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 거래규모별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068414/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 = 25.3472571)	Skewed
`2007` is highly skewed (γ1 = 23.63712146)	Skewed
`2008` is highly skewed (γ1 = 26.36568958)	Skewed
`2009` is highly skewed (γ1 = 25.94096262)	Skewed
`2010` is highly skewed (γ1 = 25.35027206)	Skewed
`2011` is highly skewed (γ1 = 25.75789801)	Skewed
`2012` is highly skewed (γ1 = 25.55944996)	Skewed
`2013` is highly skewed (γ1 = 28.10697565)	Skewed
`2014` is highly skewed (γ1 = 28.30887332)	Skewed
`2015` is highly skewed (γ1 = 27.65486272)	Skewed
`2016` is highly skewed (γ1 = 28.17919109)	Skewed
`2017` is highly skewed (γ1 = 31.23029911)	Skewed
`2018` is highly skewed (γ1 = 31.74081241)	Skewed
`2019` is highly skewed (γ1 = 32.72355259)	Skewed
`2020` is highly skewed (γ1 = 31.02949823)	Skewed
`2021` is highly skewed (γ1 = 30.07169633)	Skewed
`2022` is highly skewed (γ1 = 30.5698891)	Skewed
`2023` is highly skewed (γ1 = 32.73352111)	Skewed
`지역 및 거래규모` has unique values	Unique
`2006` has 199 (7.4%) zeros	Zeros
`2007` has 211 (7.8%) zeros	Zeros
`2008` has 194 (7.2%) zeros	Zeros
`2009` has 186 (6.9%) zeros	Zeros
`2010` has 207 (7.7%) zeros	Zeros
`2011` has 172 (6.4%) zeros	Zeros
`2012` has 147 (5.5%) zeros	Zeros
`2013` has 141 (5.2%) zeros	Zeros
`2014` has 126 (4.7%) zeros	Zeros
`2015` has 122 (4.5%) zeros	Zeros
`2016` has 132 (4.9%) zeros	Zeros
`2017` has 132 (4.9%) zeros	Zeros
`2018` has 130 (4.8%) zeros	Zeros
`2019` has 130 (4.8%) zeros	Zeros
`2020` has 105 (3.9%) zeros	Zeros
`2021` has 112 (4.2%) zeros	Zeros
`2022` has 138 (5.1%) zeros	Zeros
`2023` has 168 (6.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:53:36.771656
Analysis finished	2024-03-23 05:54:29.164726
Duration	52.39 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역 및 거래규모
Text

UNIQUE

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

Length

Max length	24
Median length	23
Mean length	14.008175
Min length	9

Characters and Unicode

Total characters	37696
Distinct characters	159
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

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

Unique

Unique	2691 ?
Unique (%)	100.0%

Sample

1st row	전국 /20㎡이하
2nd row	전국 /21~40㎡
3rd row	전국 /41~60㎡
4th row	전국 /61~85㎡
5th row	전국 /86~100㎡

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 (%)
1	3588	9.5%
	2691	7.1%
/	2691	7.1%
㎡	2691	7.1%
6	2093	5.6%
~	2093	5.6%
0	1794	4.8%
구	1269	3.4%
8	1196	3.2%
시	1098	2.9%
Other values (149)	16492	43.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	15227	40.4%
Decimal Number	11960	31.7%
Space Separator	2691	7.1%
Other Punctuation	2691	7.1%
Other Symbol	2691	7.1%
Math Symbol	2093	5.6%
Close Punctuation	172	0.5%
Open Punctuation	171	0.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	1269	8.3%
시	1098	7.2%
경	981	6.4%
군	837	5.5%
남	801	5.3%
북	648	4.3%
기	504	3.3%
전	450	3.0%
산	432	2.8%
주	423	2.8%
Other values (134)	7784	51.1%

Decimal Number

Value	Count	Frequency (%)
1	3588	30.0%
6	2093	17.5%
0	1794	15.0%
8	1196	10.0%
5	897	7.5%
3	598	5.0%
9	598	5.0%
2	598	5.0%
4	598	5.0%

Space Separator

Value	Count	Frequency (%)
	2691	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	2691	100.0%

Other Symbol

Value	Count	Frequency (%)
㎡	2691	100.0%

Math Symbol

Value	Count	Frequency (%)
~	2093	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	172	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	171	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22469	59.6%
Hangul	15227	40.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	1269	8.3%
시	1098	7.2%
경	981	6.4%
군	837	5.5%
남	801	5.3%
북	648	4.3%
기	504	3.3%
전	450	3.0%
산	432	2.8%
주	423	2.8%
Other values (134)	7784	51.1%

Common

Value	Count	Frequency (%)
1	3588	16.0%
	2691	12.0%
/	2691	12.0%
㎡	2691	12.0%
6	2093	9.3%
~	2093	9.3%
0	1794	8.0%
8	1196	5.3%
5	897	4.0%
3	598	2.7%
Other values (5)	2137	9.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19778	52.5%
Hangul	15227	40.4%
CJK Compat	2691	7.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	3588	18.1%
	2691	13.6%
/	2691	13.6%
6	2093	10.6%
~	2093	10.6%
0	1794	9.1%
8	1196	6.0%
5	897	4.5%
3	598	3.0%
9	598	3.0%
Other values (4)	1539	7.8%

CJK Compat

Value	Count	Frequency (%)
㎡	2691	100.0%

Hangul

Value	Count	Frequency (%)
구	1269	8.3%
시	1098	7.2%
경	981	6.4%
군	837	5.5%
남	801	5.3%
북	648	4.3%
기	504	3.3%
전	450	3.0%
산	432	2.8%
주	423	2.8%
Other values (134)	7784	51.1%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	419
Distinct (%)	16.8%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	156.22222

Minimum	0
Maximum	44768
Zeros	199
Zeros (%)	7.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	15
Q3	77
95-th percentile	413.4
Maximum	44768
Range	44768
Interquartile range (IQR)	74

Descriptive statistics

Standard deviation	1245.2543
Coefficient of variation (CV)	7.9710444
Kurtosis	782.88403
Mean	156.22222
Median Absolute Deviation (MAD)	14
Skewness	25.347257
Sum	389462
Variance	1550658.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	207	7.7%
0	199	7.4%
2	135	5.0%
3	124	4.6%
4	102	3.8%
5	93	3.5%
6	55	2.0%
7	54	2.0%
9	49	1.8%
8	45	1.7%
Other values (409)	1430	53.1%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	199	7.4%
1	207	7.7%
2	135	5.0%
3	124	4.6%
4	102	3.8%
5	93	3.5%
6	55	2.0%
7	54	2.0%
8	45	1.7%
9	49	1.8%

Value	Count	Frequency (%)
44768	1	< 0.1%
27546	1	< 0.1%
17167	1	< 0.1%
14634	1	< 0.1%
13433	1	< 0.1%
8898	1	< 0.1%
8444	1	< 0.1%
6190	1	< 0.1%
6021	1	< 0.1%
5001	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	372
Distinct (%)	15.2%
Missing	243
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	125.22794

Minimum	0
Maximum	32600
Zeros	211
Zeros (%)	7.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	13
Q3	59
95-th percentile	333.65
Maximum	32600
Range	32600
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	967.54478
Coefficient of variation (CV)	7.7262692
Kurtosis	670.59574
Mean	125.22794
Median Absolute Deviation (MAD)	12
Skewness	23.637121
Sum	306558
Variance	936142.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	211	7.8%
1	187	6.9%
2	147	5.5%
3	123	4.6%
4	111	4.1%
6	86	3.2%
5	71	2.6%
7	55	2.0%
8	54	2.0%
10	46	1.7%
Other values (362)	1357	50.4%
(Missing)	243	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	211	7.8%
1	187	6.9%
2	147	5.5%
3	123	4.6%
4	111	4.1%
5	71	2.6%
6	86	3.2%
7	55	2.0%
8	54	2.0%
9	41	1.5%

Value	Count	Frequency (%)
32600	1	< 0.1%
21629	1	< 0.1%
17308	1	< 0.1%
11952	1	< 0.1%
8136	1	< 0.1%
6415	1	< 0.1%
4692	1	< 0.1%
4664	1	< 0.1%
4577	1	< 0.1%
4459	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	374
Distinct (%)	15.2%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	118.53812

Minimum	0
Maximum	33792
Zeros	194
Zeros (%)	7.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	13
Q3	58.75
95-th percentile	345
Maximum	33792
Range	33792
Interquartile range (IQR)	55.75

Descriptive statistics

Standard deviation	934.03019
Coefficient of variation (CV)	7.8795766
Kurtosis	832.00139
Mean	118.53812
Median Absolute Deviation (MAD)	12
Skewness	26.36569
Sum	292315
Variance	872412.39
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	198	7.4%
0	194	7.2%
2	141	5.2%
3	122	4.5%
4	112	4.2%
5	84	3.1%
6	69	2.6%
9	68	2.5%
7	58	2.2%
13	43	1.6%
Other values (364)	1377	51.2%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	194	7.2%
1	198	7.4%
2	141	5.2%
3	122	4.5%
4	112	4.2%
5	84	3.1%
6	69	2.6%
7	58	2.2%
8	39	1.4%
9	68	2.5%

Value	Count	Frequency (%)
33792	1	< 0.1%
22183	1	< 0.1%
12656	1	< 0.1%
10044	1	< 0.1%
7471	1	< 0.1%
5810	1	< 0.1%
4648	1	< 0.1%
4623	1	< 0.1%
4337	1	< 0.1%
3457	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	370
Distinct (%)	15.0%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	122.11354

Minimum	0
Maximum	34459
Zeros	186
Zeros (%)	6.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	14
Q3	59
95-th percentile	338.25
Maximum	34459
Range	34459
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	946.08216
Coefficient of variation (CV)	7.7475613
Kurtosis	816.58155
Mean	122.11354
Median Absolute Deviation (MAD)	13
Skewness	25.940963
Sum	301132
Variance	895071.46
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	186	6.9%
1	181	6.7%
2	145	5.4%
3	125	4.6%
4	93	3.5%
5	88	3.3%
6	70	2.6%
7	63	2.3%
9	56	2.1%
8	48	1.8%
Other values (360)	1411	52.4%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	186	6.9%
1	181	6.7%
2	145	5.4%
3	125	4.6%
4	93	3.5%
5	88	3.3%
6	70	2.6%
7	63	2.3%
8	48	1.8%
9	56	2.1%

Value	Count	Frequency (%)
34459	1	< 0.1%
19676	1	< 0.1%
15756	1	< 0.1%
10289	1	< 0.1%
8549	1	< 0.1%
5738	1	< 0.1%
5327	1	< 0.1%
4476	1	< 0.1%
4286	1	< 0.1%
3374	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	365
Distinct (%)	14.5%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	114.73849

Minimum	0
Maximum	31674
Zeros	207
Zeros (%)	7.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	13
Q3	60
95-th percentile	312.05
Maximum	31674
Range	31674
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	878.71355
Coefficient of variation (CV)	7.6584025
Kurtosis	778.49973
Mean	114.73849
Median Absolute Deviation (MAD)	12
Skewness	25.350272
Sum	289141
Variance	772137.51
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	207	7.7%
1	188	7.0%
2	127	4.7%
3	126	4.7%
4	107	4.0%
6	95	3.5%
5	90	3.3%
7	64	2.4%
8	60	2.2%
9	49	1.8%
Other values (355)	1407	52.3%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	207	7.7%
1	188	7.0%
2	127	4.7%
3	126	4.7%
4	107	4.0%
5	90	3.3%
6	95	3.5%
7	64	2.4%
8	60	2.2%
9	49	1.8%

Value	Count	Frequency (%)
31674	1	< 0.1%
17736	1	< 0.1%
14939	1	< 0.1%
13245	1	< 0.1%
7221	1	< 0.1%
5582	1	< 0.1%
4104	1	< 0.1%
3928	1	< 0.1%
3298	1	< 0.1%
3184	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	404
Distinct (%)	16.2%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	134.58524

Minimum	0
Maximum	36820
Zeros	172
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	15
Q3	73
95-th percentile	381.4
Maximum	36820
Range	36820
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	1016.3832
Coefficient of variation (CV)	7.5519661
Kurtosis	800.729
Mean	134.58524
Median Absolute Deviation (MAD)	14
Skewness	25.757898
Sum	335521
Variance	1033034.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	172	6.4%
1	151	5.6%
2	124	4.6%
3	122	4.5%
4	99	3.7%
6	80	3.0%
5	78	2.9%
9	63	2.3%
7	59	2.2%
8	58	2.2%
Other values (394)	1487	55.3%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	172	6.4%
1	151	5.6%
2	124	4.6%
3	122	4.5%
4	99	3.7%
5	78	2.9%
6	80	3.0%
7	59	2.2%
8	58	2.2%
9	63	2.3%

Value	Count	Frequency (%)
36820	1	< 0.1%
21231	1	< 0.1%
16817	1	< 0.1%
14195	1	< 0.1%
7635	1	< 0.1%
6552	1	< 0.1%
5144	1	< 0.1%
3620	1	< 0.1%
3594	1	< 0.1%
3557	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	360
Distinct (%)	14.3%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	108.57547

Minimum	0
Maximum	29606
Zeros	147
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	13
Q3	56
95-th percentile	300.5
Maximum	29606
Range	29606
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	819.80923
Coefficient of variation (CV)	7.5505936
Kurtosis	788.02612
Mean	108.57547
Median Absolute Deviation (MAD)	12
Skewness	25.55945
Sum	272633
Variance	672087.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	160	5.9%
0	147	5.5%
3	130	4.8%
2	128	4.8%
4	111	4.1%
6	95	3.5%
5	94	3.5%
7	79	2.9%
8	74	2.7%
9	58	2.2%
Other values (350)	1435	53.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	147	5.5%
1	160	5.9%
2	128	4.8%
3	130	4.8%
4	111	4.1%
5	94	3.5%
6	95	3.5%
7	79	2.9%
8	74	2.7%
9	58	2.2%

Value	Count	Frequency (%)
29606	1	< 0.1%
16762	1	< 0.1%
13172	1	< 0.1%
13161	1	< 0.1%
6337	1	< 0.1%
4706	1	< 0.1%
3695	1	< 0.1%
3185	1	< 0.1%
3142	1	< 0.1%
2770	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	394
Distinct (%)	15.7%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	125.02828

Minimum	0
Maximum	38390
Zeros	141
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	14
Q3	62
95-th percentile	357
Maximum	38390
Range	38390
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	995.00113
Coefficient of variation (CV)	7.9582088
Kurtosis	960.61879
Mean	125.02828
Median Absolute Deviation (MAD)	12
Skewness	28.106976
Sum	313946
Variance	990027.24
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	142	5.3%
0	141	5.2%
2	130	4.8%
3	117	4.3%
4	113	4.2%
5	93	3.5%
7	79	2.9%
8	77	2.9%
6	74	2.7%
9	70	2.6%
Other values (384)	1475	54.8%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	141	5.2%
1	142	5.3%
2	130	4.8%
3	117	4.3%
4	113	4.2%
5	93	3.5%
6	74	2.7%
7	79	2.9%
8	77	2.9%
9	70	2.6%

Value	Count	Frequency (%)
38390	1	< 0.1%
20005	1	< 0.1%
13480	1	< 0.1%
12921	1	< 0.1%
8333	1	< 0.1%
4712	1	< 0.1%
4400	1	< 0.1%
3706	1	< 0.1%
3528	1	< 0.1%
3486	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	429
Distinct (%)	16.7%
Missing	117
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	153.03885

Minimum	0
Maximum	48039
Zeros	126
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	17
Q3	78.75
95-th percentile	433.7
Maximum	48039
Range	48039
Interquartile range (IQR)	73.75

Descriptive statistics

Standard deviation	1232.317
Coefficient of variation (CV)	8.0523146
Kurtosis	974.65855
Mean	153.03885
Median Absolute Deviation (MAD)	15
Skewness	28.308873
Sum	393922
Variance	1518605.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	153	5.7%
0	126	4.7%
2	110	4.1%
3	95	3.5%
5	87	3.2%
6	86	3.2%
7	83	3.1%
4	83	3.1%
9	78	2.9%
8	62	2.3%
Other values (419)	1611	59.9%
(Missing)	117	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	126	4.7%
1	153	5.7%
2	110	4.1%
3	95	3.5%
4	83	3.1%
5	87	3.2%
6	86	3.2%
7	83	3.1%
8	62	2.3%
9	78	2.9%

Value	Count	Frequency (%)
48039	1	< 0.1%
23413	1	< 0.1%
20496	1	< 0.1%
15278	1	< 0.1%
9914	1	< 0.1%
5866	1	< 0.1%
5114	1	< 0.1%
4980	1	< 0.1%
4675	1	< 0.1%
4440	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	458
Distinct (%)	18.0%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	182.39165

Minimum	0
Maximum	56011
Zeros	122
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	21
Q3	96.75
95-th percentile	504.45
Maximum	56011
Range	56011
Interquartile range (IQR)	90.75

Descriptive statistics

Standard deviation	1461.1887
Coefficient of variation (CV)	8.01127
Kurtosis	931.79466
Mean	182.39165
Median Absolute Deviation (MAD)	19
Skewness	27.654863
Sum	462910
Variance	2135072.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	124	4.6%
0	122	4.5%
2	107	4.0%
3	93	3.5%
4	92	3.4%
7	81	3.0%
5	75	2.8%
6	65	2.4%
9	54	2.0%
8	53	2.0%
Other values (448)	1672	62.1%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	122	4.5%
1	124	4.6%
2	107	4.0%
3	93	3.5%
4	92	3.4%
5	75	2.8%
6	65	2.4%
7	81	3.0%
8	53	2.0%
9	54	2.0%

Value	Count	Frequency (%)
56011	1	< 0.1%
28488	1	< 0.1%
23773	1	< 0.1%
16977	1	< 0.1%
13274	1	< 0.1%
7409	1	< 0.1%
6832	1	< 0.1%
6048	1	< 0.1%
5392	1	< 0.1%
5014	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	443
Distinct (%)	17.5%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	166.20764

Minimum	0
Maximum	52614
Zeros	132
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	19
Q3	87
95-th percentile	437.75
Maximum	52614
Range	52614
Interquartile range (IQR)	82

Descriptive statistics

Standard deviation	1355.0924
Coefficient of variation (CV)	8.1530088
Kurtosis	969.48732
Mean	166.20764
Median Absolute Deviation (MAD)	17
Skewness	28.179191
Sum	421835
Variance	1836275.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	132	4.9%
1	122	4.5%
3	113	4.2%
2	105	3.9%
5	96	3.6%
4	81	3.0%
6	80	3.0%
7	79	2.9%
10	57	2.1%
8	52	1.9%
Other values (433)	1621	60.2%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	132	4.9%
1	122	4.5%
2	105	3.9%
3	113	4.2%
4	81	3.0%
5	96	3.6%
6	80	3.0%
7	79	2.9%
8	52	1.9%
9	47	1.7%

Value	Count	Frequency (%)
52614	1	< 0.1%
26854	1	< 0.1%
19162	1	< 0.1%
14890	1	< 0.1%
14293	1	< 0.1%
7586	1	< 0.1%
6509	1	< 0.1%
5265	1	< 0.1%
5083	1	< 0.1%
4897	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	438
Distinct (%)	17.4%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	177.92433

Minimum	0
Maximum	64100
Zeros	132
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	19
Q3	85.5
95-th percentile	509
Maximum	64100
Range	64100
Interquartile range (IQR)	80.5

Descriptive statistics

Standard deviation	1558.837
Coefficient of variation (CV)	8.7612359
Kurtosis	1179.3093
Mean	177.92433
Median Absolute Deviation (MAD)	17
Skewness	31.230299
Sum	446768
Variance	2429972.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	132	4.9%
1	117	4.3%
3	112	4.2%
2	108	4.0%
4	94	3.5%
5	91	3.4%
6	84	3.1%
8	59	2.2%
7	57	2.1%
9	56	2.1%
Other values (428)	1601	59.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	132	4.9%
1	117	4.3%
2	108	4.0%
3	112	4.2%
4	94	3.5%
5	91	3.4%
6	84	3.1%
7	57	2.1%
8	59	2.2%
9	56	2.1%

Value	Count	Frequency (%)
64100	1	< 0.1%
27293	1	< 0.1%
19223	1	< 0.1%
15852	1	< 0.1%
14552	1	< 0.1%
7942	1	< 0.1%
7325	1	< 0.1%
5403	1	< 0.1%
4965	1	< 0.1%
4919	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	438
Distinct (%)	17.4%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	172.54524

Minimum	0
Maximum	64766
Zeros	130
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	17
Q3	77.25
95-th percentile	466.55
Maximum	64766
Range	64766
Interquartile range (IQR)	72.25

Descriptive statistics

Standard deviation	1562.5217
Coefficient of variation (CV)	9.0557222
Kurtosis	1211.0389
Mean	172.54524
Median Absolute Deviation (MAD)	15
Skewness	31.740812
Sum	434814
Variance	2441474.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	137	5.1%
0	130	4.8%
3	118	4.4%
2	111	4.1%
4	106	3.9%
5	84	3.1%
6	75	2.8%
7	74	2.7%
10	65	2.4%
8	59	2.2%
Other values (428)	1561	58.0%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	130	4.8%
1	137	5.1%
2	111	4.1%
3	118	4.4%
4	106	3.9%
5	84	3.1%
6	75	2.8%
7	74	2.7%
8	59	2.2%
9	53	2.0%

Value	Count	Frequency (%)
64766	1	< 0.1%
26090	1	< 0.1%
22425	1	< 0.1%
14654	1	< 0.1%
13140	1	< 0.1%
8212	1	< 0.1%
6251	1	< 0.1%
5479	1	< 0.1%
4760	1	< 0.1%
4627	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	414
Distinct (%)	16.5%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	156.2963

Minimum	0
Maximum	60754
Zeros	130
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	15
Q3	65
95-th percentile	436.5
Maximum	60754
Range	60754
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	1444.0312
Coefficient of variation (CV)	9.2390621
Kurtosis	1279.9743
Mean	156.2963
Median Absolute Deviation (MAD)	13
Skewness	32.723553
Sum	392460
Variance	2085226.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	135	5.0%
0	130	4.8%
2	125	4.6%
3	125	4.6%
4	108	4.0%
5	106	3.9%
8	69	2.6%
6	68	2.5%
9	66	2.5%
7	62	2.3%
Other values (404)	1517	56.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	130	4.8%
1	135	5.0%
2	125	4.6%
3	125	4.6%
4	108	4.0%
5	106	3.9%
6	68	2.5%
7	62	2.3%
8	69	2.6%
9	66	2.5%

Value	Count	Frequency (%)
60754	1	< 0.1%
23531	1	< 0.1%
19416	1	< 0.1%
13182	1	< 0.1%
11001	1	< 0.1%
7525	1	< 0.1%
4993	1	< 0.1%
4632	1	< 0.1%
4487	1	< 0.1%
4206	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	462
Distinct (%)	18.4%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	200.66706

Minimum	0
Maximum	72357
Zeros	105
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	20
Q3	89
95-th percentile	578
Maximum	72357
Range	72357
Interquartile range (IQR)	83

Descriptive statistics

Standard deviation	1773.6711
Coefficient of variation (CV)	8.8388751
Kurtosis	1156.643
Mean	200.66706
Median Absolute Deviation (MAD)	18
Skewness	31.029498
Sum	503875
Variance	3145909.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	127	4.7%
2	105	3.9%
0	105	3.9%
3	93	3.5%
4	91	3.4%
5	77	2.9%
7	72	2.7%
6	71	2.6%
8	68	2.5%
9	51	1.9%
Other values (452)	1651	61.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	105	3.9%
1	127	4.7%
2	105	3.9%
3	93	3.5%
4	91	3.4%
5	77	2.9%
6	71	2.6%
7	72	2.7%
8	68	2.5%
9	51	1.9%

Value	Count	Frequency (%)
72357	1	< 0.1%
33745	1	< 0.1%
21536	1	< 0.1%
17977	1	< 0.1%
14103	1	< 0.1%
10473	1	< 0.1%
5924	1	< 0.1%
5744	1	< 0.1%
5728	1	< 0.1%
5684	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	421
Distinct (%)	16.8%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	156.36758

Minimum	0
Maximum	53520
Zeros	112
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	18
Q3	74.5
95-th percentile	424.5
Maximum	53520
Range	53520
Interquartile range (IQR)	68.5

Descriptive statistics

Standard deviation	1347.6544
Coefficient of variation (CV)	8.6185024
Kurtosis	1077.8434
Mean	156.36758
Median Absolute Deviation (MAD)	16
Skewness	30.071696
Sum	392639
Variance	1816172.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	120	4.5%
0	112	4.2%
2	102	3.8%
3	99	3.7%
4	93	3.5%
5	85	3.2%
6	79	2.9%
8	75	2.8%
7	69	2.6%
9	62	2.3%
Other values (411)	1615	60.0%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	112	4.2%
1	120	4.5%
2	102	3.8%
3	99	3.7%
4	93	3.5%
5	85	3.2%
6	79	2.9%
7	69	2.6%
8	75	2.8%
9	62	2.3%

Value	Count	Frequency (%)
53520	1	< 0.1%
29363	1	< 0.1%
14327	1	< 0.1%
12924	1	< 0.1%
11069	1	< 0.1%
8984	1	< 0.1%
5684	1	< 0.1%
4969	1	< 0.1%
4037	1	< 0.1%
4033	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	317
Distinct (%)	12.6%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	90.812824

Minimum	0
Maximum	31203
Zeros	138
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	11
Q3	42
95-th percentile	258
Maximum	31203
Range	31203
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	772.93184
Coefficient of variation (CV)	8.5112631
Kurtosis	1122.4158
Mean	90.812824
Median Absolute Deviation (MAD)	9
Skewness	30.569889
Sum	228031
Variance	597423.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	162	6.0%
0	138	5.1%
1	134	5.0%
3	132	4.9%
5	120	4.5%
4	117	4.3%
6	112	4.2%
7	103	3.8%
8	73	2.7%
10	71	2.6%
Other values (307)	1349	50.1%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	138	5.1%
1	134	5.0%
2	162	6.0%
3	132	4.9%
4	117	4.3%
5	120	4.5%
6	112	4.2%
7	103	3.8%
8	73	2.7%
9	68	2.5%

Value	Count	Frequency (%)
31203	1	< 0.1%
15598	1	< 0.1%
8506	1	< 0.1%
7883	1	< 0.1%
6502	1	< 0.1%
4100	1	< 0.1%
3462	1	< 0.1%
2673	1	< 0.1%
2448	1	< 0.1%
2433	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	311
Distinct (%)	12.3%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	89.844444

Minimum	0
Maximum	34241
Zeros	168
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	9
Q3	37
95-th percentile	252.05
Maximum	34241
Range	34241
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	816.82927
Coefficient of variation (CV)	9.0915946
Kurtosis	1272.1391
Mean	89.844444
Median Absolute Deviation (MAD)	8
Skewness	32.733521
Sum	226408
Variance	667210.06
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	183	6.8%
2	177	6.6%
0	168	6.2%
3	155	5.8%
4	134	5.0%
5	126	4.7%
6	110	4.1%
8	81	3.0%
7	79	2.9%
10	58	2.2%
Other values (301)	1249	46.4%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	168	6.2%
1	183	6.8%
2	177	6.6%
3	155	5.8%
4	134	5.0%
5	126	4.7%
6	110	4.1%
7	79	2.9%
8	81	3.0%
9	57	2.1%

Value	Count	Frequency (%)
34241	1	< 0.1%
15511	1	< 0.1%
8790	1	< 0.1%
7067	1	< 0.1%
5603	1	< 0.1%
4417	1	< 0.1%
2736	1	< 0.1%
2704	1	< 0.1%
2611	1	< 0.1%
2413	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	0.959	0.965	0.955	0.933	0.932	0.955	0.935	0.893	0.943	0.945	0.996	0.924	0.969	0.990	0.996	0.996	0.990
2007	0.959	1.000	0.975	0.960	0.952	0.998	0.960	0.959	0.964	0.999	0.964	0.930	0.953	0.953	0.953	0.930	0.930	0.953
2008	0.965	0.975	1.000	0.999	0.987	0.965	0.992	0.991	0.994	0.974	0.994	0.943	0.987	0.921	0.921	0.943	0.943	0.921
2009	0.955	0.960	0.999	1.000	0.992	0.970	0.993	0.992	0.995	0.981	0.995	0.950	0.988	0.923	0.923	0.923	0.923	0.923
2010	0.933	0.952	0.987	0.992	1.000	0.965	0.999	0.998	0.989	0.959	0.989	0.921	0.997	0.901	0.921	0.921	0.921	0.921
2011	0.932	0.998	0.965	0.970	0.965	1.000	0.970	1.000	0.977	1.000	0.977	0.930	0.970	0.967	0.967	0.930	0.930	0.967
2012	0.955	0.960	0.992	0.993	0.999	0.970	1.000	0.999	0.990	0.962	0.990	0.923	0.997	0.903	0.923	0.950	0.950	0.923
2013	0.935	0.959	0.991	0.992	0.998	1.000	0.999	1.000	0.994	0.977	0.994	0.932	0.999	0.913	0.932	0.932	0.932	0.932
2014	0.893	0.964	0.994	0.995	0.989	0.977	0.990	0.994	1.000	1.000	0.995	0.913	0.990	0.926	0.906	0.869	0.869	0.906
2015	0.943	0.999	0.974	0.981	0.959	1.000	0.962	0.977	1.000	1.000	1.000	0.961	0.962	0.961	0.961	0.924	0.924	0.961
2016	0.945	0.964	0.994	0.995	0.989	0.977	0.990	0.994	0.995	1.000	1.000	0.961	0.990	0.906	0.961	0.926	0.926	0.961
2017	0.996	0.930	0.943	0.950	0.921	0.930	0.923	0.932	0.913	0.961	0.961	1.000	0.950	0.976	0.993	0.995	0.995	0.993
2018	0.924	0.953	0.987	0.988	0.997	0.970	0.997	0.999	0.990	0.962	0.990	0.950	1.000	0.932	0.950	0.950	0.950	0.950
2019	0.969	0.953	0.921	0.923	0.901	0.967	0.903	0.913	0.926	0.961	0.906	0.976	0.932	1.000	0.995	0.976	0.976	0.995
2020	0.990	0.953	0.921	0.923	0.921	0.967	0.923	0.932	0.906	0.961	0.961	0.993	0.950	0.995	1.000	0.993	0.993	1.000
2021	0.996	0.930	0.943	0.923	0.921	0.930	0.950	0.932	0.869	0.924	0.926	0.995	0.950	0.976	0.993	1.000	1.000	0.993
2022	0.996	0.930	0.943	0.923	0.921	0.930	0.950	0.932	0.869	0.924	0.926	0.995	0.950	0.976	0.993	1.000	1.000	0.993
2023	0.990	0.953	0.921	0.923	0.921	0.967	0.923	0.932	0.906	0.961	0.961	0.993	0.950	0.995	1.000	0.993	0.993	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	0.962	0.954	0.953	0.938	0.939	0.926	0.926	0.932	0.944	0.945	0.942	0.936	0.936	0.946	0.922	0.876	0.895
2007	0.962	1.000	0.972	0.956	0.948	0.949	0.938	0.935	0.937	0.943	0.941	0.940	0.933	0.934	0.944	0.935	0.905	0.910
2008	0.954	0.972	1.000	0.969	0.956	0.954	0.941	0.935	0.936	0.944	0.942	0.939	0.933	0.936	0.944	0.939	0.906	0.916
2009	0.953	0.956	0.969	1.000	0.970	0.965	0.948	0.944	0.945	0.951	0.950	0.946	0.943	0.946	0.954	0.939	0.903	0.923
2010	0.938	0.948	0.956	0.970	1.000	0.969	0.954	0.948	0.944	0.947	0.943	0.938	0.932	0.938	0.946	0.936	0.904	0.918
2011	0.939	0.949	0.954	0.965	0.969	1.000	0.971	0.961	0.957	0.956	0.947	0.941	0.931	0.939	0.951	0.940	0.912	0.919
2012	0.926	0.938	0.941	0.948	0.954	0.971	1.000	0.973	0.962	0.957	0.948	0.944	0.935	0.942	0.949	0.946	0.921	0.926
2013	0.926	0.935	0.935	0.944	0.948	0.961	0.973	1.000	0.973	0.967	0.957	0.953	0.944	0.948	0.953	0.944	0.913	0.924
2014	0.932	0.937	0.936	0.945	0.944	0.957	0.962	0.973	1.000	0.975	0.963	0.960	0.948	0.952	0.957	0.944	0.912	0.923
2015	0.944	0.943	0.944	0.951	0.947	0.956	0.957	0.967	0.975	1.000	0.978	0.971	0.960	0.960	0.965	0.950	0.914	0.926
2016	0.945	0.941	0.942	0.950	0.943	0.947	0.948	0.957	0.963	0.978	1.000	0.979	0.969	0.966	0.968	0.954	0.919	0.932
2017	0.942	0.940	0.939	0.946	0.938	0.941	0.944	0.953	0.960	0.971	0.979	1.000	0.977	0.973	0.971	0.956	0.920	0.939
2018	0.936	0.933	0.933	0.943	0.932	0.931	0.935	0.944	0.948	0.960	0.969	0.977	1.000	0.979	0.973	0.959	0.921	0.941
2019	0.936	0.934	0.936	0.946	0.938	0.939	0.942	0.948	0.952	0.960	0.966	0.973	0.979	1.000	0.980	0.963	0.929	0.949
2020	0.946	0.944	0.944	0.954	0.946	0.951	0.949	0.953	0.957	0.965	0.968	0.971	0.973	0.980	1.000	0.971	0.934	0.954
2021	0.922	0.935	0.939	0.939	0.936	0.940	0.946	0.944	0.944	0.950	0.954	0.956	0.959	0.963	0.971	1.000	0.960	0.961
2022	0.876	0.905	0.906	0.903	0.904	0.912	0.921	0.913	0.912	0.914	0.919	0.920	0.921	0.929	0.934	0.960	1.000	0.956
2023	0.895	0.910	0.916	0.923	0.918	0.919	0.926	0.924	0.923	0.926	0.932	0.939	0.941	0.949	0.954	0.961	0.956	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 거래규모	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국 /20㎡이하	147	137	143	125	127	235	412	526	600	571	488	529	464	378	437	419	312	233
1	전국 /21~40㎡	4982	4664	4648	3374	2893	3594	3185	3369	4132	4998	5083	4965	4548	4206	5744	5684	3462	2736
2	전국 /41~60㎡	27546	21629	22183	19676	17736	21231	16762	20005	23413	28488	26854	27293	26090	23531	33745	29363	15598	15511
3	전국 /61~85㎡	44768	32600	33792	34459	31674	36820	29606	38390	48039	56011	52614	64100	64766	60754	72357	53520	31203	34241
4	전국 /86~100㎡	3438	2497	2544	2632	2414	2734	2251	2764	3464	4500	4897	5403	5479	4154	4852	3726	2448	2704
5	전국 /101~135㎡	17167	11952	12656	15756	14939	16817	13172	12921	15278	16977	14890	14552	14654	13182	17977	11069	6502	7067
6	전국 /136~165㎡	6190	4459	4623	5738	5582	6552	4706	4400	5114	6048	5265	4708	4516	3871	5728	4033	2182	1983
7	전국 /166~198㎡	3610	2601	2499	2659	2561	3038	2285	2475	2897	3597	3277	2975	2747	2281	3275	2650	1591	1191
8	전국 /198㎡초과	14634	17308	10044	10289	13245	14195	13161	13480	20496	23773	19162	15852	13140	11001	14103	12924	8506	5603
9	서울 /20㎡이하	55	43	39	36	29	45	110	148	154	150	153	165	158	111	151	151	118	86

	지역 및 거래규모	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2681	제주 제주시/198㎡초과	31	53	45	67	67	116	132	208	204	253	213	118	152	138	119	125	94	76
2682	제주 서귀포시/20㎡이하	0	0	0	0	0	0	1	1	1	6	6	3	7	1	2	2	2	2
2683	제주 서귀포시/21~40㎡	3	8	7	7	7	9	10	14	13	21	19	22	20	19	14	12	12	8
2684	제주 서귀포시/41~60㎡	9	21	47	25	31	39	36	35	61	81	50	68	38	35	41	52	31	34
2685	제주 서귀포시/61~85㎡	21	48	41	46	51	76	75	114	134	305	332	224	184	121	157	210	147	101
2686	제주 서귀포시/86~100㎡	5	12	11	13	14	16	15	17	26	32	28	33	40	29	24	35	36	21
2687	제주 서귀포시/101~135㎡	7	18	15	15	14	16	15	21	23	30	47	37	25	23	31	41	38	19
2688	제주 서귀포시/136~165㎡	6	8	7	8	13	15	13	15	16	22	24	21	23	18	23	23	25	19
2689	제주 서귀포시/166~198㎡	3	6	3	6	6	6	5	10	9	17	14	12	12	9	19	19	15	13
2690	제주 서귀포시/198㎡초과	9	12	17	24	20	22	30	39	66	123	113	67	63	51	39	54	42	46

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Other Punctuation

Other Symbol

Math Symbol

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

CJK Compat

Hangul

Interactions

Correlations

Missing values

Sample