gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	2691
Missing cells	3285
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	446.9 KiB
Average record size in memory	170.0 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 주택 거래현황의 연도별 거래주체별(동(호)수) 데이터입니다.- (단위 : 동(호)수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068426/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 198 (7.4%) missing values	Missing
`2007` has 243 (9.0%) missing values	Missing
`2008` has 225 (8.4%) missing values	Missing
`2009` has 225 (8.4%) missing values	Missing
`2010` has 171 (6.4%) missing values	Missing
`2011` has 198 (7.4%) missing values	Missing
`2012` has 180 (6.7%) missing values	Missing
`2013` has 180 (6.7%) missing values	Missing
`2014` has 117 (4.3%) missing values	Missing
`2015` has 153 (5.7%) missing values	Missing
`2016` has 153 (5.7%) missing values	Missing
`2017` has 180 (6.7%) missing values	Missing
`2018` has 171 (6.4%) missing values	Missing
`2019` has 180 (6.7%) missing values	Missing
`2020` has 180 (6.7%) missing values	Missing
`2021` has 180 (6.7%) missing values	Missing
`2022` has 180 (6.7%) missing values	Missing
`2023` has 171 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 37.73326997)	Skewed
`2007` is highly skewed (γ1 = 37.62355439)	Skewed
`2008` is highly skewed (γ1 = 38.36501789)	Skewed
`2009` is highly skewed (γ1 = 38.94569823)	Skewed
`2010` is highly skewed (γ1 = 39.88005231)	Skewed
`2011` is highly skewed (γ1 = 40.78026113)	Skewed
`2012` is highly skewed (γ1 = 40.67015735)	Skewed
`2013` is highly skewed (γ1 = 40.81547758)	Skewed
`2014` is highly skewed (γ1 = 41.32618864)	Skewed
`2015` is highly skewed (γ1 = 41.11216386)	Skewed
`2016` is highly skewed (γ1 = 40.49104307)	Skewed
`2017` is highly skewed (γ1 = 36.59795486)	Skewed
`2018` is highly skewed (γ1 = 34.19055222)	Skewed
`2019` is highly skewed (γ1 = 34.59971337)	Skewed
`2020` is highly skewed (γ1 = 38.02466874)	Skewed
`2021` is highly skewed (γ1 = 37.90092495)	Skewed
`2022` is highly skewed (γ1 = 35.93616948)	Skewed
`2023` is highly skewed (γ1 = 38.00558102)	Skewed
`지역 및 거래주체` has unique values	Unique
`2006` has 492 (18.3%) zeros	Zeros
`2007` has 475 (17.7%) zeros	Zeros
`2008` has 477 (17.7%) zeros	Zeros
`2009` has 422 (15.7%) zeros	Zeros
`2010` has 415 (15.4%) zeros	Zeros
`2011` has 297 (11.0%) zeros	Zeros
`2012` has 335 (12.4%) zeros	Zeros
`2013` has 439 (16.3%) zeros	Zeros
`2014` has 443 (16.5%) zeros	Zeros
`2015` has 375 (13.9%) zeros	Zeros
`2016` has 413 (15.3%) zeros	Zeros
`2017` has 360 (13.4%) zeros	Zeros
`2018` has 351 (13.0%) zeros	Zeros
`2019` has 347 (12.9%) zeros	Zeros
`2020` has 331 (12.3%) zeros	Zeros
`2021` has 316 (11.7%) zeros	Zeros
`2022` has 334 (12.4%) zeros	Zeros
`2023` has 393 (14.6%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:09:11.159416
Analysis finished	2024-03-23 05:11:36.539373
Duration	2 minutes and 25.38 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역 및 거래주체
Text

UNIQUE

Distinct	2691
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	21.2 KiB

Length

Max length	21
Median length	12
Mean length	12.341137
Min length	9

Characters and Unicode

Total characters	33210
Distinct characters	152
Distinct categories	6 ?
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	2691 ?
Unique (%)	100.0%

Sample

1st row	전국 /개인>개인
2nd row	전국 /개인>법인
3rd row	전국 /개인>기타
4th row	전국 /법인>개인
5th row	전국 /법인>법인

Value	Count	Frequency (%)
경기	477	8.9%
경남	243	4.5%
서울	234	4.3%
경북	234	4.3%
전남	207	3.8%
충남	180	3.3%
충북	180	3.3%
강원	171	3.2%
전북	153	2.8%
부산	153	2.8%
Other values (2322)	3150	58.5%

Most occurring characters

Value	Count	Frequency (%)
인	3750	11.3%
	2691	8.1%
/	2691	8.1%
>	2691	8.1%
기	2298	6.9%
타	1794	5.4%
개	1794	5.4%
법	1794	5.4%
구	1269	3.8%
시	1098	3.3%
Other values (142)	11340	34.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	24795	74.7%
Space Separator	2691	8.1%
Other Punctuation	2691	8.1%
Math Symbol	2691	8.1%
Open Punctuation	171	0.5%
Close Punctuation	171	0.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
인	3750	15.1%
기	2298	9.3%
타	1794	7.2%
개	1794	7.2%
법	1794	7.2%
구	1269	5.1%
시	1098	4.4%
경	981	4.0%
군	837	3.4%
남	801	3.2%
Other values (137)	8379	33.8%

Space Separator

Value	Count	Frequency (%)
	2691	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	2691	100.0%

Math Symbol

Value	Count	Frequency (%)
>	2691	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	171	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	171	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	24795	74.7%
Common	8415	25.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
인	3750	15.1%
기	2298	9.3%
타	1794	7.2%
개	1794	7.2%
법	1794	7.2%
구	1269	5.1%
시	1098	4.4%
경	981	4.0%
군	837	3.4%
남	801	3.2%
Other values (137)	8379	33.8%

Common

Value	Count	Frequency (%)
	2691	32.0%
/	2691	32.0%
>	2691	32.0%
(	171	2.0%
)	171	2.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	24795	74.7%
ASCII	8415	25.3%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
인	3750	15.1%
기	2298	9.3%
타	1794	7.2%
개	1794	7.2%
법	1794	7.2%
구	1269	5.1%
시	1098	4.4%
경	981	4.0%
군	837	3.4%
남	801	3.2%
Other values (137)	8379	33.8%

ASCII

Value	Count	Frequency (%)
	2691	32.0%
/	2691	32.0%
>	2691	32.0%
(	171	2.0%
)	171	2.0%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	713
Distinct (%)	28.6%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	1904.5415

Minimum	0
Maximum	1147064
Zeros	492
Zeros (%)	18.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	11
Q3	184
95-th percentile	6259.2
Maximum	1147064
Range	1147064
Interquartile range (IQR)	183

Descriptive statistics

Standard deviation	25682.282
Coefficient of variation (CV)	13.484758
Kurtosis	1613.1187
Mean	1904.5415
Median Absolute Deviation (MAD)	11
Skewness	37.73327
Sum	4748022
Variance	6.5957958 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	492	18.3%
1	192	7.1%
2	120	4.5%
3	103	3.8%
4	70	2.6%
6	57	2.1%
5	54	2.0%
7	41	1.5%
8	40	1.5%
10	37	1.4%
Other values (703)	1287	47.8%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	492	18.3%
1	192	7.1%
2	120	4.5%
3	103	3.8%
4	70	2.6%
5	54	2.0%
6	57	2.1%
7	41	1.5%
8	40	1.5%
9	36	1.3%

Value	Count	Frequency (%)
1147064	1	< 0.1%
359245	1	< 0.1%
288646	1	< 0.1%
267143	1	< 0.1%
86358	1	< 0.1%
76478	1	< 0.1%
62306	1	< 0.1%
49067	1	< 0.1%
46651	1	< 0.1%
42730	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	691
Distinct (%)	28.2%
Missing	243
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	1468.9383

Minimum	0
Maximum	842411
Zeros	475
Zeros (%)	17.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	12
Q3	161
95-th percentile	4552.45
Maximum	842411
Range	842411
Interquartile range (IQR)	160

Descriptive statistics

Standard deviation	18942.815
Coefficient of variation (CV)	12.895582
Kurtosis	1608.8901
Mean	1468.9383
Median Absolute Deviation (MAD)	12
Skewness	37.623554
Sum	3595961
Variance	3.5883023 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	475	17.7%
1	171	6.4%
3	109	4.1%
2	103	3.8%
4	69	2.6%
5	61	2.3%
7	46	1.7%
6	46	1.7%
8	42	1.6%
9	40	1.5%
Other values (681)	1286	47.8%
(Missing)	243	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	475	17.7%
1	171	6.4%
2	103	3.8%
3	109	4.1%
4	69	2.6%
5	61	2.3%
6	46	1.7%
7	46	1.7%
8	42	1.6%
9	40	1.5%

Value	Count	Frequency (%)
842411	1	< 0.1%
246933	1	< 0.1%
212452	1	< 0.1%
168228	1	< 0.1%
95816	1	< 0.1%
74913	1	< 0.1%
54323	1	< 0.1%
49193	1	< 0.1%
37759	1	< 0.1%
35234	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	697
Distinct (%)	28.3%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1498.9234

Minimum	0
Maximum	860473
Zeros	477
Zeros (%)	17.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	12
Q3	169.75
95-th percentile	5035.25
Maximum	860473
Range	860473
Interquartile range (IQR)	168.75

Descriptive statistics

Standard deviation	19135.898
Coefficient of variation (CV)	12.766429
Kurtosis	1666.0321
Mean	1498.9234
Median Absolute Deviation (MAD)	12
Skewness	38.365018
Sum	3696345
Variance	3.6618261 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	477	17.7%
1	187	6.9%
2	125	4.6%
3	81	3.0%
4	76	2.8%
5	65	2.4%
6	50	1.9%
7	44	1.6%
9	32	1.2%
8	27	1.0%
Other values (687)	1302	48.4%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	477	17.7%
1	187	6.9%
2	125	4.6%
3	81	3.0%
4	76	2.8%
5	65	2.4%
6	50	1.9%
7	44	1.6%
8	27	1.0%
9	32	1.2%

Value	Count	Frequency (%)
860473	1	< 0.1%
242980	1	< 0.1%
207654	1	< 0.1%
158526	1	< 0.1%
93952	1	< 0.1%
61587	1	< 0.1%
56025	1	< 0.1%
50483	1	< 0.1%
36498	1	< 0.1%
35551	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	705
Distinct (%)	28.6%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1458.2758

Minimum	0
Maximum	840327
Zeros	422
Zeros (%)	15.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	14
Q3	175.75
95-th percentile	5040.25
Maximum	840327
Range	840327
Interquartile range (IQR)	173.75

Descriptive statistics

Standard deviation	18560.128
Coefficient of variation (CV)	12.727447
Kurtosis	1709.2255
Mean	1458.2758
Median Absolute Deviation (MAD)	14
Skewness	38.945698
Sum	3596108
Variance	3.4447834 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	422	15.7%
1	189	7.0%
2	118	4.4%
3	97	3.6%
6	60	2.2%
4	60	2.2%
5	59	2.2%
7	42	1.6%
9	36	1.3%
8	36	1.3%
Other values (695)	1347	50.1%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	422	15.7%
1	189	7.0%
2	118	4.4%
3	97	3.6%
4	60	2.2%
5	59	2.2%
6	60	2.2%
7	42	1.6%
8	36	1.3%
9	36	1.3%

Value	Count	Frequency (%)
840327	1	< 0.1%
211595	1	< 0.1%
211364	1	< 0.1%
149245	1	< 0.1%
70096	1	< 0.1%
65149	1	< 0.1%
55442	1	< 0.1%
53798	1	< 0.1%
36209	1	< 0.1%
35945	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	698
Distinct (%)	27.7%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1304.4496

Minimum	0
Maximum	761361
Zeros	415
Zeros (%)	15.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	14
Q3	153.25
95-th percentile	4407.6
Maximum	761361
Range	761361
Interquartile range (IQR)	151.25

Descriptive statistics

Standard deviation	16533.604
Coefficient of variation (CV)	12.674774
Kurtosis	1787.347
Mean	1304.4496
Median Absolute Deviation (MAD)	14
Skewness	39.880052
Sum	3287213
Variance	2.7336005 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	415	15.4%
1	179	6.7%
2	128	4.8%
3	93	3.5%
4	79	2.9%
5	70	2.6%
8	53	2.0%
7	46	1.7%
6	42	1.6%
9	33	1.2%
Other values (688)	1382	51.4%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	415	15.4%
1	179	6.7%
2	128	4.8%
3	93	3.5%
4	79	2.9%
5	70	2.6%
6	42	1.6%
7	46	1.7%
8	53	2.0%
9	33	1.2%

Value	Count	Frequency (%)
761361	1	< 0.1%
206104	1	< 0.1%
153604	1	< 0.1%
98024	1	< 0.1%
83922	1	< 0.1%
66159	1	< 0.1%
65781	1	< 0.1%
50228	1	< 0.1%
38307	1	< 0.1%
37655	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	699
Distinct (%)	28.0%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	1569.9988

Minimum	0
Maximum	953965
Zeros	297
Zeros (%)	11.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	18
Q3	154
95-th percentile	5620.6
Maximum	953965
Range	953965
Interquartile range (IQR)	151

Descriptive statistics

Standard deviation	20584.743
Coefficient of variation (CV)	13.111312
Kurtosis	1849.3587
Mean	1569.9988
Median Absolute Deviation (MAD)	18
Skewness	40.780261
Sum	3914007
Variance	4.2373166 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	297	11.0%
1	188	7.0%
2	111	4.1%
3	92	3.4%
4	70	2.6%
5	63	2.3%
6	62	2.3%
7	58	2.2%
8	49	1.8%
11	37	1.4%
Other values (689)	1466	54.5%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	297	11.0%
1	188	7.0%
2	111	4.1%
3	92	3.4%
4	70	2.6%
5	63	2.3%
6	62	2.3%
7	58	2.2%
8	49	1.8%
9	27	1.0%

Value	Count	Frequency (%)
953965	1	< 0.1%
209564	1	< 0.1%
208357	1	< 0.1%
123533	1	< 0.1%
96284	1	< 0.1%
70726	1	< 0.1%
57404	1	< 0.1%
57342	1	< 0.1%
52330	1	< 0.1%
45274	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	693
Distinct (%)	27.6%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1269.4747

Minimum	0
Maximum	756951
Zeros	335
Zeros (%)	12.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	16
Q3	162
95-th percentile	4337.5
Maximum	756951
Range	756951
Interquartile range (IQR)	160

Descriptive statistics

Standard deviation	16317.822
Coefficient of variation (CV)	12.853995
Kurtosis	1843.947
Mean	1269.4747
Median Absolute Deviation (MAD)	16
Skewness	40.670157
Sum	3187651
Variance	2.6627131 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	335	12.4%
1	170	6.3%
2	133	4.9%
3	78	2.9%
4	77	2.9%
5	66	2.5%
6	62	2.3%
7	60	2.2%
9	42	1.6%
10	40	1.5%
Other values (683)	1448	53.8%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	335	12.4%
1	170	6.3%
2	133	4.9%
3	78	2.9%
4	77	2.9%
5	66	2.5%
6	62	2.3%
7	60	2.2%
8	39	1.4%
9	42	1.6%

Value	Count	Frequency (%)
756951	1	< 0.1%
180171	1	< 0.1%
160461	1	< 0.1%
93799	1	< 0.1%
70339	1	< 0.1%
56747	1	< 0.1%
52896	1	< 0.1%
47643	1	< 0.1%
44250	1	< 0.1%
40566	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	715
Distinct (%)	28.5%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1504.9383

Minimum	0
Maximum	914367
Zeros	439
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	16
Q3	161
95-th percentile	5313
Maximum	914367
Range	914367
Interquartile range (IQR)	159

Descriptive statistics

Standard deviation	19682.654
Coefficient of variation (CV)	13.078712
Kurtosis	1854.333
Mean	1504.9383
Median Absolute Deviation (MAD)	16
Skewness	40.815478
Sum	3778900
Variance	3.8740686 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	439	16.3%
1	181	6.7%
2	102	3.8%
3	81	3.0%
4	70	2.6%
5	63	2.3%
7	55	2.0%
6	35	1.3%
9	33	1.2%
14	29	1.1%
Other values (705)	1423	52.9%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	439	16.3%
1	181	6.7%
2	102	3.8%
3	81	3.0%
4	70	2.6%
5	63	2.3%
6	35	1.3%
7	55	2.0%
8	27	1.0%
9	33	1.2%

Value	Count	Frequency (%)
914367	1	< 0.1%
205557	1	< 0.1%
199126	1	< 0.1%
123832	1	< 0.1%
81512	1	< 0.1%
70589	1	< 0.1%
65426	1	< 0.1%
54164	1	< 0.1%
53803	1	< 0.1%
46253	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	750
Distinct (%)	29.1%
Missing	117
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	1795.6348

Minimum	0
Maximum	1127602
Zeros	443
Zeros (%)	16.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	15
Q3	192.75
95-th percentile	6756.75
Maximum	1127602
Range	1127602
Interquartile range (IQR)	190.75

Descriptive statistics

Standard deviation	23981.851
Coefficient of variation (CV)	13.355639
Kurtosis	1899.2022
Mean	1795.6348
Median Absolute Deviation (MAD)	15
Skewness	41.326189
Sum	4621964
Variance	5.7512919 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	443	16.5%
1	167	6.2%
2	119	4.4%
3	105	3.9%
4	76	2.8%
5	59	2.2%
6	50	1.9%
7	48	1.8%
8	40	1.5%
10	39	1.4%
Other values (740)	1428	53.1%
(Missing)	117	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	443	16.5%
1	167	6.2%
2	119	4.4%
3	105	3.9%
4	76	2.8%
5	59	2.2%
6	50	1.9%
7	48	1.8%
8	40	1.5%
9	26	1.0%

Value	Count	Frequency (%)
1127602	1	< 0.1%
264197	1	< 0.1%
236687	1	< 0.1%
166848	1	< 0.1%
102936	1	< 0.1%
86086	1	< 0.1%
70186	1	< 0.1%
68443	1	< 0.1%
59898	1	< 0.1%
47870	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	757
Distinct (%)	29.8%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2161.9634

Minimum	0
Maximum	1389712
Zeros	375
Zeros (%)	13.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	20
Q3	232.5
95-th percentile	8184.1
Maximum	1389712
Range	1389712
Interquartile range (IQR)	230.5

Descriptive statistics

Standard deviation	29757.922
Coefficient of variation (CV)	13.764305
Kurtosis	1875.5165
Mean	2161.9634
Median Absolute Deviation (MAD)	20
Skewness	41.112164
Sum	5487063
Variance	8.8553394 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	375	13.9%
1	178	6.6%
2	126	4.7%
3	72	2.7%
4	67	2.5%
6	57	2.1%
5	56	2.1%
7	45	1.7%
8	36	1.3%
11	31	1.2%
Other values (747)	1495	55.6%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	375	13.9%
1	178	6.6%
2	126	4.7%
3	72	2.7%
4	67	2.5%
5	56	2.1%
6	57	2.1%
7	45	1.7%
8	36	1.3%
9	28	1.0%

Value	Count	Frequency (%)
1389712	1	< 0.1%
346381	1	< 0.1%
250104	1	< 0.1%
242132	1	< 0.1%
131123	1	< 0.1%
92936	1	< 0.1%
91548	1	< 0.1%
71587	1	< 0.1%
68012	1	< 0.1%
51824	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	768
Distinct (%)	30.3%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2031.9799

Minimum	0
Maximum	1288104
Zeros	413
Zeros (%)	15.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	19
Q3	239
95-th percentile	7374.7
Maximum	1288104
Range	1288104
Interquartile range (IQR)	237

Descriptive statistics

Standard deviation	27773.909
Coefficient of variation (CV)	13.668397
Kurtosis	1827.3071
Mean	2031.9799
Median Absolute Deviation (MAD)	19
Skewness	40.491043
Sum	5157165
Variance	7.7138999 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	413	15.3%
1	165	6.1%
2	100	3.7%
4	88	3.3%
3	74	2.7%
5	53	2.0%
6	53	2.0%
7	48	1.8%
8	38	1.4%
10	33	1.2%
Other values (758)	1473	54.7%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	413	15.3%
1	165	6.1%
2	100	3.7%
3	74	2.7%
4	88	3.3%
5	53	2.0%
6	53	2.0%
7	48	1.8%
8	38	1.4%
9	31	1.2%

Value	Count	Frequency (%)
1288104	1	< 0.1%
345315	1	< 0.1%
249111	1	< 0.1%
235376	1	< 0.1%
117777	1	< 0.1%
91608	1	< 0.1%
80001	1	< 0.1%
58790	1	< 0.1%
48795	1	< 0.1%
47824	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	794
Distinct (%)	31.6%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2225.5313

Minimum	0
Maximum	1215828
Zeros	360
Zeros (%)	13.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	22
Q3	284
95-th percentile	7879.5
Maximum	1215828
Range	1215828
Interquartile range (IQR)	282

Descriptive statistics

Standard deviation	27578.716
Coefficient of variation (CV)	12.39197
Kurtosis	1530.7362
Mean	2225.5313
Median Absolute Deviation (MAD)	22
Skewness	36.597955
Sum	5588309
Variance	7.6058556 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	360	13.4%
1	196	7.3%
2	112	4.2%
3	87	3.2%
4	67	2.5%
5	57	2.1%
7	42	1.6%
6	41	1.5%
12	27	1.0%
17	27	1.0%
Other values (784)	1495	55.6%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	360	13.4%
1	196	7.3%
2	112	4.2%
3	87	3.2%
4	67	2.5%
5	57	2.1%
6	41	1.5%
7	42	1.6%
8	26	1.0%
9	23	0.9%

Value	Count	Frequency (%)
1215828	1	< 0.1%
439036	1	< 0.1%
341238	1	< 0.1%
223402	1	< 0.1%
132109	1	< 0.1%
88851	1	< 0.1%
86093	1	< 0.1%
69265	1	< 0.1%
58645	1	< 0.1%
50951	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	850
Distinct (%)	33.7%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2170.3702

Minimum	0
Maximum	1080183
Zeros	351
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	25
Q3	343.25
95-th percentile	6954.9
Maximum	1080183
Range	1080183
Interquartile range (IQR)	340.25

Descriptive statistics

Standard deviation	25433.467
Coefficient of variation (CV)	11.718493
Kurtosis	1346.732
Mean	2170.3702
Median Absolute Deviation (MAD)	25
Skewness	34.190552
Sum	5469333
Variance	6.4686126 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	351	13.0%
1	155	5.8%
2	120	4.5%
3	66	2.5%
5	63	2.3%
4	63	2.3%
6	48	1.8%
7	36	1.3%
9	34	1.3%
12	31	1.2%
Other values (840)	1553	57.7%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	351	13.0%
1	155	5.8%
2	120	4.5%
3	66	2.5%
4	63	2.3%
5	63	2.3%
6	48	1.8%
7	36	1.3%
8	31	1.2%
9	34	1.3%

Value	Count	Frequency (%)
1080183	1	< 0.1%
487211	1	< 0.1%
323311	1	< 0.1%
202923	1	< 0.1%
182632	1	< 0.1%
75175	1	< 0.1%
72758	1	< 0.1%
58816	1	< 0.1%
52972	1	< 0.1%
49441	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	850
Distinct (%)	33.9%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1988.2397

Minimum	0
Maximum	974292
Zeros	347
Zeros (%)	12.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	28
Q3	317
95-th percentile	6565
Maximum	974292
Range	974292
Interquartile range (IQR)	314

Descriptive statistics

Standard deviation	22809.501
Coefficient of variation (CV)	11.472208
Kurtosis	1377.7931
Mean	1988.2397
Median Absolute Deviation (MAD)	28
Skewness	34.599713
Sum	4992470
Variance	5.2027332 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	347	12.9%
1	176	6.5%
2	96	3.6%
4	73	2.7%
3	65	2.4%
5	45	1.7%
6	41	1.5%
8	40	1.5%
9	37	1.4%
7	31	1.2%
Other values (840)	1560	58.0%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	347	12.9%
1	176	6.5%
2	96	3.6%
3	65	2.4%
4	73	2.7%
5	45	1.7%
6	41	1.5%
7	31	1.2%
8	40	1.5%
9	37	1.4%

Value	Count	Frequency (%)
974292	1	< 0.1%
436701	1	< 0.1%
271772	1	< 0.1%
157276	1	< 0.1%
149851	1	< 0.1%
74088	1	< 0.1%
69423	1	< 0.1%
63355	1	< 0.1%
54901	1	< 0.1%
49713	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	899
Distinct (%)	35.8%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2562.1987

Minimum	0
Maximum	1417485
Zeros	331
Zeros (%)	12.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	37
Q3	502
95-th percentile	8494.5
Maximum	1417485
Range	1417485
Interquartile range (IQR)	499

Descriptive statistics

Standard deviation	31527.091
Coefficient of variation (CV)	12.304702
Kurtosis	1641.5402
Mean	2562.1987
Median Absolute Deviation (MAD)	37
Skewness	38.024669
Sum	6433681
Variance	9.9395747 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	331	12.3%
1	158	5.9%
2	103	3.8%
3	58	2.2%
4	56	2.1%
5	47	1.7%
6	43	1.6%
7	40	1.5%
8	37	1.4%
10	32	1.2%
Other values (889)	1606	59.7%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	331	12.3%
1	158	5.9%
2	103	3.8%
3	58	2.2%
4	56	2.1%
5	47	1.7%
6	43	1.6%
7	40	1.5%
8	37	1.4%
9	31	1.2%

Value	Count	Frequency (%)
1417485	1	< 0.1%
423356	1	< 0.1%
406623	1	< 0.1%
201305	1	< 0.1%
135115	1	< 0.1%
120273	1	< 0.1%
101031	1	< 0.1%
78849	1	< 0.1%
77399	1	< 0.1%
70271	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	893
Distinct (%)	35.6%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2051.6973

Minimum	0
Maximum	1092862
Zeros	316
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	37
Q3	441
95-th percentile	6311.5
Maximum	1092862
Range	1092862
Interquartile range (IQR)	438

Descriptive statistics

Standard deviation	24337.154
Coefficient of variation (CV)	11.861961
Kurtosis	1633.8018
Mean	2051.6973
Median Absolute Deviation (MAD)	37
Skewness	37.900925
Sum	5151812
Variance	5.9229707 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	316	11.7%
1	150	5.6%
2	94	3.5%
3	81	3.0%
5	66	2.5%
4	65	2.4%
6	44	1.6%
7	43	1.6%
8	32	1.2%
10	28	1.0%
Other values (883)	1592	59.2%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	316	11.7%
1	150	5.6%
2	94	3.5%
3	81	3.0%
4	65	2.4%
5	66	2.5%
6	44	1.6%
7	43	1.6%
8	32	1.2%
9	27	1.0%

Value	Count	Frequency (%)
1092862	1	< 0.1%
346547	1	< 0.1%
295075	1	< 0.1%
137163	1	< 0.1%
96576	1	< 0.1%
87837	1	< 0.1%
80430	1	< 0.1%
73378	1	< 0.1%
69985	1	< 0.1%
63808	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	781
Distinct (%)	31.1%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1178.2178

Minimum	0
Maximum	571235
Zeros	334
Zeros (%)	12.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	28
Q3	269
95-th percentile	3525.5
Maximum	571235
Range	571235
Interquartile range (IQR)	266

Descriptive statistics

Standard deviation	13110.681
Coefficient of variation (CV)	11.127552
Kurtosis	1477.268
Mean	1178.2178
Median Absolute Deviation (MAD)	28
Skewness	35.936169
Sum	2958505
Variance	1.7188995 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	334	12.4%
1	156	5.8%
2	102	3.8%
3	78	2.9%
4	75	2.8%
5	55	2.0%
6	46	1.7%
7	46	1.7%
8	31	1.2%
12	27	1.0%
Other values (771)	1561	58.0%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	334	12.4%
1	156	5.8%
2	102	3.8%
3	78	2.9%
4	75	2.8%
5	55	2.0%
6	46	1.7%
7	46	1.7%
8	31	1.2%
9	25	0.9%

Value	Count	Frequency (%)
571235	1	< 0.1%
245938	1	< 0.1%
129318	1	< 0.1%
70881	1	< 0.1%
59229	1	< 0.1%
48806	1	< 0.1%
48190	1	< 0.1%
40815	1	< 0.1%
39469	1	< 0.1%
35820	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	704
Distinct (%)	27.9%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1168.8448

Minimum	0
Maximum	641766
Zeros	393
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	18
Q3	145
95-th percentile	3858.5
Maximum	641766
Range	641766
Interquartile range (IQR)	143

Descriptive statistics

Standard deviation	14275.746
Coefficient of variation (CV)	12.213551
Kurtosis	1638.5431
Mean	1168.8448
Median Absolute Deviation (MAD)	18
Skewness	38.005581
Sum	2945489
Variance	2.0379692 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	393	14.6%
1	185	6.9%
2	121	4.5%
3	84	3.1%
4	71	2.6%
5	60	2.2%
6	45	1.7%
7	42	1.6%
8	35	1.3%
11	34	1.3%
Other values (694)	1450	53.9%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	393	14.6%
1	185	6.9%
2	121	4.5%
3	84	3.1%
4	71	2.6%
5	60	2.2%
6	45	1.7%
7	42	1.6%
8	35	1.3%
9	28	1.0%

Value	Count	Frequency (%)
641766	1	< 0.1%
218111	1	< 0.1%
161738	1	< 0.1%
70869	1	< 0.1%
60035	1	< 0.1%
46815	1	< 0.1%
45392	1	< 0.1%
39653	1	< 0.1%
39077	1	< 0.1%
37499	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	0.982	0.982	0.990	0.982	0.982	0.990	0.990	0.990	1.000	1.000	0.938	0.938	0.938	0.990	1.000	0.938	1.000
2007	0.982	1.000	1.000	0.996	0.990	0.990	0.996	0.996	0.996	0.982	0.982	0.876	0.876	0.876	0.996	0.907	0.876	0.907
2008	0.982	1.000	1.000	0.996	0.990	0.990	0.996	0.996	0.996	0.982	0.982	0.876	0.876	0.876	0.996	0.907	0.876	0.907
2009	0.990	0.996	0.996	1.000	0.996	0.996	1.000	1.000	1.000	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.907	1.000
2010	0.982	0.990	0.990	0.996	1.000	1.000	0.996	0.996	0.996	0.982	0.982	0.876	0.876	0.876	0.996	0.907	0.876	0.907
2011	0.982	0.990	0.990	0.996	1.000	1.000	0.996	0.996	0.996	0.982	0.982	0.876	0.876	0.876	0.996	0.907	0.876	0.907
2012	0.990	0.996	0.996	1.000	0.996	0.996	1.000	1.000	1.000	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.907	1.000
2013	0.990	0.996	0.996	1.000	0.996	0.996	1.000	1.000	1.000	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.907	1.000
2014	0.990	0.996	0.996	1.000	0.996	0.996	1.000	1.000	1.000	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.907	1.000
2015	1.000	0.982	0.982	0.990	0.982	0.982	0.990	0.990	0.990	1.000	1.000	0.938	0.938	0.938	0.990	1.000	0.938	1.000
2016	1.000	0.982	0.982	0.990	0.982	0.982	0.990	0.990	0.990	1.000	1.000	0.938	0.938	0.938	0.990	1.000	0.938	1.000
2017	0.938	0.876	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.938	0.938	1.000	1.000	1.000	0.907	0.998	1.000	0.998
2018	0.938	0.876	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.938	0.938	1.000	1.000	1.000	0.907	0.998	1.000	0.998
2019	0.938	0.876	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.938	0.938	1.000	1.000	1.000	0.907	0.998	1.000	0.998
2020	0.990	0.996	0.996	1.000	0.996	0.996	1.000	1.000	1.000	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.907	1.000
2021	1.000	0.907	0.907	1.000	0.907	0.907	1.000	1.000	1.000	1.000	1.000	0.998	0.998	0.998	1.000	1.000	0.998	1.000
2022	0.938	0.876	0.876	0.907	0.876	0.876	0.907	0.907	0.907	0.938	0.938	1.000	1.000	1.000	0.907	0.998	1.000	0.998
2023	1.000	0.907	0.907	1.000	0.907	0.907	1.000	1.000	1.000	1.000	1.000	0.998	0.998	0.998	1.000	1.000	0.998	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	0.900	0.867	0.852	0.859	0.856	0.849	0.860	0.853	0.860	0.857	0.863	0.859	0.855	0.854	0.844	0.834	0.804
2007	0.900	1.000	0.887	0.853	0.864	0.845	0.843	0.848	0.850	0.860	0.861	0.856	0.857	0.851	0.853	0.832	0.833	0.810
2008	0.867	0.887	1.000	0.875	0.869	0.845	0.842	0.845	0.838	0.843	0.845	0.841	0.842	0.829	0.829	0.815	0.814	0.792
2009	0.852	0.853	0.875	1.000	0.873	0.850	0.845	0.849	0.837	0.848	0.845	0.838	0.834	0.821	0.825	0.814	0.812	0.798
2010	0.859	0.864	0.869	0.873	1.000	0.892	0.872	0.868	0.858	0.866	0.856	0.856	0.847	0.836	0.837	0.828	0.823	0.808
2011	0.856	0.845	0.845	0.850	0.892	1.000	0.901	0.874	0.852	0.861	0.846	0.850	0.843	0.826	0.831	0.824	0.819	0.807
2012	0.849	0.843	0.842	0.845	0.872	0.901	1.000	0.896	0.871	0.866	0.859	0.861	0.851	0.842	0.843	0.839	0.833	0.816
2013	0.860	0.848	0.845	0.849	0.868	0.874	0.896	1.000	0.894	0.886	0.879	0.883	0.867	0.853	0.853	0.843	0.836	0.828
2014	0.853	0.850	0.838	0.837	0.858	0.852	0.871	0.894	1.000	0.893	0.877	0.874	0.867	0.849	0.850	0.834	0.837	0.816
2015	0.860	0.860	0.843	0.848	0.866	0.861	0.866	0.886	0.893	1.000	0.909	0.894	0.884	0.861	0.855	0.844	0.838	0.824
2016	0.857	0.861	0.845	0.845	0.856	0.846	0.859	0.879	0.877	0.909	1.000	0.910	0.894	0.873	0.863	0.852	0.846	0.831
2017	0.863	0.856	0.841	0.838	0.856	0.850	0.861	0.883	0.874	0.894	0.910	1.000	0.904	0.886	0.874	0.869	0.849	0.839
2018	0.859	0.857	0.842	0.834	0.847	0.843	0.851	0.867	0.867	0.884	0.894	0.904	1.000	0.907	0.885	0.867	0.860	0.840
2019	0.855	0.851	0.829	0.821	0.836	0.826	0.842	0.853	0.849	0.861	0.873	0.886	0.907	1.000	0.905	0.869	0.857	0.838
2020	0.854	0.853	0.829	0.825	0.837	0.831	0.843	0.853	0.850	0.855	0.863	0.874	0.885	0.905	1.000	0.902	0.885	0.865
2021	0.844	0.832	0.815	0.814	0.828	0.824	0.839	0.843	0.834	0.844	0.852	0.869	0.867	0.869	0.902	1.000	0.902	0.866
2022	0.834	0.833	0.814	0.812	0.823	0.819	0.833	0.836	0.837	0.838	0.846	0.849	0.860	0.857	0.885	0.902	1.000	0.885
2023	0.804	0.810	0.792	0.798	0.808	0.807	0.816	0.828	0.816	0.824	0.831	0.839	0.840	0.838	0.865	0.866	0.885	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 및 거래주체	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국 /개인>개인	1147064	842411	860473	840327	761361	953965	756951	914367	1127602	1389712	1288104	1215828	1080183	974292	1417485	1092862	571235	641766
1	전국 /개인>법인	28062	18781	21146	14818	14047	14193	15222	17618	19062	23499	25596	24394	30933	44661	70271	56392	26756	10851
2	전국 /개인>기타	4106	3846	3769	4549	4287	5066	4705	4842	3904	7110	6603	7224	8462	10664	16285	17775	11110	6747
3	전국 /법인>개인	267143	246933	242980	211595	206104	208357	180171	199126	236687	242132	235376	439036	487211	436701	423356	346547	245938	218111
4	전국 /법인>법인	15725	15894	30484	32319	32055	25854	21065	17568	17159	15244	16415	16359	24737	24369	31939	18751	13512	8201
5	전국 /법인>기타	2123	3355	1568	2552	891	1368	1404	1118	1750	2014	2381	3088	3932	4755	14131	11735	12911	10948
6	전국 /기타>개인	28943	15122	18125	26018	16661	20140	22109	31341	39261	38687	47070	50951	75175	69423	45683	73378	48806	28675
7	전국 /기타>법인	296	765	274	276	709	592	385	360	420	707	1033	469	6380	1758	1110	1356	1809	622
8	전국 /기타>기타	1473	1467	923	1183	1114	1858	1994	939	1278	1690	1454	2312	2218	2875	1605	1985	1270	2874
9	서울 /개인>개인	288646	168228	158526	149245	98024	123533	93799	123832	166848	250104	249111	223402	202923	149851	201305	137163	59229	70869

	지역 및 거래주체	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2681	제주 제주시/기타>기타	3	9	48	10	12	34	42	16	9	15	13	7	25	46	18	19	18	18
2682	제주 서귀포시/개인>개인	670	1328	1276	1389	1538	1803	1726	2205	2878	4302	4439	3532	2933	2216	2714	3677	2631	2020
2683	제주 서귀포시/개인>법인	28	95	55	34	22	33	63	128	94	120	169	132	408	182	227	133	117	56
2684	제주 서귀포시/개인>기타	3	7	5	5	9	18	10	20	28	53	41	9	10	6	58	35	11	73
2685	제주 서귀포시/법인>개인	27	194	573	212	226	476	535	777	1026	2569	2540	2267	1512	1114	880	1092	912	619
2686	제주 서귀포시/법인>법인	18	8	26	35	68	115	124	119	77	379	141	123	363	242	264	102	37	138
2687	제주 서귀포시/법인>기타	0	0	14	8	1	5	2	2	2	110	20	4	5	3	24	87	35	6
2688	제주 서귀포시/기타>개인	1	2	2	5	16	13	13	25	11	15	18	21	17	19	70	115	254	39
2689	제주 서귀포시/기타>법인	0	1	0	3	0	3	2	0	1	2	1	3	0	6	0	8	5	3
2690	제주 서귀포시/기타>기타	1	0	1	2	2	3	2	1	0	1	2	1	2	3	3	11	1	0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Other Punctuation

Math Symbol

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