.0%
6	8	0.7%
7	7	0.6%
8	6	0.5%
9	6	0.5%

Value	Count	Frequency (%)
306126	1	0.1%
120686	1	0.1%
86805	1	0.1%
74303	1	0.1%
33871	1	0.1%
31444	1	0.1%
31364	1	0.1%
24652	1	0.1%
22974	1	0.1%
20898	1	0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	772
Distinct (%)	69.4%
Missing	84
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	2703.277

Minimum	0
Maximum	485843
Zeros	43
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	57
median	463
Q3	1697.5
95-th percentile	6661.8
Maximum	485843
Range	485843
Interquartile range (IQR)	1640.5

Descriptive statistics

Standard deviation	17784.655
Coefficient of variation (CV)	6.5789244
Kurtosis	519.16983
Mean	2703.277
Median Absolute Deviation (MAD)	454
Skewness	20.900253
Sum	3006044
Variance	3.1629395 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43	3.6%
3	17	1.4%
2	13	1.1%
4	12	1.0%
9	10	0.8%
8	10	0.8%
6	10	0.8%
10	8	0.7%
7	8	0.7%
1	8	0.7%
Other values (762)	973	81.4%
(Missing)	84	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43	3.6%
1	8	0.7%
2	13	1.1%
3	17	1.4%
4	12	1.0%
5	5	0.4%
6	10	0.8%
7	8	0.7%
8	10	0.8%
9	10	0.8%

Value	Count	Frequency (%)
485843	1	0.1%
220647	1	0.1%
160588	1	0.1%
134865	1	0.1%
74601	1	0.1%
67000	1	0.1%
45959	1	0.1%
41457	1	0.1%
38116	1	0.1%
35025	1	0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	744
Distinct (%)	66.7%
Missing	80
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1924.431

Minimum	0
Maximum	326404
Zeros	47
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	62
median	387.5
Q3	1200.5
95-th percentile	5230.75
Maximum	326404
Range	326404
Interquartile range (IQR)	1138.5

Descriptive statistics

Standard deviation	12164.262
Coefficient of variation (CV)	6.3209656
Kurtosis	487.33751
Mean	1924.431
Median Absolute Deviation (MAD)	373.5
Skewness	20.21796
Sum	2147665
Variance	1.4796927 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47	3.9%
1	14	1.2%
4	14	1.2%
3	13	1.1%
5	12	1.0%
8	11	0.9%
7	8	0.7%
14	8	0.7%
19	7	0.6%
12	7	0.6%
Other values (734)	975	81.5%
(Missing)	80	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	3.9%
1	14	1.2%
2	5	0.4%
3	13	1.1%
4	14	1.2%
5	12	1.0%
6	6	0.5%
7	8	0.7%
8	11	0.9%
9	4	0.3%

Value	Count	Frequency (%)
326404	1	0.1%
146781	1	0.1%
136522	1	0.1%
78325	1	0.1%
59475	1	0.1%
48146	1	0.1%
33833	1	0.1%
32300	1	0.1%
22078	1	0.1%
21791	1	0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	601
Distinct (%)	53.9%
Missing	80
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	855.73835

Minimum	0
Maximum	159770
Zeros	49
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	35
median	162
Q3	483.5
95-th percentile	2581.75
Maximum	159770
Range	159770
Interquartile range (IQR)	448.5

Descriptive statistics

Standard deviation	5643.6632
Coefficient of variation (CV)	6.5950803
Kurtosis	585.48575
Mean	855.73835
Median Absolute Deviation (MAD)	151
Skewness	22.289747
Sum	955004
Variance	31850934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49	4.1%
1	21	1.8%
4	17	1.4%
2	16	1.3%
11	13	1.1%
13	12	1.0%
9	10	0.8%
7	10	0.8%
3	9	0.8%
23	9	0.8%
Other values (591)	950	79.4%
(Missing)	80	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49	4.1%
1	21	1.8%
2	16	1.3%
3	9	0.8%
4	17	1.4%
5	5	0.4%
6	8	0.7%
7	10	0.8%
8	6	0.5%
9	10	0.8%

Value	Count	Frequency (%)
159770	1	0.1%
60246	1	0.1%
58354	1	0.1%
28830	1	0.1%
20211	1	0.1%
18937	1	0.1%
14128	1	0.1%
13984	1	0.1%
11395	1	0.1%
10097	1	0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	631
Distinct (%)	56.3%
Missing	76
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1179.1634

Minimum	0
Maximum	239081
Zeros	59
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	30
median	196
Q3	688.5
95-th percentile	3374.75
Maximum	239081
Range	239081
Interquartile range (IQR)	658.5

Descriptive statistics

Standard deviation	8244.7031
Coefficient of variation (CV)	6.9919937
Kurtosis	636.94026
Mean	1179.1634
Median Absolute Deviation (MAD)	190
Skewness	23.354432
Sum	1320663
Variance	67975129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	59	4.9%
5	17	1.4%
4	16	1.3%
1	16	1.3%
3	15	1.3%
6	13	1.1%
27	10	0.8%
9	9	0.8%
28	9	0.8%
12	9	0.8%
Other values (621)	947	79.2%
(Missing)	76	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	59	4.9%
1	16	1.3%
2	8	0.7%
3	15	1.3%
4	16	1.3%
5	17	1.4%
6	13	1.1%
7	9	0.8%
8	7	0.6%
9	9	0.8%

Value	Count	Frequency (%)
239081	1	0.1%
91408	1	0.1%
59770	1	0.1%
55525	1	0.1%
27277	1	0.1%
21553	1	0.1%
21078	1	0.1%
16304	1	0.1%
14716	1	0.1%
14537	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	0.995	0.995	0.997	0.984	0.995	1.000	0.995	0.995	0.995	0.999	1.000	1.000	0.999	0.943	0.988	0.838	0.995
2007	0.995	1.000	1.000	0.998	0.989	1.000	1.000	0.991	0.991	0.991	0.996	0.995	0.995	0.996	0.950	0.981	0.875	0.991
2008	0.995	1.000	1.000	0.998	0.989	1.000	1.000	0.991	0.991	0.991	0.996	0.995	0.995	0.996	0.950	0.981	0.875	0.991
2009	0.997	0.998	0.998	1.000	0.986	0.998	1.000	0.998	0.998	0.998	0.999	0.998	0.998	0.999	0.932	0.976	0.853	0.991
2010	0.984	0.989	0.989	0.986	1.000	0.989	0.922	0.983	0.983	0.983	0.985	0.984	0.984	0.985	0.941	0.972	0.938	0.983
2011	0.995	1.000	1.000	0.998	0.989	1.000	1.000	0.991	0.991	0.991	0.996	0.995	0.995	0.996	0.950	0.981	0.875	0.991
2012	1.000	1.000	1.000	1.000	0.922	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.875	0.978	1.000
2013	0.995	0.991	0.991	0.998	0.983	0.991	1.000	1.000	1.000	1.000	0.996	0.995	0.995	0.996	0.913	0.969	0.829	0.991
2014	0.995	0.991	0.991	0.998	0.983	0.991	1.000	1.000	1.000	1.000	0.996	0.995	0.995	0.996	0.913	0.969	0.829	0.991
2015	0.995	0.991	0.991	0.998	0.983	0.991	1.000	1.000	1.000	1.000	0.996	0.995	0.995	0.996	0.913	0.969	0.829	0.991
2016	0.999	0.996	0.996	0.999	0.985	0.996	1.000	0.996	0.996	0.996	1.000	1.000	1.000	1.000	0.961	0.984	0.845	0.996
2017	1.000	0.995	0.995	0.998	0.984	0.995	1.000	0.995	0.995	0.995	1.000	1.000	1.000	1.000	0.950	0.981	0.841	0.995
2018	1.000	0.995	0.995	0.998	0.984	0.995	1.000	0.995	0.995	0.995	1.000	1.000	1.000	1.000	0.950	0.981	0.841	0.995
2019	0.999	0.996	0.996	0.999	0.985	0.996	1.000	0.996	0.996	0.996	1.000	1.000	1.000	1.000	0.961	0.984	0.845	0.996
2020	0.943	0.950	0.950	0.932	0.941	0.950	1.000	0.913	0.913	0.913	0.961	0.950	0.950	0.961	1.000	0.961	0.983	0.950
2021	0.988	0.981	0.981	0.976	0.972	0.981	0.875	0.969	0.969	0.969	0.984	0.981	0.981	0.984	0.961	1.000	0.900	0.981
2022	0.838	0.875	0.875	0.853	0.938	0.875	0.978	0.829	0.829	0.829	0.845	0.841	0.841	0.845	0.983	0.900	1.000	0.829
2023	0.995	0.991	0.991	0.991	0.983	0.991	1.000	0.991	0.991	0.991	0.996	0.995	0.995	0.996	0.950	0.981	0.829	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	0.955	0.934	0.933	0.913	0.922	0.920	0.947	0.955	0.960	0.957	0.957	0.956	0.956	0.953	0.924	0.869	0.937
2007	0.955	1.000	0.965	0.941	0.939	0.940	0.938	0.950	0.953	0.954	0.952	0.950	0.940	0.951	0.953	0.947	0.912	0.945
2008	0.934	0.965	1.000	0.953	0.946	0.941	0.937	0.951	0.949	0.950	0.947	0.946	0.939	0.945	0.945	0.946	0.919	0.943
2009	0.933	0.941	0.953	1.000	0.959	0.954	0.942	0.955	0.953	0.956	0.954	0.953	0.947	0.952	0.949	0.936	0.908	0.946
2010	0.913	0.939	0.946	0.959	1.000	0.967	0.956	0.960	0.954	0.951	0.943	0.941	0.929	0.947	0.946	0.941	0.929	0.949
2011	0.922	0.940	0.941	0.954	0.967	1.000	0.969	0.966	0.960	0.957	0.946	0.948	0.938	0.954	0.955	0.946	0.931	0.956
2012	0.920	0.938	0.937	0.942	0.956	0.969	1.000	0.973	0.962	0.959	0.945	0.947	0.934	0.948	0.947	0.938	0.926	0.953
2013	0.947	0.950	0.951	0.955	0.960	0.966	0.973	1.000	0.982	0.979	0.969	0.969	0.961	0.969	0.966	0.946	0.926	0.969
2014	0.955	0.953	0.949	0.953	0.954	0.960	0.962	0.982	1.000	0.984	0.972	0.970	0.962	0.969	0.967	0.943	0.914	0.966
2015	0.960	0.954	0.950	0.956	0.951	0.957	0.959	0.979	0.984	1.000	0.981	0.977	0.969	0.971	0.969	0.944	0.908	0.967
2016	0.957	0.952	0.947	0.954	0.943	0.946	0.945	0.969	0.972	0.981	1.000	0.985	0.974	0.973	0.969	0.942	0.904	0.964
2017	0.957	0.950	0.946	0.953	0.941	0.948	0.947	0.969	0.970	0.977	0.985	1.000	0.981	0.977	0.970	0.941	0.905	0.966
2018	0.956	0.940	0.939	0.947	0.929	0.938	0.934	0.961	0.962	0.969	0.974	0.981	1.000	0.979	0.966	0.930	0.889	0.960
2019	0.956	0.951	0.945	0.952	0.947	0.954	0.948	0.969	0.969	0.971	0.973	0.977	0.979	1.000	0.981	0.949	0.917	0.975
2020	0.953	0.953	0.945	0.949	0.946	0.955	0.947	0.966	0.967	0.969	0.969	0.970	0.966	0.981	1.000	0.967	0.928	0.976
2021	0.924	0.947	0.946	0.936	0.941	0.946	0.938	0.946	0.943	0.944	0.942	0.941	0.930	0.949	0.967	1.000	0.969	0.965
2022	0.869	0.912	0.919	0.908	0.929	0.931	0.926	0.926	0.914	0.908	0.904	0.905	0.889	0.917	0.928	0.969	1.000	0.950
2023	0.937	0.945	0.943	0.946	0.949	0.956	0.953	0.969	0.966	0.967	0.964	0.966	0.960	0.975	0.976	0.965	0.950	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 매입자거주지별	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국 /관할시군구내	411115	315944	331624	376841	351427	416898	308961	376752	432868	480782	396674	341937	306108	306126	485843	326404	159770	239081
1	전국 /관할시도내	165348	110244	114027	127084	114938	140982	92986	117805	144635	172150	150155	136186	130175	120686	220647	146781	58354	91408
2	전국 /관할시도외_서울	55842	41656	47621	44698	35485	42388	27152	29439	36279	44296	42694	41137	41070	31444	67000	59475	20211	21553
3	전국 /관할시도외_기타	88978	71948	89654	83635	79060	105035	74488	80335	95168	111258	99568	91894	86119	86805	160588	136522	60246	59770
4	서울 /관할시군구내	69391	31097	30360	39411	24402	34968	25522	39883	52910	72177	62903	52786	42770	31364	38116	19383	6215	14350
5	서울 /관할시도내	47024	22966	21666	24936	14016	18253	11962	18123	24129	35494	38640	34293	33861	24652	34871	20253	5744	13134
6	서울 /관할시도외_서울	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
7	서울 /관할시도외_기타	25397	11754	11321	14695	8254	10401	7287	10696	14657	23742	21063	20818	19991	15718	20797	10115	3425	8955
8	서울 종로구/관할시군구내	329	192	197	261	174	297	213	263	335	462	393	343	304	224	230	133	49	117
9	서울 종로구/관할시도내	452	236	253	306	160	209	141	223	240	333	370	337	593	292	466	306	87	147

	아파트매매 매입자거주지별	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
1186	제주 /관할시도외_서울	51	114	118	80	107	177	248	213	273	232	311	204	248	153	181	288	128	134
1187	제주 /관할시도외_기타	152	199	188	209	310	389	545	659	572	842	593	511	362	314	607	819	415	227
1188	제주 제주시/관할시군구내	1519	2290	1764	1816	3090	3375	2581	2819	3444	2897	2643	1716	2173	1970	2446	2683	1815	1363
1189	제주 제주시/관할시도내	71	168	166	196	176	240	184	206	297	229	180	107	113	100	138	111	73	56
1190	제주 제주시/관할시도외_서울	40	87	78	62	79	135	150	130	205	169	215	114	109	95	112	167	68	63
1191	제주 제주시/관할시도외_기타	133	157	139	156	239	280	350	482	459	427	349	273	224	192	321	418	231	126
1192	제주 서귀포시/관할시군구내	122	442	824	431	404	766	424	644	490	704	675	463	485	355	619	690	498	453
1193	제주 서귀포시/관할시도내	23	30	55	33	49	48	34	88	50	121	154	89	54	77	160	112	77	44
1194	제주 서귀포시/관할시도외_서울	11	27	40	18	28	42	98	83	68	63	96	90	139	58	69	121	60	71
1195	제주 서귀포시/관할시도외_기타	19	42	49	53	71	109	195	177	113	415	244	238	138	122	286	401	184	101

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Other Punctuation

Connector Punctuation

Close Punctuation

Open 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