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 토지 거래현황의 연도별 거래주체별(필지수) 데이터입니다.- (단위 : 필지수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068233/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 = 39.66635829)	Skewed
`2007` is highly skewed (γ1 = 39.53760374)	Skewed
`2008` is highly skewed (γ1 = 40.00672068)	Skewed
`2009` is highly skewed (γ1 = 40.66248851)	Skewed
`2010` is highly skewed (γ1 = 41.22404158)	Skewed
`2011` is highly skewed (γ1 = 41.44710035)	Skewed
`2012` is highly skewed (γ1 = 41.37237155)	Skewed
`2013` is highly skewed (γ1 = 41.50330854)	Skewed
`2014` is highly skewed (γ1 = 42.04528689)	Skewed
`2015` is highly skewed (γ1 = 41.69037664)	Skewed
`2016` is highly skewed (γ1 = 41.03256612)	Skewed
`2017` is highly skewed (γ1 = 37.38777915)	Skewed
`2018` is highly skewed (γ1 = 35.53528143)	Skewed
`2019` is highly skewed (γ1 = 35.97062559)	Skewed
`2020` is highly skewed (γ1 = 38.23022375)	Skewed
`2021` is highly skewed (γ1 = 38.24119871)	Skewed
`2022` is highly skewed (γ1 = 37.36477523)	Skewed
`2023` is highly skewed (γ1 = 39.11530204)	Skewed
`지역_거래주체` has unique values	Unique
`2006` has 47 (1.7%) zeros	Zeros
`2007` has 32 (1.2%) zeros	Zeros
`2008` has 27 (1.0%) zeros	Zeros
`2013` has 31 (1.2%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 08:15:46.265950
Analysis finished	2024-04-06 08:17:16.669393
Duration	1 minute and 30.4 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_거래주체
Text

UNIQUE

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

Length

Max length	23
Median length	13
Mean length	13.377926
Min length	9

Characters and Unicode

Total characters	36000
Distinct characters	153
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	2691 ?
Unique (%)	100.0%

Sample

1st row	전국_개인->개인
2nd row	전국_개인->법인
3rd row	전국_개인->기타
4th row	전국_법인->개인
5th row	전국_법인->법인

Value	Count	Frequency (%)
경기	468	8.5%
경남	234	4.2%
서울	225	4.1%
경북	225	4.1%
전남	198	3.6%
충남	171	3.1%
충북	171	3.1%
강원	162	2.9%
전북	144	2.6%
부산	144	2.6%
Other values (2486)	3375	61.2%

Most occurring characters

Value	Count	Frequency (%)
인	3750	10.4%
	2826	7.8%
_	2691	7.5%
>	2691	7.5%
-	2655	7.4%
기	2298	6.4%
개	1794	5.0%
타	1794	5.0%
법	1794	5.0%
구	1269	3.5%
Other values (143)	12438	34.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	24795	68.9%
Space Separator	2826	7.8%
Connector Punctuation	2691	7.5%
Math Symbol	2691	7.5%
Dash Punctuation	2655	7.4%
Open Punctuation	171	0.5%
Close Punctuation	171	0.5%

Most frequent character per category

Other Letter

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

Space Separator

Value	Count	Frequency (%)
	2826	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2691	100.0%

Math Symbol

Value	Count	Frequency (%)
>	2691	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2655	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	171	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	171	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	24795	68.9%
Common	11205	31.1%

Most frequent character per script

Hangul

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

Common

Value	Count	Frequency (%)
	2826	25.2%
_	2691	24.0%
>	2691	24.0%
-	2655	23.7%
(	171	1.5%
)	171	1.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	24795	68.9%
ASCII	11205	31.1%

Most frequent character per block

Hangul

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

ASCII

Value	Count	Frequency (%)
	2826	25.2%
_	2691	24.0%
>	2691	24.0%
-	2655	23.7%
(	171	1.5%
)	171	1.5%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1064
Distinct (%)	42.7%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	3319.3301

Minimum	0
Maximum	1916233
Zeros	47
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	19
median	106
Q3	741
95-th percentile	10229.6
Maximum	1916233
Range	1916233
Interquartile range (IQR)	722

Descriptive statistics

Standard deviation	41856.274
Coefficient of variation (CV)	12.609856
Kurtosis	1765.3862
Mean	3319.3301
Median Absolute Deviation (MAD)	101
Skewness	39.666358
Sum	8275090
Variance	1.7519477 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	63	2.3%
3	53	2.0%
2	48	1.8%
0	47	1.7%
6	46	1.7%
7	40	1.5%
4	38	1.4%
5	33	1.2%
9	30	1.1%
10	29	1.1%
Other values (1054)	2066	76.8%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	1.7%
1	63	2.3%
2	48	1.8%
3	53	2.0%
4	38	1.4%
5	33	1.2%
6	46	1.7%
7	40	1.5%
8	25	0.9%
9	30	1.1%

Value	Count	Frequency (%)
1916233	1	< 0.1%
508692	1	< 0.1%
401608	1	< 0.1%
325456	1	< 0.1%
180998	1	< 0.1%
145496	1	< 0.1%
135916	1	< 0.1%
110561	1	< 0.1%
107413	1	< 0.1%
90291	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1037
Distinct (%)	42.4%
Missing	243
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	2845.4056

Minimum	0
Maximum	1582613
Zeros	32
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	25
median	116
Q3	698.75
95-th percentile	8307.3
Maximum	1582613
Range	1582613
Interquartile range (IQR)	673.75

Descriptive statistics

Standard deviation	34767.817
Coefficient of variation (CV)	12.218931
Kurtosis	1754.2512
Mean	2845.4056
Median Absolute Deviation (MAD)	108
Skewness	39.537604
Sum	6965553
Variance	1.2088011 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	41	1.5%
3	38	1.4%
5	34	1.3%
4	33	1.2%
0	32	1.2%
6	32	1.2%
11	31	1.2%
8	29	1.1%
10	28	1.0%
1	28	1.0%
Other values (1027)	2122	78.9%
(Missing)	243	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32	1.2%
1	28	1.0%
2	41	1.5%
3	38	1.4%
4	33	1.2%
5	34	1.3%
6	32	1.2%
7	22	0.8%
8	29	1.1%
9	22	0.8%

Value	Count	Frequency (%)
1582613	1	< 0.1%
379491	1	< 0.1%
359114	1	< 0.1%
205410	1	< 0.1%
141660	1	< 0.1%
138831	1	< 0.1%
130886	1	< 0.1%
115823	1	< 0.1%
111147	1	< 0.1%
94234	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1054
Distinct (%)	42.7%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	2882.2401

Minimum	0
Maximum	1603741
Zeros	27
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3.25
Q1	30
median	120
Q3	697
95-th percentile	8442.25
Maximum	1603741
Range	1603741
Interquartile range (IQR)	667

Descriptive statistics

Standard deviation	34968.771
Coefficient of variation (CV)	12.132498
Kurtosis	1792.6112
Mean	2882.2401
Median Absolute Deviation (MAD)	112
Skewness	40.006721
Sum	7107604
Variance	1.2228149 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	35	1.3%
2	33	1.2%
6	32	1.2%
4	31	1.2%
3	29	1.1%
8	29	1.1%
0	27	1.0%
9	27	1.0%
12	27	1.0%
11	25	0.9%
Other values (1044)	2171	80.7%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	1.0%
1	35	1.3%
2	33	1.2%
3	29	1.1%
4	31	1.2%
5	25	0.9%
6	32	1.2%
7	20	0.7%
8	29	1.1%
9	27	1.0%

Value	Count	Frequency (%)
1603741	1	< 0.1%
362916	1	< 0.1%
350343	1	< 0.1%
199545	1	< 0.1%
152601	1	< 0.1%
139458	1	< 0.1%
138889	1	< 0.1%
115473	1	< 0.1%
96933	1	< 0.1%
94082	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1042
Distinct (%)	42.3%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	2827.9444

Minimum	0
Maximum	1601006
Zeros	22
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	33
median	126.5
Q3	700.25
95-th percentile	8609.25
Maximum	1601006
Range	1601006
Interquartile range (IQR)	667.25

Descriptive statistics

Standard deviation	34676.201
Coefficient of variation (CV)	12.261981
Kurtosis	1839.7003
Mean	2827.9444
Median Absolute Deviation (MAD)	115.5
Skewness	40.662489
Sum	6973711
Variance	1.2024389 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	32	1.2%
5	31	1.2%
2	29	1.1%
6	27	1.0%
13	25	0.9%
14	25	0.9%
1	23	0.9%
11	23	0.9%
4	23	0.9%
7	22	0.8%
Other values (1032)	2206	82.0%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	0.8%
1	23	0.9%
2	29	1.1%
3	32	1.2%
4	23	0.9%
5	31	1.2%
6	27	1.0%
7	22	0.8%
8	20	0.7%
9	19	0.7%

Value	Count	Frequency (%)
1601006	1	< 0.1%
351313	1	< 0.1%
322604	1	< 0.1%
185237	1	< 0.1%
139405	1	< 0.1%
135596	1	< 0.1%
123535	1	< 0.1%
112101	1	< 0.1%
100228	1	< 0.1%
91540	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1040
Distinct (%)	41.3%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2573.5607

Minimum	0
Maximum	1468232
Zeros	21
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	31
median	121
Q3	627
95-th percentile	7659.9
Maximum	1468232
Range	1468232
Interquartile range (IQR)	596

Descriptive statistics

Standard deviation	31408.927
Coefficient of variation (CV)	12.204463
Kurtosis	1890.8231
Mean	2573.5607
Median Absolute Deviation (MAD)	110
Skewness	41.224042
Sum	6485373
Variance	9.8652067 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	37	1.4%
10	34	1.3%
6	30	1.1%
4	28	1.0%
5	28	1.0%
12	27	1.0%
1	25	0.9%
8	24	0.9%
13	23	0.9%
9	23	0.9%
Other values (1030)	2241	83.3%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	0.8%
1	25	0.9%
2	37	1.4%
3	19	0.7%
4	28	1.0%
5	28	1.0%
6	30	1.1%
7	20	0.7%
8	24	0.9%
9	23	0.9%

Value	Count	Frequency (%)
1468232	1	< 0.1%
318210	1	< 0.1%
276188	1	< 0.1%
149341	1	< 0.1%
134197	1	< 0.1%
128925	1	< 0.1%
111337	1	< 0.1%
100844	1	< 0.1%
99651	1	< 0.1%
99241	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1038
Distinct (%)	41.6%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	2933.2647

Minimum	0
Maximum	1699367
Zeros	18
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	36
median	129
Q3	665
95-th percentile	8714
Maximum	1699367
Range	1699367
Interquartile range (IQR)	629

Descriptive statistics

Standard deviation	36400.201
Coefficient of variation (CV)	12.40945
Kurtosis	1901.1026
Mean	2933.2647
Median Absolute Deviation (MAD)	114
Skewness	41.4471
Sum	7312629
Variance	1.3249747 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	32	1.2%
5	28	1.0%
6	26	1.0%
9	25	0.9%
22	22	0.8%
26	22	0.8%
8	21	0.8%
16	21	0.8%
17	21	0.8%
14	21	0.8%
Other values (1028)	2254	83.8%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	0.7%
1	9	0.3%
2	19	0.7%
3	20	0.7%
4	16	0.6%
5	28	1.0%
6	26	1.0%
7	20	0.7%
8	21	0.8%
9	25	0.9%

Value	Count	Frequency (%)
1699367	1	< 0.1%
339528	1	< 0.1%
337933	1	< 0.1%
161595	1	< 0.1%
154741	1	< 0.1%
152409	1	< 0.1%
117695	1	< 0.1%
112985	1	< 0.1%
110913	1	< 0.1%
107060	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1050
Distinct (%)	41.8%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2550.1812

Minimum	0
Maximum	1455983
Zeros	16
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	35
median	134
Q3	663.5
95-th percentile	7264.5
Maximum	1455983
Range	1455983
Interquartile range (IQR)	628.5

Descriptive statistics

Standard deviation	31139.274
Coefficient of variation (CV)	12.210612
Kurtosis	1899.2051
Mean	2550.1812
Median Absolute Deviation (MAD)	118
Skewness	41.372372
Sum	6403505
Variance	9.6965438 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	25	0.9%
21	25	0.9%
5	23	0.9%
7	23	0.9%
18	23	0.9%
9	22	0.8%
26	22	0.8%
12	22	0.8%
4	20	0.7%
17	20	0.7%
Other values (1040)	2286	84.9%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	0.6%
1	18	0.7%
2	18	0.7%
3	15	0.6%
4	20	0.7%
5	23	0.9%
6	19	0.7%
7	23	0.9%
8	18	0.7%
9	22	0.8%

Value	Count	Frequency (%)
1455983	1	< 0.1%
305449	1	< 0.1%
281238	1	< 0.1%
145466	1	< 0.1%
140568	1	< 0.1%
119639	1	< 0.1%
106927	1	< 0.1%
103811	1	< 0.1%
99880	1	< 0.1%
88870	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1035
Distinct (%)	41.2%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2803.5998

Minimum	0
Maximum	1622765
Zeros	31
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	32
median	131
Q3	681
95-th percentile	8413
Maximum	1622765
Range	1622765
Interquartile range (IQR)	649

Descriptive statistics

Standard deviation	34666.365
Coefficient of variation (CV)	12.364948
Kurtosis	1908.014
Mean	2803.5998
Median Absolute Deviation (MAD)	119
Skewness	41.503309
Sum	7039839
Variance	1.2017569 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	33	1.2%
0	31	1.2%
5	28	1.0%
12	26	1.0%
17	26	1.0%
8	26	1.0%
11	25	0.9%
3	24	0.9%
4	23	0.9%
7	22	0.8%
Other values (1025)	2247	83.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	1.2%
1	18	0.7%
2	21	0.8%
3	24	0.9%
4	23	0.9%
5	28	1.0%
6	33	1.2%
7	22	0.8%
8	26	1.0%
9	16	0.6%

Value	Count	Frequency (%)
1622765	1	< 0.1%
329477	1	< 0.1%
322642	1	< 0.1%
157189	1	< 0.1%
156828	1	< 0.1%
149186	1	< 0.1%
109436	1	< 0.1%
104216	1	< 0.1%
100880	1	< 0.1%
99996	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1107
Distinct (%)	43.0%
Missing	117
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	3241.1449

Minimum	0
Maximum	1942663
Zeros	17
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	32
median	130
Q3	763.25
95-th percentile	9722.15
Maximum	1942663
Range	1942663
Interquartile range (IQR)	731.25

Descriptive statistics

Standard deviation	40992.951
Coefficient of variation (CV)	12.647676
Kurtosis	1956.0341
Mean	3241.1449
Median Absolute Deviation (MAD)	119
Skewness	42.045287
Sum	8342707
Variance	1.680422 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	32	1.2%
10	30	1.1%
9	27	1.0%
11	27	1.0%
8	26	1.0%
13	26	1.0%
12	26	1.0%
2	26	1.0%
3	26	1.0%
6	25	0.9%
Other values (1097)	2303	85.6%
(Missing)	117	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	0.6%
1	25	0.9%
2	26	1.0%
3	26	1.0%
4	19	0.7%
5	19	0.7%
6	25	0.9%
7	32	1.2%
8	26	1.0%
9	27	1.0%

Value	Count	Frequency (%)
1942663	1	< 0.1%
404313	1	< 0.1%
390436	1	< 0.1%
199610	1	< 0.1%
183354	1	< 0.1%
175750	1	< 0.1%
126472	1	< 0.1%
116348	1	< 0.1%
114485	1	< 0.1%
112712	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1102
Distinct (%)	43.4%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	3838.2372

Minimum	0
Maximum	2318014
Zeros	16
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	39
median	147.5
Q3	759
95-th percentile	12014.1
Maximum	2318014
Range	2318014
Interquartile range (IQR)	720

Descriptive statistics

Standard deviation	49301.425
Coefficient of variation (CV)	12.844809
Kurtosis	1922.8119
Mean	3838.2372
Median Absolute Deviation (MAD)	135.5
Skewness	41.690377
Sum	9741446
Variance	2.4306305 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	29	1.1%
5	28	1.0%
9	27	1.0%
2	24	0.9%
8	23	0.9%
11	22	0.8%
15	22	0.8%
10	21	0.8%
35	21	0.8%
7	20	0.7%
Other values (1092)	2301	85.5%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	0.6%
1	19	0.7%
2	24	0.9%
3	29	1.1%
4	19	0.7%
5	28	1.0%
6	20	0.7%
7	20	0.7%
8	23	0.9%
9	27	1.0%

Value	Count	Frequency (%)
2318014	1	< 0.1%
522540	1	< 0.1%
427797	1	< 0.1%
292105	1	< 0.1%
205113	1	< 0.1%
195347	1	< 0.1%
159555	1	< 0.1%
136070	1	< 0.1%
127649	1	< 0.1%
127341	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1134
Distinct (%)	44.7%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	3712.632

Minimum	0
Maximum	2200574
Zeros	25
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	42
median	153.5
Q3	800
95-th percentile	11225.45
Maximum	2200574
Range	2200574
Interquartile range (IQR)	758

Descriptive statistics

Standard deviation	47129.218
Coefficient of variation (CV)	12.694288
Kurtosis	1872.6813
Mean	3712.632
Median Absolute Deviation (MAD)	140.5
Skewness	41.032566
Sum	9422660
Variance	2.2211632 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	35	1.3%
8	33	1.2%
5	29	1.1%
1	25	0.9%
0	25	0.9%
6	22	0.8%
20	21	0.8%
9	20	0.7%
22	19	0.7%
15	18	0.7%
Other values (1124)	2291	85.1%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25	0.9%
1	25	0.9%
2	17	0.6%
3	35	1.3%
4	17	0.6%
5	29	1.1%
6	22	0.8%
7	13	0.5%
8	33	1.2%
9	20	0.7%

Value	Count	Frequency (%)
2200574	1	< 0.1%
540237	1	< 0.1%
438540	1	< 0.1%
297252	1	< 0.1%
179930	1	< 0.1%
159203	1	< 0.1%
143242	1	< 0.1%
133510	1	< 0.1%
123169	1	< 0.1%
121283	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1174
Distinct (%)	46.8%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	4153.82

Minimum	0
Maximum	2164782
Zeros	13
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	43
median	181
Q3	999
95-th percentile	12127.5
Maximum	2164782
Range	2164782
Interquartile range (IQR)	956

Descriptive statistics

Standard deviation	48569.891
Coefficient of variation (CV)	11.692825
Kurtosis	1592.0804
Mean	4153.82
Median Absolute Deviation (MAD)	166
Skewness	37.387779
Sum	10430242
Variance	2.3590343 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	30	1.1%
10	23	0.9%
14	23	0.9%
4	22	0.8%
25	22	0.8%
2	21	0.8%
3	21	0.8%
9	21	0.8%
5	18	0.7%
33	17	0.6%
Other values (1164)	2293	85.2%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	0.5%
1	15	0.6%
2	21	0.8%
3	21	0.8%
4	22	0.8%
5	18	0.7%
6	15	0.6%
7	15	0.6%
8	16	0.6%
9	21	0.8%

Value	Count	Frequency (%)
2164782	1	< 0.1%
764771	1	< 0.1%
548859	1	< 0.1%
273838	1	< 0.1%
247015	1	< 0.1%
165566	1	< 0.1%
156996	1	< 0.1%
134876	1	< 0.1%
131059	1	< 0.1%
120864	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1191
Distinct (%)	47.3%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	3984.4119

Minimum	0
Maximum	1944852
Zeros	18
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	44
median	186
Q3	1098.75
95-th percentile	11076.6
Maximum	1944852
Range	1944852
Interquartile range (IQR)	1054.75

Descriptive statistics

Standard deviation	44786.68
Coefficient of variation (CV)	11.240474
Kurtosis	1450.9309
Mean	3984.4119
Median Absolute Deviation (MAD)	171
Skewness	35.535281
Sum	10040718
Variance	2.0058467 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	29	1.1%
2	25	0.9%
17	23	0.9%
13	22	0.8%
8	21	0.8%
14	20	0.7%
9	20	0.7%
3	19	0.7%
22	19	0.7%
0	18	0.7%
Other values (1181)	2304	85.6%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	0.7%
1	14	0.5%
2	25	0.9%
3	19	0.7%
4	29	1.1%
5	15	0.6%
6	17	0.6%
7	14	0.5%
8	21	0.8%
9	20	0.7%

Value	Count	Frequency (%)
1944852	1	< 0.1%
811851	1	< 0.1%
519428	1	< 0.1%
308651	1	< 0.1%
246949	1	< 0.1%
142855	1	< 0.1%
136088	1	< 0.1%
132850	1	< 0.1%
129434	1	< 0.1%
115327	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1165
Distinct (%)	46.4%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3642.043

Minimum	0
Maximum	1758244
Zeros	16
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	45
median	195
Q3	1001
95-th percentile	9649.5
Maximum	1758244
Range	1758244
Interquartile range (IQR)	956

Descriptive statistics

Standard deviation	40212.374
Coefficient of variation (CV)	11.041159
Kurtosis	1487.5596
Mean	3642.043
Median Absolute Deviation (MAD)	179
Skewness	35.970626
Sum	9145170
Variance	1.617035 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	24	0.9%
8	21	0.8%
11	21	0.8%
2	20	0.7%
16	20	0.7%
7	19	0.7%
1	19	0.7%
3	19	0.7%
14	19	0.7%
9	19	0.7%
Other values (1155)	2310	85.8%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	0.6%
1	19	0.7%
2	20	0.7%
3	19	0.7%
4	17	0.6%
5	24	0.9%
6	14	0.5%
7	19	0.7%
8	21	0.8%
9	19	0.7%

Value	Count	Frequency (%)
1758244	1	< 0.1%
700851	1	< 0.1%
444284	1	< 0.1%
263041	1	< 0.1%
186295	1	< 0.1%
158098	1	< 0.1%
131633	1	< 0.1%
124849	1	< 0.1%
123150	1	< 0.1%
110050	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1251
Distinct (%)	49.8%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	4405.3361

Minimum	0
Maximum	2310295
Zeros	15
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	54
median	219
Q3	1206.5
95-th percentile	12590
Maximum	2310295
Range	2310295
Interquartile range (IQR)	1152.5

Descriptive statistics

Standard deviation	51208.265
Coefficient of variation (CV)	11.624145
Kurtosis	1660.7946
Mean	4405.3361
Median Absolute Deviation (MAD)	203
Skewness	38.230224
Sum	11061799
Variance	2.6222864 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	23	0.9%
16	21	0.8%
2	19	0.7%
17	18	0.7%
12	18	0.7%
13	18	0.7%
3	17	0.6%
32	17	0.6%
14	17	0.6%
7	17	0.6%
Other values (1241)	2326	86.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	0.6%
1	16	0.6%
2	19	0.7%
3	17	0.6%
4	23	0.9%
5	12	0.4%
6	15	0.6%
7	17	0.6%
8	14	0.5%
9	15	0.6%

Value	Count	Frequency (%)
2310295	1	< 0.1%
691817	1	< 0.1%
618473	1	< 0.1%
243197	1	< 0.1%
236354	1	< 0.1%
209752	1	< 0.1%
152320	1	< 0.1%
149808	1	< 0.1%
146268	1	< 0.1%
142000	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1274
Distinct (%)	50.7%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	4132.5667

Minimum	0
Maximum	2109527
Zeros	10
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	64
median	248
Q3	1295.5
95-th percentile	11391.5
Maximum	2109527
Range	2109527
Interquartile range (IQR)	1231.5

Descriptive statistics

Standard deviation	46707.951
Coefficient of variation (CV)	11.302407
Kurtosis	1665.6132
Mean	4132.5667
Median Absolute Deviation (MAD)	228
Skewness	38.241199
Sum	10376875
Variance	2.1816326 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	20	0.7%
7	18	0.7%
10	17	0.6%
19	16	0.6%
8	16	0.6%
13	15	0.6%
12	15	0.6%
14	15	0.6%
4	15	0.6%
16	15	0.6%
Other values (1264)	2349	87.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	0.4%
1	13	0.5%
2	11	0.4%
3	14	0.5%
4	15	0.6%
5	20	0.7%
6	10	0.4%
7	18	0.7%
8	16	0.6%
9	7	0.3%

Value	Count	Frequency (%)
2109527	1	< 0.1%
616835	1	< 0.1%
550065	1	< 0.1%
219858	1	< 0.1%
201181	1	< 0.1%
183045	1	< 0.1%
165672	1	< 0.1%
164442	1	< 0.1%
153760	1	< 0.1%
145789	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1198
Distinct (%)	47.7%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2759.7654

Minimum	0
Maximum	1314848
Zeros	17
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	59
median	213
Q3	957.5
95-th percentile	7453.5
Maximum	1314848
Range	1314848
Interquartile range (IQR)	898.5

Descriptive statistics

Standard deviation	29384.55
Coefficient of variation (CV)	10.647481
Kurtosis	1607.0021
Mean	2759.7654
Median Absolute Deviation (MAD)	193
Skewness	37.364775
Sum	6929771
Variance	8.6345177 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	22	0.8%
6	21	0.8%
5	21	0.8%
12	19	0.7%
14	19	0.7%
9	18	0.7%
17	18	0.7%
15	17	0.6%
0	17	0.6%
3	17	0.6%
Other values (1188)	2322	86.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	0.6%
1	22	0.8%
2	10	0.4%
3	17	0.6%
4	14	0.5%
5	21	0.8%
6	21	0.8%
7	11	0.4%
8	16	0.6%
9	18	0.7%

Value	Count	Frequency (%)
1314848	1	< 0.1%
425526	1	< 0.1%
300592	1	< 0.1%
166214	1	< 0.1%
140803	1	< 0.1%
121075	1	< 0.1%
114634	1	< 0.1%
112946	1	< 0.1%
109822	1	< 0.1%
90263	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	1061
Distinct (%)	42.1%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2277.0821

Minimum	0
Maximum	1174079
Zeros	16
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	47
median	156
Q3	641
95-th percentile	6482.9
Maximum	1174079
Range	1174079
Interquartile range (IQR)	594

Descriptive statistics

Standard deviation	25693.91
Coefficient of variation (CV)	11.283699
Kurtosis	1733.8501
Mean	2277.0821
Median Absolute Deviation (MAD)	137
Skewness	39.115302
Sum	5738247
Variance	6.6017701 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	23	0.9%
13	23	0.9%
26	22	0.8%
8	22	0.8%
2	21	0.8%
3	21	0.8%
12	20	0.7%
1	19	0.7%
7	18	0.7%
22	18	0.7%
Other values (1051)	2313	86.0%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	0.6%
1	19	0.7%
2	21	0.8%
3	21	0.8%
4	16	0.6%
5	23	0.9%
6	16	0.6%
7	18	0.7%
8	22	0.8%
9	15	0.6%

Value	Count	Frequency (%)
1174079	1	< 0.1%
324880	1	< 0.1%
272913	1	< 0.1%
101316	1	< 0.1%
100878	1	< 0.1%
99334	1	< 0.1%
93905	1	< 0.1%
91370	1	< 0.1%
91365	1	< 0.1%
91044	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2006	1.000	1.000	1.000	1.000	0.969	1.000	0.982	0.982	1.000	0.990	0.990	0.907	0.907	0.907	0.996	0.982	0.841	1.000
2007	1.000	1.000	1.000	1.000	0.969	1.000	0.982	0.982	1.000	0.990	0.990	0.907	0.907	0.907	0.996	0.982	0.841	1.000
2008	1.000	1.000	1.000	1.000	0.969	1.000	0.982	0.982	1.000	0.990	0.990	0.907	0.907	0.907	0.996	0.982	0.841	1.000
2009	1.000	1.000	1.000	1.000	0.969	1.000	0.982	0.982	1.000	0.990	0.990	0.907	0.907	0.907	0.996	0.982	0.841	1.000
2010	0.969	0.969	0.969	0.969	1.000	0.862	0.996	0.996	0.969	0.982	0.982	0.907	0.907	0.907	0.969	0.969	0.907	0.862
2011	1.000	1.000	1.000	1.000	0.862	1.000	1.000	1.000	1.000	0.862	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2012	0.982	0.982	0.982	0.982	0.996	1.000	1.000	1.000	0.982	0.996	0.996	1.000	1.000	1.000	0.982	0.982	1.000	1.000
2013	0.982	0.982	0.982	0.982	0.996	1.000	1.000	1.000	0.982	0.996	0.996	1.000	1.000	1.000	0.982	0.982	1.000	1.000
2014	1.000	1.000	1.000	1.000	0.969	1.000	0.982	0.982	1.000	0.990	0.990	0.907	0.907	0.907	0.996	0.982	0.841	1.000
2015	0.990	0.990	0.990	0.990	0.982	0.862	0.996	0.996	0.990	1.000	1.000	0.938	0.938	0.938	0.982	0.969	0.907	0.862
2016	0.990	0.990	0.990	0.990	0.982	0.862	0.996	0.996	0.990	1.000	1.000	0.938	0.938	0.938	0.982	0.969	0.907	0.862
2017	0.907	0.907	0.907	0.907	0.907	1.000	1.000	1.000	0.907	0.938	0.938	1.000	1.000	1.000	1.000	0.841	0.995	1.000
2018	0.907	0.907	0.907	0.907	0.907	1.000	1.000	1.000	0.907	0.938	0.938	1.000	1.000	1.000	1.000	0.841	0.995	1.000
2019	0.907	0.907	0.907	0.907	0.907	1.000	1.000	1.000	0.907	0.938	0.938	1.000	1.000	1.000	1.000	0.841	0.995	1.000
2020	0.996	0.996	0.996	0.996	0.969	1.000	0.982	0.982	0.996	0.982	0.982	1.000	1.000	1.000	1.000	0.982	0.876	1.000
2021	0.982	0.982	0.982	0.982	0.969	1.000	0.982	0.982	0.982	0.969	0.969	0.841	0.841	0.841	0.982	1.000	0.907	1.000
2022	0.841	0.841	0.841	0.841	0.907	1.000	1.000	1.000	0.841	0.907	0.907	0.995	0.995	0.995	0.876	0.907	1.000	1.000
2023	1.000	1.000	1.000	1.000	0.862	1.000	1.000	1.000	1.000	0.862	0.862	1.000	1.000	1.000	1.000	1.000	1.000	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	0.924	0.896	0.876	0.871	0.873	0.864	0.869	0.872	0.874	0.866	0.865	0.872	0.866	0.867	0.855	0.843	0.820
2007	0.924	1.000	0.922	0.890	0.883	0.882	0.876	0.879	0.882	0.881	0.875	0.870	0.868	0.855	0.852	0.842	0.835	0.821
2008	0.896	0.922	1.000	0.905	0.891	0.884	0.879	0.871	0.872	0.867	0.866	0.854	0.859	0.844	0.837	0.825	0.823	0.808
2009	0.876	0.890	0.905	1.000	0.897	0.887	0.877	0.871	0.872	0.869	0.868	0.860	0.854	0.841	0.837	0.826	0.829	0.822
2010	0.871	0.883	0.891	0.897	1.000	0.918	0.898	0.894	0.882	0.877	0.875	0.868	0.858	0.851	0.840	0.831	0.830	0.826
2011	0.873	0.882	0.884	0.887	0.918	1.000	0.919	0.897	0.888	0.886	0.877	0.877	0.861	0.848	0.839	0.831	0.835	0.829
2012	0.864	0.876	0.879	0.877	0.898	0.919	1.000	0.914	0.896	0.886	0.877	0.868	0.863	0.851	0.846	0.838	0.842	0.831
2013	0.869	0.879	0.871	0.871	0.894	0.897	0.914	1.000	0.912	0.900	0.893	0.882	0.875	0.858	0.846	0.842	0.840	0.836
2014	0.872	0.882	0.872	0.872	0.882	0.888	0.896	0.912	1.000	0.917	0.901	0.891	0.884	0.871	0.852	0.843	0.848	0.838
2015	0.874	0.881	0.867	0.869	0.877	0.886	0.886	0.900	0.917	1.000	0.929	0.912	0.899	0.880	0.868	0.858	0.858	0.839
2016	0.866	0.875	0.866	0.868	0.875	0.877	0.877	0.893	0.901	0.929	1.000	0.924	0.908	0.889	0.871	0.857	0.857	0.845
2017	0.865	0.870	0.854	0.860	0.868	0.877	0.868	0.882	0.891	0.912	0.924	1.000	0.920	0.899	0.880	0.872	0.857	0.853
2018	0.872	0.868	0.859	0.854	0.858	0.861	0.863	0.875	0.884	0.899	0.908	0.920	1.000	0.918	0.894	0.878	0.871	0.857
2019	0.866	0.855	0.844	0.841	0.851	0.848	0.851	0.858	0.871	0.880	0.889	0.899	0.918	1.000	0.915	0.889	0.874	0.866
2020	0.867	0.852	0.837	0.837	0.840	0.839	0.846	0.846	0.852	0.868	0.871	0.880	0.894	0.915	1.000	0.914	0.894	0.879
2021	0.855	0.842	0.825	0.826	0.831	0.831	0.838	0.842	0.843	0.858	0.857	0.872	0.878	0.889	0.914	1.000	0.912	0.877
2022	0.843	0.835	0.823	0.829	0.830	0.835	0.842	0.840	0.848	0.858	0.857	0.857	0.871	0.874	0.894	0.912	1.000	0.894
2023	0.820	0.821	0.808	0.822	0.826	0.829	0.831	0.836	0.838	0.839	0.845	0.853	0.857	0.866	0.879	0.877	0.894	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_거래주체	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_개인->개인	1916233	1582613	1603741	1601006	1468232	1699367	1455983	1622765	1942663	2318014	2200574	2164782	1944852	1758244	2310295	2109527	1314848	1174079
1	전국_개인->법인	180998	130886	152601	123535	111337	110913	106927	109436	112712	136070	133510	134876	142855	158098	209752	219858	166214	101316
2	전국_개인->기타	21757	24470	28288	32164	31592	31751	33838	31504	33327	35852	37990	43772	46066	50283	61426	72707	62764	49523
3	전국_법인->개인	401608	379491	362916	322604	318210	337933	305449	329477	390436	427797	438540	764771	811851	700851	691817	616835	425526	324880
4	전국_법인->법인	50587	58556	67217	66200	68945	64472	57512	58678	66154	61562	65863	75548	80640	88830	106632	103566	87722	64507
5	전국_법인->기타	4899	6728	5607	7942	6305	6879	6869	6275	8233	8833	9602	11604	12572	12555	22687	25572	22927	19959
6	전국_기타->개인	53591	43084	49010	56527	47240	56237	55087	64726	69912	76233	84988	92999	115327	104566	74907	111962	90263	58993
7	전국_기타->법인	8441	11522	12845	10783	11483	10930	12404	10690	11954	12213	13913	14646	18859	15203	14920	20719	21828	13733
8	전국_기타->기타	5150	6279	7068	9843	7913	10717	10893	8428	8231	9955	10179	11803	12682	13180	13677	15876	17083	18738
9	서울_개인->개인	325456	205410	199545	185237	128925	154741	119639	149186	199610	292105	297252	273838	246949	186295	243197	183045	89364	91044

	지역_거래주체	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2681	제주 제주시_기타->기타	27	60	95	137	191	228	220	129	92	119	154	181	248	358	311	311	363	318
2682	제주 서귀포시_개인->개인	5113	8433	6534	6748	7189	8046	8264	10770	14568	18183	16901	14089	11865	9661	9122	11264	9094	6641
2683	제주 서귀포시_개인->법인	500	1665	871	1181	805	922	1282	1291	1945	2581	1939	1315	1338	892	1033	1163	1124	848
2684	제주 서귀포시_개인->기타	45	82	111	113	119	126	122	238	266	193	130	130	112	139	184	127	167	267
2685	제주 서귀포시_법인->개인	522	1342	1378	776	1231	1681	2748	3148	4473	10153	10344	8967	7312	3943	1929	2204	1912	1085
2686	제주 서귀포시_법인->법인	141	694	362	801	273	276	263	611	834	1086	1224	961	1443	1083	912	665	681	679
2687	제주 서귀포시_법인->기타	1	11	45	12	12	44	21	33	20	144	47	38	47	38	39	115	24	105
2688	제주 서귀포시_기타->개인	70	159	107	226	299	356	338	354	272	361	342	254	187	250	158	255	461	241
2689	제주 서귀포시_기타->법인	102	71	70	96	57	49	32	22	48	143	32	26	17	121	9	57	37	217
2690	제주 서귀포시_기타->기타	16	31	22	23	41	47	59	45	47	27	23	79	57	22	19	91	64	46

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Connector Punctuation

Math Symbol

Dash Punctuation

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample