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 거래규모별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068254/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 = 28.72043283)	Skewed
`2007` is highly skewed (γ1 = 26.67614065)	Skewed
`2008` is highly skewed (γ1 = 24.01809996)	Skewed
`2009` is highly skewed (γ1 = 24.56650594)	Skewed
`2010` is highly skewed (γ1 = 23.75779084)	Skewed
`2011` is highly skewed (γ1 = 23.36535321)	Skewed
`2012` is highly skewed (γ1 = 23.37396076)	Skewed
`2013` is highly skewed (γ1 = 22.68308152)	Skewed
`2014` is highly skewed (γ1 = 22.28359654)	Skewed
`2015` is highly skewed (γ1 = 22.58156384)	Skewed
`2016` is highly skewed (γ1 = 23.65542363)	Skewed
`2017` is highly skewed (γ1 = 22.50158365)	Skewed
`2018` is highly skewed (γ1 = 22.01813961)	Skewed
`2019` is highly skewed (γ1 = 21.35811469)	Skewed
`2020` is highly skewed (γ1 = 22.05236977)	Skewed
`2021` is highly skewed (γ1 = 20.99289839)	Skewed
`2022` is highly skewed (γ1 = 22.68794616)	Skewed
`2023` is highly skewed (γ1 = 23.61478936)	Skewed
`지역_거래규모` has unique values	Unique
`2006` has 37 (1.5%) zeros	Zeros
`2007` has 52 (2.2%) zeros	Zeros
`2008` has 63 (2.6%) zeros	Zeros
`2009` has 77 (3.2%) zeros	Zeros
`2010` has 80 (3.3%) zeros	Zeros
`2011` has 83 (3.5%) zeros	Zeros
`2012` has 84 (3.5%) zeros	Zeros
`2013` has 77 (3.2%) zeros	Zeros
`2014` has 88 (3.7%) zeros	Zeros
`2015` has 65 (2.7%) zeros	Zeros
`2016` has 78 (3.3%) zeros	Zeros
`2017` has 72 (3.0%) zeros	Zeros
`2018` has 71 (3.0%) zeros	Zeros
`2019` has 78 (3.3%) zeros	Zeros
`2020` has 78 (3.3%) zeros	Zeros
`2021` has 62 (2.6%) zeros	Zeros
`2022` has 72 (3.0%) zeros	Zeros
`2023` has 96 (4.0%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:07:32.185045
Analysis finished	2024-03-23 05:10:00.046646
Duration	2 minutes and 27.86 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_거래규모
Text

UNIQUE

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

Length

Max length	31
Median length	28
Mean length	17.901338
Min length	9

Characters and Unicode

Total characters	42820
Distinct characters	157
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

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_330㎡이하
2nd row	전국_331~660㎡
3rd row	전국_661~1,000㎡
4th row	전국_1,001~2,000㎡
5th row	전국_2,001~5,000㎡

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 (%)
0	8970	20.9%
,	2990	7.0%
1	2990	7.0%
	2536	5.9%
_	2392	5.6%
3	2392	5.6%
㎡	2392	5.6%
~	1794	4.2%
6	1196	2.8%
구	1128	2.6%
Other values (147)	14040	32.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	16744	39.1%
Other Letter	13668	31.9%
Other Punctuation	2990	7.0%
Space Separator	2536	5.9%
Connector Punctuation	2392	5.6%
Other Symbol	2392	5.6%
Math Symbol	1794	4.2%
Close Punctuation	152	0.4%
Open Punctuation	152	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	1128	8.3%
시	976	7.1%
경	872	6.4%
군	744	5.4%
남	712	5.2%
북	576	4.2%
기	448	3.3%
전	400	2.9%
산	384	2.8%
주	376	2.8%
Other values (134)	7052	51.6%

Decimal Number

Value	Count	Frequency (%)
0	8970	53.6%
1	2990	17.9%
3	2392	14.3%
6	1196	7.1%
5	598	3.6%
2	598	3.6%

Other Punctuation

Value	Count	Frequency (%)
,	2990	100.0%

Space Separator

Value	Count	Frequency (%)
	2536	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2392	100.0%

Other Symbol

Value	Count	Frequency (%)
㎡	2392	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1794	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	152	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	152	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	29152	68.1%
Hangul	13668	31.9%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	1128	8.3%
시	976	7.1%
경	872	6.4%
군	744	5.4%
남	712	5.2%
북	576	4.2%
기	448	3.3%
전	400	2.9%
산	384	2.8%
주	376	2.8%
Other values (134)	7052	51.6%

Common

Value	Count	Frequency (%)
0	8970	30.8%
,	2990	10.3%
1	2990	10.3%
	2536	8.7%
_	2392	8.2%
3	2392	8.2%
㎡	2392	8.2%
~	1794	6.2%
6	1196	4.1%
5	598	2.1%
Other values (3)	902	3.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26760	62.5%
Hangul	13668	31.9%
CJK Compat	2392	5.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	8970	33.5%
,	2990	11.2%
1	2990	11.2%
	2536	9.5%
_	2392	8.9%
3	2392	8.9%
~	1794	6.7%
6	1196	4.5%
5	598	2.2%
2	598	2.2%
Other values (2)	304	1.1%

CJK Compat

Value	Count	Frequency (%)
㎡	2392	100.0%

Hangul

Value	Count	Frequency (%)
구	1128	8.3%
시	976	7.1%
경	872	6.4%
군	744	5.4%
남	712	5.2%
북	576	4.2%
기	448	3.3%
전	400	2.9%
산	384	2.8%
주	376	2.8%
Other values (134)	7052	51.6%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1375
Distinct (%)	62.0%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	4078.0212

Minimum	0
Maximum	1323435
Zeros	37
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	121.75
median	491
Q3	1875
95-th percentile	10188
Maximum	1323435
Range	1323435
Interquartile range (IQR)	1753.25

Descriptive statistics

Standard deviation	34385.289
Coefficient of variation (CV)	8.4318564
Kurtosis	1016.2115
Mean	4078.0212
Median Absolute Deviation (MAD)	450
Skewness	28.720433
Sum	9036895
Variance	1.1823481 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37	1.5%
36	12	0.5%
12	12	0.5%
20	11	0.5%
30	11	0.5%
27	10	0.4%
10	9	0.4%
16	9	0.4%
31	8	0.3%
28	8	0.3%
Other values (1365)	2089	87.3%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	1.5%
1	2	0.1%
2	2	0.1%
3	1	< 0.1%
4	4	0.2%
5	4	0.2%
6	4	0.2%
7	6	0.3%
8	4	0.2%
9	6	0.3%

Value	Count	Frequency (%)
1323435	1	< 0.1%
501997	1	< 0.1%
447727	1	< 0.1%
282438	1	< 0.1%
250509	1	< 0.1%
242907	1	< 0.1%
199899	1	< 0.1%
194998	1	< 0.1%
177346	1	< 0.1%
114107	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1312
Distinct (%)	60.3%
Missing	216
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	3344.721

Minimum	0
Maximum	983945
Zeros	52
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	11
Q1	97
median	435.5
Q3	1594
95-th percentile	7896.75
Maximum	983945
Range	983945
Interquartile range (IQR)	1497

Descriptive statistics

Standard deviation	26728.859
Coefficient of variation (CV)	7.9913568
Kurtosis	883.40729
Mean	3344.721
Median Absolute Deviation (MAD)	406.5
Skewness	26.676141
Sum	7278113
Variance	7.1443192 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	52	2.2%
18	15	0.6%
14	13	0.5%
23	13	0.5%
11	11	0.5%
16	11	0.5%
44	11	0.5%
39	10	0.4%
15	10	0.4%
6	9	0.4%
Other values (1302)	2021	84.5%
(Missing)	216	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	52	2.2%
1	5	0.2%
2	2	0.1%
3	3	0.1%
4	4	0.2%
5	8	0.3%
6	9	0.4%
7	6	0.3%
8	7	0.3%
9	6	0.3%

Value	Count	Frequency (%)
983945	1	< 0.1%
412241	1	< 0.1%
385224	1	< 0.1%
231726	1	< 0.1%
227342	1	< 0.1%
189943	1	< 0.1%
131701	1	< 0.1%
128597	1	< 0.1%
127217	1	< 0.1%
86931	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1301
Distinct (%)	59.4%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	3036.1063

Minimum	0
Maximum	786808
Zeros	63
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	79
median	436.5
Q3	1607.75
95-th percentile	6920.9
Maximum	786808
Range	786808
Interquartile range (IQR)	1528.75

Descriptive statistics

Standard deviation	22869.878
Coefficient of variation (CV)	7.5326343
Kurtosis	712.99267
Mean	3036.1063
Median Absolute Deviation (MAD)	411.5
Skewness	24.0181
Sum	6655145
Variance	5.2303134 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63	2.6%
11	15	0.6%
13	14	0.6%
15	13	0.5%
14	13	0.5%
5	13	0.5%
8	12	0.5%
3	11	0.5%
19	11	0.5%
17	11	0.5%
Other values (1291)	2016	84.3%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	2.6%
1	2	0.1%
2	6	0.3%
3	11	0.5%
4	6	0.3%
5	13	0.5%
6	8	0.3%
7	8	0.3%
8	12	0.5%
9	11	0.5%

Value	Count	Frequency (%)
786808	1	< 0.1%
393717	1	< 0.1%
386366	1	< 0.1%
230704	1	< 0.1%
201957	1	< 0.1%
181020	1	< 0.1%
107608	1	< 0.1%
100168	1	< 0.1%
92493	1	< 0.1%
85838	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1305
Distinct (%)	59.5%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	2981.6857

Minimum	0
Maximum	794763
Zeros	77
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	87
median	434
Q3	1532.25
95-th percentile	6350.65
Maximum	794763
Range	794763
Interquartile range (IQR)	1445.25

Descriptive statistics

Standard deviation	22657.767
Coefficient of variation (CV)	7.5989792
Kurtosis	752.66763
Mean	2981.6857
Median Absolute Deviation (MAD)	410
Skewness	24.566506
Sum	6535855
Variance	5.1337442 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	77	3.2%
8	20	0.8%
6	17	0.7%
9	13	0.5%
7	13	0.5%
10	12	0.5%
12	11	0.5%
23	11	0.5%
4	11	0.5%
13	11	0.5%
Other values (1295)	1996	83.4%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	77	3.2%
1	7	0.3%
2	7	0.3%
3	4	0.2%
4	11	0.5%
5	9	0.4%
6	17	0.7%
7	13	0.5%
8	20	0.8%
9	13	0.5%

Value	Count	Frequency (%)
794763	1	< 0.1%
383372	1	< 0.1%
361453	1	< 0.1%
223532	1	< 0.1%
177020	1	< 0.1%
171390	1	< 0.1%
114472	1	< 0.1%
113349	1	< 0.1%
96352	1	< 0.1%
85750	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1269
Distinct (%)	56.7%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2535.7527

Minimum	0
Maximum	645739
Zeros	80
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	69
median	393.5
Q3	1382
95-th percentile	5840.15
Maximum	645739
Range	645739
Interquartile range (IQR)	1313

Descriptive statistics

Standard deviation	18815.704
Coefficient of variation (CV)	7.4201653
Kurtosis	699.10826
Mean	2535.7527
Median Absolute Deviation (MAD)	371
Skewness	23.757791
Sum	5680086
Variance	3.5403072 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	80	3.3%
11	18	0.8%
9	16	0.7%
6	15	0.6%
19	13	0.5%
7	12	0.5%
5	12	0.5%
14	11	0.5%
15	11	0.5%
17	11	0.5%
Other values (1259)	2041	85.3%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	80	3.3%
1	6	0.3%
2	11	0.5%
3	10	0.4%
4	6	0.3%
5	12	0.5%
6	15	0.6%
7	12	0.5%
8	10	0.4%
9	16	0.7%

Value	Count	Frequency (%)
645739	1	< 0.1%
331880	1	< 0.1%
323183	1	< 0.1%
205191	1	< 0.1%
161676	1	< 0.1%
148717	1	< 0.1%
81642	1	< 0.1%
79344	1	< 0.1%
78336	1	< 0.1%
72194	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1263
Distinct (%)	57.0%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	2533.5266

Minimum	0
Maximum	630550
Zeros	83
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	78
median	419
Q3	1383.5
95-th percentile	5540.25
Maximum	630550
Range	630550
Interquartile range (IQR)	1305.5

Descriptive statistics

Standard deviation	18574.222
Coefficient of variation (CV)	7.3313702
Kurtosis	678.46338
Mean	2533.5266
Median Absolute Deviation (MAD)	393
Skewness	23.365353
Sum	5614295
Variance	3.4500171 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	83	3.5%
6	15	0.6%
8	13	0.5%
4	12	0.5%
18	11	0.5%
16	11	0.5%
36	11	0.5%
10	11	0.5%
27	11	0.5%
12	11	0.5%
Other values (1253)	2027	84.7%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	83	3.5%
1	8	0.3%
2	9	0.4%
3	9	0.4%
4	12	0.5%
5	10	0.4%
6	15	0.6%
7	10	0.4%
8	13	0.5%
9	9	0.4%

Value	Count	Frequency (%)
630550	1	< 0.1%
331013	1	< 0.1%
311371	1	< 0.1%
204562	1	< 0.1%
160710	1	< 0.1%
134853	1	< 0.1%
96022	1	< 0.1%
85962	1	< 0.1%
78955	1	< 0.1%
74364	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1253
Distinct (%)	56.1%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2335.7791

Minimum	0
Maximum	580078
Zeros	84
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	75.75
median	404.5
Q3	1271.5
95-th percentile	5190.7
Maximum	580078
Range	580078
Interquartile range (IQR)	1195.75

Descriptive statistics

Standard deviation	17086.891
Coefficient of variation (CV)	7.3152853
Kurtosis	677.13533
Mean	2335.7791
Median Absolute Deviation (MAD)	375.5
Skewness	23.373961
Sum	5213459
Variance	2.9196183 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	84	3.5%
5	18	0.8%
18	14	0.6%
11	14	0.6%
4	13	0.5%
15	12	0.5%
6	12	0.5%
24	12	0.5%
7	12	0.5%
29	11	0.5%
Other values (1243)	2030	84.9%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	84	3.5%
1	10	0.4%
2	6	0.3%
3	10	0.4%
4	13	0.5%
5	18	0.8%
6	12	0.5%
7	12	0.5%
8	11	0.5%
9	9	0.4%

Value	Count	Frequency (%)
580078	1	< 0.1%
308110	1	< 0.1%
286927	1	< 0.1%
194183	1	< 0.1%
146688	1	< 0.1%
136747	1	< 0.1%
77347	1	< 0.1%
75476	1	< 0.1%
71016	1	< 0.1%
63697	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1242
Distinct (%)	55.6%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2319.9458

Minimum	0
Maximum	553380
Zeros	77
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	73
median	410.5
Q3	1291.25
95-th percentile	5140.25
Maximum	553380
Range	553380
Interquartile range (IQR)	1218.25

Descriptive statistics

Standard deviation	16754.2
Coefficient of variation (CV)	7.2218066
Kurtosis	631.43092
Mean	2319.9458
Median Absolute Deviation (MAD)	383.5
Skewness	22.683082
Sum	5178119
Variance	2.8070321 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	77	3.2%
6	17	0.7%
4	16	0.7%
5	16	0.7%
10	15	0.6%
27	15	0.6%
12	12	0.5%
21	11	0.5%
3	10	0.4%
17	10	0.4%
Other values (1232)	2033	85.0%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	77	3.2%
1	7	0.3%
2	8	0.3%
3	10	0.4%
4	16	0.7%
5	16	0.7%
6	17	0.7%
7	10	0.4%
8	8	0.3%
9	6	0.3%

Value	Count	Frequency (%)
553380	1	< 0.1%
316009	1	< 0.1%
291597	1	< 0.1%
197807	1	< 0.1%
146848	1	< 0.1%
132695	1	< 0.1%
75187	1	< 0.1%
70072	1	< 0.1%
63541	1	< 0.1%
62369	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1287
Distinct (%)	56.2%
Missing	104
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	2438.4314

Minimum	0
Maximum	571760
Zeros	88
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	89.75
median	426.5
Q3	1366.25
95-th percentile	5177.5
Maximum	571760
Range	571760
Interquartile range (IQR)	1276.5

Descriptive statistics

Standard deviation	17559.103
Coefficient of variation (CV)	7.2009829
Kurtosis	605.27729
Mean	2438.4314
Median Absolute Deviation (MAD)	396.5
Skewness	22.283597
Sum	5579131
Variance	3.0832209 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	88	3.7%
2	13	0.5%
21	13	0.5%
30	13	0.5%
6	13	0.5%
27	12	0.5%
17	12	0.5%
14	11	0.5%
15	10	0.4%
5	10	0.4%
Other values (1277)	2093	87.5%
(Missing)	104	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	88	3.7%
1	3	0.1%
2	13	0.5%
3	5	0.2%
4	9	0.4%
5	10	0.4%
6	13	0.5%
7	7	0.3%
8	7	0.3%
9	5	0.2%

Value	Count	Frequency (%)
571760	1	< 0.1%
345371	1	< 0.1%
315793	1	< 0.1%
218767	1	< 0.1%
162185	1	< 0.1%
136115	1	< 0.1%
82527	1	< 0.1%
78770	1	< 0.1%
77588	1	< 0.1%
68471	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1331
Distinct (%)	59.0%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2729.6414

Minimum	0
Maximum	648069
Zeros	65
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	104
median	495
Q3	1550.5
95-th percentile	6070.25
Maximum	648069
Range	648069
Interquartile range (IQR)	1446.5

Descriptive statistics

Standard deviation	19626.78
Coefficient of variation (CV)	7.1902411
Kurtosis	626.33609
Mean	2729.6414
Median Absolute Deviation (MAD)	459
Skewness	22.581564
Sum	6158071
Variance	3.8521048 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	65	2.7%
82	12	0.5%
7	12	0.5%
27	11	0.5%
20	11	0.5%
6	11	0.5%
12	11	0.5%
4	11	0.5%
16	10	0.4%
34	10	0.4%
Other values (1321)	2092	87.5%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	65	2.7%
1	3	0.1%
2	4	0.2%
3	8	0.3%
4	11	0.5%
5	7	0.3%
6	11	0.5%
7	12	0.5%
8	7	0.3%
9	6	0.3%

Value	Count	Frequency (%)
648069	1	< 0.1%
374860	1	< 0.1%
336187	1	< 0.1%
240507	1	< 0.1%
173737	1	< 0.1%
164098	1	< 0.1%
93234	1	< 0.1%
87690	1	< 0.1%
85860	1	< 0.1%
78669	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1319
Distinct (%)	58.5%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2730.4189

Minimum	0
Maximum	686138
Zeros	78
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	102.75
median	468
Q3	1502.25
95-th percentile	6032.25
Maximum	686138
Range	686138
Interquartile range (IQR)	1399.5

Descriptive statistics

Standard deviation	19968.644
Coefficient of variation (CV)	7.3133995
Kurtosis	696.12634
Mean	2730.4189
Median Absolute Deviation (MAD)	432
Skewness	23.655424
Sum	6159825
Variance	3.9874675 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	3.3%
5	14	0.6%
12	13	0.5%
11	11	0.5%
20	11	0.5%
9	11	0.5%
15	11	0.5%
10	10	0.4%
43	10	0.4%
4	10	0.4%
Other values (1309)	2077	86.8%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	3.3%
1	4	0.2%
2	5	0.2%
3	8	0.3%
4	10	0.4%
5	14	0.6%
6	9	0.4%
7	8	0.3%
8	9	0.4%
9	11	0.5%

Value	Count	Frequency (%)
686138	1	< 0.1%
358707	1	< 0.1%
330498	1	< 0.1%
227226	1	< 0.1%
169328	1	< 0.1%
159553	1	< 0.1%
97146	1	< 0.1%
89150	1	< 0.1%
86085	1	< 0.1%
78975	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1313
Distinct (%)	58.8%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2794.9409

Minimum	0
Maximum	658457
Zeros	72
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	112.75
median	500
Q3	1606.5
95-th percentile	6060.35
Maximum	658457
Range	658457
Interquartile range (IQR)	1493.75

Descriptive statistics

Standard deviation	20020.579
Coefficient of variation (CV)	7.1631494
Kurtosis	621.78825
Mean	2794.9409
Median Absolute Deviation (MAD)	464
Skewness	22.501584
Sum	6238308
Variance	4.0082358 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	72	3.0%
19	14	0.6%
14	12	0.5%
6	11	0.5%
9	11	0.5%
26	10	0.4%
8	10	0.4%
2	10	0.4%
15	9	0.4%
21	9	0.4%
Other values (1303)	2064	86.3%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	72	3.0%
1	4	0.2%
2	10	0.4%
3	8	0.3%
4	7	0.3%
5	7	0.3%
6	11	0.5%
7	8	0.3%
8	10	0.4%
9	11	0.5%

Value	Count	Frequency (%)
658457	1	< 0.1%
366935	1	< 0.1%
358299	1	< 0.1%
234495	1	< 0.1%
178639	1	< 0.1%
173074	1	< 0.1%
91668	1	< 0.1%
87908	1	< 0.1%
80102	1	< 0.1%
74137	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1310
Distinct (%)	58.5%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2600.9263

Minimum	0
Maximum	599585
Zeros	71
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	99.75
median	453
Q3	1501
95-th percentile	5598.55
Maximum	599585
Range	599585
Interquartile range (IQR)	1401.25

Descriptive statistics

Standard deviation	18609.131
Coefficient of variation (CV)	7.1548091
Kurtosis	591.77361
Mean	2600.9263
Median Absolute Deviation (MAD)	418
Skewness	22.01814
Sum	5826075
Variance	3.4629977 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	71	3.0%
5	12	0.5%
27	12	0.5%
4	11	0.5%
21	11	0.5%
9	11	0.5%
6	10	0.4%
20	10	0.4%
13	10	0.4%
19	10	0.4%
Other values (1300)	2072	86.6%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	71	3.0%
1	3	0.1%
2	4	0.2%
3	9	0.4%
4	11	0.5%
5	12	0.5%
6	10	0.4%
7	9	0.4%
8	6	0.3%
9	11	0.5%

Value	Count	Frequency (%)
599585	1	< 0.1%
355319	1	< 0.1%
341027	1	< 0.1%
217562	1	< 0.1%
171836	1	< 0.1%
146795	1	< 0.1%
88163	1	< 0.1%
85091	1	< 0.1%
84075	1	< 0.1%
79793	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1291
Distinct (%)	57.8%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2360.6187

Minimum	0
Maximum	514313
Zeros	78
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	94.75
median	430.5
Q3	1353
95-th percentile	4973.35
Maximum	514313
Range	514313
Interquartile range (IQR)	1258.25

Descriptive statistics

Standard deviation	16492.219
Coefficient of variation (CV)	6.9863966
Kurtosis	551.26954
Mean	2360.6187
Median Absolute Deviation (MAD)	397
Skewness	21.358115
Sum	5268901
Variance	2.7199328 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	3.3%
6	15	0.6%
31	14	0.6%
7	13	0.5%
11	13	0.5%
8	12	0.5%
5	12	0.5%
32	11	0.5%
10	11	0.5%
4	11	0.5%
Other values (1281)	2042	85.4%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	3.3%
1	5	0.2%
2	5	0.2%
3	3	0.1%
4	11	0.5%
5	12	0.5%
6	15	0.6%
7	13	0.5%
8	12	0.5%
9	10	0.4%

Value	Count	Frequency (%)
514313	1	< 0.1%
330169	1	< 0.1%
305336	1	< 0.1%
204715	1	< 0.1%
157087	1	< 0.1%
113622	1	< 0.1%
78229	1	< 0.1%
73457	1	< 0.1%
71838	1	< 0.1%
62459	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1297
Distinct (%)	58.1%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2560.1004

Minimum	0
Maximum	589054
Zeros	78
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	6.55
Q1	107.75
median	455.5
Q3	1448
95-th percentile	5321.9
Maximum	589054
Range	589054
Interquartile range (IQR)	1340.25

Descriptive statistics

Standard deviation	18179.104
Coefficient of variation (CV)	7.1009343
Kurtosis	598.12203
Mean	2560.1004
Median Absolute Deviation (MAD)	419.5
Skewness	22.05237
Sum	5714144
Variance	3.3047984 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	3.3%
10	15	0.6%
16	12	0.5%
12	11	0.5%
9	10	0.4%
14	10	0.4%
7	10	0.4%
51	9	0.4%
19	9	0.4%
30	9	0.4%
Other values (1287)	2059	86.1%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	3.3%
1	6	0.3%
2	3	0.1%
3	6	0.3%
4	8	0.3%
5	4	0.2%
6	7	0.3%
7	10	0.4%
8	8	0.3%
9	10	0.4%

Value	Count	Frequency (%)
589054	1	< 0.1%
357342	1	< 0.1%
303489	1	< 0.1%
226634	1	< 0.1%
163080	1	< 0.1%
128749	1	< 0.1%
85287	1	< 0.1%
81454	1	< 0.1%
80288	1	< 0.1%
78885	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1332
Distinct (%)	59.7%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2768.44

Minimum	0
Maximum	588472
Zeros	62
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	118
median	515
Q3	1574.25
95-th percentile	5839.5
Maximum	588472
Range	588472
Interquartile range (IQR)	1456.25

Descriptive statistics

Standard deviation	19155.4
Coefficient of variation (CV)	6.9192037
Kurtosis	531.17691
Mean	2768.44
Median Absolute Deviation (MAD)	473
Skewness	20.992898
Sum	6179158
Variance	3.6692935 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	2.6%
8	12	0.5%
7	11	0.5%
10	11	0.5%
19	10	0.4%
59	10	0.4%
12	10	0.4%
40	10	0.4%
30	9	0.4%
16	9	0.4%
Other values (1322)	2078	86.9%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	2.6%
1	2	0.1%
2	4	0.2%
3	5	0.2%
4	6	0.3%
5	6	0.3%
6	9	0.4%
7	11	0.5%
8	12	0.5%
9	5	0.2%

Value	Count	Frequency (%)
588472	1	< 0.1%
391549	1	< 0.1%
345546	1	< 0.1%
253639	1	< 0.1%
184394	1	< 0.1%
136504	1	< 0.1%
97192	1	< 0.1%
92677	1	< 0.1%
80690	1	< 0.1%
71136	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1239
Distinct (%)	55.5%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2302.7545

Minimum	0
Maximum	547067
Zeros	72
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	79
median	383.5
Q3	1268.25
95-th percentile	5026.15
Maximum	547067
Range	547067
Interquartile range (IQR)	1189.25

Descriptive statistics

Standard deviation	16502.768
Coefficient of variation (CV)	7.1665338
Kurtosis	634.82688
Mean	2302.7545
Median Absolute Deviation (MAD)	355.5
Skewness	22.687946
Sum	5139748
Variance	2.7234135 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	72	3.0%
5	17	0.7%
8	17	0.7%
13	15	0.6%
19	14	0.6%
4	14	0.6%
11	13	0.5%
17	12	0.5%
37	11	0.5%
22	10	0.4%
Other values (1229)	2037	85.2%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	72	3.0%
1	5	0.2%
2	3	0.1%
3	8	0.3%
4	14	0.6%
5	17	0.7%
6	10	0.4%
7	9	0.4%
8	17	0.7%
9	9	0.4%

Value	Count	Frequency (%)
547067	1	< 0.1%
302984	1	< 0.1%
290333	1	< 0.1%
192320	1	< 0.1%
150626	1	< 0.1%
119989	1	< 0.1%
74054	1	< 0.1%
73202	1	< 0.1%
70688	1	< 0.1%
58353	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1127
Distinct (%)	50.3%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1727.7862

Minimum	0
Maximum	436149
Zeros	96
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	53.75
median	289
Q3	938.5
95-th percentile	3616.05
Maximum	436149
Range	436149
Interquartile range (IQR)	884.75

Descriptive statistics

Standard deviation	12740.287
Coefficient of variation (CV)	7.373764
Kurtosis	692.90626
Mean	1727.7862
Median Absolute Deviation (MAD)	270
Skewness	23.614789
Sum	3870241
Variance	1.6231492 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	96	4.0%
5	24	1.0%
2	22	0.9%
8	18	0.8%
7	17	0.7%
10	16	0.7%
17	15	0.6%
12	14	0.6%
15	14	0.6%
3	14	0.6%
Other values (1117)	1990	83.2%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	96	4.0%
1	9	0.4%
2	22	0.9%
3	14	0.6%
4	12	0.5%
5	24	1.0%
6	13	0.5%
7	17	0.7%
8	18	0.8%
9	12	0.5%

Value	Count	Frequency (%)
436149	1	< 0.1%
228206	1	< 0.1%
215414	1	< 0.1%
137563	1	< 0.1%
110035	1	< 0.1%
93875	1	< 0.1%
65928	1	< 0.1%
54326	1	< 0.1%
52081	1	< 0.1%
49311	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	0.943	0.917	0.987	0.910	0.905	0.905	0.921	0.907	0.921	0.907	0.921	0.908	0.956	0.913	0.954	0.906	0.905
2007	0.943	1.000	0.998	0.913	0.979	0.949	0.949	0.983	0.950	0.983	0.950	0.983	0.978	0.953	0.954	0.978	0.978	0.949
2008	0.917	0.998	1.000	0.954	0.987	0.964	0.964	0.991	0.967	0.991	0.967	0.991	0.986	0.967	0.970	0.973	0.985	0.964
2009	0.987	0.913	0.954	1.000	0.971	0.961	0.961	0.961	0.971	0.941	0.945	0.941	0.941	0.930	0.932	0.928	0.955	0.961
2010	0.910	0.979	0.987	0.971	1.000	0.985	0.985	1.000	1.000	0.999	0.976	0.999	0.999	0.926	0.965	0.970	1.000	0.985
2011	0.905	0.949	0.964	0.961	0.985	1.000	1.000	0.978	1.000	0.978	1.000	0.978	0.978	0.995	0.999	0.975	0.986	1.000
2012	0.905	0.949	0.964	0.961	0.985	1.000	1.000	0.978	1.000	0.978	1.000	0.978	0.978	0.995	0.999	0.975	0.986	1.000
2013	0.921	0.983	0.991	0.961	1.000	0.978	0.978	1.000	0.985	1.000	0.971	1.000	0.999	0.932	0.971	0.975	0.999	0.978
2014	0.907	0.950	0.967	0.971	1.000	1.000	1.000	0.985	1.000	0.971	1.000	0.971	0.971	0.994	0.999	0.972	0.979	1.000
2015	0.921	0.983	0.991	0.941	0.999	0.978	0.978	1.000	0.971	1.000	0.985	1.000	1.000	0.943	0.981	0.986	0.999	0.978
2016	0.907	0.950	0.967	0.945	0.976	1.000	1.000	0.971	1.000	0.985	1.000	0.985	0.985	0.996	1.000	0.977	0.979	1.000
2017	0.921	0.983	0.991	0.941	0.999	0.978	0.978	1.000	0.971	1.000	0.985	1.000	1.000	0.943	0.981	0.986	0.999	0.978
2018	0.908	0.978	0.986	0.941	0.999	0.978	0.978	0.999	0.971	1.000	0.985	1.000	1.000	0.943	0.971	0.975	0.999	0.978
2019	0.956	0.953	0.967	0.930	0.926	0.995	0.995	0.932	0.994	0.943	0.996	0.943	0.943	1.000	0.997	0.985	0.928	0.995
2020	0.913	0.954	0.970	0.932	0.965	0.999	0.999	0.971	0.999	0.981	1.000	0.981	0.971	0.997	1.000	0.988	0.967	0.999
2021	0.954	0.978	0.973	0.928	0.970	0.975	0.975	0.975	0.972	0.986	0.977	0.986	0.975	0.985	0.988	1.000	0.973	0.975
2022	0.906	0.978	0.985	0.955	1.000	0.986	0.986	0.999	0.979	0.999	0.979	0.999	0.999	0.928	0.967	0.973	1.000	0.986
2023	0.905	0.949	0.964	0.961	0.985	1.000	1.000	0.978	1.000	0.978	1.000	0.978	0.978	0.995	0.999	0.975	0.986	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	0.951	0.936	0.923	0.919	0.920	0.919	0.922	0.919	0.929	0.927	0.923	0.929	0.919	0.918	0.926	0.912	0.912
2007	0.951	1.000	0.961	0.948	0.946	0.945	0.947	0.948	0.946	0.944	0.945	0.947	0.950	0.938	0.939	0.942	0.936	0.938
2008	0.936	0.961	1.000	0.958	0.951	0.946	0.952	0.945	0.948	0.951	0.946	0.949	0.944	0.939	0.936	0.942	0.936	0.931
2009	0.923	0.948	0.958	1.000	0.966	0.960	0.960	0.954	0.953	0.956	0.955	0.959	0.955	0.949	0.950	0.955	0.952	0.950
2010	0.919	0.946	0.951	0.966	1.000	0.963	0.958	0.957	0.950	0.947	0.953	0.958	0.955	0.945	0.952	0.950	0.945	0.948
2011	0.920	0.945	0.946	0.960	0.963	1.000	0.967	0.967	0.955	0.955	0.954	0.959	0.950	0.944	0.948	0.951	0.942	0.948
2012	0.919	0.947	0.952	0.960	0.958	0.967	1.000	0.968	0.964	0.962	0.960	0.956	0.952	0.944	0.947	0.950	0.947	0.949
2013	0.922	0.948	0.945	0.954	0.957	0.967	0.968	1.000	0.970	0.963	0.962	0.964	0.957	0.945	0.950	0.951	0.950	0.952
2014	0.919	0.946	0.948	0.953	0.950	0.955	0.964	0.970	1.000	0.969	0.962	0.961	0.953	0.948	0.948	0.943	0.944	0.938
2015	0.929	0.944	0.951	0.956	0.947	0.955	0.962	0.963	0.969	1.000	0.971	0.966	0.958	0.951	0.951	0.954	0.948	0.945
2016	0.927	0.945	0.946	0.955	0.953	0.954	0.960	0.962	0.962	0.971	1.000	0.971	0.967	0.957	0.960	0.958	0.953	0.956
2017	0.923	0.947	0.949	0.959	0.958	0.959	0.956	0.964	0.961	0.966	0.971	1.000	0.971	0.965	0.968	0.962	0.960	0.958
2018	0.929	0.950	0.944	0.955	0.955	0.950	0.952	0.957	0.953	0.958	0.967	0.971	1.000	0.965	0.964	0.962	0.956	0.962
2019	0.919	0.938	0.939	0.949	0.945	0.944	0.944	0.945	0.948	0.951	0.957	0.965	0.965	1.000	0.963	0.959	0.949	0.954
2020	0.918	0.939	0.936	0.950	0.952	0.948	0.947	0.950	0.948	0.951	0.960	0.968	0.964	0.963	1.000	0.964	0.959	0.957
2021	0.926	0.942	0.942	0.955	0.950	0.951	0.950	0.951	0.943	0.954	0.958	0.962	0.962	0.959	0.964	1.000	0.964	0.958
2022	0.912	0.936	0.936	0.952	0.945	0.942	0.947	0.950	0.944	0.948	0.953	0.960	0.956	0.949	0.959	0.964	1.000	0.961
2023	0.912	0.938	0.931	0.950	0.948	0.948	0.949	0.952	0.938	0.945	0.956	0.958	0.962	0.954	0.957	0.958	0.961	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_거래규모	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_330㎡이하	45206	44184	47104	49235	47272	52532	49145	47961	53676	59633	59456	61494	57577	53771	57874	62629	48403	35030
1	전국_331~660㎡	77816	72463	74263	75655	70356	74364	71016	70072	77588	87690	86085	87908	79793	73457	81454	92677	70688	49311
2	전국_661~1,000㎡	92807	85039	85838	85750	78336	78955	75476	75187	82527	93234	89150	91668	84075	78229	85287	97192	73202	52081
3	전국_1,001~2,000㎡	250509	227342	230704	223532	205191	204562	194183	197807	218767	240507	227226	234495	217562	204715	226634	253639	192320	137563
4	전국_2,001~5,000㎡	447727	385224	393717	361453	331880	331013	308110	316009	345371	374860	358707	366935	355319	330169	357342	391549	302984	228206
5	전국_5,001~10,000㎡	242907	189943	181020	177020	161676	160710	146688	146848	162185	173737	169328	178639	171836	157087	163080	184394	150626	110035
6	전국_10,001~33,000㎡	501997	412241	386366	383372	323183	311371	286927	291597	315793	336187	330498	358299	341027	305336	303489	345546	290333	215414
7	전국_33,000㎡초과	1323435	983945	786808	794763	645739	630550	580078	553380	571760	648069	686138	658457	599585	514313	589054	588472	547067	436149
8	서울_330㎡이하	1416	1160	1138	1229	836	775	675	603	798	1006	1008	989	964	980	1113	981	695	473
9	서울_331~660㎡	568	475	372	678	422	330	299	294	364	449	412	372	455	476	614	458	291	151

	지역_거래규모	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2382	제주 제주시_10,001~33,000㎡	3543	4418	3129	3358	3304	2052	2849	2863	5054	6582	5302	3141	3190	2621	2301	2452	2221	1584
2383	제주 제주시_33,000㎡초과	11626	9211	6310	2576	7737	4705	2852	4459	6406	7616	5987	4482	4323	3055	2254	4352	3847	3403
2384	제주 서귀포시_330㎡이하	176	371	274	278	299	356	467	544	744	1015	984	821	627	461	344	387	384	288
2385	제주 서귀포시_331~660㎡	382	747	550	543	609	707	818	1007	1408	2013	1849	1296	1015	761	598	792	643	449
2386	제주 서귀포시_661~1,000㎡	480	955	642	680	719	822	994	1170	1505	2165	1601	1129	935	691	602	703	628	430
2387	제주 서귀포시_1,001~2,000㎡	1568	2690	1756	2071	1994	2085	2279	2916	3983	4683	3525	2745	2276	1837	1755	1985	1573	1125
2388	제주 서귀포시_2,001~5,000㎡	4576	7578	4800	5916	5373	5269	5715	6921	9568	11123	8764	6767	5949	5019	3996	4638	3932	2870
2389	제주 서귀포시_5,001~10,000㎡	2777	4393	3390	3743	3150	3337	3311	3740	6007	8018	5562	4288	3453	3176	2363	2715	2056	1787
2390	제주 서귀포시_10,001~33,000㎡	2379	4105	3374	2925	2397	2402	2428	3190	4683	6674	4069	3534	2533	1792	2025	1725	1454	1230
2391	제주 서귀포시_33,000㎡초과	5585	2642	3918	3046	1226	2692	494	5111	2110	6459	3593	3961	1305	3555	1160	618	1272	4347

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Other Punctuation

Space Separator

Connector Punctuation

Other Symbol

Math Symbol

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

CJK Compat

Hangul

Interactions

Correlations

Missing values

Sample