gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	1794
Missing cells	2190
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	298.0 KiB
Average record size in memory	170.1 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 토지 거래현황의 연도별 지목별(필지수) 데이터입니다.- (단위 : 필지수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068088/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 132 (7.4%) missing values	Missing
`2007` has 162 (9.0%) missing values	Missing
`2008` has 150 (8.4%) missing values	Missing
`2009` has 150 (8.4%) missing values	Missing
`2010` has 114 (6.4%) missing values	Missing
`2011` has 132 (7.4%) missing values	Missing
`2012` has 120 (6.7%) missing values	Missing
`2013` has 120 (6.7%) missing values	Missing
`2014` has 78 (4.3%) missing values	Missing
`2015` has 102 (5.7%) missing values	Missing
`2016` has 102 (5.7%) missing values	Missing
`2017` has 120 (6.7%) missing values	Missing
`2018` has 114 (6.4%) missing values	Missing
`2019` has 120 (6.7%) missing values	Missing
`2020` has 120 (6.7%) missing values	Missing
`2021` has 120 (6.7%) missing values	Missing
`2022` has 120 (6.7%) missing values	Missing
`2023` has 114 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 31.38119882)	Skewed
`2007` is highly skewed (γ1 = 30.98298762)	Skewed
`2008` is highly skewed (γ1 = 31.22302837)	Skewed
`2009` is highly skewed (γ1 = 31.22084904)	Skewed
`2010` is highly skewed (γ1 = 32.03017052)	Skewed
`2011` is highly skewed (γ1 = 32.78551313)	Skewed
`2012` is highly skewed (γ1 = 32.37645103)	Skewed
`2013` is highly skewed (γ1 = 32.8302015)	Skewed
`2014` is highly skewed (γ1 = 33.40731646)	Skewed
`2015` is highly skewed (γ1 = 33.10965476)	Skewed
`2016` is highly skewed (γ1 = 32.68479298)	Skewed
`2017` is highly skewed (γ1 = 32.3985582)	Skewed
`2018` is highly skewed (γ1 = 32.09610697)	Skewed
`2019` is highly skewed (γ1 = 32.00534463)	Skewed
`2020` is highly skewed (γ1 = 32.69889311)	Skewed
`2021` is highly skewed (γ1 = 31.79602357)	Skewed
`2022` is highly skewed (γ1 = 30.62049352)	Skewed
`2023` is highly skewed (γ1 = 31.7645438)	Skewed
`지역_지목` has unique values	Unique
`2006` has 56 (3.1%) zeros	Zeros
`2007` has 52 (2.9%) zeros	Zeros
`2008` has 52 (2.9%) zeros	Zeros
`2009` has 53 (3.0%) zeros	Zeros
`2010` has 55 (3.1%) zeros	Zeros
`2011` has 57 (3.2%) zeros	Zeros
`2012` has 52 (2.9%) zeros	Zeros
`2013` has 56 (3.1%) zeros	Zeros
`2014` has 47 (2.6%) zeros	Zeros
`2015` has 46 (2.6%) zeros	Zeros
`2016` has 48 (2.7%) zeros	Zeros
`2017` has 49 (2.7%) zeros	Zeros
`2018` has 46 (2.6%) zeros	Zeros
`2019` has 46 (2.6%) zeros	Zeros
`2020` has 47 (2.6%) zeros	Zeros
`2021` has 47 (2.6%) zeros	Zeros
`2022` has 56 (3.1%) zeros	Zeros
`2023` has 54 (3.0%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 08:01:35.517852
Analysis finished	2024-04-06 08:02:54.022846
Duration	1 minute and 18.5 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_지목
Text

UNIQUE

Distinct	1794
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	14.1 KiB

Length

Max length	19
Median length	18
Mean length	9.0680045
Min length	4

Characters and Unicode

Total characters	16268
Distinct characters	151
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	1794 ?
Unique (%)	100.0%

Sample

1st row	전국_전
2nd row	전국_답
3rd row	전국_대지
4th row	전국_임야
5th row	전국_공장

Value	Count	Frequency (%)
경기	312	8.4%
경남	156	4.2%
서울	150	4.1%
경북	150	4.1%
전남	132	3.6%
충북	114	3.1%
충남	114	3.1%
강원	108	2.9%
부산	96	2.6%
전북	96	2.6%
Other values (1659)	2268	61.4%

Most occurring characters

Value	Count	Frequency (%)
	1902	11.7%
_	1794	11.0%
구	846	5.2%
시	732	4.5%
경	654	4.0%
기	635	3.9%
전	599	3.7%
군	558	3.4%
남	534	3.3%
북	432	2.7%
Other values (141)	7582	46.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	12344	75.9%
Space Separator	1902	11.7%
Connector Punctuation	1794	11.0%
Open Punctuation	114	0.7%
Close Punctuation	114	0.7%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	846	6.9%
시	732	5.9%
경	654	5.3%
기	635	5.1%
전	599	4.9%
군	558	4.5%
남	534	4.3%
북	432	3.5%
대	419	3.4%
장	329	2.7%
Other values (137)	6606	53.5%

Space Separator

Value	Count	Frequency (%)
	1902	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1794	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	114	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	114	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	12344	75.9%
Common	3924	24.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	846	6.9%
시	732	5.9%
경	654	5.3%
기	635	5.1%
전	599	4.9%
군	558	4.5%
남	534	4.3%
북	432	3.5%
대	419	3.4%
장	329	2.7%
Other values (137)	6606	53.5%

Common

Value	Count	Frequency (%)
	1902	48.5%
_	1794	45.7%
(	114	2.9%
)	114	2.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	12344	75.9%
ASCII	3924	24.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1902	48.5%
_	1794	45.7%
(	114	2.9%
)	114	2.9%

Hangul

Value	Count	Frequency (%)
구	846	6.9%
시	732	5.9%
경	654	5.3%
기	635	5.1%
전	599	4.9%
군	558	4.5%
남	534	4.3%
북	432	3.5%
대	419	3.4%
장	329	2.7%
Other values (137)	6606	53.5%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1079
Distinct (%)	64.9%
Missing	132
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	4978.9952

Minimum	0
Maximum	1794137
Zeros	56
Zeros (%)	3.1%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	91
median	496.5
Q3	1686
95-th percentile	16074.85
Maximum	1794137
Range	1794137
Interquartile range (IQR)	1595

Descriptive statistics

Standard deviation	48582.774
Coefficient of variation (CV)	9.7575459
Kurtosis	1119.5488
Mean	4978.9952
Median Absolute Deviation (MAD)	475.5
Skewness	31.381199
Sum	8275090
Variance	2.3602859 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	3.1%
1	21	1.2%
4	16	0.9%
7	13	0.7%
35	12	0.7%
3	11	0.6%
9	11	0.6%
2	11	0.6%
13	9	0.5%
18	9	0.5%
Other values (1069)	1493	83.2%
(Missing)	132	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	3.1%
1	21	1.2%
2	11	0.6%
3	11	0.6%
4	16	0.9%
5	8	0.4%
6	6	0.3%
7	13	0.7%
8	7	0.4%
9	11	0.6%

Value	Count	Frequency (%)
1794137	1	0.1%
519227	1	0.1%
388010	1	0.1%
276511	1	0.1%
237775	1	0.1%
232396	1	0.1%
113465	1	0.1%
101084	1	0.1%
94453	1	0.1%
84461	1	0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1061
Distinct (%)	65.0%
Missing	162
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	4268.1085

Minimum	0
Maximum	1447013
Zeros	52
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	86
median	482.5
Q3	1635.75
95-th percentile	11868.15
Maximum	1447013
Range	1447013
Interquartile range (IQR)	1549.75

Descriptive statistics

Standard deviation	39512.108
Coefficient of variation (CV)	9.257522
Kurtosis	1099.0549
Mean	4268.1085
Median Absolute Deviation (MAD)	462.5
Skewness	30.982988
Sum	6965553
Variance	1.5612067 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	52	2.9%
3	19	1.1%
2	15	0.8%
1	12	0.7%
11	12	0.7%
6	11	0.6%
4	11	0.6%
7	8	0.4%
18	8	0.4%
8	8	0.4%
Other values (1051)	1476	82.3%
(Missing)	162	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	2.9%
1	12	0.7%
2	15	0.8%
3	19	1.1%
4	11	0.6%
5	7	0.4%
6	11	0.6%
7	8	0.4%
8	8	0.4%
9	5	0.3%

Value	Count	Frequency (%)
1447013	1	0.1%
371079	1	0.1%
272271	1	0.1%
262997	1	0.1%
221017	1	0.1%
213036	1	0.1%
127663	1	0.1%
87372	1	0.1%
85658	1	0.1%
81565	1	0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1062
Distinct (%)	64.6%
Missing	150
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	4323.3601

Minimum	0
Maximum	1458583
Zeros	52
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	86.25
median	473
Q3	1780.25
95-th percentile	12008.5
Maximum	1458583
Range	1458583
Interquartile range (IQR)	1694

Descriptive statistics

Standard deviation	39583.03
Coefficient of variation (CV)	9.1556172
Kurtosis	1116.8603
Mean	4323.3601
Median Absolute Deviation (MAD)	455.5
Skewness	31.223028
Sum	7107604
Variance	1.5668163 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	52	2.9%
2	16	0.9%
1	14	0.8%
4	13	0.7%
3	12	0.7%
5	12	0.7%
6	11	0.6%
7	10	0.6%
19	8	0.4%
17	8	0.4%
Other values (1052)	1488	82.9%
(Missing)	150	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	2.9%
1	14	0.8%
2	16	0.9%
3	12	0.7%
4	13	0.7%
5	12	0.7%
6	11	0.6%
7	10	0.6%
8	7	0.4%
9	7	0.4%

Value	Count	Frequency (%)
1458583	1	0.1%
339716	1	0.1%
283253	1	0.1%
253145	1	0.1%
228824	1	0.1%
219333	1	0.1%
129402	1	0.1%
100046	1	0.1%
92998	1	0.1%
82590	1	0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1077
Distinct (%)	65.5%
Missing	150
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	4241.9167

Minimum	0
Maximum	1421613
Zeros	53
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	84
median	501
Q3	1749.5
95-th percentile	11732.35
Maximum	1421613
Range	1421613
Interquartile range (IQR)	1665.5

Descriptive statistics

Standard deviation	38589.37
Coefficient of variation (CV)	9.0971541
Kurtosis	1116.09
Mean	4241.9167
Median Absolute Deviation (MAD)	482
Skewness	31.220849
Sum	6973711
Variance	1.4891394 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	53	3.0%
4	15	0.8%
1	14	0.8%
2	13	0.7%
3	11	0.6%
16	11	0.6%
11	10	0.6%
7	10	0.6%
12	9	0.5%
27	8	0.4%
Other values (1067)	1490	83.1%
(Missing)	150	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	53	3.0%
1	14	0.8%
2	13	0.7%
3	11	0.6%
4	15	0.8%
5	7	0.4%
6	8	0.4%
7	10	0.6%
8	8	0.4%
9	7	0.4%

Value	Count	Frequency (%)
1421613	1	0.1%
349923	1	0.1%
273523	1	0.1%
228083	1	0.1%
222244	1	0.1%
213683	1	0.1%
106432	1	0.1%
98809	1	0.1%
92591	1	0.1%
79331	1	0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1078
Distinct (%)	64.2%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	3860.3411

Minimum	0
Maximum	1322543
Zeros	55
Zeros (%)	3.1%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	76.75
median	466.5
Q3	1626.5
95-th percentile	11258.85
Maximum	1322543
Range	1322543
Interquartile range (IQR)	1549.75

Descriptive statistics

Standard deviation	35282.035
Coefficient of variation (CV)	9.1396159
Kurtosis	1169.4143
Mean	3860.3411
Median Absolute Deviation (MAD)	447.5
Skewness	32.030171
Sum	6485373
Variance	1.244822 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55	3.1%
1	15	0.8%
10	13	0.7%
2	12	0.7%
5	12	0.7%
8	12	0.7%
3	10	0.6%
6	10	0.6%
9	10	0.6%
33	8	0.4%
Other values (1068)	1523	84.9%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	55	3.1%
1	15	0.8%
2	12	0.7%
3	10	0.6%
4	6	0.3%
5	12	0.7%
6	10	0.6%
7	7	0.4%
8	12	0.7%
9	10	0.6%

Value	Count	Frequency (%)
1322543	1	0.1%
298550	1	0.1%
252267	1	0.1%
214477	1	0.1%
191326	1	0.1%
159171	1	0.1%
120307	1	0.1%
111537	1	0.1%
75669	1	0.1%
75276	1	0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1082
Distinct (%)	65.1%
Missing	132
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	4399.8971

Minimum	0
Maximum	1556710
Zeros	57
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	85
median	512.5
Q3	1734.25
95-th percentile	12775.6
Maximum	1556710
Range	1556710
Interquartile range (IQR)	1649.25

Descriptive statistics

Standard deviation	41268.459
Coefficient of variation (CV)	9.3794145
Kurtosis	1210.9174
Mean	4399.8971
Median Absolute Deviation (MAD)	489
Skewness	32.785513
Sum	7312629
Variance	1.7030857 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	57	3.2%
4	13	0.7%
5	13	0.7%
1	12	0.7%
3	12	0.7%
6	11	0.6%
7	10	0.6%
14	10	0.6%
2	9	0.5%
9	9	0.5%
Other values (1072)	1506	83.9%
(Missing)	132	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	57	3.2%
1	12	0.7%
2	9	0.5%
3	12	0.7%
4	13	0.7%
5	13	0.7%
6	11	0.6%
7	10	0.6%
8	4	0.2%
9	9	0.5%

Value	Count	Frequency (%)
1556710	1	0.1%
331135	1	0.1%
254516	1	0.1%
216752	1	0.1%
201615	1	0.1%
187587	1	0.1%
134825	1	0.1%
116506	1	0.1%
97469	1	0.1%
94121	1	0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1080
Distinct (%)	64.5%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3825.2718

Minimum	0
Maximum	1310444
Zeros	52
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	85
median	477
Q3	1638.75
95-th percentile	10563.65
Maximum	1310444
Range	1310444
Interquartile range (IQR)	1553.75

Descriptive statistics

Standard deviation	34832.624
Coefficient of variation (CV)	9.1059213
Kurtosis	1189.6559
Mean	3825.2718
Median Absolute Deviation (MAD)	457
Skewness	32.376451
Sum	6403505
Variance	1.2133117 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	52	2.9%
5	13	0.7%
1	13	0.7%
3	11	0.6%
4	11	0.6%
6	11	0.6%
2	11	0.6%
31	9	0.5%
15	9	0.5%
21	8	0.4%
Other values (1070)	1526	85.1%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	2.9%
1	13	0.7%
2	11	0.6%
3	11	0.6%
4	11	0.6%
5	13	0.7%
6	11	0.6%
7	7	0.4%
8	6	0.3%
9	8	0.4%

Value	Count	Frequency (%)
1310444	1	0.1%
272135	1	0.1%
243377	1	0.1%
210416	1	0.1%
179177	1	0.1%
153035	1	0.1%
106508	1	0.1%
97852	1	0.1%
85692	1	0.1%
81949	1	0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1087
Distinct (%)	64.9%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	4205.3996

Minimum	0
Maximum	1495429
Zeros	56
Zeros (%)	3.1%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	89.25
median	513.5
Q3	1651
95-th percentile	12335.05
Maximum	1495429
Range	1495429
Interquartile range (IQR)	1561.75

Descriptive statistics

Standard deviation	39545.151
Coefficient of variation (CV)	9.4034229
Kurtosis	1214.6752
Mean	4205.3996
Median Absolute Deviation (MAD)	488.5
Skewness	32.830201
Sum	7039839
Variance	1.563819 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	3.1%
8	20	1.1%
4	11	0.6%
3	10	0.6%
1	10	0.6%
2	10	0.6%
26	9	0.5%
15	9	0.5%
31	8	0.4%
5	8	0.4%
Other values (1077)	1523	84.9%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	3.1%
1	10	0.6%
2	10	0.6%
3	10	0.6%
4	11	0.6%
5	8	0.4%
6	7	0.4%
7	6	0.3%
8	20	1.1%
9	6	0.3%

Value	Count	Frequency (%)
1495429	1	0.1%
324967	1	0.1%
252141	1	0.1%
214880	1	0.1%
193609	1	0.1%
170067	1	0.1%
129501	1	0.1%
122111	1	0.1%
92508	1	0.1%
90072	1	0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1134
Distinct (%)	66.1%
Missing	78
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	4861.7197

Minimum	0
Maximum	1793146
Zeros	47
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	112
median	561
Q3	1821.5
95-th percentile	15152
Maximum	1793146
Range	1793146
Interquartile range (IQR)	1709.5

Descriptive statistics

Standard deviation	46758.525
Coefficient of variation (CV)	9.6176924
Kurtosis	1253.8139
Mean	4861.7197
Median Absolute Deviation (MAD)	532
Skewness	33.407316
Sum	8342711
Variance	2.1863596 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47	2.6%
4	13	0.7%
8	13	0.7%
1	13	0.7%
6	11	0.6%
2	11	0.6%
3	9	0.5%
26	8	0.4%
89	8	0.4%
14	8	0.4%
Other values (1124)	1575	87.8%
(Missing)	78	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	2.6%
1	13	0.7%
2	11	0.6%
3	9	0.5%
4	13	0.7%
5	4	0.2%
6	11	0.6%
7	7	0.4%
8	13	0.7%
9	7	0.4%

Value	Count	Frequency (%)
1793146	1	0.1%
402035	1	0.1%
280835	1	0.1%
253762	1	0.1%
246594	1	0.1%
189476	1	0.1%
152810	1	0.1%
144966	1	0.1%
108853	1	0.1%
103122	1	0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1167
Distinct (%)	69.0%
Missing	102
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	5757.3558

Minimum	0
Maximum	2141968
Zeros	46
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	129.75
median	657
Q3	2030
95-th percentile	17124.1
Maximum	2141968
Range	2141968
Interquartile range (IQR)	1900.25

Descriptive statistics

Standard deviation	56339.038
Coefficient of variation (CV)	9.7855753
Kurtosis	1229.7726
Mean	5757.3558
Median Absolute Deviation (MAD)	616
Skewness	33.109655
Sum	9741446
Variance	3.1740872 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	2.6%
5	13	0.7%
13	12	0.7%
1	11	0.6%
6	10	0.6%
8	9	0.5%
2	8	0.4%
11	7	0.4%
14	7	0.4%
9	7	0.4%
Other values (1157)	1562	87.1%
(Missing)	102	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	2.6%
1	11	0.6%
2	8	0.4%
3	6	0.3%
4	6	0.3%
5	13	0.7%
6	10	0.6%
7	6	0.3%
8	9	0.5%
9	7	0.4%

Value	Count	Frequency (%)
2141968	1	0.1%
525007	1	0.1%
345304	1	0.1%
303182	1	0.1%
271869	1	0.1%
218864	1	0.1%
188317	1	0.1%
151975	1	0.1%
128441	1	0.1%
124370	1	0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1155
Distinct (%)	68.3%
Missing	102
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	5568.948

Minimum	0
Maximum	2059638
Zeros	48
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	132
median	651
Q3	1984.25
95-th percentile	16895.5
Maximum	2059638
Range	2059638
Interquartile range (IQR)	1852.25

Descriptive statistics

Standard deviation	54498.801
Coefficient of variation (CV)	9.7861931
Kurtosis	1202.5293
Mean	5568.948
Median Absolute Deviation (MAD)	617
Skewness	32.684793
Sum	9422660
Variance	2.9701193 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48	2.7%
6	12	0.7%
1	10	0.6%
7	10	0.6%
9	10	0.6%
15	10	0.6%
4	9	0.5%
14	9	0.5%
2	8	0.4%
12	8	0.4%
Other values (1145)	1558	86.8%
(Missing)	102	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	2.7%
1	10	0.6%
2	8	0.4%
3	7	0.4%
4	9	0.5%
5	6	0.3%
6	12	0.7%
7	10	0.6%
8	5	0.3%
9	10	0.6%

Value	Count	Frequency (%)
2059638	1	0.1%
549903	1	0.1%
355517	1	0.1%
291476	1	0.1%
267868	1	0.1%
223194	1	0.1%
162452	1	0.1%
134105	1	0.1%
133054	1	0.1%
123488	1	0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1186
Distinct (%)	70.8%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	6230.73

Minimum	0
Maximum	2286664
Zeros	49
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	150.25
median	763.5
Q3	2200.5
95-th percentile	18062.75
Maximum	2286664
Range	2286664
Interquartile range (IQR)	2050.25

Descriptive statistics

Standard deviation	60957.922
Coefficient of variation (CV)	9.7834318
Kurtosis	1181.2208
Mean	6230.73
Median Absolute Deviation (MAD)	713
Skewness	32.398558
Sum	10430242
Variance	3.7158682 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49	2.7%
5	13	0.7%
3	12	0.7%
4	11	0.6%
6	9	0.5%
23	8	0.4%
12	7	0.4%
18	7	0.4%
13	7	0.4%
14	7	0.4%
Other values (1176)	1544	86.1%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49	2.7%
1	5	0.3%
2	5	0.3%
3	12	0.7%
4	11	0.6%
5	13	0.7%
6	9	0.5%
7	6	0.3%
8	3	0.2%
9	4	0.2%

Value	Count	Frequency (%)
2286664	1	0.1%
652990	1	0.1%
373877	1	0.1%
311862	1	0.1%
283057	1	0.1%
256573	1	0.1%
166797	1	0.1%
162467	1	0.1%
143747	1	0.1%
141274	1	0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1180
Distinct (%)	70.2%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	5976.6179

Minimum	0
Maximum	2200584
Zeros	46
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	143.5
median	716
Q3	2090.5
95-th percentile	17678.9
Maximum	2200584
Range	2200584
Interquartile range (IQR)	1947

Descriptive statistics

Standard deviation	58938.977
Coefficient of variation (CV)	9.8615937
Kurtosis	1159.2979
Mean	5976.6179
Median Absolute Deviation (MAD)	671
Skewness	32.096107
Sum	10040718
Variance	3.473803 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	2.6%
1	14	0.8%
12	13	0.7%
2	12	0.7%
7	10	0.6%
23	9	0.5%
4	8	0.4%
5	8	0.4%
6	8	0.4%
3	8	0.4%
Other values (1170)	1544	86.1%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	2.6%
1	14	0.8%
2	12	0.7%
3	8	0.4%
4	8	0.4%
5	8	0.4%
6	8	0.4%
7	10	0.6%
8	6	0.3%
9	7	0.4%

Value	Count	Frequency (%)
2200584	1	0.1%
704984	1	0.1%
346250	1	0.1%
297624	1	0.1%
258417	1	0.1%
254710	1	0.1%
149679	1	0.1%
138451	1	0.1%
129940	1	0.1%
103528	1	0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1174
Distinct (%)	70.1%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	5463.0645

Minimum	0
Maximum	1955942
Zeros	46
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	150
median	705
Q3	2009
95-th percentile	15792.7
Maximum	1955942
Range	1955942
Interquartile range (IQR)	1859

Descriptive statistics

Standard deviation	52426.31
Coefficient of variation (CV)	9.5965021
Kurtosis	1157.3706
Mean	5463.0645
Median Absolute Deviation (MAD)	656.5
Skewness	32.005345
Sum	9145170
Variance	2.748518 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46	2.6%
1	16	0.9%
4	14	0.8%
7	12	0.7%
16	10	0.6%
12	9	0.5%
11	9	0.5%
8	8	0.4%
5	7	0.4%
10	7	0.4%
Other values (1164)	1536	85.6%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	2.6%
1	16	0.9%
2	6	0.3%
3	5	0.3%
4	14	0.8%
5	7	0.4%
6	4	0.2%
7	12	0.7%
8	8	0.4%
9	5	0.3%

Value	Count	Frequency (%)
1955942	1	0.1%
594168	1	0.1%
283303	1	0.1%
282194	1	0.1%
243774	1	0.1%
237891	1	0.1%
156318	1	0.1%
145514	1	0.1%
136450	1	0.1%
102855	1	0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1203
Distinct (%)	71.9%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	6608.0042

Minimum	0
Maximum	2474441
Zeros	47
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	158.25
median	760.5
Q3	2275.5
95-th percentile	19507.4
Maximum	2474441
Range	2474441
Interquartile range (IQR)	2117.25

Descriptive statistics

Standard deviation	65749.389
Coefficient of variation (CV)	9.9499617
Kurtosis	1197.2568
Mean	6608.0042
Median Absolute Deviation (MAD)	710.5
Skewness	32.698893
Sum	11061799
Variance	4.3229821 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47	2.6%
2	13	0.7%
7	11	0.6%
4	10	0.6%
1	8	0.4%
3	8	0.4%
6	7	0.4%
13	7	0.4%
10	7	0.4%
9	7	0.4%
Other values (1193)	1549	86.3%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	2.6%
1	8	0.4%
2	13	0.7%
3	8	0.4%
4	10	0.6%
5	6	0.3%
6	7	0.4%
7	11	0.6%
8	6	0.3%
9	7	0.4%

Value	Count	Frequency (%)
2474441	1	0.1%
724422	1	0.1%
356209	1	0.1%
318488	1	0.1%
269778	1	0.1%
237680	1	0.1%
197755	1	0.1%
196413	1	0.1%
166393	1	0.1%
130865	1	0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1219
Distinct (%)	72.8%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	6198.8501

Minimum	0
Maximum	2140023
Zeros	47
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	170
median	815
Q3	2535.25
95-th percentile	17398.75
Maximum	2140023
Range	2140023
Interquartile range (IQR)	2365.25

Descriptive statistics

Standard deviation	57436.59
Coefficient of variation (CV)	9.2656847
Kurtosis	1149.1697
Mean	6198.8501
Median Absolute Deviation (MAD)	768
Skewness	31.796024
Sum	10376875
Variance	3.2989619 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47	2.6%
2	16	0.9%
3	13	0.7%
17	9	0.5%
8	8	0.4%
5	8	0.4%
9	8	0.4%
6	8	0.4%
1	6	0.3%
47	6	0.3%
Other values (1209)	1545	86.1%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	2.6%
1	6	0.3%
2	16	0.9%
3	13	0.7%
4	4	0.2%
5	8	0.4%
6	8	0.4%
7	1	0.1%
8	8	0.4%
9	8	0.4%

Value	Count	Frequency (%)
2140023	1	0.1%
613874	1	0.1%
344819	1	0.1%
317562	1	0.1%
282023	1	0.1%
250391	1	0.1%
192475	1	0.1%
180379	1	0.1%
136343	1	0.1%
130348	1	0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1141
Distinct (%)	68.2%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	4139.6481

Minimum	0
Maximum	1312664
Zeros	56
Zeros (%)	3.1%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	121.25
median	658
Q3	1958.75
95-th percentile	11595.95
Maximum	1312664
Range	1312664
Interquartile range (IQR)	1837.5

Descriptive statistics

Standard deviation	35723.974
Coefficient of variation (CV)	8.6297127
Kurtosis	1086.1856
Mean	4139.6481
Median Absolute Deviation (MAD)	620
Skewness	30.620494
Sum	6929771
Variance	1.2762023 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	3.1%
1	14	0.8%
2	13	0.7%
7	12	0.7%
9	10	0.6%
6	9	0.5%
17	9	0.5%
12	8	0.4%
8	8	0.4%
28	7	0.4%
Other values (1131)	1528	85.2%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	3.1%
1	14	0.8%
2	13	0.7%
3	5	0.3%
4	4	0.2%
5	5	0.3%
6	9	0.5%
7	12	0.7%
8	8	0.4%
9	10	0.6%

Value	Count	Frequency (%)
1312664	1	0.1%
355090	1	0.1%
253405	1	0.1%
247173	1	0.1%
200770	1	0.1%
160188	1	0.1%
156949	1	0.1%
102803	1	0.1%
88105	1	0.1%
85392	1	0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1080
Distinct (%)	64.3%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	3415.6232

Minimum	0
Maximum	1147941
Zeros	54
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	88
median	482.5
Q3	1488.5
95-th percentile	8852.4
Maximum	1147941
Range	1147941
Interquartile range (IQR)	1400.5

Descriptive statistics

Standard deviation	30745.619
Coefficient of variation (CV)	9.0014669
Kurtosis	1152.3359
Mean	3415.6232
Median Absolute Deviation (MAD)	458.5
Skewness	31.764544
Sum	5738247
Variance	9.4529311 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	54	3.0%
1	21	1.2%
4	16	0.9%
2	12	0.7%
3	12	0.7%
5	11	0.6%
7	11	0.6%
13	10	0.6%
11	10	0.6%
12	9	0.5%
Other values (1070)	1514	84.4%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54	3.0%
1	21	1.2%
2	12	0.7%
3	12	0.7%
4	16	0.9%
5	11	0.6%
6	7	0.4%
7	11	0.6%
8	8	0.4%
9	6	0.3%

Value	Count	Frequency (%)
1147941	1	0.1%
299697	1	0.1%
192933	1	0.1%
171549	1	0.1%
158436	1	0.1%
156577	1	0.1%
121538	1	0.1%
81172	1	0.1%
76155	1	0.1%
71103	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	0.994	0.994	0.994	0.994	0.994	0.994	0.994	0.994	0.994	0.994	0.994	0.994	0.994	0.986	0.994	0.989	0.989
2007	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2008	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2009	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2010	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2011	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2012	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2013	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2014	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2015	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2016	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2017	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2018	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2019	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2020	0.986	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	1.000	0.999	0.997	0.997
2021	0.994	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.999	1.000	0.999	0.999
2022	0.989	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.997	0.999	1.000	1.000
2023	0.989	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.997	0.999	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	0.979	0.971	0.963	0.962	0.964	0.962	0.960	0.959	0.960	0.956	0.946	0.941	0.929	0.942	0.942	0.941	0.931
2007	0.979	1.000	0.985	0.971	0.970	0.971	0.968	0.967	0.963	0.963	0.961	0.950	0.944	0.933	0.942	0.946	0.946	0.937
2008	0.971	0.985	1.000	0.974	0.969	0.974	0.970	0.967	0.962	0.960	0.957	0.944	0.938	0.927	0.936	0.937	0.939	0.928
2009	0.963	0.971	0.974	1.000	0.980	0.976	0.971	0.968	0.962	0.963	0.959	0.950	0.944	0.935	0.943	0.944	0.944	0.934
2010	0.962	0.970	0.969	0.980	1.000	0.981	0.974	0.969	0.964	0.964	0.960	0.950	0.945	0.935	0.942	0.945	0.946	0.937
2011	0.964	0.971	0.974	0.976	0.981	1.000	0.985	0.980	0.973	0.970	0.966	0.955	0.947	0.938	0.943	0.946	0.946	0.940
2012	0.962	0.968	0.970	0.971	0.974	0.985	1.000	0.984	0.977	0.974	0.969	0.956	0.949	0.940	0.946	0.947	0.948	0.942
2013	0.960	0.967	0.967	0.968	0.969	0.980	0.984	1.000	0.981	0.977	0.972	0.959	0.953	0.942	0.948	0.946	0.944	0.939
2014	0.959	0.963	0.962	0.962	0.964	0.973	0.977	0.981	1.000	0.984	0.976	0.962	0.955	0.942	0.949	0.947	0.946	0.937
2015	0.960	0.963	0.960	0.963	0.964	0.970	0.974	0.977	0.984	1.000	0.983	0.970	0.962	0.947	0.956	0.954	0.950	0.940
2016	0.956	0.961	0.957	0.959	0.960	0.966	0.969	0.972	0.976	0.983	1.000	0.979	0.968	0.953	0.961	0.961	0.955	0.947
2017	0.946	0.950	0.944	0.950	0.950	0.955	0.956	0.959	0.962	0.970	0.979	1.000	0.974	0.959	0.962	0.959	0.954	0.949
2018	0.941	0.944	0.938	0.944	0.945	0.947	0.949	0.953	0.955	0.962	0.968	0.974	1.000	0.966	0.967	0.957	0.953	0.949
2019	0.929	0.933	0.927	0.935	0.935	0.938	0.940	0.942	0.942	0.947	0.953	0.959	0.966	1.000	0.967	0.952	0.947	0.944
2020	0.942	0.942	0.936	0.943	0.942	0.943	0.946	0.948	0.949	0.956	0.961	0.962	0.967	0.967	1.000	0.968	0.957	0.953
2021	0.942	0.946	0.937	0.944	0.945	0.946	0.947	0.946	0.947	0.954	0.961	0.959	0.957	0.952	0.968	1.000	0.966	0.961
2022	0.941	0.946	0.939	0.944	0.946	0.946	0.948	0.944	0.946	0.950	0.955	0.954	0.953	0.947	0.957	0.966	1.000	0.962
2023	0.931	0.937	0.928	0.934	0.937	0.940	0.942	0.939	0.937	0.940	0.947	0.949	0.949	0.944	0.953	0.961	0.962	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_지목	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_전	232396	221017	228824	228083	214477	216752	210416	214880	246594	271869	267868	283057	258417	237891	269778	317562	247173	171549
1	전국_답	276511	262997	283253	273523	252267	254516	243377	252141	280835	303182	291476	311862	297624	282194	318488	344819	253405	192933
2	전국_대지	1794137	1447013	1458583	1421613	1322543	1556710	1310444	1495429	1793146	2141968	2059638	2286664	2200584	1955942	2474441	2140023	1312664	1147941
3	전국_임야	237775	213036	219333	213683	191326	201615	179177	170067	189476	218864	223194	256573	254710	243774	237680	250391	200770	158436
4	전국_공장	17984	18001	16710	14371	15469	17072	19599	19390	24718	26276	29495	32898	35918	36495	39333	51352	34975	33331
5	전국_기타	84461	81565	82590	79331	75175	82534	81949	90072	108853	124370	123488	143747	138451	145514	166393	192475	160188	121538
6	서울_전	685	516	654	2219	1827	1291	822	665	812	1928	1412	1580	788	1352	1819	831	612	376
7	서울_답	459	322	371	3443	1525	783	430	313	520	789	688	1037	1026	1097	942	1389	386	283
8	서울_대지	388010	272271	253145	222244	159171	187587	153035	193609	253762	345304	355517	373877	346250	283303	356209	282023	156949	156577
9	서울_임야	1276	1954	1259	1781	1241	1183	1103	1391	1462	1989	1689	1909	2732	2965	2590	1954	989	1143

	지역_지목	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
1784	제주 제주시_대지	4929	8174	7458	8687	12530	12779	13183	12592	15733	17926	18948	22655	19468	13768	14286	17519	15142	10321
1785	제주 제주시_임야	2779	3401	3091	2825	2689	3500	3321	4126	5795	7085	7236	5935	5219	4094	3512	4027	3607	2487
1786	제주 제주시_공장	16	31	19	28	44	29	22	18	47	48	43	25	20	19	19	29	33	17
1787	제주 제주시_기타	1954	2711	2296	2043	2251	2595	3154	5222	5263	5381	5202	4592	3593	3157	3050	3556	3380	1966
1788	제주 서귀포시_전	1745	3489	2317	2478	2473	2558	3319	4842	6487	7938	6336	4763	4769	3240	2866	3408	2788	1688
1789	제주 서귀포시_답	189	343	178	435	138	135	106	152	295	278	304	171	188	115	106	203	192	50
1790	제주 서귀포시_대지	1323	2834	2686	2912	3242	3631	3648	4729	6146	10102	10635	10856	9831	6266	5436	7050	5617	5047
1791	제주 서귀포시_임야	1788	2991	2310	2068	2410	2437	3283	3528	4979	8425	8390	6015	3937	3044	2420	2348	2073	1490
1792	제주 서귀포시_공장	19	17	24	25	19	13	18	25	32	30	9	26	11	10	13	18	7	11
1793	제주 서귀포시_기타	1446	2814	1985	2058	1744	2773	2755	3236	4534	6098	5308	4028	3642	3474	2564	2914	2887	1843

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Connector Punctuation

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample