gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	2392
Missing cells	2920
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	397.2 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 용도지역별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068326/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 176 (7.4%) missing values	Missing
`2007` has 216 (9.0%) missing values	Missing
`2008` has 200 (8.4%) missing values	Missing
`2009` has 200 (8.4%) missing values	Missing
`2010` has 152 (6.4%) missing values	Missing
`2011` has 176 (7.4%) missing values	Missing
`2012` has 160 (6.7%) missing values	Missing
`2013` has 160 (6.7%) missing values	Missing
`2014` has 104 (4.3%) missing values	Missing
`2015` has 136 (5.7%) missing values	Missing
`2016` has 136 (5.7%) missing values	Missing
`2017` has 160 (6.7%) missing values	Missing
`2018` has 152 (6.4%) missing values	Missing
`2019` has 160 (6.7%) missing values	Missing
`2020` has 160 (6.7%) missing values	Missing
`2021` has 160 (6.7%) missing values	Missing
`2022` has 160 (6.7%) missing values	Missing
`2023` has 152 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 33.84900631)	Skewed
`2007` is highly skewed (γ1 = 33.83985939)	Skewed
`2008` is highly skewed (γ1 = 33.81193904)	Skewed
`2009` is highly skewed (γ1 = 35.69618444)	Skewed
`2010` is highly skewed (γ1 = 35.57417361)	Skewed
`2011` is highly skewed (γ1 = 35.29204573)	Skewed
`2012` is highly skewed (γ1 = 34.47697526)	Skewed
`2013` is highly skewed (γ1 = 34.59902543)	Skewed
`2014` is highly skewed (γ1 = 33.43400279)	Skewed
`2015` is highly skewed (γ1 = 33.22434893)	Skewed
`2016` is highly skewed (γ1 = 31.83521595)	Skewed
`2017` is highly skewed (γ1 = 33.77275182)	Skewed
`2018` is highly skewed (γ1 = 34.0726678)	Skewed
`2019` is highly skewed (γ1 = 33.28914576)	Skewed
`2020` is highly skewed (γ1 = 31.68175103)	Skewed
`2021` is highly skewed (γ1 = 31.817305)	Skewed
`2022` is highly skewed (γ1 = 32.94678952)	Skewed
`2023` is highly skewed (γ1 = 34.02666883)	Skewed
`지역_용도지역` has unique values	Unique
`2006` has 638 (26.7%) zeros	Zeros
`2007` has 659 (27.6%) zeros	Zeros
`2008` has 644 (26.9%) zeros	Zeros
`2009` has 647 (27.0%) zeros	Zeros
`2010` has 668 (27.9%) zeros	Zeros
`2011` has 649 (27.1%) zeros	Zeros
`2012` has 676 (28.3%) zeros	Zeros
`2013` has 652 (27.3%) zeros	Zeros
`2014` has 628 (26.3%) zeros	Zeros
`2015` has 610 (25.5%) zeros	Zeros
`2016` has 618 (25.8%) zeros	Zeros
`2017` has 601 (25.1%) zeros	Zeros
`2018` has 625 (26.1%) zeros	Zeros
`2019` has 618 (25.8%) zeros	Zeros
`2020` has 610 (25.5%) zeros	Zeros
`2021` has 612 (25.6%) zeros	Zeros
`2022` has 641 (26.8%) zeros	Zeros
`2023` has 686 (28.7%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 03:42:52.693095
Analysis finished	2024-03-23 03:45:27.236980
Duration	2 minutes and 34.54 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_용도지역
Text

UNIQUE

Distinct	2392
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	18.8 KiB

Length

Max length	28
Median length	26
Mean length	16.026338
Min length	7

Characters and Unicode

Total characters	38335
Distinct characters	158
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	2392 ?
Unique (%)	100.0%

Sample

1st row	전국_도시지역_주거지역
2nd row	전국_도시지역_상업지역
3rd row	전국_도시지역_공업지역
4th row	전국_도시지역_녹지지역
5th row	전국_도시지역_개발제한구역

Value	Count	Frequency (%)
경기	416	8.4%
경남	208	4.2%
경북	200	4.1%
서울	200	4.1%
전남	176	3.6%
충북	152	3.1%
충남	152	3.1%
강원	144	2.9%
부산	128	2.6%
전북	128	2.6%
Other values (2205)	3024	61.4%

Most occurring characters

Value	Count	Frequency (%)
지	4194	10.9%
_	4186	10.9%
역	3887	10.1%
시	2770	7.2%
	2536	6.6%
도	2133	5.6%
구	1427	3.7%
경	1171	3.1%
군	744	1.9%
남	712	1.9%
Other values (148)	14575	38.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	31309	81.7%
Connector Punctuation	4186	10.9%
Space Separator	2536	6.6%
Open Punctuation	152	0.4%
Close Punctuation	152	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
지	4194	13.4%
역	3887	12.4%
시	2770	8.8%
도	2133	6.8%
구	1427	4.6%
경	1171	3.7%
군	744	2.4%
남	712	2.3%
전	699	2.2%
주	675	2.2%
Other values (144)	12897	41.2%

Connector Punctuation

Value	Count	Frequency (%)
_	4186	100.0%

Space Separator

Value	Count	Frequency (%)
	2536	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	152	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	152	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	31309	81.7%
Common	7026	18.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
지	4194	13.4%
역	3887	12.4%
시	2770	8.8%
도	2133	6.8%
구	1427	4.6%
경	1171	3.7%
군	744	2.4%
남	712	2.3%
전	699	2.2%
주	675	2.2%
Other values (144)	12897	41.2%

Common

Value	Count	Frequency (%)
_	4186	59.6%
	2536	36.1%
(	152	2.2%
)	152	2.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	31309	81.7%
ASCII	7026	18.3%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
지	4194	13.4%
역	3887	12.4%
시	2770	8.8%
도	2133	6.8%
구	1427	4.6%
경	1171	3.7%
군	744	2.4%
남	712	2.3%
전	699	2.2%
주	675	2.2%
Other values (144)	12897	41.2%

ASCII

Value	Count	Frequency (%)
_	4186	59.6%
	2536	36.1%
(	152	2.2%
)	152	2.2%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	851
Distinct (%)	38.4%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	2624.8023

Minimum	0
Maximum	1127663
Zeros	638
Zeros (%)	26.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	42
Q3	560.5
95-th percentile	8102
Maximum	1127663
Range	1127663
Interquartile range (IQR)	560.5

Descriptive statistics

Standard deviation	27130.145
Coefficient of variation (CV)	10.336071
Kurtosis	1350.9569
Mean	2624.8023
Median Absolute Deviation (MAD)	42
Skewness	33.849006
Sum	5816562
Variance	7.3604475 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	638	26.7%
1	60	2.5%
3	31	1.3%
2	26	1.1%
6	24	1.0%
7	23	1.0%
4	23	1.0%
8	20	0.8%
5	20	0.8%
15	14	0.6%
Other values (841)	1337	55.9%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	638	26.7%
1	60	2.5%
2	26	1.1%
3	31	1.3%
4	23	1.0%
5	20	0.8%
6	24	1.0%
7	23	1.0%
8	20	0.8%
9	14	0.6%

Value	Count	Frequency (%)
1127663	1	< 0.1%
340207	1	< 0.1%
198335	1	< 0.1%
179929	1	< 0.1%
176921	1	< 0.1%
161539	1	< 0.1%
157443	1	< 0.1%
141384	1	< 0.1%
111405	1	< 0.1%
94482	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	806
Distinct (%)	37.0%
Missing	216
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	2018.2436

Minimum	0
Maximum	856500
Zeros	659
Zeros (%)	27.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	34
Q3	431.5
95-th percentile	6188.5
Maximum	856500
Range	856500
Interquartile range (IQR)	431.5

Descriptive statistics

Standard deviation	20719.758
Coefficient of variation (CV)	10.266233
Kurtosis	1345.2328
Mean	2018.2436
Median Absolute Deviation (MAD)	34
Skewness	33.839859
Sum	4391698
Variance	4.2930838 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	659	27.6%
1	47	2.0%
3	38	1.6%
2	30	1.3%
4	27	1.1%
5	25	1.0%
8	19	0.8%
11	17	0.7%
12	16	0.7%
7	14	0.6%
Other values (796)	1284	53.7%
(Missing)	216	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	659	27.6%
1	47	2.0%
2	30	1.3%
3	38	1.6%
4	27	1.1%
5	25	1.0%
6	14	0.6%
7	14	0.6%
8	19	0.8%
9	8	0.3%

Value	Count	Frequency (%)
856500	1	< 0.1%
257496	1	< 0.1%
145767	1	< 0.1%
139130	1	< 0.1%
131432	1	< 0.1%
121800	1	< 0.1%
110217	1	< 0.1%
96693	1	< 0.1%
80294	1	< 0.1%
80270	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	799
Distinct (%)	36.5%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1915.844

Minimum	0
Maximum	814187
Zeros	644
Zeros (%)	26.9%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	33
Q3	404
95-th percentile	6000.4
Maximum	814187
Range	814187
Interquartile range (IQR)	404

Descriptive statistics

Standard deviation	19672.239
Coefficient of variation (CV)	10.268184
Kurtosis	1343.585
Mean	1915.844
Median Absolute Deviation (MAD)	33
Skewness	33.811939
Sum	4199530
Variance	3.8699699 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	644	26.9%
1	49	2.0%
2	43	1.8%
3	37	1.5%
5	26	1.1%
7	22	0.9%
11	22	0.9%
4	20	0.8%
10	19	0.8%
6	19	0.8%
Other values (789)	1291	54.0%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	644	26.9%
1	49	2.0%
2	43	1.8%
3	37	1.5%
4	20	0.8%
5	26	1.1%
6	19	0.8%
7	22	0.9%
8	14	0.6%
9	12	0.5%

Value	Count	Frequency (%)
814187	1	< 0.1%
252874	1	< 0.1%
160075	1	< 0.1%
121490	1	< 0.1%
111457	1	< 0.1%
107812	1	< 0.1%
103076	1	< 0.1%
82910	1	< 0.1%
78665	1	< 0.1%
78113	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	794
Distinct (%)	36.2%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	2008.3841

Minimum	0
Maximum	942831
Zeros	647
Zeros (%)	27.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	37
Q3	415.5
95-th percentile	6712.05
Maximum	942831
Range	942831
Interquartile range (IQR)	415.5

Descriptive statistics

Standard deviation	22237.307
Coefficient of variation (CV)	11.072238
Kurtosis	1471.3638
Mean	2008.3841
Median Absolute Deviation (MAD)	37
Skewness	35.696184
Sum	4402378
Variance	4.9449782 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	647	27.0%
1	47	2.0%
2	37	1.5%
5	32	1.3%
3	31	1.3%
4	31	1.3%
7	23	1.0%
6	17	0.7%
8	17	0.7%
9	15	0.6%
Other values (784)	1295	54.1%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	647	27.0%
1	47	2.0%
2	37	1.5%
3	31	1.3%
4	31	1.3%
5	32	1.3%
6	17	0.7%
7	23	1.0%
8	17	0.7%
9	15	0.6%

Value	Count	Frequency (%)
942831	1	< 0.1%
211394	1	< 0.1%
184937	1	< 0.1%
126344	1	< 0.1%
125361	1	< 0.1%
119156	1	< 0.1%
118129	1	< 0.1%
106113	1	< 0.1%
101217	1	< 0.1%
95982	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	799
Distinct (%)	35.7%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1733.6134

Minimum	0
Maximum	799177
Zeros	668
Zeros (%)	27.9%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	34
Q3	387.5
95-th percentile	5783.05
Maximum	799177
Range	799177
Interquartile range (IQR)	387.5

Descriptive statistics

Standard deviation	18762.235
Coefficient of variation (CV)	10.822618
Kurtosis	1468.3552
Mean	1733.6134
Median Absolute Deviation (MAD)	34
Skewness	35.574174
Sum	3883294
Variance	3.5202146 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	668	27.9%
1	55	2.3%
2	41	1.7%
3	32	1.3%
4	29	1.2%
6	24	1.0%
9	19	0.8%
8	19	0.8%
10	19	0.8%
7	16	0.7%
Other values (789)	1318	55.1%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	668	27.9%
1	55	2.3%
2	41	1.7%
3	32	1.3%
4	29	1.2%
5	13	0.5%
6	24	1.0%
7	16	0.7%
8	19	0.8%
9	19	0.8%

Value	Count	Frequency (%)
799177	1	< 0.1%
194062	1	< 0.1%
166377	1	< 0.1%
115510	1	< 0.1%
108384	1	< 0.1%
99457	1	< 0.1%
97345	1	< 0.1%
86823	1	< 0.1%
83340	1	< 0.1%
81847	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	804
Distinct (%)	36.3%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	1714.9666

Minimum	0
Maximum	780339
Zeros	649
Zeros (%)	27.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	36.5
Q3	396.25
95-th percentile	5588
Maximum	780339
Range	780339
Interquartile range (IQR)	396.25

Descriptive statistics

Standard deviation	18430.344
Coefficient of variation (CV)	10.746766
Kurtosis	1448.3041
Mean	1714.9666
Median Absolute Deviation (MAD)	36.5
Skewness	35.292046
Sum	3800366
Variance	3.3967759 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	649	27.1%
1	60	2.5%
2	39	1.6%
3	32	1.3%
4	25	1.0%
6	24	1.0%
5	22	0.9%
7	21	0.9%
8	18	0.8%
13	16	0.7%
Other values (794)	1310	54.8%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	649	27.1%
1	60	2.5%
2	39	1.6%
3	32	1.3%
4	25	1.0%
5	22	0.9%
6	24	1.0%
7	21	0.9%
8	18	0.8%
9	16	0.7%

Value	Count	Frequency (%)
780339	1	< 0.1%
181641	1	< 0.1%
157484	1	< 0.1%
125472	1	< 0.1%
115743	1	< 0.1%
103269	1	< 0.1%
89941	1	< 0.1%
83620	1	< 0.1%
79478	1	< 0.1%
73385	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	774
Distinct (%)	34.7%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1541.3714

Minimum	0
Maximum	679981
Zeros	676
Zeros (%)	28.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	38
Q3	389.25
95-th percentile	5068.7
Maximum	679981
Range	679981
Interquartile range (IQR)	389.25

Descriptive statistics

Standard deviation	16195.506
Coefficient of variation (CV)	10.507206
Kurtosis	1393.7424
Mean	1541.3714
Median Absolute Deviation (MAD)	38
Skewness	34.476975
Sum	3440341
Variance	2.6229443 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	676	28.3%
2	49	2.0%
1	49	2.0%
3	29	1.2%
4	27	1.1%
5	23	1.0%
6	19	0.8%
9	18	0.8%
10	17	0.7%
7	16	0.7%
Other values (764)	1309	54.7%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	676	28.3%
1	49	2.0%
2	49	2.0%
3	29	1.2%
4	27	1.1%
5	23	1.0%
6	19	0.8%
7	16	0.7%
8	10	0.4%
9	18	0.8%

Value	Count	Frequency (%)
679981	1	< 0.1%
176122	1	< 0.1%
148278	1	< 0.1%
124775	1	< 0.1%
109859	1	< 0.1%
98545	1	< 0.1%
79263	1	< 0.1%
71828	1	< 0.1%
63708	1	< 0.1%
59032	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	789
Distinct (%)	35.3%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1513.6783

Minimum	0
Maximum	666281
Zeros	652
Zeros (%)	27.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	35
Q3	367.25
95-th percentile	5006.05
Maximum	666281
Range	666281
Interquartile range (IQR)	367.25

Descriptive statistics

Standard deviation	15848.666
Coefficient of variation (CV)	10.4703
Kurtosis	1401.02
Mean	1513.6783
Median Absolute Deviation (MAD)	35
Skewness	34.599025
Sum	3378530
Variance	2.5118021 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	652	27.3%
1	53	2.2%
2	32	1.3%
3	29	1.2%
9	26	1.1%
8	23	1.0%
4	23	1.0%
5	22	0.9%
6	21	0.9%
7	21	0.9%
Other values (779)	1330	55.6%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	652	27.3%
1	53	2.2%
2	32	1.3%
3	29	1.2%
4	23	1.0%
5	22	0.9%
6	21	0.9%
7	21	0.9%
8	23	1.0%
9	26	1.1%

Value	Count	Frequency (%)
666281	1	< 0.1%
174143	1	< 0.1%
148134	1	< 0.1%
117835	1	< 0.1%
107223	1	< 0.1%
85194	1	< 0.1%
76401	1	< 0.1%
71548	1	< 0.1%
69701	1	< 0.1%
54518	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	833
Distinct (%)	36.4%
Missing	104
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	1596.8444

Minimum	0
Maximum	671456
Zeros	628
Zeros (%)	26.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	49
Q3	435.25
95-th percentile	5193.45
Maximum	671456
Range	671456
Interquartile range (IQR)	435.25

Descriptive statistics

Standard deviation	16105.251
Coefficient of variation (CV)	10.085674
Kurtosis	1327.8826
Mean	1596.8444
Median Absolute Deviation (MAD)	49
Skewness	33.434003
Sum	3653580
Variance	2.5937912 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	628	26.3%
1	47	2.0%
2	44	1.8%
4	33	1.4%
3	25	1.0%
5	21	0.9%
6	19	0.8%
8	18	0.8%
7	16	0.7%
10	16	0.7%
Other values (823)	1421	59.4%
(Missing)	104	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	628	26.3%
1	47	2.0%
2	44	1.8%
3	25	1.0%
4	33	1.4%
5	21	0.9%
6	19	0.8%
7	16	0.7%
8	18	0.8%
9	14	0.6%

Value	Count	Frequency (%)
671456	1	< 0.1%
189779	1	< 0.1%
172207	1	< 0.1%
150343	1	< 0.1%
113319	1	< 0.1%
88626	1	< 0.1%
70673	1	< 0.1%
70546	1	< 0.1%
69429	1	< 0.1%
57265	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	857
Distinct (%)	38.0%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	1784.8723

Minimum	0
Maximum	745191
Zeros	610
Zeros (%)	25.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	56
Q3	480
95-th percentile	5657.25
Maximum	745191
Range	745191
Interquartile range (IQR)	480

Descriptive statistics

Standard deviation	18001.293
Coefficient of variation (CV)	10.085479
Kurtosis	1309.7298
Mean	1784.8723
Median Absolute Deviation (MAD)	56
Skewness	33.224349
Sum	4026672
Variance	3.2404654 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	610	25.5%
1	58	2.4%
2	42	1.8%
5	30	1.3%
4	30	1.3%
3	22	0.9%
15	17	0.7%
7	16	0.7%
6	15	0.6%
11	14	0.6%
Other values (847)	1402	58.6%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	610	25.5%
1	58	2.4%
2	42	1.8%
3	22	0.9%
4	30	1.3%
5	30	1.3%
6	15	0.6%
7	16	0.7%
8	10	0.4%
9	10	0.4%

Value	Count	Frequency (%)
745191	1	< 0.1%
225681	1	< 0.1%
174247	1	< 0.1%
165019	1	< 0.1%
124655	1	< 0.1%
107514	1	< 0.1%
81776	1	< 0.1%
71213	1	< 0.1%
70827	1	< 0.1%
62533	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	840
Distinct (%)	37.2%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	1806.4162

Minimum	0
Maximum	707794
Zeros	618
Zeros (%)	25.8%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	47
Q3	441.25
95-th percentile	5730
Maximum	707794
Range	707794
Interquartile range (IQR)	441.25

Descriptive statistics

Standard deviation	17429.136
Coefficient of variation (CV)	9.6484609
Kurtosis	1218.9184
Mean	1806.4162
Median Absolute Deviation (MAD)	47
Skewness	31.835216
Sum	4075275
Variance	3.0377479 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	618	25.8%
1	54	2.3%
2	37	1.5%
5	36	1.5%
3	30	1.3%
4	27	1.1%
6	25	1.0%
7	20	0.8%
12	17	0.7%
8	16	0.7%
Other values (830)	1376	57.5%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	618	25.8%
1	54	2.3%
2	37	1.5%
3	30	1.3%
4	27	1.1%
5	36	1.5%
6	25	1.0%
7	20	0.8%
8	16	0.7%
9	11	0.5%

Value	Count	Frequency (%)
707794	1	< 0.1%
222177	1	< 0.1%
209208	1	< 0.1%
156539	1	< 0.1%
119452	1	< 0.1%
89724	1	< 0.1%
84880	1	< 0.1%
70028	1	< 0.1%
67227	1	< 0.1%
66266	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	856
Distinct (%)	38.4%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1861.0197

Minimum	0
Maximum	794512
Zeros	601
Zeros (%)	25.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	55
Q3	473.5
95-th percentile	5817.6
Maximum	794512
Range	794512
Interquartile range (IQR)	473.5

Descriptive statistics

Standard deviation	19101.323
Coefficient of variation (CV)	10.263902
Kurtosis	1345.2349
Mean	1861.0197
Median Absolute Deviation (MAD)	55
Skewness	33.772752
Sum	4153796
Variance	3.6486055 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	601	25.1%
2	46	1.9%
1	41	1.7%
3	37	1.5%
5	24	1.0%
7	23	1.0%
6	21	0.9%
4	19	0.8%
17	17	0.7%
9	13	0.5%
Other values (846)	1390	58.1%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	601	25.1%
1	41	1.7%
2	46	1.9%
3	37	1.5%
4	19	0.8%
5	24	1.0%
6	21	0.9%
7	23	1.0%
8	12	0.5%
9	13	0.5%

Value	Count	Frequency (%)
794512	1	< 0.1%
204923	1	< 0.1%
190220	1	< 0.1%
183495	1	< 0.1%
133159	1	< 0.1%
95360	1	< 0.1%
87992	1	< 0.1%
79230	1	< 0.1%
77477	1	< 0.1%
69646	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	832
Distinct (%)	37.1%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1749.2978

Minimum	0
Maximum	758986
Zeros	625
Zeros (%)	26.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	49
Q3	445
95-th percentile	5670.85
Maximum	758986
Range	758986
Interquartile range (IQR)	445

Descriptive statistics

Standard deviation	18153.326
Coefficient of variation (CV)	10.377493
Kurtosis	1367.1269
Mean	1749.2978
Median Absolute Deviation (MAD)	49
Skewness	34.072668
Sum	3918427
Variance	3.2954324 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	625	26.1%
1	54	2.3%
2	31	1.3%
4	30	1.3%
3	26	1.1%
9	26	1.1%
7	24	1.0%
6	20	0.8%
5	20	0.8%
10	18	0.8%
Other values (822)	1366	57.1%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	625	26.1%
1	54	2.3%
2	31	1.3%
3	26	1.1%
4	30	1.3%
5	20	0.8%
6	20	0.8%
7	24	1.0%
8	10	0.4%
9	26	1.1%

Value	Count	Frequency (%)
758986	1	< 0.1%
194936	1	< 0.1%
179438	1	< 0.1%
153673	1	< 0.1%
132725	1	< 0.1%
98142	1	< 0.1%
90137	1	< 0.1%
80301	1	< 0.1%
71212	1	< 0.1%
67226	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	810
Distinct (%)	36.3%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1627.6501

Minimum	0
Maximum	680397
Zeros	618
Zeros (%)	25.8%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	44
Q3	412
95-th percentile	5231.5
Maximum	680397
Range	680397
Interquartile range (IQR)	412

Descriptive statistics

Standard deviation	16457.707
Coefficient of variation (CV)	10.11133
Kurtosis	1314.3542
Mean	1627.6501
Median Absolute Deviation (MAD)	44
Skewness	33.289146
Sum	3632915
Variance	2.7085611 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	618	25.8%
1	49	2.0%
3	37	1.5%
2	33	1.4%
4	32	1.3%
5	32	1.3%
7	26	1.1%
6	26	1.1%
9	18	0.8%
8	17	0.7%
Other values (800)	1344	56.2%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	618	25.8%
1	49	2.0%
2	33	1.4%
3	37	1.5%
4	32	1.3%
5	32	1.3%
6	26	1.1%
7	26	1.1%
8	17	0.7%
9	18	0.8%

Value	Count	Frequency (%)
680397	1	< 0.1%
192779	1	< 0.1%
167329	1	< 0.1%
132175	1	< 0.1%
123064	1	< 0.1%
86005	1	< 0.1%
78369	1	< 0.1%
74827	1	< 0.1%
66951	1	< 0.1%
65385	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	825
Distinct (%)	37.0%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1752.6151

Minimum	0
Maximum	694446
Zeros	610
Zeros (%)	25.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	51
Q3	449.5
95-th percentile	5338.75
Maximum	694446
Range	694446
Interquartile range (IQR)	449.5

Descriptive statistics

Standard deviation	17191.275
Coefficient of variation (CV)	9.8089276
Kurtosis	1206.3361
Mean	1752.6151
Median Absolute Deviation (MAD)	51
Skewness	31.681751
Sum	3911837
Variance	2.9553994 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	610	25.5%
1	50	2.1%
3	38	1.6%
5	28	1.2%
2	24	1.0%
4	21	0.9%
6	17	0.7%
15	16	0.7%
13	15	0.6%
7	15	0.6%
Other values (815)	1398	58.4%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	610	25.5%
1	50	2.1%
2	24	1.0%
3	38	1.6%
4	21	0.9%
5	28	1.2%
6	17	0.7%
7	15	0.6%
8	14	0.6%
9	12	0.5%

Value	Count	Frequency (%)
694446	1	< 0.1%
221333	1	< 0.1%
200411	1	< 0.1%
151058	1	< 0.1%
122938	1	< 0.1%
83871	1	< 0.1%
79932	1	< 0.1%
76865	1	< 0.1%
75665	1	< 0.1%
69526	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	866
Distinct (%)	38.8%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1860.6895

Minimum	0
Maximum	734792
Zeros	612
Zeros (%)	25.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	56
Q3	511
95-th percentile	5872.4
Maximum	734792
Range	734792
Interquartile range (IQR)	511

Descriptive statistics

Standard deviation	18180.814
Coefficient of variation (CV)	9.7710091
Kurtosis	1210.8506
Mean	1860.6895
Median Absolute Deviation (MAD)	56
Skewness	31.817305
Sum	4153059
Variance	3.30542 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	612	25.6%
1	40	1.7%
3	36	1.5%
2	29	1.2%
4	27	1.1%
5	21	0.9%
11	17	0.7%
7	16	0.7%
8	14	0.6%
6	14	0.6%
Other values (856)	1406	58.8%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	612	25.6%
1	40	1.7%
2	29	1.2%
3	36	1.5%
4	27	1.1%
5	21	0.9%
6	14	0.6%
7	16	0.7%
8	14	0.6%
9	14	0.6%

Value	Count	Frequency (%)
734792	1	< 0.1%
237598	1	< 0.1%
225228	1	< 0.1%
150053	1	< 0.1%
127366	1	< 0.1%
86687	1	< 0.1%
84129	1	< 0.1%
77506	1	< 0.1%
69854	1	< 0.1%
68006	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	787
Distinct (%)	35.3%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1568.8781

Minimum	0
Maximum	650403
Zeros	641
Zeros (%)	26.8%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	34
Q3	403.5
95-th percentile	4859.85
Maximum	650403
Range	650403
Interquartile range (IQR)	403.5

Descriptive statistics

Standard deviation	15811.562
Coefficient of variation (CV)	10.07826
Kurtosis	1290.2747
Mean	1568.8781
Median Absolute Deviation (MAD)	34
Skewness	32.94679
Sum	3501736
Variance	2.500055 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	641	26.8%
1	54	2.3%
4	36	1.5%
2	34	1.4%
3	33	1.4%
8	23	1.0%
7	23	1.0%
5	22	0.9%
17	21	0.9%
12	17	0.7%
Other values (777)	1328	55.5%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	641	26.8%
1	54	2.3%
2	34	1.4%
3	33	1.4%
4	36	1.5%
5	22	0.9%
6	12	0.5%
7	23	1.0%
8	23	1.0%
9	14	0.6%

Value	Count	Frequency (%)
650403	1	< 0.1%
188598	1	< 0.1%
169725	1	< 0.1%
133978	1	< 0.1%
113688	1	< 0.1%
78795	1	< 0.1%
77681	1	< 0.1%
76477	1	< 0.1%
56402	1	< 0.1%
55738	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	723
Distinct (%)	32.3%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1194.5433

Minimum	0
Maximum	518596
Zeros	686
Zeros (%)	28.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	24
Q3	261.25
95-th percentile	3601.7
Maximum	518596
Range	518596
Interquartile range (IQR)	261.25

Descriptive statistics

Standard deviation	12399.399
Coefficient of variation (CV)	10.380033
Kurtosis	1367.6652
Mean	1194.5433
Median Absolute Deviation (MAD)	24
Skewness	34.026669
Sum	2675777
Variance	1.537451 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	686	28.7%
1	74	3.1%
2	41	1.7%
3	35	1.5%
4	28	1.2%
5	27	1.1%
10	22	0.9%
8	22	0.9%
6	22	0.9%
9	19	0.8%
Other values (713)	1264	52.8%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	686	28.7%
1	74	3.1%
2	41	1.7%
3	35	1.5%
4	28	1.2%
5	27	1.1%
6	22	0.9%
7	14	0.6%
8	22	0.9%
9	19	0.8%

Value	Count	Frequency (%)
518596	1	< 0.1%
123601	1	< 0.1%
123308	1	< 0.1%
102390	1	< 0.1%
91484	1	< 0.1%
71377	1	< 0.1%
61375	1	< 0.1%
57764	1	< 0.1%
49223	1	< 0.1%
47941	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2006	1.000	1.000	0.999	0.999	0.980	0.983	0.986	0.983	0.975	0.949	0.876	0.984	0.979	0.986	0.841	0.859	0.979	0.986
2007	1.000	1.000	0.999	0.999	0.980	0.983	0.986	0.983	0.975	0.949	0.876	0.984	0.979	0.986	0.841	0.859	0.979	0.986
2008	0.999	0.999	1.000	0.996	0.988	0.991	0.994	0.991	0.985	0.949	0.876	0.984	0.979	0.986	0.868	0.859	0.979	0.986
2009	0.999	0.999	0.996	1.000	0.989	0.985	0.980	0.985	0.977	0.922	0.850	0.976	0.982	0.989	0.844	0.867	0.982	0.989
2010	0.980	0.980	0.988	0.989	1.000	1.000	0.999	1.000	0.995	0.875	0.916	0.987	0.991	0.976	0.936	0.894	0.991	0.976
2011	0.983	0.983	0.991	0.985	1.000	1.000	1.000	0.999	0.991	0.886	0.927	0.990	0.985	0.968	0.920	0.870	0.985	0.968
2012	0.986	0.986	0.994	0.980	0.999	1.000	1.000	1.000	0.993	0.901	0.944	0.993	0.988	0.973	0.936	0.882	0.988	0.973
2013	0.983	0.983	0.991	0.985	1.000	0.999	1.000	1.000	0.997	0.886	0.927	0.990	0.994	0.980	0.953	0.907	0.994	0.980
2014	0.975	0.975	0.985	0.977	0.995	0.991	0.993	0.997	1.000	0.919	0.919	0.997	0.999	0.993	0.949	0.944	0.999	0.993
2015	0.949	0.949	0.949	0.922	0.875	0.886	0.901	0.886	0.919	1.000	0.995	1.000	0.938	0.901	0.986	0.991	0.938	0.901
2016	0.876	0.876	0.876	0.850	0.916	0.927	0.944	0.927	0.919	0.995	1.000	1.000	0.938	0.901	0.998	0.991	0.938	0.901
2017	0.984	0.984	0.984	0.976	0.987	0.990	0.993	0.990	0.997	1.000	1.000	1.000	0.999	0.993	0.907	0.938	0.999	0.993
2018	0.979	0.979	0.979	0.982	0.991	0.985	0.988	0.994	0.999	0.938	0.938	0.999	1.000	0.997	0.927	1.000	1.000	0.997
2019	0.986	0.986	0.986	0.989	0.976	0.968	0.973	0.980	0.993	0.901	0.901	0.993	0.997	1.000	0.893	1.000	0.997	1.000
2020	0.841	0.841	0.868	0.844	0.936	0.920	0.936	0.953	0.949	0.986	0.998	0.907	0.927	0.893	1.000	0.990	0.927	0.893
2021	0.859	0.859	0.859	0.867	0.894	0.870	0.882	0.907	0.944	0.991	0.991	0.938	1.000	1.000	0.990	1.000	1.000	1.000
2022	0.979	0.979	0.979	0.982	0.991	0.985	0.988	0.994	0.999	0.938	0.938	0.999	1.000	0.997	0.927	1.000	1.000	0.997
2023	0.986	0.986	0.986	0.989	0.976	0.968	0.973	0.980	0.993	0.901	0.901	0.993	0.997	1.000	0.893	1.000	0.997	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	0.933	0.921	0.901	0.893	0.893	0.883	0.888	0.884	0.878	0.882	0.871	0.869	0.870	0.874	0.874	0.877	0.871
2007	0.933	1.000	0.939	0.918	0.908	0.916	0.902	0.907	0.899	0.895	0.893	0.887	0.885	0.881	0.886	0.886	0.885	0.882
2008	0.921	0.939	1.000	0.935	0.919	0.925	0.913	0.917	0.911	0.910	0.908	0.900	0.896	0.892	0.893	0.896	0.898	0.899
2009	0.901	0.918	0.935	1.000	0.940	0.931	0.916	0.913	0.913	0.908	0.902	0.895	0.892	0.894	0.896	0.896	0.897	0.895
2010	0.893	0.908	0.919	0.940	1.000	0.943	0.922	0.922	0.912	0.909	0.906	0.896	0.893	0.893	0.897	0.890	0.891	0.888
2011	0.893	0.916	0.925	0.931	0.943	1.000	0.944	0.932	0.924	0.920	0.918	0.906	0.899	0.898	0.899	0.903	0.901	0.897
2012	0.883	0.902	0.913	0.916	0.922	0.944	1.000	0.944	0.926	0.926	0.925	0.916	0.902	0.900	0.900	0.901	0.906	0.903
2013	0.888	0.907	0.917	0.913	0.922	0.932	0.944	1.000	0.941	0.931	0.926	0.919	0.910	0.905	0.902	0.902	0.909	0.904
2014	0.884	0.899	0.911	0.913	0.912	0.924	0.926	0.941	1.000	0.951	0.937	0.928	0.916	0.911	0.911	0.907	0.911	0.906
2015	0.878	0.895	0.910	0.908	0.909	0.920	0.926	0.931	0.951	1.000	0.947	0.936	0.923	0.917	0.912	0.908	0.913	0.911
2016	0.882	0.893	0.908	0.902	0.906	0.918	0.925	0.926	0.937	0.947	1.000	0.948	0.931	0.925	0.922	0.914	0.917	0.916
2017	0.871	0.887	0.900	0.895	0.896	0.906	0.916	0.919	0.928	0.936	0.948	1.000	0.946	0.936	0.924	0.918	0.919	0.914
2018	0.869	0.885	0.896	0.892	0.893	0.899	0.902	0.910	0.916	0.923	0.931	0.946	1.000	0.948	0.935	0.928	0.926	0.919
2019	0.870	0.881	0.892	0.894	0.893	0.898	0.900	0.905	0.911	0.917	0.925	0.936	0.948	1.000	0.940	0.934	0.931	0.927
2020	0.874	0.886	0.893	0.896	0.897	0.899	0.900	0.902	0.911	0.912	0.922	0.924	0.935	0.940	1.000	0.946	0.936	0.924
2021	0.874	0.886	0.896	0.896	0.890	0.903	0.901	0.902	0.907	0.908	0.914	0.918	0.928	0.934	0.946	1.000	0.948	0.929
2022	0.877	0.885	0.898	0.897	0.891	0.901	0.906	0.909	0.911	0.913	0.917	0.919	0.926	0.931	0.936	0.948	1.000	0.947
2023	0.871	0.882	0.899	0.895	0.888	0.897	0.903	0.904	0.906	0.911	0.916	0.914	0.919	0.927	0.924	0.929	0.947	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_용도지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_도시지역_주거지역	179929	110217	103076	106113	108384	115743	124775	117835	172207	174247	222177	190220	194936	192779	221333	237598	188598	123308
1	전국_도시지역_상업지역	7295	5324	4657	4451	4148	5820	6312	6587	7818	8958	7621	9542	6417	6761	7090	8636	5911	2871
2	전국_도시지역_공업지역	26286	43412	27480	19198	28568	30393	30595	39643	40182	34138	35439	34142	30086	31480	30742	32426	29797	19728
3	전국_도시지역_녹지지역	340207	257496	252874	211394	194062	181641	176122	174143	189779	225681	209208	204923	179438	167329	200411	225228	169725	123601
4	전국_도시지역_개발제한구역	57144	51533	43224	43187	35155	40903	39606	36340	38727	47229	70028	48468	41982	39329	34501	33653	24308	18834
5	전국_도시지역_용도미지정	63139	38953	50408	15671	17586	9107	8547	8162	12767	12092	14631	20415	20826	16059	18476	28957	21391	14275
6	전국_농림지역	1127663	856500	814187	942831	799177	780339	679981	666281	671456	745191	707794	794512	758986	680397	694446	734792	650403	518596
7	전국_자연환경보전지역	111405	80270	78665	101217	81847	79478	59032	54518	57265	62533	51336	47191	44086	44030	62966	47549	47070	49223
8	서울_도시지역_주거지역	14776	6031	3500	3290	2746	2336	5824	3022	4326	4826	4869	4435	4933	6654	6530	7546	8766	2410
9	서울_도시지역_상업지역	1185	420	237	219	190	165	133	152	155	160	219	590	288	201	314	182	75	66

	지역_용도지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2382	제주 제주시_농림지역	285	347	402	404	258	89	0	3	48	46	121	4	14	21	14	7	17	10
2383	제주 제주시_자연환경보전지역	1479	1782	1221	1243	676	877	151	1164	118	312	349	532	108	144	222	439	447	99
2384	제주 서귀포시_도시지역_주거지역	281	455	366	308	455	506	506	713	1292	1393	1578	746	622	528	345	412	498	296
2385	제주 서귀포시_도시지역_상업지역	27	30	28	20	38	35	62	67	58	61	92	32	33	34	18	30	16	15
2386	제주 서귀포시_도시지역_공업지역	8	6	13	11	14	8	9	5	15	28	6	16	23	3	7	5	3	4
2387	제주 서귀포시_도시지역_녹지지역	3280	5783	3480	4045	3933	4080	5166	6936	8375	9577	7651	5790	5128	3994	3737	4328	3399	2618
2388	제주 서귀포시_도시지역_개발제한구역	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
2389	제주 서귀포시_도시지역_용도미지정	0	0	0	0	0	1	0	0	5	13	0	2	0	0	1	0	0	0
2390	제주 서귀포시_농림지역	310	670	414	417	324	210	14	0	8	0	0	0	0	0	20	1	0	0
2391	제주 서귀포시_자연환경보전지역	11	12	28	28	2	5	0	7	6	4	0	22	0	0	44	3	4	12

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Connector Punctuation

Space Separator

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