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 건축물 거래현황의 연도별 거래규모별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068224/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 = 31.65324591)	Skewed
`2007` is highly skewed (γ1 = 30.70495449)	Skewed
`2008` is highly skewed (γ1 = 33.07918258)	Skewed
`2009` is highly skewed (γ1 = 31.32877493)	Skewed
`2010` is highly skewed (γ1 = 30.79590565)	Skewed
`2011` is highly skewed (γ1 = 31.38013556)	Skewed
`2012` is highly skewed (γ1 = 23.47857197)	Skewed
`2013` is highly skewed (γ1 = 32.8129314)	Skewed
`2014` is highly skewed (γ1 = 33.98724646)	Skewed
`2015` is highly skewed (γ1 = 31.29178631)	Skewed
`2016` is highly skewed (γ1 = 32.90326076)	Skewed
`2017` is highly skewed (γ1 = 35.07389603)	Skewed
`2018` is highly skewed (γ1 = 34.5631935)	Skewed
`2019` is highly skewed (γ1 = 34.63323953)	Skewed
`2020` is highly skewed (γ1 = 35.15723466)	Skewed
`2021` is highly skewed (γ1 = 34.29397196)	Skewed
`2022` is highly skewed (γ1 = 33.46243779)	Skewed
`2023` is highly skewed (γ1 = 35.47668636)	Skewed
`지역_거래규모` has unique values	Unique
`2006` has 195 (8.2%) zeros	Zeros
`2007` has 187 (7.8%) zeros	Zeros
`2008` has 207 (8.7%) zeros	Zeros
`2009` has 221 (9.2%) zeros	Zeros
`2010` has 215 (9.0%) zeros	Zeros
`2011` has 206 (8.6%) zeros	Zeros
`2012` has 195 (8.2%) zeros	Zeros
`2013` has 182 (7.6%) zeros	Zeros
`2014` has 196 (8.2%) zeros	Zeros
`2015` has 166 (6.9%) zeros	Zeros
`2016` has 170 (7.1%) zeros	Zeros
`2017` has 192 (8.0%) zeros	Zeros
`2018` has 169 (7.1%) zeros	Zeros
`2019` has 151 (6.3%) zeros	Zeros
`2020` has 162 (6.8%) zeros	Zeros
`2021` has 155 (6.5%) zeros	Zeros
`2022` has 172 (7.2%) zeros	Zeros
`2023` has 196 (8.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-16 04:18:34.486788
Analysis finished	2024-03-16 04:19:41.181392
Duration	1 minute and 6.69 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	30
Median length	27
Mean length	16.621237
Min length	9

Characters and Unicode

Total characters	39758
Distinct characters	156
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2392 ?
Unique (%)	100.0%

Sample

1st row	전국_100㎡이하
2nd row	전국_101~200㎡
3rd row	전국_201~300㎡
4th row	전국_301~500㎡
5th row	전국_501~1,000㎡

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

Most occurring characters

Value	Count	Frequency (%)
0	8970	22.6%
1	3588	9.0%
	2536	6.4%
_	2392	6.0%
㎡	2392	6.0%
~	1794	4.5%
,	1794	4.5%
3	1196	3.0%
구	1104	2.8%
시	976	2.5%
Other values (146)	13016	32.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14950	37.6%
Other Letter	13644	34.3%
Space Separator	2536	6.4%
Connector Punctuation	2392	6.0%
Other Symbol	2392	6.0%
Math Symbol	1794	4.5%
Other Punctuation	1794	4.5%
Close Punctuation	128	0.3%
Open Punctuation	128	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	1104	8.1%
시	976	7.2%
경	872	6.4%
군	744	5.5%
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	51.7%

Decimal Number

Value	Count	Frequency (%)
0	8970	60.0%
1	3588	24.0%
3	1196	8.0%
5	598	4.0%
2	598	4.0%

Space Separator

Value	Count	Frequency (%)
	2536	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2392	100.0%

Other Symbol

Value	Count	Frequency (%)
㎡	2392	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1794	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	1794	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	128	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	128	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	26114	65.7%
Hangul	13644	34.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	1104	8.1%
시	976	7.2%
경	872	6.4%
군	744	5.5%
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	51.7%

Common

Value	Count	Frequency (%)
0	8970	34.3%
1	3588	13.7%
	2536	9.7%
_	2392	9.2%
㎡	2392	9.2%
~	1794	6.9%
,	1794	6.9%
3	1196	4.6%
5	598	2.3%
2	598	2.3%
Other values (2)	256	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23722	59.7%
Hangul	13644	34.3%
CJK Compat	2392	6.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	8970	37.8%
1	3588	15.1%
	2536	10.7%
_	2392	10.1%
~	1794	7.6%
,	1794	7.6%
3	1196	5.0%
5	598	2.5%
2	598	2.5%
)	128	0.5%

CJK Compat

Value	Count	Frequency (%)
㎡	2392	100.0%

Hangul

Value	Count	Frequency (%)
구	1104	8.1%
시	976	7.2%
경	872	6.4%
군	744	5.5%
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	51.7%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	467
Distinct (%)	21.1%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	238.58709

Minimum	0
Maximum	85658
Zeros	195
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	30
Q3	93
95-th percentile	717
Maximum	85658
Range	85658
Interquartile range (IQR)	83

Descriptive statistics

Standard deviation	2135.0879
Coefficient of variation (CV)	8.9488825
Kurtosis	1190.3054
Mean	238.58709
Median Absolute Deviation (MAD)	25
Skewness	31.653246
Sum	528709
Variance	4558600.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	195	8.2%
7	55	2.3%
11	50	2.1%
4	47	2.0%
5	47	2.0%
6	46	1.9%
9	41	1.7%
3	39	1.6%
10	39	1.6%
13	37	1.5%
Other values (457)	1620	67.7%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	195	8.2%
1	16	0.7%
2	18	0.8%
3	39	1.6%
4	47	2.0%
5	47	2.0%
6	46	1.9%
7	55	2.3%
8	34	1.4%
9	41	1.7%

Value	Count	Frequency (%)
85658	1	< 0.1%
31336	1	< 0.1%
26324	1	< 0.1%
18088	1	< 0.1%
10864	1	< 0.1%
9368	1	< 0.1%
9001	1	< 0.1%
8747	1	< 0.1%
7132	1	< 0.1%
6990	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	432
Distinct (%)	19.9%
Missing	216
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	203.85386

Minimum	0
Maximum	66838
Zeros	187
Zeros (%)	7.8%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	28.5
Q3	86.25
95-th percentile	527.75
Maximum	66838
Range	66838
Interquartile range (IQR)	76.25

Descriptive statistics

Standard deviation	1687.6722
Coefficient of variation (CV)	8.2788339
Kurtosis	1143.331
Mean	203.85386
Median Absolute Deviation (MAD)	23.5
Skewness	30.704954
Sum	443586
Variance	2848237.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	187	7.8%
4	56	2.3%
7	49	2.0%
11	48	2.0%
5	48	2.0%
3	48	2.0%
8	48	2.0%
10	45	1.9%
6	41	1.7%
12	40	1.7%
Other values (422)	1566	65.5%
(Missing)	216	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	187	7.8%
1	10	0.4%
2	18	0.8%
3	48	2.0%
4	56	2.3%
5	48	2.0%
6	41	1.7%
7	49	2.0%
8	48	2.0%
9	23	1.0%

Value	Count	Frequency (%)
66838	1	< 0.1%
23368	1	< 0.1%
18116	1	< 0.1%
13027	1	< 0.1%
11234	1	< 0.1%
9956	1	< 0.1%
8403	1	< 0.1%
8343	1	< 0.1%
6364	1	< 0.1%
6106	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	423
Distinct (%)	19.3%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	187.54197

Minimum	0
Maximum	68165
Zeros	207
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	27
Q3	78
95-th percentile	520.6
Maximum	68165
Range	68165
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	1667.2945
Coefficient of variation (CV)	8.8902473
Kurtosis	1286.5163
Mean	187.54197
Median Absolute Deviation (MAD)	22
Skewness	33.079183
Sum	411092
Variance	2779870.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	207	8.7%
4	54	2.3%
10	51	2.1%
6	51	2.1%
11	49	2.0%
3	49	2.0%
5	49	2.0%
12	47	2.0%
7	45	1.9%
13	40	1.7%
Other values (413)	1550	64.8%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	207	8.7%
1	10	0.4%
2	20	0.8%
3	49	2.0%
4	54	2.3%
5	49	2.0%
6	51	2.1%
7	45	1.9%
8	36	1.5%
9	32	1.3%

Value	Count	Frequency (%)
68165	1	< 0.1%
24008	1	< 0.1%
16495	1	< 0.1%
10714	1	< 0.1%
8389	1	< 0.1%
7802	1	< 0.1%
7503	1	< 0.1%
5954	1	< 0.1%
5125	1	< 0.1%
5104	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	429
Distinct (%)	19.6%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	189.54106

Minimum	0
Maximum	64715
Zeros	221
Zeros (%)	9.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	25
Q3	79
95-th percentile	515.35
Maximum	64715
Range	64715
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	1631.9596
Coefficient of variation (CV)	8.6100585
Kurtosis	1160.6138
Mean	189.54106
Median Absolute Deviation (MAD)	21
Skewness	31.328775
Sum	415474
Variance	2663292.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	221	9.2%
8	53	2.2%
9	52	2.2%
4	49	2.0%
5	47	2.0%
11	47	2.0%
6	47	2.0%
12	46	1.9%
14	46	1.9%
13	46	1.9%
Other values (419)	1538	64.3%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	221	9.2%
1	6	0.3%
2	17	0.7%
3	41	1.7%
4	49	2.0%
5	47	2.0%
6	47	2.0%
7	42	1.8%
8	53	2.2%
9	52	2.2%

Value	Count	Frequency (%)
64715	1	< 0.1%
28072	1	< 0.1%
16483	1	< 0.1%
9809	1	< 0.1%
8014	1	< 0.1%
7834	1	< 0.1%
7411	1	< 0.1%
7207	1	< 0.1%
5633	1	< 0.1%
4951	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	423
Distinct (%)	18.9%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	182.50893

Minimum	0
Maximum	59316
Zeros	215
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	27
Q3	80
95-th percentile	516
Maximum	59316
Range	59316
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	1498.5137
Coefficient of variation (CV)	8.2106325
Kurtosis	1133.3453
Mean	182.50893
Median Absolute Deviation (MAD)	22
Skewness	30.795906
Sum	408820
Variance	2245543.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	215	9.0%
13	54	2.3%
7	54	2.3%
5	53	2.2%
14	50	2.1%
3	47	2.0%
11	45	1.9%
9	45	1.9%
10	43	1.8%
12	42	1.8%
Other values (413)	1592	66.6%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	215	9.0%
1	13	0.5%
2	18	0.8%
3	47	2.0%
4	40	1.7%
5	53	2.2%
6	37	1.5%
7	54	2.3%
8	37	1.5%
9	45	1.9%

Value	Count	Frequency (%)
59316	1	< 0.1%
26913	1	< 0.1%
13557	1	< 0.1%
9189	1	< 0.1%
8160	1	< 0.1%
8131	1	< 0.1%
7620	1	< 0.1%
7293	1	< 0.1%
6630	1	< 0.1%
5601	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	457
Distinct (%)	20.6%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	211.96616

Minimum	0
Maximum	69720
Zeros	206
Zeros (%)	8.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	31
Q3	95
95-th percentile	595.5
Maximum	69720
Range	69720
Interquartile range (IQR)	84

Descriptive statistics

Standard deviation	1750.4007
Coefficient of variation (CV)	8.2579256
Kurtosis	1168.5031
Mean	211.96616
Median Absolute Deviation (MAD)	25
Skewness	31.380136
Sum	469717
Variance	3063902.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	206	8.6%
8	49	2.0%
4	48	2.0%
7	48	2.0%
11	45	1.9%
18	44	1.8%
12	41	1.7%
9	38	1.6%
10	38	1.6%
6	34	1.4%
Other values (447)	1625	67.9%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	206	8.6%
1	9	0.4%
2	14	0.6%
3	30	1.3%
4	48	2.0%
5	31	1.3%
6	34	1.4%
7	48	2.0%
8	49	2.0%
9	38	1.6%

Value	Count	Frequency (%)
69720	1	< 0.1%
30643	1	< 0.1%
15527	1	< 0.1%
10747	1	< 0.1%
9517	1	< 0.1%
9427	1	< 0.1%
8180	1	< 0.1%
6519	1	< 0.1%
6251	1	< 0.1%
5902	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	431
Distinct (%)	19.3%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	311.03763

Minimum	0
Maximum	104326
Zeros	195
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	29
Q3	87
95-th percentile	535.15
Maximum	104326
Range	104326
Interquartile range (IQR)	77

Descriptive statistics

Standard deviation	3842.0219
Coefficient of variation (CV)	12.352273
Kurtosis	577.69803
Mean	311.03763
Median Absolute Deviation (MAD)	24
Skewness	23.478572
Sum	694236
Variance	14761132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	195	8.2%
7	52	2.2%
10	52	2.2%
8	48	2.0%
5	47	2.0%
16	42	1.8%
9	41	1.7%
13	41	1.7%
4	40	1.7%
3	39	1.6%
Other values (421)	1635	68.4%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	195	8.2%
1	11	0.5%
2	18	0.8%
3	39	1.6%
4	40	1.7%
5	47	2.0%
6	35	1.5%
7	52	2.2%
8	48	2.0%
9	41	1.7%

Value	Count	Frequency (%)
104326	1	< 0.1%
94021	1	< 0.1%
93888	1	< 0.1%
56991	1	< 0.1%
24019	1	< 0.1%
12389	1	< 0.1%
9889	1	< 0.1%
8958	1	< 0.1%
8660	1	< 0.1%
6342	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	453
Distinct (%)	20.3%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	205.44624

Minimum	0
Maximum	70281
Zeros	182
Zeros (%)	7.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	31
Q3	92
95-th percentile	597.9
Maximum	70281
Range	70281
Interquartile range (IQR)	81

Descriptive statistics

Standard deviation	1711.0079
Coefficient of variation (CV)	8.3282513
Kurtosis	1283.221
Mean	205.44624
Median Absolute Deviation (MAD)	25
Skewness	32.812931
Sum	458556
Variance	2927548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	182	7.6%
3	53	2.2%
11	48	2.0%
12	44	1.8%
9	42	1.8%
8	42	1.8%
7	41	1.7%
6	38	1.6%
5	38	1.6%
20	36	1.5%
Other values (443)	1668	69.7%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	182	7.6%
1	5	0.2%
2	13	0.5%
3	53	2.2%
4	29	1.2%
5	38	1.6%
6	38	1.6%
7	41	1.7%
8	42	1.8%
9	42	1.8%

Value	Count	Frequency (%)
70281	1	< 0.1%
23851	1	< 0.1%
15692	1	< 0.1%
10353	1	< 0.1%
9843	1	< 0.1%
9298	1	< 0.1%
9124	1	< 0.1%
8338	1	< 0.1%
6425	1	< 0.1%
6147	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	487
Distinct (%)	21.3%
Missing	104
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	237.35184

Minimum	0
Maximum	86136
Zeros	196
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12
median	35
Q3	106
95-th percentile	728.65
Maximum	86136
Range	86136
Interquartile range (IQR)	94

Descriptive statistics

Standard deviation	2051.3183
Coefficient of variation (CV)	8.6425211
Kurtosis	1364.8281
Mean	237.35184
Median Absolute Deviation (MAD)	29
Skewness	33.987246
Sum	543061
Variance	4207906.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	196	8.2%
10	45	1.9%
16	44	1.8%
5	41	1.7%
12	39	1.6%
11	39	1.6%
7	38	1.6%
24	35	1.5%
8	34	1.4%
4	33	1.4%
Other values (477)	1744	72.9%
(Missing)	104	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	196	8.2%
1	9	0.4%
2	10	0.4%
3	29	1.2%
4	33	1.4%
5	41	1.7%
6	32	1.3%
7	38	1.6%
8	34	1.4%
9	31	1.3%

Value	Count	Frequency (%)
86136	1	< 0.1%
27960	1	< 0.1%
19269	1	< 0.1%
12079	1	< 0.1%
11050	1	< 0.1%
10946	1	< 0.1%
10710	1	< 0.1%
9826	1	< 0.1%
7618	1	< 0.1%
7464	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	525
Distinct (%)	23.3%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	307.88209

Minimum	0
Maximum	102815
Zeros	166
Zeros (%)	6.9%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15
median	43
Q3	127
95-th percentile	830.5
Maximum	102815
Range	102815
Interquartile range (IQR)	112

Descriptive statistics

Standard deviation	2540.6658
Coefficient of variation (CV)	8.2520739
Kurtosis	1196.2286
Mean	307.88209
Median Absolute Deviation (MAD)	35
Skewness	31.291786
Sum	694582
Variance	6454982.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	166	6.9%
11	41	1.7%
12	38	1.6%
16	36	1.5%
9	36	1.5%
23	35	1.5%
15	33	1.4%
8	32	1.3%
7	32	1.3%
10	31	1.3%
Other values (515)	1776	74.2%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	166	6.9%
1	5	0.2%
2	11	0.5%
3	29	1.2%
4	26	1.1%
5	29	1.2%
6	24	1.0%
7	32	1.3%
8	32	1.3%
9	36	1.5%

Value	Count	Frequency (%)
102815	1	< 0.1%
32299	1	< 0.1%
25350	1	< 0.1%
24115	1	< 0.1%
15238	1	< 0.1%
15068	1	< 0.1%
13575	1	< 0.1%
12480	1	< 0.1%
12210	1	< 0.1%
9224	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	502
Distinct (%)	22.3%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	279.57979

Minimum	0
Maximum	99220
Zeros	170
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	42
Q3	115
95-th percentile	777.75
Maximum	99220
Range	99220
Interquartile range (IQR)	101

Descriptive statistics

Standard deviation	2404.0495
Coefficient of variation (CV)	8.5987957
Kurtosis	1292.3565
Mean	279.57979
Median Absolute Deviation (MAD)	34
Skewness	32.903261
Sum	630732
Variance	5779453.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	170	7.1%
11	46	1.9%
10	38	1.6%
7	36	1.5%
12	35	1.5%
4	35	1.5%
18	34	1.4%
13	33	1.4%
8	31	1.3%
21	29	1.2%
Other values (492)	1769	74.0%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	170	7.1%
1	8	0.3%
2	11	0.5%
3	27	1.1%
4	35	1.5%
5	25	1.0%
6	28	1.2%
7	36	1.5%
8	31	1.3%
9	27	1.1%

Value	Count	Frequency (%)
99220	1	< 0.1%
29340	1	< 0.1%
27546	1	< 0.1%
16375	1	< 0.1%
15411	1	< 0.1%
13816	1	< 0.1%
12633	1	< 0.1%
12143	1	< 0.1%
8215	1	< 0.1%
8167	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	487
Distinct (%)	21.8%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	289.10753

Minimum	0
Maximum	116592
Zeros	192
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	40
Q3	112
95-th percentile	838.45
Maximum	116592
Range	116592
Interquartile range (IQR)	98

Descriptive statistics

Standard deviation	2764.3806
Coefficient of variation (CV)	9.5617733
Kurtosis	1422.6385
Mean	289.10753
Median Absolute Deviation (MAD)	33
Skewness	35.073896
Sum	645288
Variance	7641800.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	192	8.0%
12	43	1.8%
8	38	1.6%
14	36	1.5%
3	34	1.4%
7	33	1.4%
5	33	1.4%
16	32	1.3%
4	31	1.3%
9	31	1.3%
Other values (477)	1729	72.3%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	192	8.0%
1	3	0.1%
2	12	0.5%
3	34	1.4%
4	31	1.3%
5	33	1.4%
6	26	1.1%
7	33	1.4%
8	38	1.6%
9	31	1.3%

Value	Count	Frequency (%)
116592	1	< 0.1%
35131	1	< 0.1%
28592	1	< 0.1%
16882	1	< 0.1%
12622	1	< 0.1%
12018	1	< 0.1%
11835	1	< 0.1%
8640	1	< 0.1%
8355	1	< 0.1%
8112	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	475
Distinct (%)	21.2%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	286.68482

Minimum	0
Maximum	115354
Zeros	169
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13.75
median	37
Q3	104
95-th percentile	771
Maximum	115354
Range	115354
Interquartile range (IQR)	90.25

Descriptive statistics

Standard deviation	2754.8952
Coefficient of variation (CV)	9.6094908
Kurtosis	1383.8021
Mean	286.68482
Median Absolute Deviation (MAD)	29
Skewness	34.563194
Sum	642174
Variance	7589447.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	169	7.1%
7	50	2.1%
10	44	1.8%
8	40	1.7%
11	39	1.6%
28	36	1.5%
12	35	1.5%
4	34	1.4%
19	34	1.4%
20	31	1.3%
Other values (465)	1728	72.2%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	169	7.1%
1	7	0.3%
2	9	0.4%
3	21	0.9%
4	34	1.4%
5	26	1.1%
6	29	1.2%
7	50	2.1%
8	40	1.7%
9	29	1.2%

Value	Count	Frequency (%)
115354	1	< 0.1%
39482	1	< 0.1%
27624	1	< 0.1%
15292	1	< 0.1%
14511	1	< 0.1%
11613	1	< 0.1%
10045	1	< 0.1%
10006	1	< 0.1%
8647	1	< 0.1%
7828	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	474
Distinct (%)	21.2%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	265.53002

Minimum	0
Maximum	105099
Zeros	151
Zeros (%)	6.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13
median	35
Q3	98
95-th percentile	782.45
Maximum	105099
Range	105099
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	2506.6127
Coefficient of variation (CV)	9.4400351
Kurtosis	1392.3719
Mean	265.53002
Median Absolute Deviation (MAD)	27
Skewness	34.63324
Sum	592663
Variance	6283107.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	151	6.3%
11	52	2.2%
13	45	1.9%
10	40	1.7%
16	39	1.6%
4	39	1.6%
14	37	1.5%
9	37	1.5%
17	36	1.5%
20	34	1.4%
Other values (464)	1722	72.0%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	151	6.3%
1	8	0.3%
2	18	0.8%
3	32	1.3%
4	39	1.6%
5	32	1.3%
6	33	1.4%
7	29	1.2%
8	30	1.3%
9	37	1.5%

Value	Count	Frequency (%)
105099	1	< 0.1%
34231	1	< 0.1%
24411	1	< 0.1%
15217	1	< 0.1%
12425	1	< 0.1%
11197	1	< 0.1%
9383	1	< 0.1%
8966	1	< 0.1%
8589	1	< 0.1%
7465	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	520
Distinct (%)	23.3%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	322.3181

Minimum	0
Maximum	131111
Zeros	162
Zeros (%)	6.8%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14.75
median	40
Q3	122
95-th percentile	897.35
Maximum	131111
Range	131111
Interquartile range (IQR)	107.25

Descriptive statistics

Standard deviation	3106.7038
Coefficient of variation (CV)	9.6386266
Kurtosis	1426.9232
Mean	322.3181
Median Absolute Deviation (MAD)	32
Skewness	35.157235
Sum	719414
Variance	9651608.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	162	6.8%
9	45	1.9%
13	41	1.7%
14	40	1.7%
19	32	1.3%
12	32	1.3%
10	31	1.3%
18	31	1.3%
11	31	1.3%
17	30	1.3%
Other values (510)	1757	73.5%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	162	6.8%
1	10	0.4%
2	13	0.5%
3	20	0.8%
4	26	1.1%
5	29	1.2%
6	29	1.2%
7	23	1.0%
8	26	1.1%
9	45	1.9%

Value	Count	Frequency (%)
131111	1	< 0.1%
39883	1	< 0.1%
33048	1	< 0.1%
15566	1	< 0.1%
13580	1	< 0.1%
11997	1	< 0.1%
11135	1	< 0.1%
11060	1	< 0.1%
10827	1	< 0.1%
10375	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	508
Distinct (%)	22.8%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	294.15547

Minimum	0
Maximum	109796
Zeros	155
Zeros (%)	6.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17
median	46
Q3	126
95-th percentile	806.05
Maximum	109796
Range	109796
Interquartile range (IQR)	109

Descriptive statistics

Standard deviation	2621.6653
Coefficient of variation (CV)	8.912516
Kurtosis	1380.4393
Mean	294.15547
Median Absolute Deviation (MAD)	36
Skewness	34.293972
Sum	656555
Variance	6873129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	155	6.5%
12	40	1.7%
14	34	1.4%
11	33	1.4%
7	31	1.3%
27	30	1.3%
17	29	1.2%
10	29	1.2%
30	29	1.2%
24	28	1.2%
Other values (498)	1794	75.0%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	155	6.5%
1	6	0.3%
2	8	0.3%
3	16	0.7%
4	24	1.0%
5	28	1.2%
6	27	1.1%
7	31	1.3%
8	24	1.0%
9	25	1.0%

Value	Count	Frequency (%)
109796	1	< 0.1%
32384	1	< 0.1%
25131	1	< 0.1%
16773	1	< 0.1%
13933	1	< 0.1%
12530	1	< 0.1%
11549	1	< 0.1%
11422	1	< 0.1%
10608	1	< 0.1%
9829	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	423
Distinct (%)	19.0%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	184.30645

Minimum	0
Maximum	65101
Zeros	172
Zeros (%)	7.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13
median	31
Q3	84
95-th percentile	508.7
Maximum	65101
Range	65101
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	1568.5325
Coefficient of variation (CV)	8.5104591
Kurtosis	1330.798
Mean	184.30645
Median Absolute Deviation (MAD)	24
Skewness	33.462438
Sum	411372
Variance	2460294.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	172	7.2%
13	51	2.1%
18	48	2.0%
7	45	1.9%
11	42	1.8%
12	42	1.8%
10	38	1.6%
8	38	1.6%
24	36	1.5%
25	34	1.4%
Other values (413)	1686	70.5%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	172	7.2%
1	11	0.5%
2	17	0.7%
3	29	1.2%
4	33	1.4%
5	24	1.0%
6	34	1.4%
7	45	1.9%
8	38	1.6%
9	28	1.2%

Value	Count	Frequency (%)
65101	1	< 0.1%
18349	1	< 0.1%
15542	1	< 0.1%
11754	1	< 0.1%
9018	1	< 0.1%
8882	1	< 0.1%
7980	1	< 0.1%
7266	1	< 0.1%
5965	1	< 0.1%
5710	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	384
Distinct (%)	17.1%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	158.92812

Minimum	0
Maximum	62760
Zeros	196
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8.75
median	22
Q3	64
95-th percentile	443
Maximum	62760
Range	62760
Interquartile range (IQR)	55.25

Descriptive statistics

Standard deviation	1476.3186
Coefficient of variation (CV)	9.2892219
Kurtosis	1458.019
Mean	158.92812
Median Absolute Deviation (MAD)	17
Skewness	35.476686
Sum	355999
Variance	2179516.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	196	8.2%
6	59	2.5%
4	58	2.4%
7	57	2.4%
8	56	2.3%
14	54	2.3%
5	52	2.2%
11	51	2.1%
16	51	2.1%
10	50	2.1%
Other values (374)	1556	65.1%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	196	8.2%
1	13	0.5%
2	29	1.2%
3	40	1.7%
4	58	2.4%
5	52	2.2%
6	59	2.5%
7	57	2.4%
8	56	2.3%
9	49	2.0%

Value	Count	Frequency (%)
62760	1	< 0.1%
17546	1	< 0.1%
13845	1	< 0.1%
8212	1	< 0.1%
7269	1	< 0.1%
6887	1	< 0.1%
6103	1	< 0.1%
5720	1	< 0.1%
5597	1	< 0.1%
4865	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	0.983	0.988	0.991	0.988	0.988	0.813	0.983	0.983	0.975	0.925	0.988	0.976	0.976	0.983	0.925	0.901	0.897
2007	0.983	1.000	1.000	0.999	1.000	1.000	0.921	1.000	1.000	0.995	1.000	1.000	0.999	0.999	0.997	1.000	0.924	0.919
2008	0.988	1.000	1.000	1.000	0.999	1.000	0.913	1.000	1.000	0.996	0.944	1.000	0.996	0.996	0.998	0.944	0.901	0.886
2009	0.991	0.999	1.000	1.000	1.000	1.000	0.913	0.999	0.999	0.994	0.924	1.000	0.996	0.996	0.997	0.924	0.890	0.878
2010	0.988	1.000	0.999	1.000	1.000	0.999	0.919	1.000	1.000	0.993	0.949	0.999	0.998	0.998	0.996	0.949	0.911	0.907
2011	0.988	1.000	1.000	1.000	0.999	1.000	0.913	1.000	1.000	0.996	0.944	1.000	0.996	0.996	0.998	0.944	0.901	0.886
2012	0.813	0.921	0.913	0.913	0.919	0.913	1.000	0.921	0.921	0.892	0.939	0.913	0.926	0.926	0.913	0.939	0.939	0.948
2013	0.983	1.000	1.000	0.999	1.000	1.000	0.921	1.000	1.000	0.995	1.000	1.000	0.999	0.999	0.997	1.000	0.924	0.919
2014	0.983	1.000	1.000	0.999	1.000	1.000	0.921	1.000	1.000	0.995	1.000	1.000	0.999	0.999	0.997	1.000	0.924	0.919
2015	0.975	0.995	0.996	0.994	0.993	0.996	0.892	0.995	0.995	1.000	0.906	0.996	0.990	0.990	0.989	0.906	0.870	0.867
2016	0.925	1.000	0.944	0.924	0.949	0.944	0.939	1.000	1.000	0.906	1.000	0.944	0.919	0.919	0.895	1.000	0.998	0.997
2017	0.988	1.000	1.000	1.000	0.999	1.000	0.913	1.000	1.000	0.996	0.944	1.000	0.996	0.996	0.998	0.944	0.901	0.886
2018	0.976	0.999	0.996	0.996	0.998	0.996	0.926	0.999	0.999	0.990	0.919	0.996	1.000	1.000	0.999	0.919	0.878	1.000
2019	0.976	0.999	0.996	0.996	0.998	0.996	0.926	0.999	0.999	0.990	0.919	0.996	1.000	1.000	0.999	0.919	0.878	1.000
2020	0.983	0.997	0.998	0.997	0.996	0.998	0.913	0.997	0.997	0.989	0.895	0.998	0.999	0.999	1.000	0.895	0.855	0.927
2021	0.925	1.000	0.944	0.924	0.949	0.944	0.939	1.000	1.000	0.906	1.000	0.944	0.919	0.919	0.895	1.000	0.998	0.997
2022	0.901	0.924	0.901	0.890	0.911	0.901	0.939	0.924	0.924	0.870	0.998	0.901	0.878	0.878	0.855	0.998	1.000	0.991
2023	0.897	0.919	0.886	0.878	0.907	0.886	0.948	0.919	0.919	0.867	0.997	0.886	1.000	1.000	0.927	0.997	0.991	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	0.890	0.876	0.868	0.849	0.861	0.854	0.853	0.859	0.873	0.859	0.882	0.868	0.848	0.870	0.858	0.824	0.799
2007	0.890	1.000	0.891	0.871	0.867	0.862	0.867	0.860	0.862	0.869	0.872	0.877	0.873	0.860	0.865	0.867	0.829	0.815
2008	0.876	0.891	1.000	0.886	0.863	0.873	0.864	0.862	0.870	0.877	0.873	0.877	0.862	0.861	0.866	0.867	0.839	0.810
2009	0.868	0.871	0.886	1.000	0.887	0.878	0.872	0.862	0.871	0.881	0.875	0.886	0.872	0.852	0.865	0.864	0.846	0.829
2010	0.849	0.867	0.863	0.887	1.000	0.884	0.870	0.868	0.861	0.869	0.861	0.874	0.853	0.841	0.860	0.852	0.826	0.812
2011	0.861	0.862	0.873	0.878	0.884	1.000	0.895	0.879	0.884	0.873	0.870	0.890	0.867	0.843	0.863	0.850	0.828	0.820
2012	0.854	0.867	0.864	0.872	0.870	0.895	1.000	0.877	0.892	0.875	0.870	0.873	0.872	0.849	0.873	0.869	0.842	0.821
2013	0.853	0.860	0.862	0.862	0.868	0.879	0.877	1.000	0.896	0.881	0.862	0.873	0.875	0.860	0.863	0.867	0.842	0.810
2014	0.859	0.862	0.870	0.871	0.861	0.884	0.892	0.896	1.000	0.884	0.884	0.888	0.866	0.848	0.867	0.865	0.842	0.817
2015	0.873	0.869	0.877	0.881	0.869	0.873	0.875	0.881	0.884	1.000	0.904	0.902	0.883	0.866	0.882	0.876	0.856	0.825
2016	0.859	0.872	0.873	0.875	0.861	0.870	0.870	0.862	0.884	0.904	1.000	0.897	0.885	0.871	0.885	0.877	0.848	0.811
2017	0.882	0.877	0.877	0.886	0.874	0.890	0.873	0.873	0.888	0.902	0.897	1.000	0.900	0.877	0.895	0.889	0.863	0.849
2018	0.868	0.873	0.862	0.872	0.853	0.867	0.872	0.875	0.866	0.883	0.885	0.900	1.000	0.890	0.898	0.890	0.860	0.835
2019	0.848	0.860	0.861	0.852	0.841	0.843	0.849	0.860	0.848	0.866	0.871	0.877	0.890	1.000	0.890	0.889	0.862	0.849
2020	0.870	0.865	0.866	0.865	0.860	0.863	0.873	0.863	0.867	0.882	0.885	0.895	0.898	0.890	1.000	0.911	0.867	0.848
2021	0.858	0.867	0.867	0.864	0.852	0.850	0.869	0.867	0.865	0.876	0.877	0.889	0.890	0.889	0.911	1.000	0.898	0.862
2022	0.824	0.829	0.839	0.846	0.826	0.828	0.842	0.842	0.842	0.856	0.848	0.863	0.860	0.862	0.867	0.898	1.000	0.874
2023	0.799	0.815	0.810	0.829	0.812	0.820	0.821	0.810	0.817	0.825	0.811	0.849	0.835	0.849	0.848	0.862	0.874	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_100㎡이하	85658	66838	68165	64715	59316	69720	56991	70281	86136	102815	99220	116592	115354	105099	131111	109796	65101	62760
1	전국_101~200㎡	31336	23368	24008	28072	26913	30643	24019	23851	27960	32299	29340	28592	27624	24411	33048	25131	15542	13845
2	전국_201~300㎡	6660	5246	5028	4704	4656	5887	4750	5007	6320	7996	7596	6954	5988	5212	6473	6453	4419	3039
3	전국_301~500㎡	9368	8343	7802	8014	8131	10747	8958	9843	12079	15068	13816	12622	10045	8966	10827	11422	7980	5597
4	전국_501~1,000㎡	9001	8403	7503	7411	7620	9517	8660	9124	10946	13575	12633	11835	10006	9383	11135	12530	9018	6103
5	전국_1,001~3,000㎡	10864	9956	8389	7834	8160	9427	9889	10353	10710	12480	12143	12018	11613	11197	13580	16773	11754	8212
6	전국_3,001~10,000㎡	7132	6364	5125	4951	5250	5538	6342	6425	6296	7149	6798	6890	6384	6635	8004	10608	7266	5720
7	전국_10,000㎡초과	6990	13027	5104	5633	9189	6251	104326	9298	9826	24115	16375	7706	14511	15217	11997	13933	8882	6887
8	서울_100㎡이하	18088	11234	10714	9809	6630	8180	6306	8338	11050	15238	15411	16882	15292	12425	15566	11549	5965	7269
9	서울_101~200㎡	6491	3769	3437	3838	2900	3023	2436	3108	4385	5841	6225	5400	4854	3559	4259	2985	1306	1568

	지역_거래규모	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2382	제주 제주시_3,001~10,000㎡	25	32	30	31	46	56	65	64	95	49	81	44	70	66	28	71	64	70
2383	제주 제주시_10,000㎡초과	36	60	25	0	0	0	10	37	0	25	15	0	16	18	33	74	51	16
2384	제주 서귀포시_100㎡이하	46	108	122	110	121	163	163	222	285	524	538	469	416	293	293	368	284	204
2385	제주 서귀포시_101~200㎡	20	47	35	38	45	50	47	66	119	117	112	101	117	71	99	126	116	71
2386	제주 서귀포시_201~300㎡	7	12	20	17	14	17	22	24	28	41	41	32	36	23	20	29	20	17
2387	제주 서귀포시_301~500㎡	11	18	17	28	19	25	24	32	45	69	46	42	35	34	27	40	28	24
2388	제주 서귀포시_501~1,000㎡	10	18	10	23	19	27	27	30	41	46	56	41	31	19	18	29	35	25
2389	제주 서귀포시_1,001~3,000㎡	9	23	11	23	14	25	18	32	25	43	39	26	25	17	13	19	25	28
2390	제주 서귀포시_3,001~10,000㎡	4	0	11	4	10	32	7	4	4	11	41	30	19	3	6	49	12	21
2391	제주 서귀포시_10,000㎡초과	17	0	12	18	0	0	0	34	0	56	0	0	64	1728	0	44	18	0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Connector Punctuation

Other Symbol

Math Symbol

Other Punctuation

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

CJK Compat

Hangul

Interactions

Correlations

Missing values

Sample