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(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068430/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 = 37.70239772)	Skewed
`2007` is highly skewed (γ1 = 36.35695995)	Skewed
`2008` is highly skewed (γ1 = 38.04638425)	Skewed
`2009` is highly skewed (γ1 = 38.5846737)	Skewed
`2010` is highly skewed (γ1 = 38.25900275)	Skewed
`2011` is highly skewed (γ1 = 40.52942863)	Skewed
`2012` is highly skewed (γ1 = 40.54802952)	Skewed
`2013` is highly skewed (γ1 = 40.96933872)	Skewed
`2014` is highly skewed (γ1 = 41.81060345)	Skewed
`2015` is highly skewed (γ1 = 41.50830518)	Skewed
`2016` is highly skewed (γ1 = 40.99725231)	Skewed
`2017` is highly skewed (γ1 = 37.19536943)	Skewed
`2018` is highly skewed (γ1 = 34.53362604)	Skewed
`2019` is highly skewed (γ1 = 34.79205532)	Skewed
`2020` is highly skewed (γ1 = 38.30678911)	Skewed
`2021` is highly skewed (γ1 = 37.98627153)	Skewed
`2022` is highly skewed (γ1 = 35.72715489)	Skewed
`2023` is highly skewed (γ1 = 38.01624871)	Skewed
`지역 및 거래주체` has unique values	Unique
`2006` has 1010 (37.5%) zeros	Zeros
`2007` has 963 (35.8%) zeros	Zeros
`2008` has 1005 (37.3%) zeros	Zeros
`2009` has 908 (33.7%) zeros	Zeros
`2010` has 928 (34.5%) zeros	Zeros
`2011` has 790 (29.4%) zeros	Zeros
`2012` has 838 (31.1%) zeros	Zeros
`2013` has 888 (33.0%) zeros	Zeros
`2014` has 932 (34.6%) zeros	Zeros
`2015` has 824 (30.6%) zeros	Zeros
`2016` has 871 (32.4%) zeros	Zeros
`2017` has 863 (32.1%) zeros	Zeros
`2018` has 790 (29.4%) zeros	Zeros
`2019` has 764 (28.4%) zeros	Zeros
`2020` has 722 (26.8%) zeros	Zeros
`2021` has 735 (27.3%) zeros	Zeros
`2022` has 774 (28.8%) zeros	Zeros
`2023` has 880 (32.7%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:49:41.327562
Analysis finished	2024-03-23 05:50:36.286778
Duration	54.96 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	22
Median length	13
Mean length	13.327759
Min length	10

Characters and Unicode

Total characters	35865
Distinct characters	153
Distinct categories	7 ?
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%
경북	234	4.3%
서울	234	4.3%
전남	207	3.8%
충남	180	3.3%
충북	180	3.3%
강원	171	3.2%
부산	153	2.8%
전북	153	2.8%
Other values (2331)	3150	58.5%

Most occurring characters

Value	Count	Frequency (%)
인	3750	10.5%
	2691	7.5%
/	2691	7.5%
>	2691	7.5%
-	2655	7.4%
기	2298	6.4%
개	1794	5.0%
타	1794	5.0%
법	1794	5.0%
구	1269	3.5%
Other values (143)	12438	34.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	24795	69.1%
Space Separator	2691	7.5%
Other Punctuation	2691	7.5%
Math Symbol	2691	7.5%
Dash Punctuation	2655	7.4%
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%
개	1794	7.2%
타	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%

Dash Punctuation

Value	Count	Frequency (%)
-	2655	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	69.1%
Common	11070	30.9%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
인	3750	15.1%
기	2298	9.3%
개	1794	7.2%
타	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	24.3%
/	2691	24.3%
>	2691	24.3%
-	2655	24.0%
(	171	1.5%
)	171	1.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	24795	69.1%
ASCII	11070	30.9%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
인	3750	15.1%
기	2298	9.3%
개	1794	7.2%
타	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	24.3%
/	2691	24.3%
>	2691	24.3%
-	2655	24.0%
(	171	1.5%
)	171	1.5%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	358
Distinct (%)	14.4%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	156.19615

Minimum	0
Maximum	91864
Zeros	1010
Zeros (%)	37.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	17
95-th percentile	556.2
Maximum	91864
Range	91864
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	2056.4955
Coefficient of variation (CV)	13.166109
Kurtosis	1612.8873
Mean	156.19615
Median Absolute Deviation (MAD)	1
Skewness	37.702398
Sum	389397
Variance	4229173.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1010	37.5%
1	314	11.7%
2	135	5.0%
3	79	2.9%
4	47	1.7%
5	45	1.7%
7	37	1.4%
6	33	1.2%
9	30	1.1%
12	23	0.9%
Other values (348)	740	27.5%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1010	37.5%
1	314	11.7%
2	135	5.0%
3	79	2.9%
4	47	1.7%
5	45	1.7%
6	33	1.2%
7	37	1.4%
8	22	0.8%
9	30	1.1%

Value	Count	Frequency (%)
91864	1	< 0.1%
28206	1	< 0.1%
22517	1	< 0.1%
22350	1	< 0.1%
6438	1	< 0.1%
5708	1	< 0.1%
5329	1	< 0.1%
4472	1	< 0.1%
4051	1	< 0.1%
3740	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	341
Distinct (%)	13.9%
Missing	243
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	125.21569

Minimum	0
Maximum	67602
Zeros	963
Zeros (%)	35.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	15.25
95-th percentile	393.25
Maximum	67602
Range	67602
Interquartile range (IQR)	15.25

Descriptive statistics

Standard deviation	1546.9114
Coefficient of variation (CV)	12.353974
Kurtosis	1512.8432
Mean	125.21569
Median Absolute Deviation (MAD)	1
Skewness	36.35696
Sum	306528
Variance	2392934.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	963	35.8%
1	322	12.0%
2	128	4.8%
3	83	3.1%
4	57	2.1%
5	50	1.9%
7	41	1.5%
6	36	1.3%
12	31	1.2%
8	28	1.0%
Other values (331)	709	26.3%
(Missing)	243	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	963	35.8%
1	322	12.0%
2	128	4.8%
3	83	3.1%
4	57	2.1%
5	50	1.9%
6	36	1.3%
7	41	1.5%
8	28	1.0%
9	24	0.9%

Value	Count	Frequency (%)
67602	1	< 0.1%
24607	1	< 0.1%
16269	1	< 0.1%
12755	1	< 0.1%
6188	1	< 0.1%
5770	1	< 0.1%
5341	1	< 0.1%
4432	1	< 0.1%
4326	1	< 0.1%
3895	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	332
Distinct (%)	13.5%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	118.50608

Minimum	0
Maximum	66012
Zeros	1005
Zeros (%)	37.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	15
95-th percentile	403.75
Maximum	66012
Range	66012
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	1474.2856
Coefficient of variation (CV)	12.44059
Kurtosis	1641.0394
Mean	118.50608
Median Absolute Deviation (MAD)	1
Skewness	38.046384
Sum	292236
Variance	2173518.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1005	37.3%
1	281	10.4%
2	140	5.2%
3	89	3.3%
4	62	2.3%
5	44	1.6%
6	37	1.4%
7	28	1.0%
8	27	1.0%
13	25	0.9%
Other values (322)	728	27.1%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1005	37.3%
1	281	10.4%
2	140	5.2%
3	89	3.3%
4	62	2.3%
5	44	1.6%
6	37	1.4%
7	28	1.0%
8	27	1.0%
9	22	0.8%

Value	Count	Frequency (%)
66012	1	< 0.1%
20462	1	< 0.1%
15329	1	< 0.1%
11779	1	< 0.1%
5778	1	< 0.1%
4880	1	< 0.1%
4646	1	< 0.1%
4111	1	< 0.1%
3222	1	< 0.1%
3193	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	337
Distinct (%)	13.7%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	122.1026

Minimum	0
Maximum	67985
Zeros	908
Zeros (%)	33.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	16
95-th percentile	419.75
Maximum	67985
Range	67985
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	1507.5387
Coefficient of variation (CV)	12.346492
Kurtosis	1683.5984
Mean	122.1026
Median Absolute Deviation (MAD)	1
Skewness	38.584674
Sum	301105
Variance	2272673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	908	33.7%
1	341	12.7%
2	146	5.4%
3	91	3.4%
4	71	2.6%
6	43	1.6%
5	38	1.4%
7	36	1.3%
8	31	1.2%
10	24	0.9%
Other values (327)	737	27.4%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	908	33.7%
1	341	12.7%
2	146	5.4%
3	91	3.4%
4	71	2.6%
5	38	1.4%
6	43	1.6%
7	36	1.3%
8	31	1.2%
9	22	0.8%

Value	Count	Frequency (%)
67985	1	< 0.1%
18414	1	< 0.1%
16909	1	< 0.1%
11674	1	< 0.1%
5610	1	< 0.1%
4802	1	< 0.1%
4439	1	< 0.1%
4437	1	< 0.1%
3496	1	< 0.1%
3320	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	346
Distinct (%)	13.7%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	114.71349

Minimum	0
Maximum	62639
Zeros	928
Zeros (%)	34.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	16
95-th percentile	375.05
Maximum	62639
Range	62639
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	1387.0479
Coefficient of variation (CV)	12.09141
Kurtosis	1664.047
Mean	114.71349
Median Absolute Deviation (MAD)	1
Skewness	38.259003
Sum	289078
Variance	1923901.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	928	34.5%
1	347	12.9%
2	189	7.0%
3	105	3.9%
4	68	2.5%
5	50	1.9%
6	44	1.6%
7	31	1.2%
13	19	0.7%
8	17	0.6%
Other values (336)	722	26.8%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	928	34.5%
1	347	12.9%
2	189	7.0%
3	105	3.9%
4	68	2.5%
5	50	1.9%
6	44	1.6%
7	31	1.2%
8	17	0.6%
9	15	0.6%

Value	Count	Frequency (%)
62639	1	< 0.1%
21058	1	< 0.1%
12274	1	< 0.1%
7703	1	< 0.1%
7215	1	< 0.1%
6731	1	< 0.1%
5509	1	< 0.1%
3680	1	< 0.1%
3475	1	< 0.1%
3391	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	356
Distinct (%)	14.3%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	134.56478

Minimum	0
Maximum	79353
Zeros	790
Zeros (%)	29.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	16
95-th percentile	470.4
Maximum	79353
Range	79353
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	1716.3108
Coefficient of variation (CV)	12.754532
Kurtosis	1832.2901
Mean	134.56478
Median Absolute Deviation (MAD)	2
Skewness	40.529429
Sum	335470
Variance	2945722.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	790	29.4%
1	384	14.3%
2	200	7.4%
3	112	4.2%
4	91	3.4%
5	53	2.0%
6	53	2.0%
7	37	1.4%
8	26	1.0%
9	26	1.0%
Other values (346)	721	26.8%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	790	29.4%
1	384	14.3%
2	200	7.4%
3	112	4.2%
4	91	3.4%
5	53	2.0%
6	53	2.0%
7	37	1.4%
8	26	1.0%
9	26	1.0%

Value	Count	Frequency (%)
79353	1	< 0.1%
18751	1	< 0.1%
16506	1	< 0.1%
9726	1	< 0.1%
7871	1	< 0.1%
6275	1	< 0.1%
5347	1	< 0.1%
4722	1	< 0.1%
4147	1	< 0.1%
3961	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	329
Distinct (%)	13.1%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	108.54879

Minimum	0
Maximum	62880
Zeros	838
Zeros (%)	31.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	14
95-th percentile	361.5
Maximum	62880
Range	62880
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	1356.8816
Coefficient of variation (CV)	12.5002
Kurtosis	1836.4115
Mean	108.54879
Median Absolute Deviation (MAD)	2
Skewness	40.54803
Sum	272566
Variance	1841127.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	838	31.1%
1	385	14.3%
2	189	7.0%
3	107	4.0%
4	71	2.6%
5	57	2.1%
7	45	1.7%
6	38	1.4%
8	36	1.3%
9	27	1.0%
Other values (319)	718	26.7%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	838	31.1%
1	385	14.3%
2	189	7.0%
3	107	4.0%
4	71	2.6%
5	57	2.1%
6	38	1.4%
7	45	1.7%
8	36	1.3%
9	27	1.0%

Value	Count	Frequency (%)
62880	1	< 0.1%
15483	1	< 0.1%
12845	1	< 0.1%
7030	1	< 0.1%
5423	1	< 0.1%
4949	1	< 0.1%
4790	1	< 0.1%
4347	1	< 0.1%
3752	1	< 0.1%
3264	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	349
Distinct (%)	13.9%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	125.00996

Minimum	0
Maximum	75010
Zeros	888
Zeros (%)	33.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	15
95-th percentile	426
Maximum	75010
Range	75010
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	1611.548
Coefficient of variation (CV)	12.891357
Kurtosis	1867.5051
Mean	125.00996
Median Absolute Deviation (MAD)	2
Skewness	40.969339
Sum	313900
Variance	2597087.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	888	33.0%
1	327	12.2%
2	184	6.8%
3	110	4.1%
4	84	3.1%
5	44	1.6%
6	42	1.6%
7	38	1.4%
9	32	1.2%
10	32	1.2%
Other values (339)	730	27.1%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	888	33.0%
1	327	12.2%
2	184	6.8%
3	110	4.1%
4	84	3.1%
5	44	1.6%
6	42	1.6%
7	38	1.4%
8	22	0.8%
9	32	1.2%

Value	Count	Frequency (%)
75010	1	< 0.1%
16198	1	< 0.1%
16076	1	< 0.1%
9414	1	< 0.1%
6249	1	< 0.1%
6154	1	< 0.1%
5995	1	< 0.1%
4972	1	< 0.1%
4202	1	< 0.1%
3768	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	387
Distinct (%)	15.0%
Missing	117
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	153.02292

Minimum	0
Maximum	95654
Zeros	932
Zeros (%)	34.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	17
95-th percentile	521.75
Maximum	95654
Range	95654
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	2023.4734
Coefficient of variation (CV)	13.223335
Kurtosis	1937.9687
Mean	153.02292
Median Absolute Deviation (MAD)	2
Skewness	41.810603
Sum	393881
Variance	4094444.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	932	34.6%
1	341	12.7%
2	158	5.9%
3	92	3.4%
4	75	2.8%
5	54	2.0%
6	42	1.6%
7	36	1.3%
9	28	1.0%
8	28	1.0%
Other values (377)	788	29.3%
(Missing)	117	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	932	34.6%
1	341	12.7%
2	158	5.9%
3	92	3.4%
4	75	2.8%
5	54	2.0%
6	42	1.6%
7	36	1.3%
8	28	1.0%
9	28	1.0%

Value	Count	Frequency (%)
95654	1	< 0.1%
21016	1	< 0.1%
18628	1	< 0.1%
13036	1	< 0.1%
8098	1	< 0.1%
7766	1	< 0.1%
7333	1	< 0.1%
5733	1	< 0.1%
4942	1	< 0.1%
4726	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	382
Distinct (%)	15.1%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	182.38849

Minimum	0
Maximum	117096
Zeros	824
Zeros (%)	30.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	21
95-th percentile	703.9
Maximum	117096
Range	117096
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	2496.8289
Coefficient of variation (CV)	13.689619
Kurtosis	1905.8023
Mean	182.38849
Median Absolute Deviation (MAD)	2
Skewness	41.508305
Sum	462902
Variance	6234154.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	824	30.6%
1	342	12.7%
2	155	5.8%
3	112	4.2%
4	86	3.2%
5	51	1.9%
6	51	1.9%
7	40	1.5%
8	38	1.4%
11	33	1.2%
Other values (372)	806	30.0%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	824	30.6%
1	342	12.7%
2	155	5.8%
3	112	4.2%
4	86	3.2%
5	51	1.9%
6	51	1.9%
7	40	1.5%
8	38	1.4%
9	19	0.7%

Value	Count	Frequency (%)
117096	1	< 0.1%
28084	1	< 0.1%
20722	1	< 0.1%
18874	1	< 0.1%
10187	1	< 0.1%
8156	1	< 0.1%
7003	1	< 0.1%
6532	1	< 0.1%
6471	1	< 0.1%
4457	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	366
Distinct (%)	14.4%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	166.19149

Minimum	0
Maximum	105575
Zeros	871
Zeros (%)	32.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	22
95-th percentile	596
Maximum	105575
Range	105575
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	2264.0418
Coefficient of variation (CV)	13.623091
Kurtosis	1865.5249
Mean	166.19149
Median Absolute Deviation (MAD)	2
Skewness	40.997252
Sum	421794
Variance	5125885.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	871	32.4%
1	310	11.5%
2	169	6.3%
3	110	4.1%
4	76	2.8%
5	54	2.0%
6	46	1.7%
7	40	1.5%
9	26	1.0%
10	25	0.9%
Other values (356)	811	30.1%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	871	32.4%
1	310	11.5%
2	169	6.3%
3	110	4.1%
4	76	2.8%
5	54	2.0%
6	46	1.7%
7	40	1.5%
8	23	0.9%
9	26	1.0%

Value	Count	Frequency (%)
105575	1	< 0.1%
27590	1	< 0.1%
19146	1	< 0.1%
17833	1	< 0.1%
9099	1	< 0.1%
7058	1	< 0.1%
6456	1	< 0.1%
4746	1	< 0.1%
4561	1	< 0.1%
4470	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	406
Distinct (%)	16.2%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	177.92234

Minimum	0
Maximum	97933
Zeros	863
Zeros (%)	32.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	25
95-th percentile	628.5
Maximum	97933
Range	97933
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	2203.0111
Coefficient of variation (CV)	12.381869
Kurtosis	1576.6034
Mean	177.92234
Median Absolute Deviation (MAD)	2
Skewness	37.195369
Sum	446763
Variance	4853257.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	863	32.1%
1	293	10.9%
2	145	5.4%
3	106	3.9%
4	72	2.7%
5	57	2.1%
6	52	1.9%
8	41	1.5%
7	29	1.1%
11	28	1.0%
Other values (396)	825	30.7%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	863	32.1%
1	293	10.9%
2	145	5.4%
3	106	3.9%
4	72	2.7%
5	57	2.1%
6	52	1.9%
7	29	1.1%
8	41	1.5%
9	24	0.9%

Value	Count	Frequency (%)
97933	1	< 0.1%
33576	1	< 0.1%
26878	1	< 0.1%
16880	1	< 0.1%
10237	1	< 0.1%
6577	1	< 0.1%
5986	1	< 0.1%
5870	1	< 0.1%
5334	1	< 0.1%
4377	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	405
Distinct (%)	16.1%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	172.53056

Minimum	0
Maximum	85997
Zeros	790
Zeros (%)	29.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	29
95-th percentile	558.1
Maximum	85997
Range	85997
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	2012.6137
Coefficient of variation (CV)	11.665259
Kurtosis	1373.5634
Mean	172.53056
Median Absolute Deviation (MAD)	2
Skewness	34.533626
Sum	434777
Variance	4050613.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	790	29.4%
1	319	11.9%
2	157	5.8%
3	101	3.8%
4	63	2.3%
7	45	1.7%
6	45	1.7%
5	40	1.5%
8	34	1.3%
10	30	1.1%
Other values (395)	896	33.3%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	790	29.4%
1	319	11.9%
2	157	5.8%
3	101	3.8%
4	63	2.3%
5	40	1.5%
6	45	1.7%
7	45	1.7%
8	34	1.3%
9	25	0.9%

Value	Count	Frequency (%)
85997	1	< 0.1%
37808	1	< 0.1%
25341	1	< 0.1%
15420	1	< 0.1%
14125	1	< 0.1%
5956	1	< 0.1%
5098	1	< 0.1%
4667	1	< 0.1%
4339	1	< 0.1%
4031	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	395
Distinct (%)	15.7%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	156.28992

Minimum	0
Maximum	76280
Zeros	764
Zeros (%)	28.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	27
95-th percentile	501
Maximum	76280
Range	76280
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	1780.6516
Coefficient of variation (CV)	11.393259
Kurtosis	1392.0824
Mean	156.28992
Median Absolute Deviation (MAD)	3
Skewness	34.792055
Sum	392444
Variance	3170720.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	764	28.4%
1	316	11.7%
2	163	6.1%
3	88	3.3%
4	71	2.6%
5	62	2.3%
6	58	2.2%
7	39	1.4%
9	32	1.2%
12	30	1.1%
Other values (385)	888	33.0%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	764	28.4%
1	316	11.7%
2	163	6.1%
3	88	3.3%
4	71	2.6%
5	62	2.3%
6	58	2.2%
7	39	1.4%
8	23	0.9%
9	32	1.2%

Value	Count	Frequency (%)
76280	1	< 0.1%
34102	1	< 0.1%
20582	1	< 0.1%
12199	1	< 0.1%
10920	1	< 0.1%
5458	1	< 0.1%
5141	1	< 0.1%
4763	1	< 0.1%
4392	1	< 0.1%
4382	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	410
Distinct (%)	16.3%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	200.65233

Minimum	0
Maximum	111286
Zeros	722
Zeros (%)	26.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	39
95-th percentile	644
Maximum	111286
Range	111286
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	2466.4739
Coefficient of variation (CV)	12.292276
Kurtosis	1662.9958
Mean	200.65233
Median Absolute Deviation (MAD)	3
Skewness	38.306789
Sum	503838
Variance	6083493.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	722	26.8%
1	296	11.0%
2	142	5.3%
3	99	3.7%
4	74	2.7%
5	60	2.2%
6	45	1.7%
7	42	1.6%
8	34	1.3%
12	32	1.2%
Other values (400)	965	35.9%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	722	26.8%
1	296	11.0%
2	142	5.3%
3	99	3.7%
4	74	2.7%
5	60	2.2%
6	45	1.7%
7	42	1.6%
8	34	1.3%
9	29	1.1%

Value	Count	Frequency (%)
111286	1	< 0.1%
32571	1	< 0.1%
31413	1	< 0.1%
14381	1	< 0.1%
10430	1	< 0.1%
9359	1	< 0.1%
7145	1	< 0.1%
6756	1	< 0.1%
6357	1	< 0.1%
5915	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	393
Distinct (%)	15.7%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	156.34409

Minimum	0
Maximum	82972
Zeros	735
Zeros (%)	27.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	33
95-th percentile	483
Maximum	82972
Range	82972
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	1846.0682
Coefficient of variation (CV)	11.807726
Kurtosis	1639.6686
Mean	156.34409
Median Absolute Deviation (MAD)	3
Skewness	37.986272
Sum	392580
Variance	3407967.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	735	27.3%
1	286	10.6%
2	137	5.1%
3	103	3.8%
4	76	2.8%
5	67	2.5%
6	58	2.2%
7	43	1.6%
8	36	1.3%
9	28	1.0%
Other values (383)	942	35.0%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	735	27.3%
1	286	10.6%
2	137	5.1%
3	103	3.8%
4	76	2.8%
5	67	2.5%
6	58	2.2%
7	43	1.6%
8	36	1.3%
9	28	1.0%

Value	Count	Frequency (%)
82972	1	< 0.1%
26652	1	< 0.1%
21949	1	< 0.1%
9377	1	< 0.1%
7285	1	< 0.1%
6489	1	< 0.1%
5695	1	< 0.1%
5436	1	< 0.1%
5305	1	< 0.1%
5023	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	331
Distinct (%)	13.2%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	90.802867

Minimum	0
Maximum	43445
Zeros	774
Zeros (%)	28.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	21
95-th percentile	275.5
Maximum	43445
Range	43445
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	1001.2384
Coefficient of variation (CV)	11.026506
Kurtosis	1459.3586
Mean	90.802867
Median Absolute Deviation (MAD)	2
Skewness	35.727155
Sum	228006
Variance	1002478.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	774	28.8%
1	320	11.9%
2	170	6.3%
3	108	4.0%
4	94	3.5%
6	69	2.6%
5	51	1.9%
8	43	1.6%
7	33	1.2%
9	28	1.0%
Other values (321)	821	30.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	774	28.8%
1	320	11.9%
2	170	6.3%
3	108	4.0%
4	94	3.5%
5	51	1.9%
6	69	2.6%
7	33	1.2%
8	43	1.6%
9	28	1.0%

Value	Count	Frequency (%)
43445	1	< 0.1%
19350	1	< 0.1%
9436	1	< 0.1%
5597	1	< 0.1%
3867	1	< 0.1%
3811	1	< 0.1%
3657	1	< 0.1%
3545	1	< 0.1%
2767	1	< 0.1%
2518	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	313
Distinct (%)	12.4%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	89.834127

Minimum	0
Maximum	49187
Zeros	880
Zeros (%)	32.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	11
95-th percentile	297
Maximum	49187
Range	49187
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	1094.3364
Coefficient of variation (CV)	12.181744
Kurtosis	1638.2935
Mean	89.834127
Median Absolute Deviation (MAD)	2
Skewness	38.016249
Sum	226382
Variance	1197572.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	880	32.7%
1	356	13.2%
2	205	7.6%
3	143	5.3%
4	77	2.9%
5	54	2.0%
6	51	1.9%
8	39	1.4%
7	31	1.2%
10	24	0.9%
Other values (303)	660	24.5%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	880	32.7%
1	356	13.2%
2	205	7.6%
3	143	5.3%
4	77	2.9%
5	54	2.0%
6	51	1.9%
7	31	1.2%
8	39	1.4%
9	21	0.8%

Value	Count	Frequency (%)
49187	1	< 0.1%
16984	1	< 0.1%
12232	1	< 0.1%
4717	1	< 0.1%
4635	1	< 0.1%
3586	1	< 0.1%
3290	1	< 0.1%
3262	1	< 0.1%
2892	1	< 0.1%
2878	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2006	1.000	1.000	1.000	0.990	0.976	0.990	0.990	0.990	1.000	1.000	1.000	0.938	0.938	0.938	0.990	1.000	0.907	0.996
2007	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	0.998	0.998	0.998	1.000	1.000	0.991	1.000
2008	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	0.998	0.998	0.998	1.000	1.000	0.991	1.000
2009	0.990	1.000	1.000	1.000	0.976	1.000	1.000	1.000	0.990	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.841	0.982
2010	0.976	0.907	0.907	0.976	1.000	0.976	0.976	0.976	0.976	0.976	0.976	0.938	0.938	0.938	0.976	0.907	0.907	0.990
2011	0.990	1.000	1.000	1.000	0.976	1.000	1.000	1.000	0.990	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.841	0.982
2012	0.990	1.000	1.000	1.000	0.976	1.000	1.000	1.000	0.990	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.841	0.982
2013	0.990	1.000	1.000	1.000	0.976	1.000	1.000	1.000	0.990	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.841	0.982
2014	1.000	1.000	1.000	0.990	0.976	0.990	0.990	0.990	1.000	1.000	1.000	0.938	0.938	0.938	0.990	1.000	0.907	0.996
2015	1.000	1.000	1.000	0.990	0.976	0.990	0.990	0.990	1.000	1.000	1.000	0.938	0.938	0.938	0.990	1.000	0.907	0.996
2016	1.000	1.000	1.000	0.990	0.976	0.990	0.990	0.990	1.000	1.000	1.000	0.938	0.938	0.938	0.990	1.000	0.907	0.996
2017	0.938	0.998	0.998	0.907	0.938	0.907	0.907	0.907	0.938	0.938	0.938	1.000	1.000	1.000	0.907	0.998	0.998	1.000
2018	0.938	0.998	0.998	0.907	0.938	0.907	0.907	0.907	0.938	0.938	0.938	1.000	1.000	1.000	0.907	0.998	0.998	1.000
2019	0.938	0.998	0.998	0.907	0.938	0.907	0.907	0.907	0.938	0.938	0.938	1.000	1.000	1.000	0.907	0.998	0.998	1.000
2020	0.990	1.000	1.000	1.000	0.976	1.000	1.000	1.000	0.990	0.990	0.990	0.907	0.907	0.907	1.000	1.000	0.841	0.982
2021	1.000	1.000	1.000	1.000	0.907	1.000	1.000	1.000	1.000	1.000	1.000	0.998	0.998	0.998	1.000	1.000	0.991	1.000
2022	0.907	0.991	0.991	0.841	0.907	0.841	0.841	0.841	0.907	0.907	0.907	0.998	0.998	0.998	0.841	0.991	1.000	1.000
2023	0.996	1.000	1.000	0.982	0.990	0.982	0.982	0.982	0.996	0.996	0.996	1.000	1.000	1.000	0.982	1.000	1.000	1.000

Heatmap
Table

	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2006	1.000	0.884	0.843	0.829	0.843	0.839	0.824	0.832	0.824	0.847	0.836	0.842	0.835	0.841	0.843	0.819	0.809	0.784
2007	0.884	1.000	0.865	0.837	0.846	0.834	0.822	0.833	0.822	0.840	0.834	0.834	0.837	0.833	0.838	0.816	0.816	0.793
2008	0.843	0.865	1.000	0.858	0.850	0.827	0.818	0.822	0.820	0.827	0.826	0.819	0.827	0.818	0.820	0.801	0.796	0.781
2009	0.829	0.837	0.858	1.000	0.857	0.833	0.828	0.834	0.812	0.825	0.817	0.820	0.815	0.810	0.814	0.803	0.799	0.785
2010	0.843	0.846	0.850	0.857	1.000	0.875	0.844	0.853	0.825	0.843	0.825	0.834	0.826	0.823	0.832	0.812	0.803	0.790
2011	0.839	0.834	0.827	0.833	0.875	1.000	0.877	0.851	0.834	0.850	0.824	0.834	0.832	0.817	0.825	0.814	0.802	0.791
2012	0.824	0.822	0.818	0.828	0.844	0.877	1.000	0.864	0.840	0.842	0.829	0.833	0.828	0.828	0.830	0.819	0.812	0.792
2013	0.832	0.833	0.822	0.834	0.853	0.851	0.864	1.000	0.868	0.862	0.854	0.862	0.844	0.836	0.839	0.819	0.815	0.798
2014	0.824	0.822	0.820	0.812	0.825	0.834	0.840	0.868	1.000	0.865	0.841	0.841	0.838	0.831	0.826	0.801	0.806	0.781
2015	0.847	0.840	0.827	0.825	0.843	0.850	0.842	0.862	0.865	1.000	0.891	0.869	0.867	0.855	0.847	0.835	0.825	0.803
2016	0.836	0.834	0.826	0.817	0.825	0.824	0.829	0.854	0.841	0.891	1.000	0.885	0.869	0.852	0.848	0.840	0.838	0.813
2017	0.842	0.834	0.819	0.820	0.834	0.834	0.833	0.862	0.841	0.869	0.885	1.000	0.884	0.866	0.859	0.850	0.833	0.814
2018	0.835	0.837	0.827	0.815	0.826	0.832	0.828	0.844	0.838	0.867	0.869	0.884	1.000	0.896	0.868	0.848	0.841	0.813
2019	0.841	0.833	0.818	0.810	0.823	0.817	0.828	0.836	0.831	0.855	0.852	0.866	0.896	1.000	0.886	0.850	0.837	0.816
2020	0.843	0.838	0.820	0.814	0.832	0.825	0.830	0.839	0.826	0.847	0.848	0.859	0.868	0.886	1.000	0.885	0.863	0.842
2021	0.819	0.816	0.801	0.803	0.812	0.814	0.819	0.819	0.801	0.835	0.840	0.850	0.848	0.850	0.885	1.000	0.889	0.844
2022	0.809	0.816	0.796	0.799	0.803	0.802	0.812	0.815	0.806	0.825	0.838	0.833	0.841	0.837	0.863	0.889	1.000	0.867
2023	0.784	0.793	0.781	0.785	0.790	0.791	0.792	0.798	0.781	0.803	0.813	0.814	0.813	0.816	0.842	0.844	0.867	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	91864	67602	66012	67985	62639	79353	62880	75010	95654	117096	105575	97933	85997	76280	111286	82972	43445	49187
1	전국 /개인->법인	3724	1950	1927	1508	1474	1464	1525	1705	2101	2554	2590	2302	2955	4097	5915	4757	2518	1071
2	전국 /개인->기타	475	447	423	494	436	529	544	511	427	683	677	727	808	966	1377	1395	962	595
3	전국 /법인->개인	22350	24607	20462	18414	21058	18751	15483	16198	18628	18874	17833	33576	37808	34102	32571	26652	19350	16984
4	전국 /법인->법인	1145	1336	2504	3496	3680	2811	2670	1655	2296	1964	1595	1363	1870	1693	2678	1297	865	532
5	전국 /법인->기타	169	319	126	206	91	137	128	87	143	188	210	304	308	334	758	581	685	513
6	전국 /기타->개인	2521	1383	1524	2421	1556	1882	1837	2890	3911	3331	3755	3934	5956	5458	3347	5436	3657	2132
7	전국 /기타->법인	43	57	39	44	102	75	292	79	65	94	155	49	437	162	131	142	194	54
8	전국 /기타->기타	193	145	115	139	135	214	184	195	210	179	140	191	265	266	152	159	129	203
9	서울 /개인->개인	22517	12755	11779	11674	7703	9726	7030	9414	13036	20722	19146	16880	15420	10920	14381	9377	3867	4717

	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	0	1	5	2	2	14	7	39	4	1	2	0	3	5	3	2	2	1
2682	제주 서귀포시/개인->개인	56	111	100	112	126	148	144	188	251	388	402	289	254	192	224	298	222	181
2683	제주 서귀포시/개인->법인	2	6	4	5	3	4	6	14	11	15	23	15	26	19	19	14	10	5
2684	제주 서귀포시/개인->기타	1	1	0	0	2	1	1	2	4	4	3	1	2	1	4	5	2	6
2685	제주 서귀포시/법인->개인	2	14	38	18	17	33	32	53	75	185	180	164	103	74	76	101	84	53
2686	제주 서귀포시/법인->법인	1	1	4	7	7	11	13	7	7	30	18	15	27	19	21	13	8	13
2687	제주 서귀포시/법인->기타	0	0	0	1	0	1	0	0	0	13	4	0	0	0	2	7	3	0
2688	제주 서귀포시/기타->개인	0	0	0	0	1	1	1	2	1	1	2	2	1	2	4	7	18	3
2689	제주 서귀포시/기타->법인	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	0
2690	제주 서귀포시/기타->기타	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Other Punctuation

Math Symbol

Dash Punctuation

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