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 건축물 거래현황의 연도별 거래주체별(동(호)수)데이터입니다.- (단위 : 동(호)수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068212/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 = 37.39785198)	Skewed
`2007` is highly skewed (γ1 = 36.89204238)	Skewed
`2008` is highly skewed (γ1 = 37.89988451)	Skewed
`2009` is highly skewed (γ1 = 38.58350535)	Skewed
`2010` is highly skewed (γ1 = 39.49290785)	Skewed
`2011` is highly skewed (γ1 = 40.29760107)	Skewed
`2012` is highly skewed (γ1 = 40.06153012)	Skewed
`2013` is highly skewed (γ1 = 40.14731694)	Skewed
`2014` is highly skewed (γ1 = 40.62667763)	Skewed
`2015` is highly skewed (γ1 = 40.42507656)	Skewed
`2016` is highly skewed (γ1 = 39.72267736)	Skewed
`2017` is highly skewed (γ1 = 34.51956522)	Skewed
`2018` is highly skewed (γ1 = 32.20543902)	Skewed
`2019` is highly skewed (γ1 = 32.77433484)	Skewed
`2020` is highly skewed (γ1 = 36.29690778)	Skewed
`2021` is highly skewed (γ1 = 35.44385172)	Skewed
`2022` is highly skewed (γ1 = 33.61187486)	Skewed
`2023` is highly skewed (γ1 = 36.96103931)	Skewed
`지역_거래주체` has unique values	Unique
`2006` has 250 (9.3%) zeros	Zeros
`2007` has 215 (8.0%) zeros	Zeros
`2008` has 199 (7.4%) zeros	Zeros
`2009` has 167 (6.2%) zeros	Zeros
`2010` has 170 (6.3%) zeros	Zeros
`2011` has 101 (3.8%) zeros	Zeros
`2012` has 131 (4.9%) zeros	Zeros
`2013` has 192 (7.1%) zeros	Zeros
`2014` has 202 (7.5%) zeros	Zeros
`2015` has 144 (5.4%) zeros	Zeros
`2016` has 165 (6.1%) zeros	Zeros
`2017` has 144 (5.4%) zeros	Zeros
`2018` has 151 (5.6%) zeros	Zeros
`2019` has 133 (4.9%) zeros	Zeros
`2020` has 135 (5.0%) zeros	Zeros
`2021` has 132 (4.9%) zeros	Zeros
`2022` has 136 (5.1%) zeros	Zeros
`2023` has 146 (5.4%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:52:52.562109
Analysis finished	2024-03-23 05:53:45.416913
Duration	52.85 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	13.371237
Min length	9

Characters and Unicode

Total characters	35982
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	8.4%
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 (2478)	3402	61.4%

Most occurring characters

Value	Count	Frequency (%)
인	3750	10.4%
	2853	7.9%
_	2691	7.5%
-	2691	7.5%
>	2691	7.5%
기	2298	6.4%
개	1794	5.0%
타	1794	5.0%
법	1794	5.0%
구	1242	3.5%
Other values (143)	12384	34.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	24768	68.8%
Space Separator	2853	7.9%
Connector Punctuation	2691	7.5%
Dash Punctuation	2691	7.5%
Math Symbol	2691	7.5%
Open Punctuation	144	0.4%
Close Punctuation	144	0.4%

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	1242	5.0%
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 (%)
	2853	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2691	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2691	100.0%

Math Symbol

Value	Count	Frequency (%)
>	2691	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	144	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	144	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	24768	68.8%
Common	11214	31.2%

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	1242	5.0%
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 (%)
	2853	25.4%
_	2691	24.0%
-	2691	24.0%
>	2691	24.0%
(	144	1.3%
)	144	1.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	24768	68.8%
ASCII	11214	31.2%

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	1242	5.0%
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 (%)
	2853	25.4%
_	2691	24.0%
-	2691	24.0%
>	2691	24.0%
(	144	1.3%
)	144	1.3%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	813
Distinct (%)	32.6%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	2138.9759

Minimum	0
Maximum	1246347
Zeros	250
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	23
Q3	297
95-th percentile	7244.6
Maximum	1246347
Range	1246347
Interquartile range (IQR)	294

Descriptive statistics

Standard deviation	28010.245
Coefficient of variation (CV)	13.095166
Kurtosis	1589.8627
Mean	2138.9759
Median Absolute Deviation (MAD)	23
Skewness	37.397852
Sum	5332467
Variance	7.8457384 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	250	9.3%
1	175	6.5%
2	120	4.5%
3	101	3.8%
4	76	2.8%
5	58	2.2%
8	51	1.9%
9	47	1.7%
7	46	1.7%
6	46	1.7%
Other values (803)	1523	56.6%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	250	9.3%
1	175	6.5%
2	120	4.5%
3	101	3.8%
4	76	2.8%
5	58	2.2%
6	46	1.7%
7	46	1.7%
8	51	1.9%
9	47	1.7%

Value	Count	Frequency (%)
1246347	1	< 0.1%
387872	1	< 0.1%
314227	1	< 0.1%
312252	1	< 0.1%
93317	1	< 0.1%
89694	1	< 0.1%
67837	1	< 0.1%
55109	1	< 0.1%
50274	1	< 0.1%
46521	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	799
Distinct (%)	32.6%
Missing	243
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	1735.5466

Minimum	0
Maximum	949529
Zeros	215
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	25
Q3	300.5
95-th percentile	5404.85
Maximum	949529
Range	949529
Interquartile range (IQR)	296.5

Descriptive statistics

Standard deviation	21549.95
Coefficient of variation (CV)	12.416809
Kurtosis	1554.8929
Mean	1735.5466
Median Absolute Deviation (MAD)	25
Skewness	36.892042
Sum	4248618
Variance	4.6440034 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	215	8.0%
1	131	4.9%
2	116	4.3%
3	84	3.1%
4	78	2.9%
5	65	2.4%
7	51	1.9%
6	51	1.9%
8	49	1.8%
11	41	1.5%
Other values (789)	1567	58.2%
(Missing)	243	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	215	8.0%
1	131	4.9%
2	116	4.3%
3	84	3.1%
4	78	2.9%
5	65	2.4%
6	51	1.9%
7	51	1.9%
8	49	1.8%
9	34	1.3%

Value	Count	Frequency (%)
949529	1	< 0.1%
299801	1	< 0.1%
246529	1	< 0.1%
198663	1	< 0.1%
102666	1	< 0.1%
89426	1	< 0.1%
60025	1	< 0.1%
55087	1	< 0.1%
41558	1	< 0.1%
39633	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	794
Distinct (%)	32.2%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1740.7652

Minimum	0
Maximum	967125
Zeros	199
Zeros (%)	7.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	27
Q3	277.25
95-th percentile	5807.25
Maximum	967125
Range	967125
Interquartile range (IQR)	273.25

Descriptive statistics

Standard deviation	21625.51
Coefficient of variation (CV)	12.422991
Kurtosis	1632.0145
Mean	1740.7652
Median Absolute Deviation (MAD)	26
Skewness	37.899885
Sum	4292727
Variance	4.676627 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	199	7.4%
1	158	5.9%
3	101	3.8%
2	99	3.7%
4	74	2.7%
5	64	2.4%
6	51	1.9%
8	47	1.7%
9	47	1.7%
7	44	1.6%
Other values (784)	1582	58.8%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	199	7.4%
1	158	5.9%
2	99	3.7%
3	101	3.8%
4	74	2.7%
5	64	2.4%
6	51	1.9%
7	44	1.6%
8	47	1.7%
9	47	1.7%

Value	Count	Frequency (%)
967125	1	< 0.1%
281593	1	< 0.1%
239565	1	< 0.1%
190275	1	< 0.1%
101768	1	< 0.1%
67500	1	< 0.1%
66549	1	< 0.1%
56497	1	< 0.1%
51053	1	< 0.1%
39165	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	791
Distinct (%)	32.1%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1680.425

Minimum	0
Maximum	943534
Zeros	167
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	28
Q3	290.5
95-th percentile	5726.25
Maximum	943534
Range	943534
Interquartile range (IQR)	285.5

Descriptive statistics

Standard deviation	20924.182
Coefficient of variation (CV)	12.45172
Kurtosis	1682.9571
Mean	1680.425
Median Absolute Deviation (MAD)	27
Skewness	38.583505
Sum	4143928
Variance	4.3782137 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	167	6.2%
1	140	5.2%
2	114	4.2%
3	90	3.3%
4	76	2.8%
6	66	2.5%
5	60	2.2%
7	60	2.2%
9	42	1.6%
10	39	1.4%
Other values (781)	1612	59.9%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	167	6.2%
1	140	5.2%
2	114	4.2%
3	90	3.3%
4	76	2.8%
5	60	2.2%
6	66	2.5%
7	60	2.2%
8	39	1.4%
9	42	1.6%

Value	Count	Frequency (%)
943534	1	< 0.1%
244796	1	< 0.1%
240001	1	< 0.1%
177243	1	< 0.1%
77000	1	< 0.1%
72446	1	< 0.1%
64138	1	< 0.1%
60323	1	< 0.1%
50308	1	< 0.1%
39756	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	780
Distinct (%)	31.0%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1526.2782

Minimum	0
Maximum	866636
Zeros	170
Zeros (%)	6.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	28
Q3	260.5
95-th percentile	5071.85
Maximum	866636
Range	866636
Interquartile range (IQR)	255.5

Descriptive statistics

Standard deviation	18898.04
Coefficient of variation (CV)	12.38178
Kurtosis	1759.0185
Mean	1526.2782
Median Absolute Deviation (MAD)	27
Skewness	39.492908
Sum	3846221
Variance	3.5713592 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	170	6.3%
1	139	5.2%
2	113	4.2%
5	83	3.1%
3	75	2.8%
4	70	2.6%
6	60	2.2%
7	51	1.9%
8	49	1.8%
9	41	1.5%
Other values (770)	1669	62.0%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	170	6.3%
1	139	5.2%
2	113	4.2%
3	75	2.8%
4	70	2.6%
5	83	3.1%
6	60	2.2%
7	51	1.9%
8	49	1.8%
9	41	1.5%

Value	Count	Frequency (%)
866636	1	< 0.1%
239618	1	< 0.1%
181732	1	< 0.1%
123779	1	< 0.1%
92167	1	< 0.1%
76895	1	< 0.1%
72799	1	< 0.1%
57102	1	< 0.1%
51311	1	< 0.1%
42553	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	798
Distinct (%)	32.0%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	1830.0931

Minimum	0
Maximum	1072503
Zeros	101
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	31
Q3	289
95-th percentile	6358.8
Maximum	1072503
Range	1072503
Interquartile range (IQR)	282

Descriptive statistics

Standard deviation	23257.939
Coefficient of variation (CV)	12.70861
Kurtosis	1814.0805
Mean	1830.0931
Median Absolute Deviation (MAD)	29
Skewness	40.297601
Sum	4562422
Variance	5.409317 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	109	4.1%
0	101	3.8%
3	100	3.7%
2	100	3.7%
6	68	2.5%
4	61	2.3%
7	55	2.0%
5	53	2.0%
10	50	1.9%
9	42	1.6%
Other values (788)	1754	65.2%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	101	3.8%
1	109	4.1%
2	100	3.7%
3	100	3.7%
4	61	2.3%
5	53	2.0%
6	68	2.5%
7	55	2.0%
8	39	1.4%
9	42	1.6%

Value	Count	Frequency (%)
1072503	1	< 0.1%
249173	1	< 0.1%
240472	1	< 0.1%
149595	1	< 0.1%
107652	1	< 0.1%
79540	1	< 0.1%
65044	1	< 0.1%
60752	1	< 0.1%
57111	1	< 0.1%
55265	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	793
Distinct (%)	31.6%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1509.2294

Minimum	0
Maximum	861720
Zeros	131
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	32
Q3	272.5
95-th percentile	5098
Maximum	861720
Range	861720
Interquartile range (IQR)	265.5

Descriptive statistics

Standard deviation	18696.639
Coefficient of variation (CV)	12.388202
Kurtosis	1798.8744
Mean	1509.2294
Median Absolute Deviation (MAD)	30
Skewness	40.06153
Sum	3789675
Variance	3.4956429 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	131	4.9%
1	108	4.0%
2	98	3.6%
3	86	3.2%
4	71	2.6%
6	57	2.1%
5	55	2.0%
9	54	2.0%
8	45	1.7%
7	45	1.7%
Other values (783)	1761	65.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	131	4.9%
1	108	4.0%
2	98	3.6%
3	86	3.2%
4	71	2.6%
5	55	2.0%
6	57	2.1%
7	45	1.7%
8	45	1.7%
9	54	2.0%

Value	Count	Frequency (%)
861720	1	< 0.1%
222081	1	< 0.1%
186158	1	< 0.1%
115339	1	< 0.1%
80184	1	< 0.1%
64413	1	< 0.1%
56490	1	< 0.1%
52408	1	< 0.1%
50619	1	< 0.1%
50411	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	824
Distinct (%)	32.8%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1762.7244

Minimum	0
Maximum	1020589
Zeros	192
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	31
Q3	300
95-th percentile	6051.5
Maximum	1020589
Range	1020589
Interquartile range (IQR)	295

Descriptive statistics

Standard deviation	22122.496
Coefficient of variation (CV)	12.550173
Kurtosis	1805.2797
Mean	1762.7244
Median Absolute Deviation (MAD)	30
Skewness	40.147317
Sum	4426201
Variance	4.8940481 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	192	7.1%
1	134	5.0%
2	96	3.6%
3	89	3.3%
4	75	2.8%
5	57	2.1%
6	55	2.0%
7	54	2.0%
8	46	1.7%
13	35	1.3%
Other values (814)	1678	62.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	192	7.1%
1	134	5.0%
2	96	3.6%
3	89	3.3%
4	75	2.8%
5	57	2.1%
6	55	2.0%
7	54	2.0%
8	46	1.7%
9	34	1.3%

Value	Count	Frequency (%)
1020589	1	< 0.1%
248132	1	< 0.1%
231631	1	< 0.1%
144746	1	< 0.1%
91579	1	< 0.1%
78538	1	< 0.1%
69534	1	< 0.1%
60754	1	< 0.1%
59252	1	< 0.1%
57679	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	843
Distinct (%)	32.8%
Missing	117
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	2102.8609

Minimum	0
Maximum	1261874
Zeros	202
Zeros (%)	7.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	30
Q3	315.75
95-th percentile	7481.05
Maximum	1261874
Range	1261874
Interquartile range (IQR)	310.75

Descriptive statistics

Standard deviation	27031.797
Coefficient of variation (CV)	12.854772
Kurtosis	1847.1779
Mean	2102.8609
Median Absolute Deviation (MAD)	29
Skewness	40.626678
Sum	5412764
Variance	7.3071807 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	202	7.5%
1	149	5.5%
2	104	3.9%
3	85	3.2%
4	74	2.7%
5	69	2.6%
6	57	2.1%
7	51	1.9%
10	43	1.6%
8	43	1.6%
Other values (833)	1697	63.1%
(Missing)	117	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	202	7.5%
1	149	5.5%
2	104	3.9%
3	85	3.2%
4	74	2.7%
5	69	2.6%
6	57	2.1%
7	51	1.9%
8	43	1.6%
9	31	1.2%

Value	Count	Frequency (%)
1261874	1	< 0.1%
300062	1	< 0.1%
298491	1	< 0.1%
193875	1	< 0.1%
115618	1	< 0.1%
95417	1	< 0.1%
77476	1	< 0.1%
75837	1	< 0.1%
66424	1	< 0.1%
52763	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	865
Distinct (%)	34.1%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2536.037

Minimum	0
Maximum	1553461
Zeros	144
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	41
Q3	362.5
95-th percentile	9091.7
Maximum	1553461
Range	1553461
Interquartile range (IQR)	356.5

Descriptive statistics

Standard deviation	33494.468
Coefficient of variation (CV)	13.207405
Kurtosis	1825.7973
Mean	2536.037
Median Absolute Deviation (MAD)	40
Skewness	40.425077
Sum	6436462
Variance	1.1218794 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	144	5.4%
1	139	5.2%
2	115	4.3%
3	82	3.0%
4	68	2.5%
6	57	2.1%
5	45	1.7%
8	43	1.6%
7	42	1.6%
11	39	1.4%
Other values (855)	1764	65.6%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	144	5.4%
1	139	5.2%
2	115	4.3%
3	82	3.0%
4	68	2.5%
5	45	1.7%
6	57	2.1%
7	42	1.6%
8	43	1.6%
9	39	1.4%

Value	Count	Frequency (%)
1553461	1	< 0.1%
391010	1	< 0.1%
319154	1	< 0.1%
285042	1	< 0.1%
146436	1	< 0.1%
104194	1	< 0.1%
103448	1	< 0.1%
77944	1	< 0.1%
74944	1	< 0.1%
73316	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	866
Distinct (%)	34.1%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2427.1608

Minimum	0
Maximum	1463674
Zeros	165
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	41
Q3	369
95-th percentile	8658.5
Maximum	1463674
Range	1463674
Interquartile range (IQR)	363

Descriptive statistics

Standard deviation	31812.015
Coefficient of variation (CV)	13.106678
Kurtosis	1771.7858
Mean	2427.1608
Median Absolute Deviation (MAD)	40
Skewness	39.722677
Sum	6160134
Variance	1.0120043 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	165	6.1%
1	145	5.4%
2	96	3.6%
3	79	2.9%
4	59	2.2%
5	52	1.9%
7	51	1.9%
6	50	1.9%
9	50	1.9%
8	45	1.7%
Other values (856)	1746	64.9%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	165	6.1%
1	145	5.4%
2	96	3.6%
3	79	2.9%
4	59	2.2%
5	52	1.9%
6	50	1.9%
7	51	1.9%
8	45	1.7%
9	50	1.9%

Value	Count	Frequency (%)
1463674	1	< 0.1%
396532	1	< 0.1%
316748	1	< 0.1%
289670	1	< 0.1%
132577	1	< 0.1%
104819	1	< 0.1%
90129	1	< 0.1%
81239	1	< 0.1%
56191	1	< 0.1%
55287	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	908
Distinct (%)	36.2%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2793.2246

Minimum	0
Maximum	1403612
Zeros	144
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	47
Q3	473
95-th percentile	9709.5
Maximum	1403612
Range	1403612
Interquartile range (IQR)	466

Descriptive statistics

Standard deviation	32930.759
Coefficient of variation (CV)	11.789513
Kurtosis	1368.822
Mean	2793.2246
Median Absolute Deviation (MAD)	46
Skewness	34.519565
Sum	7013787
Variance	1.0844349 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	144	5.4%
1	129	4.8%
2	96	3.6%
3	82	3.0%
4	66	2.5%
5	62	2.3%
7	51	1.9%
6	47	1.7%
9	41	1.5%
8	31	1.2%
Other values (898)	1762	65.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	144	5.4%
1	129	4.8%
2	96	3.6%
3	82	3.0%
4	66	2.5%
5	62	2.3%
6	47	1.7%
7	51	1.9%
8	31	1.2%
9	41	1.5%

Value	Count	Frequency (%)
1403612	1	< 0.1%
633251	1	< 0.1%
397752	1	< 0.1%
266591	1	< 0.1%
200295	1	< 0.1%
103713	1	< 0.1%
103143	1	< 0.1%
80004	1	< 0.1%
78794	1	< 0.1%
64251	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	949
Distinct (%)	37.7%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2728.5659

Minimum	0
Maximum	1244914
Zeros	151
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	52
Q3	518.75
95-th percentile	8623.15
Maximum	1244914
Range	1244914
Interquartile range (IQR)	511.75

Descriptive statistics

Standard deviation	30581.152
Coefficient of variation (CV)	11.207775
Kurtosis	1190.2751
Mean	2728.5659
Median Absolute Deviation (MAD)	51
Skewness	32.205439
Sum	6875986
Variance	9.3520688 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	151	5.6%
1	128	4.8%
2	97	3.6%
3	79	2.9%
5	59	2.2%
7	50	1.9%
4	50	1.9%
6	49	1.8%
8	40	1.5%
9	33	1.2%
Other values (939)	1784	66.3%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	151	5.6%
1	128	4.8%
2	97	3.6%
3	79	2.9%
4	50	1.9%
5	59	2.2%
6	49	1.8%
7	50	1.9%
8	40	1.5%
9	33	1.2%

Value	Count	Frequency (%)
1244914	1	< 0.1%
683023	1	< 0.1%
377944	1	< 0.1%
259783	1	< 0.1%
240519	1	< 0.1%
91602	1	< 0.1%
86849	1	< 0.1%
71232	1	< 0.1%
68830	1	< 0.1%
57235	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	959
Distinct (%)	38.2%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2462.783

Minimum	0
Maximum	1114599
Zeros	133
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8
median	54
Q3	518
95-th percentile	7659
Maximum	1114599
Range	1114599
Interquartile range (IQR)	510

Descriptive statistics

Standard deviation	27041.771
Coefficient of variation (CV)	10.980168
Kurtosis	1236.5255
Mean	2462.783
Median Absolute Deviation (MAD)	53
Skewness	32.774335
Sum	6184048
Variance	7.3125739 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	133	4.9%
1	123	4.6%
2	96	3.6%
3	78	2.9%
7	54	2.0%
4	51	1.9%
5	47	1.7%
6	43	1.6%
8	42	1.6%
10	41	1.5%
Other values (949)	1803	67.0%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	133	4.9%
1	123	4.6%
2	96	3.6%
3	78	2.9%
4	51	1.9%
5	47	1.7%
6	43	1.6%
7	54	2.0%
8	42	1.6%
9	33	1.2%

Value	Count	Frequency (%)
1114599	1	< 0.1%
586969	1	< 0.1%
317990	1	< 0.1%
216048	1	< 0.1%
179810	1	< 0.1%
87211	1	< 0.1%
82881	1	< 0.1%
72642	1	< 0.1%
70683	1	< 0.1%
62602	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1033
Distinct (%)	41.1%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3090.7507

Minimum	0
Maximum	1588485
Zeros	135
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	72
Q3	723.5
95-th percentile	10062
Maximum	1588485
Range	1588485
Interquartile range (IQR)	714.5

Descriptive statistics

Standard deviation	36150.219
Coefficient of variation (CV)	11.696258
Kurtosis	1511.6552
Mean	3090.7507
Median Absolute Deviation (MAD)	71
Skewness	36.296908
Sum	7760875
Variance	1.3068383 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	135	5.0%
1	123	4.6%
2	85	3.2%
4	71	2.6%
3	53	2.0%
6	43	1.6%
10	43	1.6%
7	42	1.6%
5	37	1.4%
9	36	1.3%
Other values (1023)	1843	68.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	135	5.0%
1	123	4.6%
2	85	3.2%
3	53	2.0%
4	71	2.6%
5	37	1.4%
6	43	1.6%
7	42	1.6%
8	33	1.2%
9	36	1.3%

Value	Count	Frequency (%)
1588485	1	< 0.1%
579321	1	< 0.1%
462503	1	< 0.1%
235754	1	< 0.1%
191025	1	< 0.1%
132895	1	< 0.1%
119097	1	< 0.1%
100788	1	< 0.1%
86117	1	< 0.1%
82266	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1055
Distinct (%)	42.0%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2679.6647

Minimum	0
Maximum	1287792
Zeros	132
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	96
Q3	732.5
95-th percentile	8140.5
Maximum	1287792
Range	1287792
Interquartile range (IQR)	722.5

Descriptive statistics

Standard deviation	29680.356
Coefficient of variation (CV)	11.076146
Kurtosis	1447.7038
Mean	2679.6647
Median Absolute Deviation (MAD)	95
Skewness	35.443852
Sum	6728638
Variance	8.8092352 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	132	4.9%
1	98	3.6%
2	70	2.6%
4	65	2.4%
3	58	2.2%
5	56	2.1%
7	43	1.6%
9	34	1.3%
6	33	1.2%
8	28	1.0%
Other values (1045)	1894	70.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	132	4.9%
1	98	3.6%
2	70	2.6%
3	58	2.2%
4	65	2.4%
5	56	2.1%
6	33	1.2%
7	43	1.6%
8	28	1.0%
9	34	1.3%

Value	Count	Frequency (%)
1287792	1	< 0.1%
522273	1	< 0.1%
360764	1	< 0.1%
176177	1	< 0.1%
170956	1	< 0.1%
107158	1	< 0.1%
96943	1	< 0.1%
89426	1	< 0.1%
87893	1	< 0.1%
83276	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	952
Distinct (%)	37.9%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1625.6292

Minimum	0
Maximum	704655
Zeros	136
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	74
Q3	513.5
95-th percentile	4635
Maximum	704655
Range	704655
Interquartile range (IQR)	504.5

Descriptive statistics

Standard deviation	16799.642
Coefficient of variation (CV)	10.334239
Kurtosis	1304.5057
Mean	1625.6292
Median Absolute Deviation (MAD)	73
Skewness	33.611875
Sum	4081955
Variance	2.8222796 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	136	5.1%
1	107	4.0%
2	77	2.9%
3	62	2.3%
4	57	2.1%
5	52	1.9%
6	42	1.6%
9	40	1.5%
8	37	1.4%
13	33	1.2%
Other values (942)	1868	69.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	136	5.1%
1	107	4.0%
2	77	2.9%
3	62	2.3%
4	57	2.1%
5	52	1.9%
6	42	1.6%
7	33	1.2%
8	37	1.4%
9	40	1.5%

Value	Count	Frequency (%)
704655	1	< 0.1%
353494	1	< 0.1%
173130	1	< 0.1%
118478	1	< 0.1%
85135	1	< 0.1%
67384	1	< 0.1%
61761	1	< 0.1%
56441	1	< 0.1%
54299	1	< 0.1%
52021	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	845
Distinct (%)	33.5%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1453.2179

Minimum	0
Maximum	735207
Zeros	146
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	48
Q3	341.25
95-th percentile	4555.1
Maximum	735207
Range	735207
Interquartile range (IQR)	334.25

Descriptive statistics

Standard deviation	16568.215
Coefficient of variation (CV)	11.401054
Kurtosis	1562.4389
Mean	1453.2179
Median Absolute Deviation (MAD)	47
Skewness	36.961039
Sum	3662109
Variance	2.7450574 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	146	5.4%
1	105	3.9%
3	96	3.6%
2	85	3.2%
4	62	2.3%
5	57	2.1%
6	55	2.0%
7	49	1.8%
9	42	1.6%
8	39	1.4%
Other values (835)	1784	66.3%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	146	5.4%
1	105	3.9%
2	85	3.2%
3	96	3.6%
4	62	2.3%
5	57	2.1%
6	55	2.0%
7	49	1.8%
8	39	1.4%
9	42	1.6%

Value	Count	Frequency (%)
735207	1	< 0.1%
269409	1	< 0.1%
190701	1	< 0.1%
87931	1	< 0.1%
80748	1	< 0.1%
55025	1	< 0.1%
50195	1	< 0.1%
44659	1	< 0.1%
43862	1	< 0.1%
41778	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	0.876	0.982	0.990	0.982	0.982	0.990	0.990	0.990	0.990	0.990	0.938	1.000	0.938	0.938	0.938	0.938	0.938
2007	0.876	1.000	0.907	0.876	0.841	0.841	0.876	0.876	0.876	0.876	0.876	0.986	0.913	0.986	0.986	0.986	0.986	0.986
2008	0.982	0.907	1.000	0.996	0.990	0.990	0.996	0.996	0.996	0.996	0.996	0.876	0.983	0.876	0.876	0.876	0.876	0.876
2009	0.990	0.876	0.996	1.000	0.996	0.996	1.000	1.000	1.000	1.000	1.000	0.907	1.000	0.907	0.907	0.907	0.907	0.907
2010	0.982	0.841	0.990	0.996	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.876	0.983	0.876	0.876	0.876	0.876	0.876
2011	0.982	0.841	0.990	0.996	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.876	0.983	0.876	0.876	0.876	0.876	0.876
2012	0.990	0.876	0.996	1.000	0.996	0.996	1.000	1.000	1.000	1.000	1.000	0.907	1.000	0.907	0.907	0.907	0.907	0.907
2013	0.990	0.876	0.996	1.000	0.996	0.996	1.000	1.000	1.000	1.000	1.000	0.907	1.000	0.907	0.907	0.907	0.907	0.907
2014	0.990	0.876	0.996	1.000	0.996	0.996	1.000	1.000	1.000	1.000	1.000	0.907	1.000	0.907	0.907	0.907	0.907	0.907
2015	0.990	0.876	0.996	1.000	0.996	0.996	1.000	1.000	1.000	1.000	1.000	0.907	1.000	0.907	0.907	0.907	0.907	0.907
2016	0.990	0.876	0.996	1.000	0.996	0.996	1.000	1.000	1.000	1.000	1.000	0.907	1.000	0.907	0.907	0.907	0.907	0.907
2017	0.938	0.986	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.907	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2018	1.000	0.913	0.983	1.000	0.983	0.983	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2019	0.938	0.986	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.907	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2020	0.938	0.986	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.907	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2021	0.938	0.986	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.907	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2022	0.938	0.986	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.907	0.907	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2023	0.938	0.986	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.907	0.907	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	0.913	0.884	0.873	0.882	0.876	0.873	0.878	0.869	0.875	0.876	0.879	0.876	0.875	0.872	0.859	0.854	0.834
2007	0.913	1.000	0.905	0.879	0.887	0.875	0.870	0.870	0.873	0.875	0.877	0.873	0.871	0.869	0.868	0.849	0.851	0.837
2008	0.884	0.905	1.000	0.895	0.890	0.874	0.870	0.872	0.864	0.867	0.872	0.862	0.864	0.856	0.851	0.837	0.842	0.826
2009	0.873	0.879	0.895	1.000	0.892	0.876	0.874	0.870	0.868	0.876	0.864	0.862	0.854	0.850	0.849	0.839	0.835	0.832
2010	0.882	0.887	0.890	0.892	1.000	0.913	0.898	0.894	0.884	0.886	0.884	0.879	0.873	0.866	0.864	0.853	0.852	0.842
2011	0.876	0.875	0.874	0.876	0.913	1.000	0.916	0.897	0.883	0.885	0.878	0.880	0.867	0.860	0.857	0.845	0.841	0.832
2012	0.873	0.870	0.870	0.874	0.898	0.916	1.000	0.915	0.891	0.888	0.883	0.877	0.869	0.863	0.860	0.853	0.852	0.834
2013	0.878	0.870	0.872	0.870	0.894	0.897	0.915	1.000	0.914	0.903	0.896	0.893	0.885	0.874	0.869	0.862	0.854	0.847
2014	0.869	0.873	0.864	0.868	0.884	0.883	0.891	0.914	1.000	0.915	0.902	0.897	0.888	0.875	0.869	0.855	0.855	0.838
2015	0.875	0.875	0.867	0.876	0.886	0.885	0.888	0.903	0.915	1.000	0.926	0.912	0.899	0.884	0.878	0.864	0.861	0.848
2016	0.876	0.877	0.872	0.864	0.884	0.878	0.883	0.896	0.902	0.926	1.000	0.925	0.909	0.890	0.880	0.868	0.870	0.852
2017	0.879	0.873	0.862	0.862	0.879	0.880	0.877	0.893	0.897	0.912	0.925	1.000	0.918	0.902	0.889	0.885	0.870	0.859
2018	0.876	0.871	0.864	0.854	0.873	0.867	0.869	0.885	0.888	0.899	0.909	0.918	1.000	0.920	0.899	0.890	0.884	0.864
2019	0.875	0.869	0.856	0.850	0.866	0.860	0.863	0.874	0.875	0.884	0.890	0.902	0.920	1.000	0.916	0.889	0.879	0.871
2020	0.872	0.868	0.851	0.849	0.864	0.857	0.860	0.869	0.869	0.878	0.880	0.889	0.899	0.916	1.000	0.919	0.903	0.890
2021	0.859	0.849	0.837	0.839	0.853	0.845	0.853	0.862	0.855	0.864	0.868	0.885	0.890	0.889	0.919	1.000	0.920	0.891
2022	0.854	0.851	0.842	0.835	0.852	0.841	0.852	0.854	0.855	0.861	0.870	0.870	0.884	0.879	0.903	0.920	1.000	0.904
2023	0.834	0.837	0.826	0.832	0.842	0.832	0.834	0.847	0.838	0.848	0.852	0.859	0.864	0.871	0.890	0.891	0.904	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	1246347	949529	967125	943534	866636	1072503	861720	1020589	1261874	1553461	1463674	1403612	1244914	1114599	1588485	1287792	704655	735207
1	전국_개인->법인	40855	31578	32043	24772	23191	26331	26891	29781	33334	39547	42424	42006	52638	70683	100788	96943	61761	35624
2	전국_개인->기타	6219	6205	6213	7000	6508	7521	7662	7356	6110	9661	9201	10098	10946	14177	20850	23241	16304	10813
3	전국_법인->개인	312252	299801	281593	244796	239618	249173	222081	248132	300062	319154	316748	633251	683023	586969	579321	522273	353494	269409
4	전국_법인->법인	33518	39633	51053	50308	51311	46634	40970	39589	40080	38240	40754	46967	56420	60363	71256	64746	56441	40466
5	전국_법인->기타	3147	4539	3543	3772	2030	2882	3174	2854	2901	3702	4124	5845	7241	7481	18041	19248	17452	15444
6	전국_기타->개인	33526	18592	22921	29626	19657	24442	26359	38683	44853	47410	56191	61189	91602	82881	53004	89426	67384	37745
7	전국_기타->법인	968	1947	1036	855	1463	1281	1484	1597	1040	1640	1807	1616	7854	3561	3129	6849	6764	3663
8	전국_기타->기타	2576	2450	2532	2313	2191	3380	3350	1862	2146	3012	2606	3945	4384	4210	3572	3791	3541	6278
9	서울_개인->개인	314227	198663	190275	177243	123779	149595	115339	144746	193875	285042	289670	266591	240519	179810	235754	176177	85135	87931

	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	3	12	57	31	26	114	127	24	17	27	34	37	51	53	31	91	31	29
2682	제주 서귀포시_개인->개인	863	1694	1611	1747	1985	2294	2208	2717	3468	5135	5620	4542	4086	2904	3260	4329	3195	2465
2683	제주 서귀포시_개인->법인	41	166	83	125	63	152	206	216	145	174	242	226	518	302	498	430	269	165
2684	제주 서귀포시_개인->기타	6	16	7	13	19	29	19	24	30	55	43	21	14	38	61	38	20	80
2685	제주 서귀포시_법인->개인	33	246	605	283	259	497	632	1126	1533	4185	4534	4588	4293	2544	1263	1602	1449	774
2686	제주 서귀포시_법인->법인	26	148	110	127	113	187	157	193	619	449	229	536	904	806	780	463	492	549
2687	제주 서귀포시_법인->기타	1	5	21	12	5	13	10	11	8	127	52	25	34	17	33	96	40	12
2688	제주 서귀포시_기타->개인	5	16	9	12	28	31	29	43	20	28	22	39	25	28	76	125	262	81
2689	제주 서귀포시_기타->법인	1	3	0	4	5	7	2	1	3	5	4	6	3	9	1	14	8	182
2690	제주 서귀포시_기타->기타	4	0	2	5	5	7	11	9	15	4	4	3	3	14	4	13	6	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Connector Punctuation

Dash Punctuation

Math Symbol

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