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 순수토지 거래현황의 연도별 지목별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068329/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 = 30.76572527)	Skewed
`2007` is highly skewed (γ1 = 30.06823139)	Skewed
`2008` is highly skewed (γ1 = 29.22802169)	Skewed
`2009` is highly skewed (γ1 = 29.56306927)	Skewed
`2010` is highly skewed (γ1 = 29.59716108)	Skewed
`2011` is highly skewed (γ1 = 28.98859887)	Skewed
`2012` is highly skewed (γ1 = 28.71631624)	Skewed
`2013` is highly skewed (γ1 = 28.25180632)	Skewed
`2014` is highly skewed (γ1 = 28.14145165)	Skewed
`2015` is highly skewed (γ1 = 28.1935003)	Skewed
`2016` is highly skewed (γ1 = 27.65921345)	Skewed
`2017` is highly skewed (γ1 = 28.43432482)	Skewed
`2018` is highly skewed (γ1 = 28.104904)	Skewed
`2019` is highly skewed (γ1 = 27.51405572)	Skewed
`2020` is highly skewed (γ1 = 26.26809482)	Skewed
`2021` is highly skewed (γ1 = 26.50467222)	Skewed
`2022` is highly skewed (γ1 = 28.1145584)	Skewed
`2023` is highly skewed (γ1 = 28.87227768)	Skewed
`지역_지목` has unique values	Unique
`2006` has 102 (5.7%) zeros	Zeros
`2007` has 90 (5.0%) zeros	Zeros
`2008` has 95 (5.3%) zeros	Zeros
`2009` has 91 (5.1%) zeros	Zeros
`2010` has 100 (5.6%) zeros	Zeros
`2011` has 100 (5.6%) zeros	Zeros
`2012` has 103 (5.7%) zeros	Zeros
`2013` has 90 (5.0%) zeros	Zeros
`2014` has 93 (5.2%) zeros	Zeros
`2015` has 85 (4.7%) zeros	Zeros
`2016` has 84 (4.7%) zeros	Zeros
`2017` has 89 (5.0%) zeros	Zeros
`2018` has 95 (5.3%) zeros	Zeros
`2019` has 90 (5.0%) zeros	Zeros
`2020` has 91 (5.1%) zeros	Zeros
`2021` has 103 (5.7%) zeros	Zeros
`2022` has 99 (5.5%) zeros	Zeros
`2023` has 115 (6.4%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 06:10:02.603783
Analysis finished	2024-03-23 06:12:11.526071
Duration	2 minutes and 8.92 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	1062
Distinct (%)	63.9%
Missing	132
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	5437.352

Minimum	0
Maximum	1917271
Zeros	102
Zeros (%)	5.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	73
median	400.5
Q3	1928.5
95-th percentile	14963.6
Maximum	1917271
Range	1917271
Interquartile range (IQR)	1855.5

Descriptive statistics

Standard deviation	52161.548
Coefficient of variation (CV)	9.5931894
Kurtosis	1094.9102
Mean	5437.352
Median Absolute Deviation (MAD)	391.5
Skewness	30.765725
Sum	9036879
Variance	2.720827 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	102	5.7%
1	22	1.2%
6	16	0.9%
5	12	0.7%
13	12	0.7%
14	10	0.6%
7	10	0.6%
9	9	0.5%
8	9	0.5%
4	9	0.5%
Other values (1052)	1451	80.9%
(Missing)	132	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	102	5.7%
1	22	1.2%
2	8	0.4%
3	7	0.4%
4	9	0.5%
5	12	0.7%
6	16	0.9%
7	10	0.6%
8	9	0.5%
9	9	0.5%

Value	Count	Frequency (%)
1917271	1	0.1%
469423	1	0.1%
359543	1	0.1%
306683	1	0.1%
306391	1	0.1%
295170	1	0.1%
255285	1	0.1%
177358	1	0.1%
154905	1	0.1%
141732	1	0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1000
Distinct (%)	61.3%
Missing	162
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	4459.625

Minimum	0
Maximum	1514145
Zeros	90
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	56.75
median	324.5
Q3	1664.5
95-th percentile	12184.5
Maximum	1514145
Range	1514145
Interquartile range (IQR)	1607.75

Descriptive statistics

Standard deviation	41829.305
Coefficient of variation (CV)	9.3795565
Kurtosis	1050.1024
Mean	4459.625
Median Absolute Deviation (MAD)	317.5
Skewness	30.068231
Sum	7278108
Variance	1.7496907 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	90	5.0%
1	25	1.4%
3	23	1.3%
2	17	0.9%
4	15	0.8%
6	13	0.7%
7	12	0.7%
24	12	0.7%
8	9	0.5%
5	8	0.4%
Other values (990)	1408	78.5%
(Missing)	162	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	90	5.0%
1	25	1.4%
2	17	0.9%
3	23	1.3%
4	15	0.8%
5	8	0.4%
6	13	0.7%
7	12	0.7%
8	9	0.5%
9	2	0.1%

Value	Count	Frequency (%)
1514145	1	0.1%
401547	1	0.1%
312280	1	0.1%
256097	1	0.1%
219143	1	0.1%
213885	1	0.1%
202727	1	0.1%
157522	1	0.1%
117854	1	0.1%
107383	1	0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	973
Distinct (%)	59.2%
Missing	150
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	4048.1545

Minimum	0
Maximum	1328592
Zeros	95
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	48
median	285
Q3	1570
95-th percentile	10826.35
Maximum	1328592
Range	1328592
Interquartile range (IQR)	1522

Descriptive statistics

Standard deviation	37127.714
Coefficient of variation (CV)	9.1715161
Kurtosis	1000.2598
Mean	4048.1545
Median Absolute Deviation (MAD)	280
Skewness	29.228022
Sum	6655166
Variance	1.3784672 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	95	5.3%
1	20	1.1%
2	18	1.0%
3	17	0.9%
4	15	0.8%
6	14	0.8%
8	12	0.7%
11	12	0.7%
5	11	0.6%
9	11	0.6%
Other values (963)	1419	79.1%
(Missing)	150	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	95	5.3%
1	20	1.1%
2	18	1.0%
3	17	0.9%
4	15	0.8%
5	11	0.6%
6	14	0.8%
7	8	0.4%
8	12	0.7%
9	11	0.6%

Value	Count	Frequency (%)
1328592	1	0.1%
417959	1	0.1%
288439	1	0.1%
247951	1	0.1%
180432	1	0.1%
178023	1	0.1%
169622	1	0.1%
140492	1	0.1%
98186	1	0.1%
98084	1	0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	987
Distinct (%)	60.0%
Missing	150
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	3975.6046

Minimum	0
Maximum	1319531
Zeros	91
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	46
median	288.5
Q3	1535
95-th percentile	10530.65
Maximum	1319531
Range	1319531
Interquartile range (IQR)	1489

Descriptive statistics

Standard deviation	36646.992
Coefficient of variation (CV)	9.2179669
Kurtosis	1022.7074
Mean	3975.6046
Median Absolute Deviation (MAD)	283.5
Skewness	29.563069
Sum	6535894
Variance	1.343002 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	91	5.1%
1	22	1.2%
3	22	1.2%
2	18	1.0%
4	16	0.9%
7	13	0.7%
9	11	0.6%
8	10	0.6%
10	10	0.6%
40	10	0.6%
Other values (977)	1421	79.2%
(Missing)	150	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	91	5.1%
1	22	1.2%
2	18	1.0%
3	22	1.2%
4	16	0.9%
5	8	0.4%
6	8	0.4%
7	13	0.7%
8	10	0.6%
9	11	0.6%

Value	Count	Frequency (%)
1319531	1	0.1%
394873	1	0.1%
247540	1	0.1%
234035	1	0.1%
182507	1	0.1%
167663	1	0.1%
161769	1	0.1%
147655	1	0.1%
139927	1	0.1%
120116	1	0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	972
Distinct (%)	57.9%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	3380.9935

Minimum	0
Maximum	1116184
Zeros	100
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	40
median	258
Q3	1350.5
95-th percentile	9578.8
Maximum	1116184
Range	1116184
Interquartile range (IQR)	1310.5

Descriptive statistics

Standard deviation	30812.55
Coefficient of variation (CV)	9.1134603
Kurtosis	1026.9886
Mean	3380.9935
Median Absolute Deviation (MAD)	253
Skewness	29.597161
Sum	5680069
Variance	9.4941321 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	100	5.6%
1	22	1.2%
4	19	1.1%
3	18	1.0%
2	16	0.9%
6	16	0.9%
5	14	0.8%
10	12	0.7%
11	11	0.6%
12	11	0.6%
Other values (962)	1441	80.3%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	100	5.6%
1	22	1.2%
2	16	0.9%
3	18	1.0%
4	19	1.1%
5	14	0.8%
6	16	0.9%
7	4	0.2%
8	8	0.4%
9	10	0.6%

Value	Count	Frequency (%)
1116184	1	0.1%
346599	1	0.1%
219137	1	0.1%
218951	1	0.1%
147349	1	0.1%
142194	1	0.1%
126730	1	0.1%
124381	1	0.1%
104058	1	0.1%
100013	1	0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	972
Distinct (%)	58.5%
Missing	132
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	3378.0259

Minimum	0
Maximum	1079433
Zeros	100
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	42
median	283.5
Q3	1427.25
95-th percentile	9309.6
Maximum	1079433
Range	1079433
Interquartile range (IQR)	1385.25

Descriptive statistics

Standard deviation	30153.903
Coefficient of variation (CV)	8.9264867
Kurtosis	990.92719
Mean	3378.0259
Median Absolute Deviation (MAD)	278.5
Skewness	28.988599
Sum	5614279
Variance	9.0925786 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	100	5.6%
1	26	1.4%
3	19	1.1%
5	19	1.1%
6	16	0.9%
4	15	0.8%
2	14	0.8%
9	11	0.6%
24	11	0.6%
28	11	0.6%
Other values (962)	1420	79.2%
(Missing)	132	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	100	5.6%
1	26	1.4%
2	14	0.8%
3	19	1.1%
4	15	0.8%
5	19	1.1%
6	16	0.9%
7	7	0.4%
8	6	0.3%
9	11	0.6%

Value	Count	Frequency (%)
1079433	1	0.1%
345389	1	0.1%
213977	1	0.1%
210435	1	0.1%
155667	1	0.1%
146974	1	0.1%
127816	1	0.1%
126793	1	0.1%
109570	1	0.1%
94430	1	0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	961
Distinct (%)	57.4%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3114.374

Minimum	0
Maximum	976722
Zeros	103
Zeros (%)	5.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	41
median	276.5
Q3	1363.75
95-th percentile	8488.5
Maximum	976722
Range	976722
Interquartile range (IQR)	1322.75

Descriptive statistics

Standard deviation	27354.191
Coefficient of variation (CV)	8.7832069
Kurtosis	975.63831
Mean	3114.374
Median Absolute Deviation (MAD)	272.5
Skewness	28.716316
Sum	5213462
Variance	7.4825176 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103	5.7%
1	26	1.4%
2	19	1.1%
4	18	1.0%
3	14	0.8%
5	12	0.7%
8	11	0.6%
16	11	0.6%
19	11	0.6%
10	10	0.6%
Other values (951)	1439	80.2%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103	5.7%
1	26	1.4%
2	19	1.1%
3	14	0.8%
4	18	1.0%
5	12	0.7%
6	10	0.6%
7	10	0.6%
8	11	0.6%
9	7	0.4%

Value	Count	Frequency (%)
976722	1	0.1%
323172	1	0.1%
205851	1	0.1%
202617	1	0.1%
138080	1	0.1%
120983	1	0.1%
114233	1	0.1%
112534	1	0.1%
107385	1	0.1%
86883	1	0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	968
Distinct (%)	57.8%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3093.2575

Minimum	0
Maximum	940684
Zeros	90
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	42
median	286.5
Q3	1407.25
95-th percentile	8122.95
Maximum	940684
Range	940684
Interquartile range (IQR)	1365.25

Descriptive statistics

Standard deviation	26562.168
Coefficient of variation (CV)	8.5871183
Kurtosis	947.3527
Mean	3093.2575
Median Absolute Deviation (MAD)	281.5
Skewness	28.251806
Sum	5178113
Variance	7.0554876 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	90	5.0%
1	26	1.4%
2	24	1.3%
3	20	1.1%
9	17	0.9%
14	14	0.8%
11	13	0.7%
10	12	0.7%
4	12	0.7%
37	10	0.6%
Other values (958)	1436	80.0%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	90	5.0%
1	26	1.4%
2	24	1.3%
3	20	1.1%
4	12	0.7%
5	7	0.4%
6	10	0.6%
7	7	0.4%
8	9	0.5%
9	17	0.9%

Value	Count	Frequency (%)
940684	1	0.1%
333355	1	0.1%
206584	1	0.1%
195217	1	0.1%
121387	1	0.1%
120228	1	0.1%
108245	1	0.1%
108136	1	0.1%
107052	1	0.1%
82771	1	0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1040
Distinct (%)	60.6%
Missing	78
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	3251.2378

Minimum	0
Maximum	985359
Zeros	93
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	52
median	340
Q3	1479.25
95-th percentile	8353.25
Maximum	985359
Range	985359
Interquartile range (IQR)	1427.25

Descriptive statistics

Standard deviation	27683.562
Coefficient of variation (CV)	8.5147764
Kurtosis	944.86446
Mean	3251.2378
Median Absolute Deviation (MAD)	333
Skewness	28.141452
Sum	5579124
Variance	7.6637963 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	93	5.2%
1	27	1.5%
2	20	1.1%
4	17	0.9%
6	15	0.8%
3	15	0.8%
5	15	0.8%
10	13	0.7%
11	13	0.7%
17	11	0.6%
Other values (1030)	1477	82.3%
(Missing)	78	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	93	5.2%
1	27	1.5%
2	20	1.1%
3	15	0.8%
4	17	0.9%
5	15	0.8%
6	15	0.8%
7	8	0.4%
8	4	0.2%
9	8	0.4%

Value	Count	Frequency (%)
985359	1	0.1%
355640	1	0.1%
233252	1	0.1%
204706	1	0.1%
137278	1	0.1%
130594	1	0.1%
126191	1	0.1%
113265	1	0.1%
99114	1	0.1%
91351	1	0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1029
Distinct (%)	60.8%
Missing	102
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	3639.5083

Minimum	0
Maximum	1103089
Zeros	85
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.55
Q1	60
median	380
Q3	1600.75
95-th percentile	10036.65
Maximum	1103089
Range	1103089
Interquartile range (IQR)	1540.75

Descriptive statistics

Standard deviation	31069.013
Coefficient of variation (CV)	8.5365963
Kurtosis	946.5406
Mean	3639.5083
Median Absolute Deviation (MAD)	372
Skewness	28.1935
Sum	6158048
Variance	9.6528356 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	4.7%
1	27	1.5%
2	18	1.0%
3	16	0.9%
7	15	0.8%
18	15	0.8%
4	12	0.7%
30	12	0.7%
5	11	0.6%
12	11	0.6%
Other values (1019)	1470	81.9%
(Missing)	102	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	4.7%
1	27	1.5%
2	18	1.0%
3	16	0.9%
4	12	0.7%
5	11	0.6%
6	10	0.6%
7	15	0.8%
8	9	0.5%
9	8	0.4%

Value	Count	Frequency (%)
1103089	1	0.1%
382225	1	0.1%
256025	1	0.1%
239456	1	0.1%
159752	1	0.1%
148446	1	0.1%
131487	1	0.1%
128522	1	0.1%
126259	1	0.1%
90943	1	0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1013
Distinct (%)	59.9%
Missing	102
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	3640.552

Minimum	0
Maximum	1070868
Zeros	84
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	53
median	344
Q3	1578.5
95-th percentile	9976.7
Maximum	1070868
Range	1070868
Interquartile range (IQR)	1525.5

Descriptive statistics

Standard deviation	30418.738
Coefficient of variation (CV)	8.355529
Kurtosis	917.01115
Mean	3640.552
Median Absolute Deviation (MAD)	338
Skewness	27.659213
Sum	6159814
Variance	9.2529961 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	84	4.7%
1	25	1.4%
3	24	1.3%
2	19	1.1%
6	15	0.8%
13	12	0.7%
11	12	0.7%
5	12	0.7%
8	12	0.7%
4	11	0.6%
Other values (1003)	1466	81.7%
(Missing)	102	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	84	4.7%
1	25	1.4%
2	19	1.1%
3	24	1.3%
4	11	0.6%
5	12	0.7%
6	15	0.8%
7	6	0.3%
8	12	0.7%
9	10	0.6%

Value	Count	Frequency (%)
1070868	1	0.1%
388534	1	0.1%
240897	1	0.1%
227854	1	0.1%
180419	1	0.1%
143130	1	0.1%
130942	1	0.1%
130553	1	0.1%
127560	1	0.1%
103029	1	0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1046
Distinct (%)	62.5%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3726.5878

Minimum	0
Maximum	1136909
Zeros	89
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	57
median	397
Q3	1739
95-th percentile	9813.15
Maximum	1136909
Range	1136909
Interquartile range (IQR)	1682

Descriptive statistics

Standard deviation	31971.837
Coefficient of variation (CV)	8.5793865
Kurtosis	960.03257
Mean	3726.5878
Median Absolute Deviation (MAD)	389
Skewness	28.434325
Sum	6238308
Variance	1.0221984 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	89	5.0%
3	19	1.1%
1	19	1.1%
4	18	1.0%
10	16	0.9%
2	13	0.7%
6	12	0.7%
5	11	0.6%
7	11	0.6%
13	10	0.6%
Other values (1036)	1456	81.2%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	89	5.0%
1	19	1.1%
2	13	0.7%
3	19	1.1%
4	18	1.0%
5	11	0.6%
6	12	0.7%
7	11	0.6%
8	9	0.5%
9	6	0.3%

Value	Count	Frequency (%)
1136909	1	0.1%
377349	1	0.1%
245636	1	0.1%
243425	1	0.1%
167347	1	0.1%
150796	1	0.1%
142611	1	0.1%
133485	1	0.1%
132000	1	0.1%
94107	1	0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1025
Distinct (%)	61.0%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	3467.8887

Minimum	0
Maximum	1049899
Zeros	95
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	51.75
median	362
Q3	1562.5
95-th percentile	9300.45
Maximum	1049899
Range	1049899
Interquartile range (IQR)	1510.75

Descriptive statistics

Standard deviation	29670.951
Coefficient of variation (CV)	8.5559121
Kurtosis	940.67509
Mean	3467.8887
Median Absolute Deviation (MAD)	355
Skewness	28.104904
Sum	5826053
Variance	8.8036531 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	95	5.3%
1	22	1.2%
2	22	1.2%
3	18	1.0%
6	13	0.7%
5	12	0.7%
7	12	0.7%
11	11	0.6%
4	10	0.6%
23	10	0.6%
Other values (1015)	1455	81.1%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	95	5.3%
1	22	1.2%
2	22	1.2%
3	18	1.0%
4	10	0.6%
5	12	0.7%
6	13	0.7%
7	12	0.7%
8	7	0.4%
9	8	0.4%

Value	Count	Frequency (%)
1049899	1	0.1%
370839	1	0.1%
228850	1	0.1%
209386	1	0.1%
160551	1	0.1%
141274	1	0.1%
140567	1	0.1%
129994	1	0.1%
122667	1	0.1%
94732	1	0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1016
Distinct (%)	60.7%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3147.506

Minimum	0
Maximum	917231
Zeros	90
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	52
median	342.5
Q3	1491.25
95-th percentile	7937.8
Maximum	917231
Range	917231
Interquartile range (IQR)	1439.25

Descriptive statistics

Standard deviation	26224.19
Coefficient of variation (CV)	8.3317365
Kurtosis	905.2235
Mean	3147.506
Median Absolute Deviation (MAD)	336.5
Skewness	27.514056
Sum	5268925
Variance	6.8770817 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	90	5.0%
1	22	1.2%
2	22	1.2%
4	18	1.0%
3	17	0.9%
6	13	0.7%
10	12	0.7%
9	11	0.6%
8	11	0.6%
5	10	0.6%
Other values (1006)	1448	80.7%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	90	5.0%
1	22	1.2%
2	22	1.2%
3	17	0.9%
4	18	1.0%
5	10	0.6%
6	13	0.7%
7	4	0.2%
8	11	0.6%
9	11	0.6%

Value	Count	Frequency (%)
917231	1	0.1%
347701	1	0.1%
208644	1	0.1%
172907	1	0.1%
133688	1	0.1%
133501	1	0.1%
120886	1	0.1%
118045	1	0.1%
103210	1	0.1%
88122	1	0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1039
Distinct (%)	62.1%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3413.4719

Minimum	0
Maximum	945321
Zeros	91
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	60
median	383.5
Q3	1643.5
95-th percentile	8308.15
Maximum	945321
Range	945321
Interquartile range (IQR)	1583.5

Descriptive statistics

Standard deviation	27678.106
Coefficient of variation (CV)	8.1084909
Kurtosis	832.2558
Mean	3413.4719
Median Absolute Deviation (MAD)	374.5
Skewness	26.268095
Sum	5714152
Variance	7.6607755 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	91	5.1%
1	27	1.5%
4	14	0.8%
8	13	0.7%
6	12	0.7%
2	11	0.6%
12	11	0.6%
30	10	0.6%
17	10	0.6%
3	9	0.5%
Other values (1029)	1466	81.7%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	91	5.1%
1	27	1.5%
2	11	0.6%
3	9	0.5%
4	14	0.8%
5	8	0.4%
6	12	0.7%
7	8	0.4%
8	13	0.7%
9	5	0.3%

Value	Count	Frequency (%)
945321	1	0.1%
394110	1	0.1%
257024	1	0.1%
185008	1	0.1%
152070	1	0.1%
140190	1	0.1%
121950	1	0.1%
120300	1	0.1%
102229	1	0.1%
91792	1	0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1069
Distinct (%)	63.9%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3691.2569

Minimum	0
Maximum	1022236
Zeros	103
Zeros (%)	5.7%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	70
median	439
Q3	1807.75
95-th percentile	9274
Maximum	1022236
Range	1022236
Interquartile range (IQR)	1737.75

Descriptive statistics

Standard deviation	29766.578
Coefficient of variation (CV)	8.0640765
Kurtosis	847.1882
Mean	3691.2569
Median Absolute Deviation (MAD)	428
Skewness	26.504672
Sum	6179164
Variance	8.8604916 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	103	5.7%
1	18	1.0%
7	16	0.9%
5	12	0.7%
10	11	0.6%
4	10	0.6%
6	9	0.5%
25	9	0.5%
28	9	0.5%
13	9	0.5%
Other values (1059)	1468	81.8%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103	5.7%
1	18	1.0%
2	7	0.4%
3	9	0.5%
4	10	0.6%
5	12	0.7%
6	9	0.5%
7	16	0.9%
8	6	0.3%
9	5	0.3%

Value	Count	Frequency (%)
1022236	1	0.1%
411027	1	0.1%
273057	1	0.1%
196927	1	0.1%
178722	1	0.1%
138376	1	0.1%
130400	1	0.1%
129777	1	0.1%
109216	1	0.1%
105549	1	0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	984
Distinct (%)	58.8%
Missing	120
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3070.3584

Minimum	0
Maximum	913541
Zeros	99
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	44
median	313.5
Q3	1410
95-th percentile	7919.5
Maximum	913541
Range	913541
Interquartile range (IQR)	1366

Descriptive statistics

Standard deviation	25798.328
Coefficient of variation (CV)	8.402383
Kurtosis	944.10424
Mean	3070.3584
Median Absolute Deviation (MAD)	306.5
Skewness	28.114558
Sum	5139780
Variance	6.655537 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	99	5.5%
1	25	1.4%
3	20	1.1%
8	13	0.7%
2	13	0.7%
4	12	0.7%
6	12	0.7%
10	11	0.6%
5	10	0.6%
43	10	0.6%
Other values (974)	1449	80.8%
(Missing)	120	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	99	5.5%
1	25	1.4%
2	13	0.7%
3	20	1.1%
4	12	0.7%
5	10	0.6%
6	12	0.7%
7	9	0.5%
8	13	0.7%
9	8	0.4%

Value	Count	Frequency (%)
913541	1	0.1%
306456	1	0.1%
207147	1	0.1%
176363	1	0.1%
131916	1	0.1%
119906	1	0.1%
117199	1	0.1%
115872	1	0.1%
103049	1	0.1%
94583	1	0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	897
Distinct (%)	53.4%
Missing	114
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2303.7131

Minimum	0
Maximum	721886
Zeros	115
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	15.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	31
median	223.5
Q3	997.25
95-th percentile	6013.55
Maximum	721886
Range	721886
Interquartile range (IQR)	966.25

Descriptive statistics

Standard deviation	20134.236
Coefficient of variation (CV)	8.739906
Kurtosis	987.02604
Mean	2303.7131
Median Absolute Deviation (MAD)	218.5
Skewness	28.872278
Sum	3870238
Variance	4.0538745 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115	6.4%
1	36	2.0%
2	20	1.1%
7	19	1.1%
12	16	0.9%
4	15	0.8%
5	15	0.8%
6	14	0.8%
13	13	0.7%
8	13	0.7%
Other values (887)	1404	78.3%
(Missing)	114	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115	6.4%
1	36	2.0%
2	20	1.1%
3	12	0.7%
4	15	0.8%
5	15	0.8%
6	14	0.8%
7	19	1.1%
8	13	0.7%
9	9	0.5%

Value	Count	Frequency (%)
721886	1	0.1%
235584	1	0.1%
145366	1	0.1%
138806	1	0.1%
101277	1	0.1%
97132	1	0.1%
83222	1	0.1%
82690	1	0.1%
81991	1	0.1%
63951	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	0.990	0.950	0.999	1.000	0.999	0.939	0.939	0.939	0.939	0.939	0.939	0.936	0.936	0.936	0.926	0.919	0.936
2007	0.990	1.000	1.000	0.991	0.994	0.991	0.906	0.906	0.906	0.906	0.906	0.906	0.884	0.884	0.884	0.873	0.864	0.884
2008	0.950	1.000	1.000	0.952	1.000	0.952	0.995	0.995	0.995	0.995	0.995	0.995	0.989	0.989	0.989	0.987	0.985	0.989
2009	0.999	0.991	0.952	1.000	1.000	0.999	0.937	0.937	0.937	0.937	0.937	0.937	0.936	0.936	0.936	0.926	0.918	0.936
2010	1.000	0.994	1.000	1.000	1.000	1.000	0.953	0.953	0.953	0.953	0.953	0.953	0.953	0.953	0.953	0.939	0.930	0.953
2011	0.999	0.991	0.952	0.999	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.955	0.942	1.000
2012	0.939	0.906	0.995	0.937	0.953	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.997	0.997	0.997	0.996	0.995	0.997
2013	0.939	0.906	0.995	0.937	0.953	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.997	0.997	0.997	0.996	0.995	0.997
2014	0.939	0.906	0.995	0.937	0.953	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.997	0.997	0.997	0.996	0.995	0.997
2015	0.939	0.906	0.995	0.937	0.953	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.997	0.997	0.997	0.996	0.995	0.997
2016	0.939	0.906	0.995	0.937	0.953	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.997	0.997	0.997	0.996	0.995	0.997
2017	0.939	0.906	0.995	0.937	0.953	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.997	0.997	0.997	0.996	0.995	0.997
2018	0.936	0.884	0.989	0.936	0.953	1.000	0.997	0.997	0.997	0.997	0.997	0.997	1.000	1.000	1.000	1.000	1.000	1.000
2019	0.936	0.884	0.989	0.936	0.953	1.000	0.997	0.997	0.997	0.997	0.997	0.997	1.000	1.000	1.000	1.000	1.000	1.000
2020	0.936	0.884	0.989	0.936	0.953	1.000	0.997	0.997	0.997	0.997	0.997	0.997	1.000	1.000	1.000	1.000	1.000	1.000
2021	0.926	0.873	0.987	0.926	0.939	0.955	0.996	0.996	0.996	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000
2022	0.919	0.864	0.985	0.918	0.930	0.942	0.995	0.995	0.995	0.995	0.995	0.995	1.000	1.000	1.000	1.000	1.000	1.000
2023	0.936	0.884	0.989	0.936	0.953	1.000	0.997	0.997	0.997	0.997	0.997	0.997	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	0.946	0.926	0.918	0.916	0.923	0.917	0.917	0.914	0.925	0.919	0.917	0.918	0.911	0.912	0.913	0.911	0.903
2007	0.946	1.000	0.950	0.936	0.930	0.934	0.936	0.932	0.931	0.937	0.932	0.936	0.935	0.929	0.933	0.928	0.928	0.922
2008	0.926	0.950	1.000	0.947	0.938	0.940	0.940	0.937	0.937	0.945	0.940	0.938	0.936	0.930	0.933	0.930	0.931	0.929
2009	0.918	0.936	0.947	1.000	0.957	0.954	0.952	0.946	0.946	0.950	0.946	0.946	0.946	0.938	0.942	0.943	0.940	0.937
2010	0.916	0.930	0.938	0.957	1.000	0.955	0.950	0.942	0.935	0.938	0.939	0.942	0.941	0.931	0.938	0.936	0.933	0.932
2011	0.923	0.934	0.940	0.954	0.955	1.000	0.961	0.957	0.950	0.950	0.945	0.948	0.949	0.938	0.946	0.943	0.938	0.940
2012	0.917	0.936	0.940	0.952	0.950	0.961	1.000	0.962	0.952	0.954	0.952	0.951	0.948	0.940	0.947	0.944	0.942	0.943
2013	0.917	0.932	0.937	0.946	0.942	0.957	0.962	1.000	0.958	0.957	0.951	0.955	0.950	0.941	0.947	0.943	0.943	0.940
2014	0.914	0.931	0.937	0.946	0.935	0.950	0.952	0.958	1.000	0.962	0.950	0.950	0.946	0.940	0.944	0.938	0.937	0.931
2015	0.925	0.937	0.945	0.950	0.938	0.950	0.954	0.957	0.962	1.000	0.963	0.955	0.955	0.947	0.952	0.949	0.943	0.938
2016	0.919	0.932	0.940	0.946	0.939	0.945	0.952	0.951	0.950	0.963	1.000	0.963	0.955	0.950	0.953	0.948	0.943	0.941
2017	0.917	0.936	0.938	0.946	0.942	0.948	0.951	0.955	0.950	0.955	0.963	1.000	0.964	0.958	0.959	0.951	0.950	0.945
2018	0.918	0.935	0.936	0.946	0.941	0.949	0.948	0.950	0.946	0.955	0.955	0.964	1.000	0.964	0.960	0.955	0.952	0.951
2019	0.911	0.929	0.930	0.938	0.931	0.938	0.940	0.941	0.940	0.947	0.950	0.958	0.964	1.000	0.960	0.953	0.949	0.948
2020	0.912	0.933	0.933	0.942	0.938	0.946	0.947	0.947	0.944	0.952	0.953	0.959	0.960	0.960	1.000	0.963	0.953	0.949
2021	0.913	0.928	0.930	0.943	0.936	0.943	0.944	0.943	0.938	0.949	0.948	0.951	0.955	0.953	0.963	1.000	0.964	0.952
2022	0.911	0.928	0.931	0.940	0.933	0.938	0.942	0.943	0.937	0.943	0.943	0.950	0.952	0.949	0.953	0.964	1.000	0.957
2023	0.903	0.922	0.929	0.937	0.932	0.940	0.943	0.940	0.931	0.938	0.941	0.945	0.951	0.948	0.949	0.952	0.957	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	295170	256097	247951	234035	219137	213977	205851	206584	233252	256025	240897	245636	228850	208644	257024	273057	207147	145366
1	전국_답	469423	401547	417959	394873	346599	345389	323172	333355	355640	382225	388534	377349	370839	347701	394110	411027	306456	235584
2	전국_대지	154905	107383	93501	111552	94299	109570	120983	121387	137278	159752	180419	167347	141274	133688	152070	178722	131916	81991
3	전국_임야	1917271	1514145	1328592	1319531	1116184	1079433	976722	940684	985359	1103089	1070868	1136909	1049899	917231	945321	1022236	913541	721886
4	전국_공장	31847	35980	23239	15445	16526	18877	15552	25232	26103	21882	22840	24593	21180	21692	23898	25507	21981	15010
5	전국_기타	113787	85228	74578	75345	70888	76812	69344	71618	90036	90943	103029	86061	94732	88122	91792	105549	94583	63951
6	서울_전	290	240	252	566	643	245	153	165	285	256	393	247	224	170	199	299	173	71
7	서울_답	385	234	224	2511	746	317	140	167	210	352	338	182	295	219	191	447	208	106
8	서울_대지	11394	4740	3279	1959	2201	1767	1705	2417	2898	2948	2901	4397	4159	5989	5822	6084	7476	2012
9	서울_임야	6151	2612	1306	1909	1757	1084	4931	1116	1572	2523	1958	1272	2416	1776	1070	2193	1470	524

	지역_지목	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
1784	제주 제주시_대지	672	617	558	792	1208	796	918	844	1313	2435	2429	2670	2100	1612	1307	1934	1490	1051
1785	제주 제주시_임야	17227	15665	10857	7167	10921	8230	7660	10443	16147	21201	16386	11293	9762	9388	7817	9737	7176	6759
1786	제주 제주시_공장	15	38	46	51	40	27	16	8	39	66	66	35	10	16	23	31	20	12
1787	제주 제주시_기타	4235	6315	5463	5556	5875	5516	5076	5619	8440	9331	10212	5379	6368	4031	3260	4920	5080	2503
1788	제주 서귀포시_전	3587	6810	4231	4864	4602	4524	4883	6716	9418	10153	7554	5827	4863	3942	3406	4116	3453	2247
1789	제주 서귀포시_답	180	302	166	381	127	98	73	112	311	263	370	142	127	84	113	134	82	34
1790	제주 서귀포시_대지	367	527	334	569	839	715	640	3347	1215	1264	1086	1718	1198	640	371	794	620	640
1791	제주 서귀포시_임야	10697	10140	9818	7168	6836	8190	6548	9491	12476	21798	13909	11894	6724	7750	5365	5191	4908	7565
1792	제주 서귀포시_공장	35	20	23	48	16	16	34	98	30	39	19	31	17	18	11	13	6	11
1793	제주 서귀포시_기타	3057	5681	4132	6171	3348	4126	4328	4835	6558	8633	7008	4929	5163	4859	3577	3314	2872	2027

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