gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	2691
Missing cells	3285
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	446.9 KiB
Average record size in memory	170.0 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 주택 거래현황의 연도별 거래규모별(동(호)수) 데이터입니다.- (단위 : 동(호)수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068410/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 198 (7.4%) missing values	Missing
`2007` has 243 (9.0%) missing values	Missing
`2008` has 225 (8.4%) missing values	Missing
`2009` has 225 (8.4%) missing values	Missing
`2010` has 171 (6.4%) missing values	Missing
`2011` has 198 (7.4%) missing values	Missing
`2012` has 180 (6.7%) missing values	Missing
`2013` has 180 (6.7%) missing values	Missing
`2014` has 117 (4.3%) missing values	Missing
`2015` has 153 (5.7%) missing values	Missing
`2016` has 153 (5.7%) missing values	Missing
`2017` has 180 (6.7%) missing values	Missing
`2018` has 171 (6.4%) missing values	Missing
`2019` has 180 (6.7%) missing values	Missing
`2020` has 180 (6.7%) missing values	Missing
`2021` has 180 (6.7%) missing values	Missing
`2022` has 180 (6.7%) missing values	Missing
`2023` has 171 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 26.46302225)	Skewed
`2007` is highly skewed (γ1 = 26.52744889)	Skewed
`2008` is highly skewed (γ1 = 27.05355434)	Skewed
`2009` is highly skewed (γ1 = 27.14701973)	Skewed
`2010` is highly skewed (γ1 = 27.93757035)	Skewed
`2011` is highly skewed (γ1 = 27.78035854)	Skewed
`2012` is highly skewed (γ1 = 27.75405757)	Skewed
`2013` is highly skewed (γ1 = 28.88474143)	Skewed
`2014` is highly skewed (γ1 = 29.64542939)	Skewed
`2015` is highly skewed (γ1 = 28.91118091)	Skewed
`2016` is highly skewed (γ1 = 28.50910325)	Skewed
`2017` is highly skewed (γ1 = 30.01428511)	Skewed
`2018` is highly skewed (γ1 = 30.17529569)	Skewed
`2019` is highly skewed (γ1 = 30.73873267)	Skewed
`2020` is highly skewed (γ1 = 29.3515767)	Skewed
`2021` is highly skewed (γ1 = 28.56380683)	Skewed
`2022` is highly skewed (γ1 = 28.97988342)	Skewed
`2023` is highly skewed (γ1 = 30.29816356)	Skewed
`지역 및 거래규모` has unique values	Unique

Reproduction

Analysis started	2024-03-23 04:41:38.239369
Analysis finished	2024-03-23 04:44:01.382864
Duration	2 minutes and 23.14 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역 및 거래규모
Text

UNIQUE

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

Length

Max length	24
Median length	23
Mean length	14.008175
Min length	9

Characters and Unicode

Total characters	37696
Distinct characters	159
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2691 ?
Unique (%)	100.0%

Sample

1st row	전국 /20㎡이하
2nd row	전국 /21~40㎡
3rd row	전국 /41~60㎡
4th row	전국 /61~85㎡
5th row	전국 /86~100㎡

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

Most occurring characters

Value	Count	Frequency (%)
1	3588	9.5%
	2691	7.1%
/	2691	7.1%
㎡	2691	7.1%
6	2093	5.6%
~	2093	5.6%
0	1794	4.8%
구	1269	3.4%
8	1196	3.2%
시	1098	2.9%
Other values (149)	16492	43.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	15227	40.4%
Decimal Number	11960	31.7%
Space Separator	2691	7.1%
Other Punctuation	2691	7.1%
Other Symbol	2691	7.1%
Math Symbol	2093	5.6%
Close Punctuation	172	0.5%
Open Punctuation	171	0.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	1269	8.3%
시	1098	7.2%
경	981	6.4%
군	837	5.5%
남	801	5.3%
북	648	4.3%
기	504	3.3%
전	450	3.0%
산	432	2.8%
주	423	2.8%
Other values (134)	7784	51.1%

Decimal Number

Value	Count	Frequency (%)
1	3588	30.0%
6	2093	17.5%
0	1794	15.0%
8	1196	10.0%
5	897	7.5%
3	598	5.0%
9	598	5.0%
2	598	5.0%
4	598	5.0%

Space Separator

Value	Count	Frequency (%)
	2691	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	2691	100.0%

Other Symbol

Value	Count	Frequency (%)
㎡	2691	100.0%

Math Symbol

Value	Count	Frequency (%)
~	2093	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	172	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	171	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22469	59.6%
Hangul	15227	40.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	1269	8.3%
시	1098	7.2%
경	981	6.4%
군	837	5.5%
남	801	5.3%
북	648	4.3%
기	504	3.3%
전	450	3.0%
산	432	2.8%
주	423	2.8%
Other values (134)	7784	51.1%

Common

Value	Count	Frequency (%)
1	3588	16.0%
	2691	12.0%
/	2691	12.0%
㎡	2691	12.0%
6	2093	9.3%
~	2093	9.3%
0	1794	8.0%
8	1196	5.3%
5	897	4.0%
3	598	2.7%
Other values (5)	2137	9.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19778	52.5%
Hangul	15227	40.4%
CJK Compat	2691	7.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	3588	18.1%
	2691	13.6%
/	2691	13.6%
6	2093	10.6%
~	2093	10.6%
0	1794	9.1%
8	1196	6.0%
5	897	4.5%
3	598	3.0%
9	598	3.0%
Other values (4)	1539	7.8%

CJK Compat

Value	Count	Frequency (%)
㎡	2691	100.0%

Hangul

Value	Count	Frequency (%)
구	1269	8.3%
시	1098	7.2%
경	981	6.4%
군	837	5.5%
남	801	5.3%
북	648	4.3%
기	504	3.3%
전	450	3.0%
산	432	2.8%
주	423	2.8%
Other values (134)	7784	51.1%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1083
Distinct (%)	43.4%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	1904.5415

Minimum	0
Maximum	555496
Zeros	14
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4.6
Q1	34
median	158
Q3	669
95-th percentile	5410
Maximum	555496
Range	555496
Interquartile range (IQR)	635

Descriptive statistics

Standard deviation	16845.584
Coefficient of variation (CV)	8.8449551
Kurtosis	800.2707
Mean	1904.5415
Median Absolute Deviation (MAD)	144
Skewness	26.463022
Sum	4748022
Variance	2.837737 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	36	1.3%
5	34	1.3%
4	31	1.2%
1	26	1.0%
15	25	0.9%
17	25	0.9%
14	24	0.9%
24	23	0.9%
8	21	0.8%
7	20	0.7%
Other values (1073)	2228	82.8%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	0.5%
1	26	1.0%
2	18	0.7%
3	36	1.3%
4	31	1.2%
5	34	1.3%
6	19	0.7%
7	20	0.7%
8	21	0.8%
9	19	0.7%

Value	Count	Frequency (%)
555496	1	< 0.1%
505606	1	< 0.1%
165688	1	< 0.1%
163525	1	< 0.1%
144823	1	< 0.1%
143633	1	< 0.1%
112524	1	< 0.1%
107724	1	< 0.1%
43656	1	< 0.1%
41995	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	988
Distinct (%)	40.4%
Missing	243
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	1468.9383

Minimum	0
Maximum	404883
Zeros	23
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	33
median	128
Q3	553.25
95-th percentile	4126.65
Maximum	404883
Range	404883
Interquartile range (IQR)	520.25

Descriptive statistics

Standard deviation	12779.268
Coefficient of variation (CV)	8.6996626
Kurtosis	799.65464
Mean	1468.9383
Median Absolute Deviation (MAD)	116
Skewness	26.527449
Sum	3595961
Variance	1.6330968 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	32	1.2%
2	29	1.1%
8	28	1.0%
5	28	1.0%
14	26	1.0%
7	25	0.9%
13	24	0.9%
11	23	0.9%
0	23	0.9%
1	22	0.8%
Other values (978)	2188	81.3%
(Missing)	243	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	0.9%
1	22	0.8%
2	29	1.1%
3	16	0.6%
4	20	0.7%
5	28	1.0%
6	32	1.2%
7	25	0.9%
8	28	1.0%
9	22	0.8%

Value	Count	Frequency (%)
404883	1	< 0.1%
399237	1	< 0.1%
134082	1	< 0.1%
118611	1	< 0.1%
101291	1	< 0.1%
100725	1	< 0.1%
69959	1	< 0.1%
56329	1	< 0.1%
44360	1	< 0.1%
35815	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1007
Distinct (%)	40.8%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1498.9234

Minimum	0
Maximum	419060
Zeros	12
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5.25
Q1	36.25
median	128
Q3	576.5
95-th percentile	4365.5
Maximum	419060
Range	419060
Interquartile range (IQR)	540.25

Descriptive statistics

Standard deviation	13005.52
Coefficient of variation (CV)	8.6765743
Kurtosis	829.01089
Mean	1498.9234
Median Absolute Deviation (MAD)	116
Skewness	27.053554
Sum	3696345
Variance	1.6914355 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	31	1.2%
3	31	1.2%
7	28	1.0%
4	25	0.9%
6	25	0.9%
11	24	0.9%
8	24	0.9%
10	23	0.9%
5	23	0.9%
12	23	0.9%
Other values (997)	2209	82.1%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	0.4%
1	17	0.6%
2	16	0.6%
3	31	1.2%
4	25	0.9%
5	23	0.9%
6	25	0.9%
7	28	1.0%
8	24	0.9%
9	31	1.2%

Value	Count	Frequency (%)
419060	1	< 0.1%
408590	1	< 0.1%
134274	1	< 0.1%
107275	1	< 0.1%
107211	1	< 0.1%
92944	1	< 0.1%
65184	1	< 0.1%
55702	1	< 0.1%
46000	1	< 0.1%
38795	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1005
Distinct (%)	40.8%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1458.2758

Minimum	0
Maximum	425637
Zeros	14
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	38
median	131.5
Q3	606.25
95-th percentile	3907.75
Maximum	425637
Range	425637
Interquartile range (IQR)	568.25

Descriptive statistics

Standard deviation	12418.541
Coefficient of variation (CV)	8.5159071
Kurtosis	841.87829
Mean	1458.2758
Median Absolute Deviation (MAD)	117.5
Skewness	27.14702
Sum	3596108
Variance	1.5422016 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	31	1.2%
5	25	0.9%
24	24	0.9%
10	23	0.9%
9	23	0.9%
8	23	0.9%
16	22	0.8%
3	22	0.8%
4	21	0.8%
17	21	0.8%
Other values (995)	2231	82.9%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	0.5%
1	12	0.4%
2	13	0.5%
3	22	0.8%
4	21	0.8%
5	25	0.9%
6	31	1.2%
7	20	0.7%
8	23	0.9%
9	23	0.9%

Value	Count	Frequency (%)
425637	1	< 0.1%
359441	1	< 0.1%
133359	1	< 0.1%
105089	1	< 0.1%
97837	1	< 0.1%
97199	1	< 0.1%
56757	1	< 0.1%
56003	1	< 0.1%
38230	1	< 0.1%
36479	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1009
Distinct (%)	40.0%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1304.4496

Minimum	0
Maximum	390814
Zeros	6
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	36
median	123
Q3	549.25
95-th percentile	3653.65
Maximum	390814
Range	390814
Interquartile range (IQR)	513.25

Descriptive statistics

Standard deviation	11109.487
Coefficient of variation (CV)	8.516609
Kurtosis	888.93551
Mean	1304.4496
Median Absolute Deviation (MAD)	110
Skewness	27.93757
Sum	3287213
Variance	1.2342071 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	29	1.1%
5	25	0.9%
9	25	0.9%
4	25	0.9%
3	24	0.9%
16	24	0.9%
18	23	0.9%
7	23	0.9%
11	22	0.8%
8	22	0.8%
Other values (999)	2278	84.7%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.2%
1	13	0.5%
2	21	0.8%
3	24	0.9%
4	25	0.9%
5	25	0.9%
6	19	0.7%
7	23	0.9%
8	22	0.8%
9	25	0.9%

Value	Count	Frequency (%)
390814	1	< 0.1%
323241	1	< 0.1%
125759	1	< 0.1%
88581	1	< 0.1%
84126	1	< 0.1%
71553	1	< 0.1%
40933	1	< 0.1%
39294	1	< 0.1%
37228	1	< 0.1%
37071	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1079
Distinct (%)	43.3%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	1569.9988

Minimum	0
Maximum	455391
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	46
median	162
Q3	712
95-th percentile	4454
Maximum	455391
Range	455391
Interquartile range (IQR)	666

Descriptive statistics

Standard deviation	13133.404
Coefficient of variation (CV)	8.3652321
Kurtosis	876.99863
Mean	1569.9988
Median Absolute Deviation (MAD)	144
Skewness	27.780359
Sum	3914007
Variance	1.7248631 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	26	1.0%
4	25	0.9%
12	22	0.8%
11	21	0.8%
6	21	0.8%
8	19	0.7%
9	18	0.7%
18	18	0.7%
24	17	0.6%
14	17	0.6%
Other values (1069)	2289	85.1%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
1	10	0.4%
2	15	0.6%
3	15	0.6%
4	25	0.9%
5	14	0.5%
6	21	0.8%
7	26	1.0%
8	19	0.7%
9	18	0.7%

Value	Count	Frequency (%)
455391	1	< 0.1%
386707	1	< 0.1%
141782	1	< 0.1%
104608	1	< 0.1%
94362	1	< 0.1%
93615	1	< 0.1%
48097	1	< 0.1%
44933	1	< 0.1%
43669	1	< 0.1%
42226	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1016
Distinct (%)	40.5%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1269.4747

Minimum	0
Maximum	366657
Zeros	6
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	43
median	141
Q3	603.5
95-th percentile	3429
Maximum	366657
Range	366657
Interquartile range (IQR)	560.5

Descriptive statistics

Standard deviation	10497.235
Coefficient of variation (CV)	8.2689594
Kurtosis	878.77298
Mean	1269.4747
Median Absolute Deviation (MAD)	123
Skewness	27.754058
Sum	3187651
Variance	1.1019194 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	25	0.9%
8	25	0.9%
19	23	0.9%
9	22	0.8%
3	22	0.8%
10	21	0.8%
13	20	0.7%
14	19	0.7%
17	19	0.7%
4	19	0.7%
Other values (1006)	2296	85.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.2%
1	6	0.2%
2	12	0.4%
3	22	0.8%
4	19	0.7%
5	25	0.9%
6	15	0.6%
7	15	0.6%
8	25	0.9%
9	22	0.8%

Value	Count	Frequency (%)
366657	1	< 0.1%
306650	1	< 0.1%
111948	1	< 0.1%
94488	1	< 0.1%
78053	1	< 0.1%
67499	1	< 0.1%
36517	1	< 0.1%
34324	1	< 0.1%
31358	1	< 0.1%
31027	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1055
Distinct (%)	42.0%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1504.9383

Minimum	1
Maximum	474054
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	45
median	155
Q3	613
95-th percentile	4102
Maximum	474054
Range	474053
Interquartile range (IQR)	568

Descriptive statistics

Standard deviation	12955.561
Coefficient of variation (CV)	8.608699
Kurtosis	953.00242
Mean	1504.9383
Median Absolute Deviation (MAD)	137
Skewness	28.884741
Sum	3778900
Variance	1.6784655 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	25	0.9%
13	23	0.9%
16	23	0.9%
18	23	0.9%
9	22	0.8%
5	21	0.8%
4	21	0.8%
14	20	0.7%
6	20	0.7%
12	20	0.7%
Other values (1045)	2293	85.2%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.1%
2	6	0.2%
3	18	0.7%
4	21	0.8%
5	21	0.8%
6	20	0.7%
7	25	0.9%
8	12	0.4%
9	22	0.8%
10	16	0.6%

Value	Count	Frequency (%)
474054	1	< 0.1%
363438	1	< 0.1%
110334	1	< 0.1%
102375	1	< 0.1%
101069	1	< 0.1%
85509	1	< 0.1%
49023	1	< 0.1%
45784	1	< 0.1%
43679	1	< 0.1%
42355	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1161
Distinct (%)	45.1%
Missing	117
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	1795.6395

Minimum	1
Maximum	593551
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	1
5-th percentile	10.65
Q1	54.25
median	181
Q3	755.75
95-th percentile	5087.2
Maximum	593551
Range	593550
Interquartile range (IQR)	701.5

Descriptive statistics

Standard deviation	15669.847
Coefficient of variation (CV)	8.726611
Kurtosis	1009.4566
Mean	1795.6395
Median Absolute Deviation (MAD)	160
Skewness	29.645429
Sum	4621976
Variance	2.4554411 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	23	0.9%
12	21	0.8%
34	19	0.7%
7	19	0.7%
32	18	0.7%
8	18	0.7%
14	18	0.7%
5	17	0.6%
11	17	0.6%
28	16	0.6%
Other values (1151)	2388	88.7%
(Missing)	117	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	0.2%
2	10	0.4%
3	5	0.2%
4	13	0.5%
5	17	0.6%
6	16	0.6%
7	19	0.7%
8	18	0.7%
9	12	0.4%
10	13	0.5%

Value	Count	Frequency (%)
593551	1	< 0.1%
428552	1	< 0.1%
131128	1	< 0.1%
125157	1	< 0.1%
122169	1	< 0.1%
107119	1	< 0.1%
62904	1	< 0.1%
62078	1	< 0.1%
57513	1	< 0.1%
55231	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1179
Distinct (%)	46.5%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2161.9634

Minimum	0
Maximum	696783
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	64
median	219
Q3	899.75
95-th percentile	6137
Maximum	696783
Range	696783
Interquartile range (IQR)	835.75

Descriptive statistics

Standard deviation	18883.582
Coefficient of variation (CV)	8.7344598
Kurtosis	958.50308
Mean	2161.9634
Median Absolute Deviation (MAD)	194
Skewness	28.911181
Sum	5487063
Variance	3.5658967 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	22	0.8%
16	20	0.7%
5	17	0.6%
15	17	0.6%
21	17	0.6%
8	17	0.6%
14	17	0.6%
25	16	0.6%
26	16	0.6%
33	16	0.6%
Other values (1169)	2363	87.8%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	4	0.1%
2	10	0.4%
3	10	0.4%
4	7	0.3%
5	17	0.6%
6	11	0.4%
7	11	0.4%
8	17	0.6%
9	7	0.3%

Value	Count	Frequency (%)
696783	1	< 0.1%
524628	1	< 0.1%
164437	1	< 0.1%
152297	1	< 0.1%
145774	1	< 0.1%
136501	1	< 0.1%
90770	1	< 0.1%
85779	1	< 0.1%
67717	1	< 0.1%
55735	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1150
Distinct (%)	45.3%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2031.9799

Minimum	1
Maximum	656699
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	59
median	201
Q3	847.75
95-th percentile	5543.4
Maximum	656699
Range	656698
Interquartile range (IQR)	788.75

Descriptive statistics

Standard deviation	17928.631
Coefficient of variation (CV)	8.8232326
Kurtosis	934.23138
Mean	2031.9799
Median Absolute Deviation (MAD)	177
Skewness	28.509103
Sum	5157165
Variance	3.2143582 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	22	0.8%
10	20	0.7%
13	19	0.7%
32	19	0.7%
24	18	0.7%
16	17	0.6%
9	17	0.6%
12	17	0.6%
8	17	0.6%
28	16	0.6%
Other values (1140)	2356	87.6%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	0.1%
2	5	0.2%
3	14	0.5%
4	15	0.6%
5	8	0.3%
6	12	0.4%
7	10	0.4%
8	17	0.6%
9	17	0.6%
10	20	0.7%

Value	Count	Frequency (%)
656699	1	< 0.1%
495144	1	< 0.1%
178104	1	< 0.1%
155933	1	< 0.1%
139518	1	< 0.1%
128215	1	< 0.1%
89618	1	< 0.1%
81617	1	< 0.1%
58781	1	< 0.1%
51583	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1153
Distinct (%)	45.9%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2225.5313

Minimum	0
Maximum	797675
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	58
median	197
Q3	861
95-th percentile	6271.5
Maximum	797675
Range	797675
Interquartile range (IQR)	803

Descriptive statistics

Standard deviation	20529.563
Coefficient of variation (CV)	9.2245675
Kurtosis	1045.932
Mean	2225.5313
Median Absolute Deviation (MAD)	172
Skewness	30.014285
Sum	5588309
Variance	4.2146298 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	23	0.9%
8	20	0.7%
10	17	0.6%
18	17	0.6%
32	17	0.6%
13	17	0.6%
36	16	0.6%
5	16	0.6%
14	15	0.6%
19	15	0.6%
Other values (1143)	2338	86.9%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
1	4	0.1%
2	13	0.5%
3	7	0.3%
4	10	0.4%
5	16	0.6%
6	13	0.5%
7	13	0.5%
8	20	0.7%
9	12	0.4%

Value	Count	Frequency (%)
797675	1	< 0.1%
500640	1	< 0.1%
238867	1	< 0.1%
153221	1	< 0.1%
145493	1	< 0.1%
125753	1	< 0.1%
90756	1	< 0.1%
88244	1	< 0.1%
61237	1	< 0.1%
58714	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1122
Distinct (%)	44.5%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2170.3702

Minimum	0
Maximum	803831
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	53
median	177
Q3	795
95-th percentile	5712.3
Maximum	803831
Range	803831
Interquartile range (IQR)	742

Descriptive statistics

Standard deviation	20495.657
Coefficient of variation (CV)	9.443392
Kurtosis	1059.7837
Mean	2170.3702
Median Absolute Deviation (MAD)	155
Skewness	30.175296
Sum	5469333
Variance	4.2007195 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	19	0.7%
21	19	0.7%
6	19	0.7%
11	18	0.7%
8	18	0.7%
12	17	0.6%
9	17	0.6%
20	16	0.6%
30	16	0.6%
18	16	0.6%
Other values (1112)	2345	87.1%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	3	0.1%
2	8	0.3%
3	11	0.4%
4	11	0.4%
5	10	0.4%
6	19	0.7%
7	15	0.6%
8	18	0.7%
9	17	0.6%

Value	Count	Frequency (%)
803831	1	< 0.1%
478019	1	< 0.1%
277957	1	< 0.1%
150647	1	< 0.1%
140406	1	< 0.1%
127250	1	< 0.1%
87144	1	< 0.1%
77955	1	< 0.1%
57351	1	< 0.1%
47567	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1087
Distinct (%)	43.3%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1988.2397

Minimum	0
Maximum	752171
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	51.5
median	158
Q3	660
95-th percentile	5806.5
Maximum	752171
Range	752171
Interquartile range (IQR)	608.5

Descriptive statistics

Standard deviation	18930.568
Coefficient of variation (CV)	9.5212704
Kurtosis	1101.1766
Mean	1988.2397
Median Absolute Deviation (MAD)	136
Skewness	30.738733
Sum	4992470
Variance	3.5836642 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	27	1.0%
10	24	0.9%
7	19	0.7%
15	19	0.7%
13	18	0.7%
17	18	0.7%
36	17	0.6%
25	17	0.6%
27	17	0.6%
5	17	0.6%
Other values (1077)	2318	86.1%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
1	4	0.1%
2	8	0.3%
3	11	0.4%
4	12	0.4%
5	17	0.6%
6	12	0.4%
7	19	0.7%
8	13	0.5%
9	16	0.6%

Value	Count	Frequency (%)
752171	1	< 0.1%
432269	1	< 0.1%
240803	1	< 0.1%
138397	1	< 0.1%
128688	1	< 0.1%
114384	1	< 0.1%
70489	1	< 0.1%
61972	1	< 0.1%
57442	1	< 0.1%
55504	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1182
Distinct (%)	47.1%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2562.1987

Minimum	0
Maximum	895189
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	13
Q1	65
median	210
Q3	948.5
95-th percentile	7366.5
Maximum	895189
Range	895189
Interquartile range (IQR)	883.5

Descriptive statistics

Standard deviation	23721.776
Coefficient of variation (CV)	9.258367
Kurtosis	989.7657
Mean	2562.1987
Median Absolute Deviation (MAD)	183
Skewness	29.351577
Sum	6433681
Variance	5.6272266 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	19	0.7%
17	18	0.7%
22	17	0.6%
20	17	0.6%
27	17	0.6%
21	16	0.6%
30	15	0.6%
8	15	0.6%
25	15	0.6%
19	14	0.5%
Other values (1172)	2348	87.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	3	0.1%
2	1	< 0.1%
3	3	0.1%
4	5	0.2%
5	7	0.3%
6	10	0.4%
7	12	0.4%
8	15	0.6%
9	14	0.5%

Value	Count	Frequency (%)
895189	1	< 0.1%
619223	1	< 0.1%
266275	1	< 0.1%
191442	1	< 0.1%
173143	1	< 0.1%
154743	1	< 0.1%
99197	1	< 0.1%
73937	1	< 0.1%
69982	1	< 0.1%
66436	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1108
Distinct (%)	44.1%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2051.6973

Minimum	0
Maximum	666747
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	13
Q1	61
median	183
Q3	769
95-th percentile	5742.5
Maximum	666747
Range	666747
Interquartile range (IQR)	708

Descriptive statistics

Standard deviation	18674.305
Coefficient of variation (CV)	9.1018812
Kurtosis	921.9801
Mean	2051.6973
Median Absolute Deviation (MAD)	155
Skewness	28.563807
Sum	5151812
Variance	3.4872968 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	18	0.7%
6	18	0.7%
19	17	0.6%
12	16	0.6%
13	16	0.6%
25	16	0.6%
20	15	0.6%
16	15	0.6%
11	15	0.6%
31	15	0.6%
Other values (1098)	2350	87.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	2	0.1%
2	3	0.1%
4	10	0.4%
5	12	0.4%
6	18	0.7%
7	9	0.3%
8	6	0.2%
9	9	0.3%
10	10	0.4%

Value	Count	Frequency (%)
666747	1	< 0.1%
540110	1	< 0.1%
179396	1	< 0.1%
171839	1	< 0.1%
164136	1	< 0.1%
95446	1	< 0.1%
63406	1	< 0.1%
61206	1	< 0.1%
53635	1	< 0.1%
49849	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	953
Distinct (%)	38.0%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1178.2178

Minimum	0
Maximum	387950
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	11
Q1	40
median	114
Q3	473
95-th percentile	3241.5
Maximum	387950
Range	387950
Interquartile range (IQR)	433

Descriptive statistics

Standard deviation	10520.628
Coefficient of variation (CV)	8.929272
Kurtosis	958.48177
Mean	1178.2178
Median Absolute Deviation (MAD)	94
Skewness	28.979883
Sum	2958505
Variance	1.106836 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	29	1.1%
36	25	0.9%
16	24	0.9%
9	22	0.8%
23	21	0.8%
21	21	0.8%
27	21	0.8%
12	20	0.7%
44	20	0.7%
18	19	0.7%
Other values (943)	2289	85.1%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
1	2	0.1%
2	5	0.2%
3	3	0.1%
4	14	0.5%
5	11	0.4%
6	16	0.6%
7	18	0.7%
8	15	0.6%
9	22	0.8%

Value	Count	Frequency (%)
387950	1	< 0.1%
288970	1	< 0.1%
105842	1	< 0.1%
98465	1	< 0.1%
75779	1	< 0.1%
56596	1	< 0.1%
33260	1	< 0.1%
33011	1	< 0.1%
30062	1	< 0.1%
30017	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	922
Distinct (%)	36.6%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1168.8448

Minimum	0
Maximum	422263
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	31
median	98
Q3	436.25
95-th percentile	3145.5
Maximum	422263
Range	422263
Interquartile range (IQR)	405.25

Descriptive statistics

Standard deviation	10929.82
Coefficient of variation (CV)	9.3509589
Kurtosis	1053.1043
Mean	1168.8448
Median Absolute Deviation (MAD)	83
Skewness	30.298164
Sum	2945489
Variance	1.1946097 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	32	1.2%
18	27	1.0%
5	27	1.0%
6	27	1.0%
21	27	1.0%
23	26	1.0%
10	25	0.9%
7	25	0.9%
20	25	0.9%
33	24	0.9%
Other values (912)	2255	83.8%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
1	6	0.2%
2	10	0.4%
3	18	0.7%
4	19	0.7%
5	27	1.0%
6	27	1.0%
7	25	0.9%
8	16	0.6%
9	16	0.6%

Value	Count	Frequency (%)
422263	1	< 0.1%
281682	1	< 0.1%
108982	1	< 0.1%
83227	1	< 0.1%
79963	1	< 0.1%
61411	1	< 0.1%
42366	1	< 0.1%
32259	1	< 0.1%
29884	1	< 0.1%
29375	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	0.869	0.869	0.974	0.873	0.924	0.894	0.841	0.869	0.869	0.869	0.847	0.841	0.811	0.841	0.811	0.811	0.841
2007	0.869	1.000	1.000	0.894	0.827	0.863	0.852	0.963	0.973	0.973	0.973	0.961	0.957	0.963	0.968	0.963	0.973	0.957
2008	0.869	1.000	1.000	0.894	0.827	0.863	0.852	0.963	0.973	0.973	0.973	0.961	0.957	0.963	0.968	0.963	0.973	0.957
2009	0.974	0.894	0.894	1.000	0.993	0.999	0.995	0.928	0.954	0.954	1.000	0.928	0.916	0.922	0.934	1.000	0.938	0.916
2010	0.873	0.827	0.827	0.993	1.000	0.993	0.998	0.926	0.922	0.922	0.922	0.902	0.910	0.922	0.906	0.969	0.961	0.910
2011	0.924	0.863	0.863	0.999	0.993	1.000	0.995	0.946	0.930	0.930	0.961	0.913	0.926	0.922	0.946	1.000	0.938	0.926
2012	0.894	0.852	0.852	0.995	0.998	0.995	1.000	0.950	0.938	0.938	0.938	0.913	0.923	0.938	0.932	1.000	1.000	0.923
2013	0.841	0.963	0.963	0.928	0.926	0.946	0.950	1.000	0.999	0.999	0.989	0.991	0.994	0.990	0.992	0.990	0.993	0.994
2014	0.869	0.973	0.973	0.954	0.922	0.930	0.938	0.999	1.000	1.000	0.993	0.995	0.991	0.989	0.989	0.989	0.991	0.991
2015	0.869	0.973	0.973	0.954	0.922	0.930	0.938	0.999	1.000	1.000	0.993	0.995	0.991	0.989	0.989	0.989	0.991	0.991
2016	0.869	0.973	0.973	1.000	0.922	0.961	0.938	0.989	0.993	0.993	1.000	0.995	0.991	0.989	0.995	0.996	0.991	0.991
2017	0.847	0.961	0.961	0.928	0.902	0.913	0.913	0.991	0.995	0.995	0.995	1.000	1.000	0.999	0.995	0.987	0.991	1.000
2018	0.841	0.957	0.957	0.916	0.910	0.926	0.923	0.994	0.991	0.991	0.991	1.000	1.000	1.000	0.997	0.990	0.994	1.000
2019	0.811	0.963	0.963	0.922	0.922	0.922	0.938	0.990	0.989	0.989	0.989	0.999	1.000	1.000	0.993	0.993	0.996	1.000
2020	0.841	0.968	0.968	0.934	0.906	0.946	0.932	0.992	0.989	0.989	0.995	0.995	0.997	0.993	1.000	0.993	0.988	0.997
2021	0.811	0.963	0.963	1.000	0.969	1.000	1.000	0.990	0.989	0.989	0.996	0.987	0.990	0.993	0.993	1.000	0.996	0.990
2022	0.811	0.973	0.973	0.938	0.961	0.938	1.000	0.993	0.991	0.991	0.991	0.991	0.994	0.996	0.988	0.996	1.000	0.994
2023	0.841	0.957	0.957	0.916	0.910	0.926	0.923	0.994	0.991	0.991	0.991	1.000	1.000	1.000	0.997	0.990	0.994	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	0.961	0.948	0.950	0.936	0.934	0.917	0.916	0.922	0.937	0.935	0.930	0.923	0.921	0.932	0.906	0.855	0.874
2007	0.961	1.000	0.969	0.956	0.949	0.947	0.933	0.927	0.931	0.939	0.934	0.932	0.923	0.925	0.933	0.924	0.889	0.896
2008	0.948	0.969	1.000	0.967	0.954	0.949	0.935	0.927	0.930	0.938	0.933	0.929	0.923	0.926	0.933	0.927	0.891	0.900
2009	0.950	0.956	0.967	1.000	0.969	0.961	0.941	0.935	0.937	0.944	0.942	0.936	0.933	0.936	0.943	0.928	0.887	0.909
2010	0.936	0.949	0.954	0.969	1.000	0.966	0.948	0.941	0.937	0.939	0.934	0.929	0.922	0.927	0.936	0.925	0.890	0.905
2011	0.934	0.947	0.949	0.961	0.966	1.000	0.965	0.954	0.950	0.950	0.938	0.933	0.922	0.929	0.941	0.929	0.899	0.906
2012	0.917	0.933	0.935	0.941	0.948	0.965	1.000	0.973	0.964	0.958	0.947	0.944	0.936	0.941	0.949	0.947	0.920	0.925
2013	0.916	0.927	0.927	0.935	0.941	0.954	0.973	1.000	0.973	0.966	0.956	0.953	0.945	0.948	0.953	0.945	0.914	0.924
2014	0.922	0.931	0.930	0.937	0.937	0.950	0.964	0.973	1.000	0.976	0.963	0.960	0.950	0.952	0.958	0.946	0.914	0.924
2015	0.937	0.939	0.938	0.944	0.939	0.950	0.958	0.966	0.976	1.000	0.979	0.972	0.961	0.958	0.963	0.949	0.910	0.921
2016	0.935	0.934	0.933	0.942	0.934	0.938	0.947	0.956	0.963	0.979	1.000	0.978	0.968	0.962	0.963	0.950	0.913	0.924
2017	0.930	0.932	0.929	0.936	0.929	0.933	0.944	0.953	0.960	0.972	0.978	1.000	0.975	0.969	0.967	0.953	0.917	0.934
2018	0.923	0.923	0.923	0.933	0.922	0.922	0.936	0.945	0.950	0.961	0.968	0.975	1.000	0.976	0.970	0.957	0.920	0.939
2019	0.921	0.925	0.926	0.936	0.927	0.929	0.941	0.948	0.952	0.958	0.962	0.969	0.976	1.000	0.979	0.962	0.930	0.950
2020	0.932	0.933	0.933	0.943	0.936	0.941	0.949	0.953	0.958	0.963	0.963	0.967	0.970	0.979	1.000	0.969	0.932	0.951
2021	0.906	0.924	0.927	0.928	0.925	0.929	0.947	0.945	0.946	0.949	0.950	0.953	0.957	0.962	0.969	1.000	0.960	0.961
2022	0.855	0.889	0.891	0.887	0.890	0.899	0.920	0.914	0.914	0.910	0.913	0.917	0.920	0.930	0.932	0.960	1.000	0.959
2023	0.874	0.896	0.900	0.909	0.905	0.906	0.925	0.924	0.924	0.921	0.924	0.934	0.939	0.950	0.951	0.961	0.959	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 거래규모	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국 /20㎡이하	10716	9346	11138	9414	9202	16510	27146	34232	39773	38119	33211	35628	32887	30704	35817	32071	23115	17649
1	전국 /21~40㎡	143633	134082	134274	97837	84126	104608	94488	101069	125157	152297	155933	153221	140406	128688	173143	171839	105842	83227
2	전국 /41~60㎡	505606	399237	408590	359441	323241	386707	306650	363438	428552	524628	495144	500640	478019	432269	619223	540110	288970	281682
3	전국 /61~85㎡	555496	404883	419060	425637	390814	455391	366657	474054	593551	696783	656699	797675	803831	752171	895189	666747	387950	422263
4	전국 /86~100㎡	36441	26384	26898	27798	25448	28890	23765	29114	36518	47428	51583	56634	57351	43730	50942	39199	25757	28314
5	전국 /101~135㎡	144823	101291	107275	133359	125759	141782	111948	110334	131128	145774	128215	125753	127250	114384	154743	95446	56596	61411
6	전국 /136~165㎡	41264	29818	30842	38230	37228	43669	31358	29319	34179	40404	35172	31435	30222	25915	38299	27022	14634	13345
7	전국 /166~198㎡	19895	14367	13814	14736	14219	16807	12624	13643	15989	19893	18123	16498	15227	12631	18154	14643	8763	6587
8	전국 /198㎡초과	37061	29166	27851	27185	27192	37029	29370	32076	42276	55469	49952	42177	34038	29006	36355	33704	21720	14317
9	서울 /20㎡이하	3800	2954	3035	2951	2207	3335	7627	10192	10827	10597	10697	11306	11288	8052	11534	10900	8012	6063

	지역 및 거래규모	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2681	제주 제주시/198㎡초과	90	127	136	183	195	315	322	415	514	597	519	303	328	331	296	345	276	212
2682	제주 서귀포시/20㎡이하	24	20	8	13	13	12	51	63	69	406	462	199	416	80	141	148	116	116
2683	제주 서귀포시/21~40㎡	89	222	188	213	198	263	282	440	419	692	626	702	708	659	459	365	365	240
2684	제주 서귀포시/41~60㎡	175	383	859	473	572	723	680	671	1115	1490	964	1304	733	686	767	963	588	641
2685	제주 서귀포시/61~85㎡	264	606	529	591	648	959	975	1475	1699	3837	4109	2819	2367	1542	1973	2634	1883	1273
2686	제주 서귀포시/86~100㎡	57	127	117	133	149	170	158	186	274	336	300	351	417	306	256	367	369	218
2687	제주 서귀포시/101~135㎡	56	152	124	125	118	136	124	179	199	254	415	330	209	193	269	351	322	157
2688	제주 서귀포시/136~165㎡	41	54	50	54	92	104	86	98	107	148	160	143	156	120	152	158	169	131
2689	제주 서귀포시/166~198㎡	15	33	16	31	35	34	28	57	52	93	76	68	65	51	103	102	84	71
2690	제주 서귀포시/198㎡초과	27	38	61	60	57	68	93	108	183	295	259	176	179	154	120	172	107	107

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Other Punctuation

Other Symbol

Math Symbol

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

CJK Compat

Hangul

Interactions

Correlations

Missing values

Sample