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 토지 거래현황의 연도별 거래규모별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068561/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 = 28.91353393)	Skewed
`2007` is highly skewed (γ1 = 26.17481326)	Skewed
`2008` is highly skewed (γ1 = 23.71187947)	Skewed
`2009` is highly skewed (γ1 = 24.08091865)	Skewed
`2010` is highly skewed (γ1 = 23.26500053)	Skewed
`2011` is highly skewed (γ1 = 22.69074691)	Skewed
`2012` is highly skewed (γ1 = 22.70642114)	Skewed
`2013` is highly skewed (γ1 = 22.0699735)	Skewed
`2014` is highly skewed (γ1 = 21.4317067)	Skewed
`2015` is highly skewed (γ1 = 21.62085828)	Skewed
`2016` is highly skewed (γ1 = 22.89872986)	Skewed
`2017` is highly skewed (γ1 = 21.58071579)	Skewed
`2018` is highly skewed (γ1 = 21.16841663)	Skewed
`2019` is highly skewed (γ1 = 20.63634389)	Skewed
`2020` is highly skewed (γ1 = 21.02048591)	Skewed
`2021` is highly skewed (γ1 = 20.03375268)	Skewed
`2022` is highly skewed (γ1 = 21.85268752)	Skewed
`2023` is highly skewed (γ1 = 22.67626543)	Skewed
`지역_거래규모` has unique values	Unique
`2007` has 31 (1.3%) zeros	Zeros
`2008` has 51 (2.1%) zeros	Zeros
`2009` has 58 (2.4%) zeros	Zeros
`2010` has 63 (2.6%) zeros	Zeros
`2011` has 72 (3.0%) zeros	Zeros
`2012` has 64 (2.7%) zeros	Zeros
`2013` has 64 (2.7%) zeros	Zeros
`2014` has 71 (3.0%) zeros	Zeros
`2015` has 55 (2.3%) zeros	Zeros
`2016` has 59 (2.5%) zeros	Zeros
`2017` has 60 (2.5%) zeros	Zeros
`2018` has 50 (2.1%) zeros	Zeros
`2019` has 58 (2.4%) zeros	Zeros
`2020` has 65 (2.7%) zeros	Zeros
`2021` has 49 (2.0%) zeros	Zeros
`2022` has 58 (2.4%) zeros	Zeros
`2023` has 79 (3.3%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 08:15:30.439628
Analysis finished	2024-04-06 08:16:55.138426
Duration	1 minute and 24.7 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	28
Median length	26
Mean length	16.527592
Min length	9

Characters and Unicode

Total characters	39534
Distinct characters	156
Distinct categories	8 ?
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_661~1000㎡
4th row	전국_1001~2000㎡
5th row	전국_2001~5000㎡

Value	Count	Frequency (%)
경기	416	9.0%
경남	208	4.5%
경북	200	4.3%
서울	200	4.3%
전남	176	3.8%
충북	152	3.3%
충남	152	3.3%
강원	144	3.1%
부산	128	2.8%
전북	128	2.8%
Other values (2208)	2728	58.9%

Most occurring characters

Value	Count	Frequency (%)
0	8970	22.7%
1	2990	7.6%
_	2392	6.1%
3	2392	6.1%
㎡	2392	6.1%
	2240	5.7%
~	1794	4.5%
6	1196	3.0%
구	1128	2.9%
시	976	2.5%
Other values (146)	13064	33.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	16744	42.4%
Other Letter	13668	34.6%
Connector Punctuation	2392	6.1%
Other Symbol	2392	6.1%
Space Separator	2240	5.7%
Math Symbol	1794	4.5%
Open Punctuation	152	0.4%
Close 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%

Connector Punctuation

Value	Count	Frequency (%)
_	2392	100.0%

Other Symbol

Value	Count	Frequency (%)
㎡	2392	100.0%

Space Separator

Value	Count	Frequency (%)
	2240	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1794	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	152	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	152	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25866	65.4%
Hangul	13668	34.6%

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	34.7%
1	2990	11.6%
_	2392	9.2%
3	2392	9.2%
㎡	2392	9.2%
	2240	8.7%
~	1794	6.9%
6	1196	4.6%
5	598	2.3%
2	598	2.3%
Other values (2)	304	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23474	59.4%
Hangul	13668	34.6%
CJK Compat	2392	6.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	8970	38.2%
1	2990	12.7%
_	2392	10.2%
3	2392	10.2%
	2240	9.5%
~	1794	7.6%
6	1196	5.1%
5	598	2.5%
2	598	2.5%
(	152	0.6%

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

Distinct	1477
Distinct (%)	66.7%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	4570.8768

Minimum	0
Maximum	1461825
Zeros	23
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	29
Q1	194
median	662.5
Q3	2062.75
95-th percentile	11741.5
Maximum	1461825
Range	1461825
Interquartile range (IQR)	1868.75

Descriptive statistics

Standard deviation	37851.054
Coefficient of variation (CV)	8.2809177
Kurtosis	1029.4589
Mean	4570.8768
Median Absolute Deviation (MAD)	573.5
Skewness	28.913534
Sum	10129063
Variance	1.4327023 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23	1.0%
29	9	0.4%
61	8	0.3%
70	8	0.3%
65	8	0.3%
16	7	0.3%
38	7	0.3%
99	7	0.3%
74	7	0.3%
136	6	0.3%
Other values (1467)	2126	88.9%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	1.0%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	2	0.1%
9	2	0.1%
10	3	0.1%
11	4	0.2%

Value	Count	Frequency (%)
1461825	1	< 0.1%
575411	1	< 0.1%
464378	1	< 0.1%
288438	1	< 0.1%
260234	1	< 0.1%
256412	1	< 0.1%
232667	1	< 0.1%
197211	1	< 0.1%
178630	1	< 0.1%
132865	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1410
Distinct (%)	64.8%
Missing	216
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	3579.097

Minimum	0
Maximum	1007659
Zeros	31
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	21.75
Q1	158
median	569.5
Q3	1723.5
95-th percentile	8458.75
Maximum	1007659
Range	1007659
Interquartile range (IQR)	1565.5

Descriptive statistics

Standard deviation	27660.593
Coefficient of variation (CV)	7.728372
Kurtosis	853.06908
Mean	3579.097
Median Absolute Deviation (MAD)	502.5
Skewness	26.174813
Sum	7788115
Variance	7.6510839 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31	1.3%
27	11	0.5%
36	11	0.5%
28	10	0.4%
40	9	0.4%
25	9	0.4%
42	9	0.4%
77	8	0.3%
19	8	0.3%
48	7	0.3%
Other values (1400)	2063	86.2%
(Missing)	216	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	1.3%
2	1	< 0.1%
3	1	< 0.1%
4	2	0.1%
5	1	< 0.1%
6	3	0.1%
7	6	0.3%
8	5	0.2%
9	1	< 0.1%
10	2	0.1%

Value	Count	Frequency (%)
1007659	1	< 0.1%
446152	1	< 0.1%
396684	1	< 0.1%
235205	1	< 0.1%
232280	1	< 0.1%
198957	1	< 0.1%
135381	1	< 0.1%
129374	1	< 0.1%
128120	1	< 0.1%
106818	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1378
Distinct (%)	62.9%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	3215.1177

Minimum	0
Maximum	803736
Zeros	51
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	13
Q1	134
median	549
Q3	1713.5
95-th percentile	7286.35
Maximum	803736
Range	803736
Interquartile range (IQR)	1579.5

Descriptive statistics

Standard deviation	23474.714
Coefficient of variation (CV)	7.3013544
Kurtosis	699.19239
Mean	3215.1177
Median Absolute Deviation (MAD)	503
Skewness	23.711879
Sum	7047538
Variance	5.5106219 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	51	2.1%
36	12	0.5%
33	12	0.5%
13	12	0.5%
34	11	0.5%
5	11	0.5%
19	10	0.4%
31	9	0.4%
14	8	0.3%
11	8	0.3%
Other values (1368)	2048	85.6%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	51	2.1%
2	3	0.1%
3	1	< 0.1%
4	2	0.1%
5	11	0.5%
6	8	0.3%
7	5	0.2%
8	1	< 0.1%
9	7	0.3%
10	6	0.3%

Value	Count	Frequency (%)
803736	1	< 0.1%
401368	1	< 0.1%
395777	1	< 0.1%
237228	1	< 0.1%
202242	1	< 0.1%
187022	1	< 0.1%
112389	1	< 0.1%
111069	1	< 0.1%
100373	1	< 0.1%
93883	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1370
Distinct (%)	62.5%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	3137.5725

Minimum	0
Maximum	800634
Zeros	58
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	131
median	539
Q3	1606.25
95-th percentile	6892.75
Maximum	800634
Range	800634
Interquartile range (IQR)	1475.25

Descriptive statistics

Standard deviation	23035.241
Coefficient of variation (CV)	7.3417396
Kurtosis	727.87966
Mean	3137.5725
Median Absolute Deviation (MAD)	491
Skewness	24.080919
Sum	6877559
Variance	5.3062231 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	58	2.4%
13	12	0.5%
27	10	0.4%
46	10	0.4%
8	9	0.4%
7	9	0.4%
26	9	0.4%
29	8	0.3%
10	8	0.3%
12	8	0.3%
Other values (1360)	2051	85.7%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	58	2.4%
1	2	0.1%
2	2	0.1%
4	5	0.2%
5	7	0.3%
6	8	0.3%
7	9	0.4%
8	9	0.4%
9	6	0.3%
10	8	0.3%

Value	Count	Frequency (%)
800634	1	< 0.1%
388164	1	< 0.1%
369045	1	< 0.1%
229708	1	< 0.1%
181793	1	< 0.1%
171755	1	< 0.1%
114833	1	< 0.1%
114564	1	< 0.1%
111932	1	< 0.1%
96670	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1349
Distinct (%)	60.2%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2687.5179

Minimum	0
Maximum	655060
Zeros	63
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	110.75
median	496
Q3	1460.5
95-th percentile	6418.1
Maximum	655060
Range	655060
Interquartile range (IQR)	1349.75

Descriptive statistics

Standard deviation	19266.091
Coefficient of variation (CV)	7.1687305
Kurtosis	675.25338
Mean	2687.5179
Median Absolute Deviation (MAD)	449.5
Skewness	23.265001
Sum	6020040
Variance	3.7118228 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63	2.6%
11	17	0.7%
21	14	0.6%
15	13	0.5%
17	11	0.5%
7	11	0.5%
20	11	0.5%
261	10	0.4%
22	10	0.4%
34	9	0.4%
Other values (1339)	2071	86.6%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	2.6%
1	1	< 0.1%
2	4	0.2%
3	2	0.1%
4	4	0.2%
5	7	0.3%
6	7	0.3%
7	11	0.5%
8	6	0.3%
9	5	0.2%

Value	Count	Frequency (%)
655060	1	< 0.1%
339578	1	< 0.1%
327869	1	< 0.1%
211706	1	< 0.1%
166723	1	< 0.1%
149864	1	< 0.1%
105946	1	< 0.1%
83579	1	< 0.1%
82670	1	< 0.1%
81862	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1351
Distinct (%)	61.0%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	2713.3069

Minimum	0
Maximum	638579
Zeros	72
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	126
median	526
Q3	1492.5
95-th percentile	5987
Maximum	638579
Range	638579
Interquartile range (IQR)	1366.5

Descriptive statistics

Standard deviation	19079.223
Coefficient of variation (CV)	7.0317232
Kurtosis	644.98379
Mean	2713.3069
Median Absolute Deviation (MAD)	479
Skewness	22.690747
Sum	6012688
Variance	3.6401674 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	72	3.0%
8	12	0.5%
14	11	0.5%
7	11	0.5%
37	10	0.4%
5	10	0.4%
19	9	0.4%
12	9	0.4%
199	9	0.4%
29	8	0.3%
Other values (1341)	2055	85.9%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	72	3.0%
1	1	< 0.1%
2	1	< 0.1%
4	5	0.2%
5	10	0.4%
6	4	0.2%
7	11	0.5%
8	12	0.5%
9	5	0.2%
10	7	0.3%

Value	Count	Frequency (%)
638579	1	< 0.1%
340162	1	< 0.1%
316900	1	< 0.1%
212136	1	< 0.1%
166637	1	< 0.1%
135331	1	< 0.1%
122511	1	< 0.1%
96101	1	< 0.1%
88191	1	< 0.1%
86263	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1328
Distinct (%)	59.5%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2493.552

Minimum	0
Maximum	586948
Zeros	64
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	124
median	499.5
Q3	1368
95-th percentile	5528.2
Maximum	586948
Range	586948
Interquartile range (IQR)	1244

Descriptive statistics

Standard deviation	17544.65
Coefficient of variation (CV)	7.0360075
Kurtosis	643.52436
Mean	2493.552
Median Absolute Deviation (MAD)	446.5
Skewness	22.706421
Sum	5565608
Variance	3.0781476 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64	2.7%
15	16	0.7%
12	12	0.5%
11	12	0.5%
38	11	0.5%
17	10	0.4%
13	10	0.4%
10	10	0.4%
23	9	0.4%
9	9	0.4%
Other values (1318)	2069	86.5%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64	2.7%
1	1	< 0.1%
2	3	0.1%
3	4	0.2%
4	3	0.1%
5	3	0.1%
6	6	0.3%
7	6	0.3%
8	7	0.3%
9	9	0.4%

Value	Count	Frequency (%)
586948	1	< 0.1%
317181	1	< 0.1%
292546	1	< 0.1%
201779	1	< 0.1%
152757	1	< 0.1%
137226	1	< 0.1%
106347	1	< 0.1%
84234	1	< 0.1%
81945	1	< 0.1%
78021	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1325
Distinct (%)	59.4%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2499.763

Minimum	0
Maximum	564959
Zeros	64
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	119.75
median	512
Q3	1380
95-th percentile	5619.45
Maximum	564959
Range	564959
Interquartile range (IQR)	1260.25

Descriptive statistics

Standard deviation	17324.01
Coefficient of variation (CV)	6.930261
Kurtosis	602.76256
Mean	2499.763
Median Absolute Deviation (MAD)	458
Skewness	22.069974
Sum	5579471
Variance	3.0012132 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64	2.7%
5	11	0.5%
9	10	0.4%
15	10	0.4%
25	10	0.4%
13	9	0.4%
16	9	0.4%
12	9	0.4%
21	9	0.4%
10	9	0.4%
Other values (1315)	2082	87.0%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64	2.7%
2	1	< 0.1%
3	2	0.1%
4	4	0.2%
5	11	0.5%
6	9	0.4%
7	5	0.2%
8	9	0.4%
9	10	0.4%
10	9	0.4%

Value	Count	Frequency (%)
564959	1	< 0.1%
325767	1	< 0.1%
297223	1	< 0.1%
206229	1	< 0.1%
152937	1	< 0.1%
132871	1	< 0.1%
113364	1	< 0.1%
84305	1	< 0.1%
81939	1	< 0.1%
63754	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1388
Distinct (%)	60.7%
Missing	104
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	2633.333

Minimum	0
Maximum	576874
Zeros	71
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	137.75
median	552.5
Q3	1479.25
95-th percentile	5813.25
Maximum	576874
Range	576874
Interquartile range (IQR)	1341.5

Descriptive statistics

Standard deviation	18096.823
Coefficient of variation (CV)	6.8722122
Kurtosis	564.25541
Mean	2633.333
Median Absolute Deviation (MAD)	492.5
Skewness	21.431707
Sum	6025066
Variance	3.2749502 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	71	3.0%
33	13	0.5%
10	12	0.5%
6	12	0.5%
26	11	0.5%
38	10	0.4%
35	9	0.4%
17	9	0.4%
21	8	0.3%
32	7	0.3%
Other values (1378)	2126	88.9%
(Missing)	104	4.3%

Minimum 10 values
Maximum 10 values

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

Value	Count	Frequency (%)
576874	1	< 0.1%
355752	1	< 0.1%
321078	1	< 0.1%
227851	1	< 0.1%
168154	1	< 0.1%
136744	1	< 0.1%
134161	1	< 0.1%
94462	1	< 0.1%
90451	1	< 0.1%
78839	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1416
Distinct (%)	62.8%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2963.8435

Minimum	0
Maximum	653927
Zeros	55
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	14.75
Q1	162.75
median	641
Q3	1678.25
95-th percentile	6592.5
Maximum	653927
Range	653927
Interquartile range (IQR)	1515.5

Descriptive statistics

Standard deviation	20266.709
Coefficient of variation (CV)	6.8379821
Kurtosis	579.31608
Mean	2963.8435
Median Absolute Deviation (MAD)	564
Skewness	21.620858
Sum	6686431
Variance	4.1073949 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55	2.3%
26	10	0.4%
32	9	0.4%
20	9	0.4%
8	9	0.4%
45	8	0.3%
11	8	0.3%
14	8	0.3%
25	7	0.3%
15	7	0.3%
Other values (1406)	2126	88.9%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	55	2.3%
4	3	0.1%
5	3	0.1%
6	2	0.1%
7	1	< 0.1%
8	9	0.4%
9	6	0.3%
10	5	0.2%
11	8	0.3%
12	6	0.3%

Value	Count	Frequency (%)
653927	1	< 0.1%
386797	1	< 0.1%
342126	1	< 0.1%
251418	1	< 0.1%
180791	1	< 0.1%
164274	1	< 0.1%
155741	1	< 0.1%
107420	1	< 0.1%
102737	1	< 0.1%
86281	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1432
Distinct (%)	63.5%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2966.3839

Minimum	0
Maximum	702437
Zeros	59
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	13.75
Q1	159
median	607.5
Q3	1633.25
95-th percentile	6623.5
Maximum	702437
Range	702437
Interquartile range (IQR)	1474.25

Descriptive statistics

Standard deviation	20734.468
Coefficient of variation (CV)	6.9898127
Kurtosis	659.51869
Mean	2966.3839
Median Absolute Deviation (MAD)	530.5
Skewness	22.89873
Sum	6692162
Variance	4.2991815 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	59	2.5%
12	10	0.4%
31	9	0.4%
26	8	0.3%
24	8	0.3%
5	7	0.3%
34	7	0.3%
18	7	0.3%
20	7	0.3%
25	7	0.3%
Other values (1422)	2127	88.9%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	59	2.5%
1	1	< 0.1%
2	1	< 0.1%
3	3	0.1%
5	7	0.3%
6	5	0.2%
7	5	0.2%
8	5	0.2%
9	4	0.2%
10	3	0.1%

Value	Count	Frequency (%)
702437	1	< 0.1%
370077	1	< 0.1%
336682	1	< 0.1%
237369	1	< 0.1%
176218	1	< 0.1%
161140	1	< 0.1%
149666	1	< 0.1%
105161	1	< 0.1%
98349	1	< 0.1%
97268	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1441
Distinct (%)	64.6%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3031.9839

Minimum	0
Maximum	666563
Zeros	60
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	13
Q1	175
median	648
Q3	1726.5
95-th percentile	7035
Maximum	666563
Range	666563
Interquartile range (IQR)	1551.5

Descriptive statistics

Standard deviation	20700.377
Coefficient of variation (CV)	6.8273374
Kurtosis	577.60245
Mean	3031.9839
Median Absolute Deviation (MAD)	568.5
Skewness	21.580716
Sum	6767388
Variance	4.285056 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	60	2.5%
27	10	0.4%
60	9	0.4%
7	9	0.4%
45	8	0.3%
218	8	0.3%
35	8	0.3%
14	8	0.3%
10	7	0.3%
9	7	0.3%
Other values (1431)	2098	87.7%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60	2.5%
2	3	0.1%
3	3	0.1%
4	1	< 0.1%
5	2	0.1%
6	2	0.1%
7	9	0.4%
8	6	0.3%
9	7	0.3%
10	7	0.3%

Value	Count	Frequency (%)
666563	1	< 0.1%
378924	1	< 0.1%
364384	1	< 0.1%
245081	1	< 0.1%
185227	1	< 0.1%
173118	1	< 0.1%
158411	1	< 0.1%
106631	1	< 0.1%
100908	1	< 0.1%
80454	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1386
Distinct (%)	61.9%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2831.9094

Minimum	0
Maximum	610207
Zeros	50
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	163
median	582.5
Q3	1621.25
95-th percentile	6167.05
Maximum	610207
Range	610207
Interquartile range (IQR)	1458.25

Descriptive statistics

Standard deviation	19322.917
Coefficient of variation (CV)	6.8232823
Kurtosis	552.11342
Mean	2831.9094
Median Absolute Deviation (MAD)	517.5
Skewness	21.168417
Sum	6343477
Variance	3.7337513 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50	2.1%
16	10	0.4%
43	10	0.4%
27	9	0.4%
18	9	0.4%
37	9	0.4%
63	8	0.3%
26	8	0.3%
29	8	0.3%
22	8	0.3%
Other values (1376)	2111	88.3%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	50	2.1%
3	1	< 0.1%
4	2	0.1%
5	7	0.3%
6	7	0.3%
7	4	0.2%
8	4	0.2%
9	6	0.3%
10	7	0.3%
11	7	0.3%

Value	Count	Frequency (%)
610207	1	< 0.1%
367775	1	< 0.1%
348242	1	< 0.1%
227567	1	< 0.1%
178268	1	< 0.1%
149896	1	< 0.1%
147487	1	< 0.1%
96470	1	< 0.1%
92563	1	< 0.1%
88205	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1366
Distinct (%)	61.2%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2576.6344

Minimum	0
Maximum	529569
Zeros	58
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	13
Q1	158.75
median	557.5
Q3	1478
95-th percentile	5255.3
Maximum	529569
Range	529569
Interquartile range (IQR)	1319.25

Descriptive statistics

Standard deviation	17234.063
Coefficient of variation (CV)	6.6885945
Kurtosis	520.32213
Mean	2576.6344
Median Absolute Deviation (MAD)	489.5
Skewness	20.636344
Sum	5751048
Variance	2.9701292 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	58	2.4%
10	14	0.6%
13	12	0.5%
45	11	0.5%
29	11	0.5%
26	9	0.4%
38	9	0.4%
28	9	0.4%
19	9	0.4%
201	7	0.3%
Other values (1356)	2083	87.1%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	58	2.4%
2	1	< 0.1%
3	2	0.1%
4	2	0.1%
5	3	0.1%
6	6	0.3%
7	3	0.1%
8	5	0.2%
9	6	0.3%
10	14	0.6%

Value	Count	Frequency (%)
529569	1	< 0.1%
340968	1	< 0.1%
311660	1	< 0.1%
214142	1	< 0.1%
163247	1	< 0.1%
135189	1	< 0.1%
114055	1	< 0.1%
88943	1	< 0.1%
85860	1	< 0.1%
73824	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1417
Distinct (%)	63.5%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2824.4023

Minimum	0
Maximum	601568
Zeros	65
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	14.55
Q1	175
median	614.5
Q3	1594.5
95-th percentile	5823.9
Maximum	601568
Range	601568
Interquartile range (IQR)	1419.5

Descriptive statistics

Standard deviation	19024.378
Coefficient of variation (CV)	6.7357181
Kurtosis	549.33014
Mean	2824.4023
Median Absolute Deviation (MAD)	531.5
Skewness	21.020486
Sum	6304066
Variance	3.6192695 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	65	2.7%
16	10	0.4%
19	9	0.4%
40	9	0.4%
47	9	0.4%
14	8	0.3%
41	7	0.3%
42	7	0.3%
15	7	0.3%
29	7	0.3%
Other values (1407)	2094	87.5%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	65	2.7%
2	3	0.1%
5	2	0.1%
6	3	0.1%
7	3	0.1%
8	5	0.2%
9	3	0.1%
10	7	0.3%
11	5	0.2%
12	4	0.2%

Value	Count	Frequency (%)
601568	1	< 0.1%
370526	1	< 0.1%
311329	1	< 0.1%
238307	1	< 0.1%
170229	1	< 0.1%
161852	1	< 0.1%
128788	1	< 0.1%
101431	1	< 0.1%
95538	1	< 0.1%
80933	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1424
Distinct (%)	63.8%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3020.3678

Minimum	0
Maximum	594504
Zeros	49
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	18
Q1	197
median	655
Q3	1729.75
95-th percentile	6264.6
Maximum	594504
Range	594504
Interquartile range (IQR)	1532.75

Descriptive statistics

Standard deviation	19943.988
Coefficient of variation (CV)	6.6031654
Kurtosis	486.38945
Mean	3020.3678
Median Absolute Deviation (MAD)	567
Skewness	20.033753
Sum	6741461
Variance	3.9776268 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49	2.0%
42	10	0.4%
27	8	0.3%
45	7	0.3%
28	7	0.3%
38	7	0.3%
12	7	0.3%
13	7	0.3%
133	6	0.3%
68	6	0.3%
Other values (1414)	2118	88.5%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49	2.0%
2	2	0.1%
3	1	< 0.1%
4	2	0.1%
5	5	0.2%
6	3	0.1%
8	4	0.2%
9	5	0.2%
10	3	0.1%
11	6	0.3%

Value	Count	Frequency (%)
594504	1	< 0.1%
408189	1	< 0.1%
355376	1	< 0.1%
267708	1	< 0.1%
195191	1	< 0.1%
149374	1	< 0.1%
136876	1	< 0.1%
115372	1	< 0.1%
109152	1	< 0.1%
81254	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1324
Distinct (%)	59.3%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2470.819

Minimum	0
Maximum	551185
Zeros	58
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	130.75
median	481.5
Q3	1378.25
95-th percentile	5251.6
Maximum	551185
Range	551185
Interquartile range (IQR)	1247.5

Descriptive statistics

Standard deviation	16999.69
Coefficient of variation (CV)	6.8801844
Kurtosis	591.95252
Mean	2470.819
Median Absolute Deviation (MAD)	425
Skewness	21.852688
Sum	5514868
Variance	2.8898947 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	58	2.4%
12	13	0.5%
22	11	0.5%
16	11	0.5%
14	11	0.5%
25	11	0.5%
59	10	0.4%
26	10	0.4%
18	10	0.4%
35	9	0.4%
Other values (1314)	2078	86.9%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	58	2.4%
2	2	0.1%
3	2	0.1%
4	2	0.1%
5	4	0.2%
6	6	0.3%
7	4	0.2%
8	9	0.4%
9	9	0.4%
10	2	0.1%

Value	Count	Frequency (%)
551185	1	< 0.1%
315573	1	< 0.1%
297935	1	< 0.1%
202137	1	< 0.1%
158600	1	< 0.1%
120677	1	< 0.1%
100669	1	< 0.1%
87260	1	< 0.1%
81997	1	< 0.1%
74208	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1185
Distinct (%)	52.9%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1866.096

Minimum	0
Maximum	439553
Zeros	79
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	90
median	368
Q3	1015
95-th percentile	3961.5
Maximum	439553
Range	439553
Interquartile range (IQR)	925

Descriptive statistics

Standard deviation	13126.381
Coefficient of variation (CV)	7.0341405
Kurtosis	643.74595
Mean	1866.096
Median Absolute Deviation (MAD)	331
Skewness	22.676265
Sum	4180055
Variance	1.7230189 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	79	3.3%
12	21	0.9%
16	15	0.6%
5	14	0.6%
8	13	0.5%
23	13	0.5%
15	12	0.5%
53	12	0.5%
19	11	0.5%
7	11	0.5%
Other values (1175)	2039	85.2%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	79	3.3%
1	1	< 0.1%
2	4	0.2%
3	10	0.4%
4	7	0.3%
5	14	0.6%
6	8	0.3%
7	11	0.5%
8	13	0.5%
9	9	0.4%

Value	Count	Frequency (%)
439553	1	< 0.1%
237817	1	< 0.1%
220779	1	< 0.1%
144981	1	< 0.1%
116576	1	< 0.1%
94504	1	< 0.1%
82919	1	< 0.1%
66108	1	< 0.1%
61406	1	< 0.1%
58382	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	0.999	0.938	0.933	0.990	0.940	0.940	0.991	0.933	0.991	0.933	0.991	0.931	0.997	0.941	0.996	0.988	0.989
2007	0.999	1.000	0.933	0.928	0.981	0.952	0.952	0.983	0.951	0.983	0.951	0.983	0.950	0.971	0.956	0.966	0.979	0.980
2008	0.938	0.933	1.000	1.000	0.963	0.955	0.955	0.952	0.938	0.952	0.938	0.952	0.932	0.946	0.943	0.940	0.947	0.956
2009	0.933	0.928	1.000	1.000	0.975	0.966	0.966	0.963	0.951	0.944	0.932	0.944	0.926	0.940	0.936	0.936	0.955	0.966
2010	0.990	0.981	0.963	0.975	1.000	0.986	0.986	0.998	0.972	0.997	0.959	0.997	0.955	0.965	0.952	0.960	1.000	1.000
2011	0.940	0.952	0.955	0.966	0.986	1.000	1.000	0.961	0.999	0.961	0.999	0.961	0.999	0.972	0.998	0.969	0.982	1.000
2012	0.940	0.952	0.955	0.966	0.986	1.000	1.000	0.961	0.999	0.961	0.999	0.961	0.999	0.972	0.998	0.969	0.982	1.000
2013	0.991	0.983	0.952	0.963	0.998	0.961	0.961	1.000	0.985	1.000	0.971	1.000	0.967	0.983	0.974	0.978	0.997	0.998
2014	0.933	0.951	0.938	0.951	0.972	0.999	0.999	0.985	1.000	0.971	1.000	0.971	0.999	0.976	0.999	0.973	0.959	0.967
2015	0.991	0.983	0.952	0.944	0.997	0.961	0.961	1.000	0.971	1.000	0.985	1.000	0.978	0.993	0.986	0.990	0.997	0.998
2016	0.933	0.951	0.938	0.932	0.959	0.999	0.999	0.971	1.000	0.985	1.000	0.985	1.000	0.982	1.000	0.979	0.959	0.967
2017	0.991	0.983	0.952	0.944	0.997	0.961	0.961	1.000	0.971	1.000	0.985	1.000	0.978	0.993	0.986	0.990	0.997	0.998
2018	0.931	0.950	0.932	0.926	0.955	0.999	0.999	0.967	0.999	0.978	1.000	0.978	1.000	0.985	1.000	0.977	0.955	0.961
2019	0.997	0.971	0.946	0.940	0.965	0.972	0.972	0.983	0.976	0.993	0.982	0.993	0.985	1.000	0.988	1.000	0.971	0.969
2020	0.941	0.956	0.943	0.936	0.952	0.998	0.998	0.974	0.999	0.986	1.000	0.986	1.000	0.988	1.000	0.987	0.960	0.957
2021	0.996	0.966	0.940	0.936	0.960	0.969	0.969	0.978	0.973	0.990	0.979	0.990	0.977	1.000	0.987	1.000	0.968	0.965
2022	0.988	0.979	0.947	0.955	1.000	0.982	0.982	0.997	0.959	0.997	0.959	0.997	0.955	0.971	0.960	0.968	1.000	1.000
2023	0.989	0.980	0.956	0.966	1.000	1.000	1.000	0.998	0.967	0.998	0.967	0.998	0.961	0.969	0.957	0.965	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	0.940	0.924	0.910	0.903	0.904	0.899	0.902	0.898	0.911	0.910	0.905	0.908	0.901	0.898	0.905	0.887	0.894
2007	0.940	1.000	0.955	0.937	0.938	0.933	0.936	0.934	0.933	0.934	0.933	0.935	0.937	0.923	0.923	0.927	0.923	0.924
2008	0.924	0.955	1.000	0.952	0.945	0.941	0.947	0.938	0.941	0.945	0.940	0.941	0.937	0.934	0.927	0.932	0.926	0.924
2009	0.910	0.937	0.952	1.000	0.966	0.961	0.959	0.952	0.951	0.954	0.953	0.956	0.953	0.947	0.946	0.953	0.949	0.950
2010	0.903	0.938	0.945	0.966	1.000	0.965	0.958	0.956	0.949	0.948	0.949	0.955	0.951	0.943	0.947	0.948	0.945	0.948
2011	0.904	0.933	0.941	0.961	0.965	1.000	0.966	0.966	0.956	0.956	0.951	0.957	0.946	0.940	0.945	0.950	0.940	0.948
2012	0.899	0.936	0.947	0.959	0.958	0.966	1.000	0.966	0.963	0.960	0.955	0.955	0.947	0.942	0.943	0.948	0.945	0.948
2013	0.902	0.934	0.938	0.952	0.956	0.966	0.966	1.000	0.968	0.962	0.957	0.961	0.953	0.941	0.943	0.947	0.944	0.946
2014	0.898	0.933	0.941	0.951	0.949	0.956	0.963	0.968	1.000	0.969	0.958	0.960	0.949	0.948	0.945	0.940	0.938	0.935
2015	0.911	0.934	0.945	0.954	0.948	0.956	0.960	0.962	0.969	1.000	0.969	0.967	0.955	0.951	0.952	0.952	0.943	0.942
2016	0.910	0.933	0.940	0.953	0.949	0.951	0.955	0.957	0.958	0.969	1.000	0.970	0.962	0.956	0.958	0.956	0.949	0.951
2017	0.905	0.935	0.941	0.956	0.955	0.957	0.955	0.961	0.960	0.967	0.970	1.000	0.969	0.962	0.966	0.960	0.956	0.956
2018	0.908	0.937	0.937	0.953	0.951	0.946	0.947	0.953	0.949	0.955	0.962	0.969	1.000	0.960	0.959	0.958	0.950	0.956
2019	0.901	0.923	0.934	0.947	0.943	0.940	0.942	0.941	0.948	0.951	0.956	0.962	0.960	1.000	0.963	0.956	0.943	0.948
2020	0.898	0.923	0.927	0.946	0.947	0.945	0.943	0.943	0.945	0.952	0.958	0.966	0.959	0.963	1.000	0.960	0.951	0.953
2021	0.905	0.927	0.932	0.953	0.948	0.950	0.948	0.947	0.940	0.952	0.956	0.960	0.958	0.956	0.960	1.000	0.964	0.958
2022	0.887	0.923	0.926	0.949	0.945	0.940	0.945	0.944	0.938	0.943	0.949	0.956	0.950	0.943	0.951	0.964	1.000	0.962
2023	0.894	0.924	0.924	0.950	0.948	0.948	0.948	0.946	0.935	0.942	0.951	0.956	0.956	0.948	0.953	0.958	0.962	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	지역_거래규모	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_330㎡이하	126570	106818	111069	111932	105946	122511	106347	113364	134161	155741	149666	158411	149896	135189	161852	149374	100669	82919
1	전국_331~660㎡	90162	83779	85208	86857	81747	88191	84234	84305	94462	107420	105161	106631	96470	88943	101431	115372	87260	61406
2	전국_661~1000㎡	99401	90667	90904	91335	83579	85413	81945	81939	90451	102737	98349	100908	92563	85860	95538	109152	81997	58382
3	전국_1001~2000㎡	260234	235205	237228	229708	211706	212136	201779	206229	227851	251418	237369	245081	227567	214142	238307	267708	202137	144981
4	전국_2001~5000㎡	464378	396684	401368	369045	339578	340162	317181	325767	355752	386797	370077	378924	367775	340968	370526	408189	315573	237817
5	전국_5001~10000㎡	256412	198957	187022	181793	166723	166637	152757	152937	168154	180791	176218	185227	178268	163247	170229	195191	158600	116576
6	전국_10001~33000㎡	575411	446152	395777	388164	327869	316900	292546	297223	321078	342126	336682	364384	348242	311660	311329	355376	297935	220779
7	전국_33000㎡초과	1461825	1007659	803736	800634	655060	638579	586948	564959	576874	653927	702437	666563	610207	529569	601568	594504	551185	439553
8	서울_330㎡이하	18151	11139	10905	10037	7171	8263	6429	7818	10774	14867	14964	14436	13037	10554	13007	9980	5248	5315
9	서울_331~660㎡	1509	1232	920	1205	872	847	733	779	923	1187	1191	1127	1182	1147	1423	1276	782	400

	지역_거래규모	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2382	제주 제주시_10001~33000㎡	3598	4533	3129	3402	3336	2090	2924	2949	5184	6755	5406	3200	3244	2727	2377	2464	2247	1597
2383	제주 제주시_33000㎡초과	11770	9416	6310	2576	7737	5009	2852	4459	6406	7652	6147	4750	4323	3089	2254	4352	3847	3492
2384	제주 서귀포시_330㎡이하	231	495	426	404	429	520	641	763	1142	1646	1593	1362	1100	771	692	839	790	558
2385	제주 서귀포시_331~660㎡	429	862	644	637	729	844	944	1216	1669	2372	2161	1547	1270	919	834	1058	906	619
2386	제주 서귀포시_661~1000㎡	513	1013	690	725	776	889	1089	1276	1657	2379	1752	1238	1049	763	688	829	743	515
2387	제주 서귀포시_1001~2000㎡	1622	2771	1846	2140	2047	2179	2378	3049	4146	4941	3693	2898	2387	1921	1841	2090	1656	1211
2388	제주 서귀포시_2001~5000㎡	4662	7724	4929	6050	5479	5437	5854	7210	9986	11589	9021	6963	6168	5103	4193	4825	4153	3017
2389	제주 서귀포시_5001~10000㎡	2832	4582	3497	3799	3257	3487	3482	4027	6297	8251	5776	4392	3518	3255	2512	2816	2148	1863
2390	제주 서귀포시_10001~33000㎡	2379	4722	3387	3002	2413	2412	2506	3226	4839	6798	4216	3627	2607	1848	2047	1823	1498	1240
2391	제주 서귀포시_33000㎡초과	5628	2642	3918	3046	1226	2692	494	5111	2110	6557	3593	3961	1305	3598	1160	651	1272	4347

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Connector Punctuation

Other Symbol

Space Separator

Math Symbol

Open Punctuation

Close 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