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 토지 거래현황의 연도별 건물용도별(필지수) 데이터입니다.- (단위 : 필지수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068590/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 = 36.05355882)	Skewed
`2007` is highly skewed (γ1 = 33.99779953)	Skewed
`2008` is highly skewed (γ1 = 35.68435255)	Skewed
`2009` is highly skewed (γ1 = 36.62770258)	Skewed
`2010` is highly skewed (γ1 = 36.99462705)	Skewed
`2011` is highly skewed (γ1 = 36.86678519)	Skewed
`2012` is highly skewed (γ1 = 35.29182628)	Skewed
`2013` is highly skewed (γ1 = 36.88461212)	Skewed
`2014` is highly skewed (γ1 = 37.64426404)	Skewed
`2015` is highly skewed (γ1 = 35.88773664)	Skewed
`2016` is highly skewed (γ1 = 34.18814654)	Skewed
`2017` is highly skewed (γ1 = 33.59233124)	Skewed
`2018` is highly skewed (γ1 = 34.46438408)	Skewed
`2019` is highly skewed (γ1 = 35.33498233)	Skewed
`2020` is highly skewed (γ1 = 36.95389364)	Skewed
`2021` is highly skewed (γ1 = 32.74452131)	Skewed
`2022` is highly skewed (γ1 = 29.24829176)	Skewed
`2023` is highly skewed (γ1 = 36.57995761)	Skewed
`지역_건물용도` has unique values	Unique
`2006` has 94 (3.5%) zeros	Zeros
`2007` has 99 (3.7%) zeros	Zeros
`2008` has 86 (3.2%) zeros	Zeros
`2009` has 79 (2.9%) zeros	Zeros
`2010` has 76 (2.8%) zeros	Zeros
`2011` has 64 (2.4%) zeros	Zeros
`2012` has 61 (2.3%) zeros	Zeros
`2013` has 66 (2.5%) zeros	Zeros
`2014` has 58 (2.2%) zeros	Zeros
`2015` has 41 (1.5%) zeros	Zeros
`2016` has 44 (1.6%) zeros	Zeros
`2017` has 66 (2.5%) zeros	Zeros
`2018` has 63 (2.3%) zeros	Zeros
`2019` has 47 (1.7%) zeros	Zeros
`2020` has 39 (1.4%) zeros	Zeros
`2021` has 36 (1.3%) zeros	Zeros
`2022` has 45 (1.7%) zeros	Zeros
`2023` has 54 (2.0%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 08:34:05.405019
Analysis finished	2024-04-06 08:35:22.602847
Duration	1 minute and 17.2 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_건물용도
Text

UNIQUE

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

Length

Max length	22
Median length	20
Mean length	11.280193
Min length	5

Characters and Unicode

Total characters	30355
Distinct characters	156
Distinct categories	5 ?
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_단독주택
2nd row	전국_다가구주택
3rd row	전국_다세대주택
4th row	전국_연립주택
5th row	전국_아파트

Value	Count	Frequency (%)
경기	468	8.5%
경남	234	4.2%
서울	225	4.1%
경북	225	4.1%
전남	198	3.6%
충북	171	3.1%
충남	171	3.1%
강원	162	2.9%
부산	144	2.6%
전북	144	2.6%
Other values (2477)	3375	61.2%

Most occurring characters

Value	Count	Frequency (%)
	2826	9.3%
_	2691	8.9%
주	1619	5.3%
구	1568	5.2%
택	1205	4.0%
시	1098	3.6%
경	981	3.2%
업	897	3.0%
군	837	2.8%
기	803	2.6%
Other values (146)	15830	52.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	24496	80.7%
Space Separator	2826	9.3%
Connector Punctuation	2691	8.9%
Close Punctuation	171	0.6%
Open Punctuation	171	0.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
주	1619	6.6%
구	1568	6.4%
택	1205	4.9%
시	1098	4.5%
경	981	4.0%
업	897	3.7%
군	837	3.4%
기	803	3.3%
남	801	3.3%
북	648	2.6%
Other values (142)	14039	57.3%

Space Separator

Value	Count	Frequency (%)
	2826	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2691	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	171	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	171	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	24496	80.7%
Common	5859	19.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
주	1619	6.6%
구	1568	6.4%
택	1205	4.9%
시	1098	4.5%
경	981	4.0%
업	897	3.7%
군	837	3.4%
기	803	3.3%
남	801	3.3%
북	648	2.6%
Other values (142)	14039	57.3%

Common

Value	Count	Frequency (%)
	2826	48.2%
_	2691	45.9%
)	171	2.9%
(	171	2.9%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	24496	80.7%
ASCII	5859	19.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2826	48.2%
_	2691	45.9%
)	171	2.9%
(	171	2.9%

Hangul

Value	Count	Frequency (%)
주	1619	6.6%
구	1568	6.4%
택	1205	4.9%
시	1098	4.5%
경	981	4.0%
업	897	3.7%
군	837	3.4%
기	803	3.3%
남	801	3.3%
북	648	2.6%
Other values (142)	14039	57.3%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1109
Distinct (%)	44.5%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	2304.0766

Minimum	0
Maximum	1046986
Zeros	94
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	19
median	167
Q3	748
95-th percentile	6919.4
Maximum	1046986
Range	1046986
Interquartile range (IQR)	729

Descriptive statistics

Standard deviation	23749.651
Coefficient of variation (CV)	10.307665
Kurtosis	1523.1077
Mean	2304.0766
Median Absolute Deviation (MAD)	163
Skewness	36.053559
Sum	5744063
Variance	5.6404591 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	94	3.5%
2	57	2.1%
1	54	2.0%
4	51	1.9%
3	47	1.7%
5	40	1.5%
6	34	1.3%
7	26	1.0%
9	24	0.9%
11	23	0.9%
Other values (1099)	2043	75.9%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	94	3.5%
1	54	2.0%
2	57	2.1%
3	47	1.7%
4	51	1.9%
5	40	1.5%
6	34	1.3%
7	26	1.0%
8	21	0.8%
9	24	0.9%

Value	Count	Frequency (%)
1046986	1	< 0.1%
326941	1	< 0.1%
201100	1	< 0.1%
200719	1	< 0.1%
179994	1	< 0.1%
142757	1	< 0.1%
125536	1	< 0.1%
77904	1	< 0.1%
66691	1	< 0.1%
66258	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1054
Distinct (%)	43.1%
Missing	243
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	1876.0948

Minimum	0
Maximum	761554
Zeros	99
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	21
median	161
Q3	671.25
95-th percentile	5658
Maximum	761554
Range	761554
Interquartile range (IQR)	650.25

Descriptive statistics

Standard deviation	17758.999
Coefficient of variation (CV)	9.4659394
Kurtosis	1387.8075
Mean	1876.0948
Median Absolute Deviation (MAD)	157
Skewness	33.9978
Sum	4592680
Variance	3.1538206 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	99	3.7%
1	57	2.1%
4	47	1.7%
3	43	1.6%
7	36	1.3%
5	34	1.3%
2	33	1.2%
6	28	1.0%
12	28	1.0%
10	25	0.9%
Other values (1044)	2018	75.0%
(Missing)	243	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	99	3.7%
1	57	2.1%
2	33	1.2%
3	43	1.6%
4	47	1.7%
5	34	1.3%
6	28	1.0%
7	36	1.3%
8	24	0.9%
9	25	0.9%

Value	Count	Frequency (%)
761554	1	< 0.1%
199924	1	< 0.1%
188329	1	< 0.1%
179948	1	< 0.1%
162452	1	< 0.1%
94415	1	< 0.1%
87598	1	< 0.1%
62822	1	< 0.1%
61186	1	< 0.1%
61057	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1046
Distinct (%)	42.4%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1875.3508

Minimum	0
Maximum	797597
Zeros	86
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	25
median	163
Q3	650.75
95-th percentile	5748.5
Maximum	797597
Range	797597
Interquartile range (IQR)	625.75

Descriptive statistics

Standard deviation	18171.534
Coefficient of variation (CV)	9.6896719
Kurtosis	1506.5587
Mean	1875.3508
Median Absolute Deviation (MAD)	158
Skewness	35.684353
Sum	4624615
Variance	3.3020463 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	86	3.2%
1	52	1.9%
3	47	1.7%
2	37	1.4%
4	34	1.3%
6	32	1.2%
5	31	1.2%
9	25	0.9%
7	24	0.9%
8	23	0.9%
Other values (1036)	2075	77.1%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86	3.2%
1	52	1.9%
2	37	1.4%
3	47	1.7%
4	34	1.3%
5	31	1.2%
6	32	1.2%
7	24	0.9%
8	23	0.9%
9	25	0.9%

Value	Count	Frequency (%)
797597	1	< 0.1%
187259	1	< 0.1%
184021	1	< 0.1%
182493	1	< 0.1%
132887	1	< 0.1%
88678	1	< 0.1%
87491	1	< 0.1%
63526	1	< 0.1%
62293	1	< 0.1%
58700	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1041
Distinct (%)	42.2%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1842.088

Minimum	0
Maximum	828391
Zeros	79
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	25.25
median	161
Q3	634.25
95-th percentile	5334.25
Maximum	828391
Range	828391
Interquartile range (IQR)	609

Descriptive statistics

Standard deviation	18708.479
Coefficient of variation (CV)	10.156127
Kurtosis	1562.5451
Mean	1842.088
Median Absolute Deviation (MAD)	155
Skewness	36.627703
Sum	4542589
Variance	3.5000719 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	79	2.9%
2	49	1.8%
1	47	1.7%
5	43	1.6%
3	36	1.3%
8	35	1.3%
4	29	1.1%
6	26	1.0%
7	23	0.9%
14	22	0.8%
Other values (1031)	2077	77.2%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	79	2.9%
1	47	1.7%
2	49	1.8%
3	36	1.3%
4	29	1.1%
5	43	1.6%
6	26	1.0%
7	23	0.9%
8	35	1.3%
9	16	0.6%

Value	Count	Frequency (%)
828391	1	< 0.1%
218848	1	< 0.1%
214757	1	< 0.1%
122725	1	< 0.1%
115759	1	< 0.1%
103285	1	< 0.1%
84200	1	< 0.1%
70984	1	< 0.1%
59322	1	< 0.1%
46537	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1040
Distinct (%)	41.3%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1681.4575

Minimum	0
Maximum	753516
Zeros	76
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1.95
Q1	27
median	150
Q3	604
95-th percentile	5036.35
Maximum	753516
Range	753516
Interquartile range (IQR)	577

Descriptive statistics

Standard deviation	16836.461
Coefficient of variation (CV)	10.013016
Kurtosis	1595.6344
Mean	1681.4575
Median Absolute Deviation (MAD)	144
Skewness	36.994627
Sum	4237273
Variance	2.8346641 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	76	2.8%
1	50	1.9%
2	48	1.8%
3	39	1.4%
5	35	1.3%
4	32	1.2%
7	30	1.1%
6	27	1.0%
9	27	1.0%
11	23	0.9%
Other values (1030)	2133	79.3%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	76	2.8%
1	50	1.9%
2	48	1.8%
3	39	1.4%
4	32	1.2%
5	35	1.3%
6	27	1.0%
7	30	1.1%
8	19	0.7%
9	27	1.0%

Value	Count	Frequency (%)
753516	1	< 0.1%
210979	1	< 0.1%
176928	1	< 0.1%
114452	1	< 0.1%
110122	1	< 0.1%
83239	1	< 0.1%
78228	1	< 0.1%
69155	1	< 0.1%
65599	1	< 0.1%
41391	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1113
Distinct (%)	44.6%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	2004.3622

Minimum	0
Maximum	875470
Zeros	64
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	33
median	196
Q3	747
95-th percentile	5928.2
Maximum	875470
Range	875470
Interquartile range (IQR)	714

Descriptive statistics

Standard deviation	19638.515
Coefficient of variation (CV)	9.797887
Kurtosis	1586.0126
Mean	2004.3622
Median Absolute Deviation (MAD)	187
Skewness	36.866785
Sum	4996875
Variance	3.8567125 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64	2.4%
1	48	1.8%
2	46	1.7%
4	41	1.5%
3	31	1.2%
5	30	1.1%
16	20	0.7%
6	20	0.7%
14	20	0.7%
7	19	0.7%
Other values (1103)	2154	80.0%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64	2.4%
1	48	1.8%
2	46	1.7%
3	31	1.2%
4	41	1.5%
5	30	1.1%
6	20	0.7%
7	19	0.7%
8	18	0.7%
9	17	0.6%

Value	Count	Frequency (%)
875470	1	< 0.1%
240459	1	< 0.1%
194488	1	< 0.1%
138787	1	< 0.1%
135492	1	< 0.1%
99629	1	< 0.1%
79648	1	< 0.1%
78802	1	< 0.1%
63136	1	< 0.1%
58089	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1078
Distinct (%)	42.9%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1678.5205

Minimum	0
Maximum	690315
Zeros	61
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	32
median	170
Q3	662
95-th percentile	4645.5
Maximum	690315
Range	690315
Interquartile range (IQR)	630

Descriptive statistics

Standard deviation	15769.412
Coefficient of variation (CV)	9.3948282
Kurtosis	1473.3148
Mean	1678.5205
Median Absolute Deviation (MAD)	163
Skewness	35.291826
Sum	4214765
Variance	2.4867435 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	61	2.3%
1	52	1.9%
2	40	1.5%
5	37	1.4%
3	35	1.3%
4	31	1.2%
23	28	1.0%
9	25	0.9%
6	19	0.7%
8	18	0.7%
Other values (1068)	2165	80.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	61	2.3%
1	52	1.9%
2	40	1.5%
3	35	1.3%
4	31	1.2%
5	37	1.4%
6	19	0.7%
7	18	0.7%
8	18	0.7%
9	25	0.9%

Value	Count	Frequency (%)
690315	1	< 0.1%
228804	1	< 0.1%
151383	1	< 0.1%
127001	1	< 0.1%
121685	1	< 0.1%
84761	1	< 0.1%
60217	1	< 0.1%
54752	1	< 0.1%
53309	1	< 0.1%
52156	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1107
Distinct (%)	44.1%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1916.2525

Minimum	0
Maximum	845890
Zeros	66
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	35
median	177
Q3	694
95-th percentile	5595
Maximum	845890
Range	845890
Interquartile range (IQR)	659

Descriptive statistics

Standard deviation	18930.088
Coefficient of variation (CV)	9.8787024
Kurtosis	1589.6595
Mean	1916.2525
Median Absolute Deviation (MAD)	168
Skewness	36.884612
Sum	4811710
Variance	3.5834823 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66	2.5%
2	46	1.7%
1	43	1.6%
3	40	1.5%
9	27	1.0%
7	23	0.9%
6	23	0.9%
4	22	0.8%
11	21	0.8%
12	20	0.7%
Other values (1097)	2180	81.0%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	2.5%
1	43	1.6%
2	46	1.7%
3	40	1.5%
4	22	0.8%
5	20	0.7%
6	23	0.9%
7	23	0.9%
8	20	0.7%
9	27	1.0%

Value	Count	Frequency (%)
845890	1	< 0.1%
224889	1	< 0.1%
195407	1	< 0.1%
140483	1	< 0.1%
134235	1	< 0.1%
89685	1	< 0.1%
88303	1	< 0.1%
76174	1	< 0.1%
72460	1	< 0.1%
64661	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1162
Distinct (%)	45.1%
Missing	117
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	2254.5789

Minimum	0
Maximum	1024449
Zeros	58
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	41
median	207.5
Q3	797
95-th percentile	6882.65
Maximum	1024449
Range	1024449
Interquartile range (IQR)	756

Descriptive statistics

Standard deviation	22556.811
Coefficient of variation (CV)	10.004889
Kurtosis	1652.9156
Mean	2254.5789
Median Absolute Deviation (MAD)	198.5
Skewness	37.644264
Sum	5803286
Variance	5.0880971 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	58	2.2%
1	47	1.7%
4	44	1.6%
2	35	1.3%
5	33	1.2%
3	27	1.0%
13	26	1.0%
7	25	0.9%
6	23	0.9%
9	18	0.7%
Other values (1152)	2238	83.2%
(Missing)	117	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	58	2.2%
1	47	1.7%
2	35	1.3%
3	27	1.0%
4	44	1.6%
5	33	1.2%
6	23	0.9%
7	25	0.9%
8	16	0.6%
9	18	0.7%

Value	Count	Frequency (%)
1024449	1	< 0.1%
249496	1	< 0.1%
232715	1	< 0.1%
176453	1	< 0.1%
164396	1	< 0.1%
122947	1	< 0.1%
106768	1	< 0.1%
90401	1	< 0.1%
89698	1	< 0.1%
62665	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1236
Distinct (%)	48.7%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2723.8282

Minimum	0
Maximum	1169667
Zeros	41
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	44
median	265
Q3	974.75
95-th percentile	8348.4
Maximum	1169667
Range	1169667
Interquartile range (IQR)	930.75

Descriptive statistics

Standard deviation	26389.157
Coefficient of variation (CV)	9.6882604
Kurtosis	1524.7219
Mean	2723.8282
Median Absolute Deviation (MAD)	252
Skewness	35.887737
Sum	6913076
Variance	6.9638761 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	43	1.6%
0	41	1.5%
1	41	1.5%
2	37	1.4%
3	29	1.1%
7	26	1.0%
10	26	1.0%
6	25	0.9%
13	24	0.9%
5	23	0.9%
Other values (1226)	2223	82.6%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	41	1.5%
1	41	1.5%
2	37	1.4%
3	29	1.1%
4	43	1.6%
5	23	0.9%
6	25	0.9%
7	26	1.0%
8	15	0.6%
9	13	0.5%

Value	Count	Frequency (%)
1169667	1	< 0.1%
295006	1	< 0.1%
294532	1	< 0.1%
232437	1	< 0.1%
221638	1	< 0.1%
154680	1	< 0.1%
133609	1	< 0.1%
106815	1	< 0.1%
87534	1	< 0.1%
82993	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1227
Distinct (%)	48.3%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2610.7766

Minimum	0
Maximum	1071179
Zeros	44
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	44
median	252
Q3	947.75
95-th percentile	7974.8
Maximum	1071179
Range	1071179
Interquartile range (IQR)	903.75

Descriptive statistics

Standard deviation	24706.339
Coefficient of variation (CV)	9.4632147
Kurtosis	1403.3117
Mean	2610.7766
Median Absolute Deviation (MAD)	240
Skewness	34.188147
Sum	6626151
Variance	6.1040321 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44	1.6%
1	40	1.5%
3	39	1.4%
2	37	1.4%
5	29	1.1%
4	27	1.0%
7	21	0.8%
9	20	0.7%
6	20	0.7%
13	19	0.7%
Other values (1217)	2242	83.3%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	1.6%
1	40	1.5%
2	37	1.4%
3	39	1.4%
4	27	1.0%
5	29	1.1%
6	20	0.7%
7	21	0.8%
8	18	0.7%
9	20	0.7%

Value	Count	Frequency (%)
1071179	1	< 0.1%
299267	1	< 0.1%
296160	1	< 0.1%
241746	1	< 0.1%
236215	1	< 0.1%
152294	1	< 0.1%
124925	1	< 0.1%
91993	1	< 0.1%
90100	1	< 0.1%
76014	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1210
Distinct (%)	48.2%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2927.7646

Minimum	0
Maximum	1196856
Zeros	66
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	36
median	234
Q3	1005.5
95-th percentile	8364
Maximum	1196856
Range	1196856
Interquartile range (IQR)	969.5

Descriptive statistics

Standard deviation	27945.457
Coefficient of variation (CV)	9.5449809
Kurtosis	1355.3255
Mean	2927.7646
Median Absolute Deviation (MAD)	227
Skewness	33.592331
Sum	7351617
Variance	7.8094859 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66	2.5%
1	51	1.9%
3	43	1.6%
2	40	1.5%
4	29	1.1%
5	28	1.0%
13	22	0.8%
8	21	0.8%
6	20	0.7%
7	19	0.7%
Other values (1200)	2172	80.7%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	2.5%
1	51	1.9%
2	40	1.5%
3	43	1.6%
4	29	1.1%
5	28	1.0%
6	20	0.7%
7	19	0.7%
8	21	0.8%
9	13	0.5%

Value	Count	Frequency (%)
1196856	1	< 0.1%
354530	1	< 0.1%
351873	1	< 0.1%
306201	1	< 0.1%
226115	1	< 0.1%
161538	1	< 0.1%
134439	1	< 0.1%
116182	1	< 0.1%
89507	1	< 0.1%
82363	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1192
Distinct (%)	47.3%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2819.4488

Minimum	0
Maximum	1222877
Zeros	63
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	31
median	211.5
Q3	917.25
95-th percentile	8504.6
Maximum	1222877
Range	1222877
Interquartile range (IQR)	886.25

Descriptive statistics

Standard deviation	28272.332
Coefficient of variation (CV)	10.027609
Kurtosis	1407.656
Mean	2819.4488
Median Absolute Deviation (MAD)	205.5
Skewness	34.464384
Sum	7105011
Variance	7.9932473 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63	2.3%
2	53	2.0%
1	46	1.7%
3	35	1.3%
5	34	1.3%
4	34	1.3%
6	25	0.9%
10	23	0.9%
9	22	0.8%
7	21	0.8%
Other values (1182)	2164	80.4%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	2.3%
1	46	1.7%
2	53	2.0%
3	35	1.3%
4	34	1.3%
5	34	1.3%
6	25	0.9%
7	21	0.8%
8	20	0.7%
9	22	0.8%

Value	Count	Frequency (%)
1222877	1	< 0.1%
414029	1	< 0.1%
340715	1	< 0.1%
271895	1	< 0.1%
187031	1	< 0.1%
159032	1	< 0.1%
125910	1	< 0.1%
120985	1	< 0.1%
76448	1	< 0.1%
75281	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1166
Distinct (%)	46.4%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2519.1529

Minimum	0
Maximum	1101147
Zeros	47
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	36
median	208
Q3	826
95-th percentile	7433.5
Maximum	1101147
Range	1101147
Interquartile range (IQR)	790

Descriptive statistics

Standard deviation	25154.793
Coefficient of variation (CV)	9.9854173
Kurtosis	1473.4648
Mean	2519.1529
Median Absolute Deviation (MAD)	199
Skewness	35.334982
Sum	6325593
Variance	6.3276362 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47	1.7%
4	40	1.5%
1	39	1.4%
2	33	1.2%
3	32	1.2%
6	30	1.1%
5	28	1.0%
8	24	0.9%
14	22	0.8%
12	20	0.7%
Other values (1156)	2196	81.6%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	1.7%
1	39	1.4%
2	33	1.2%
3	32	1.2%
4	40	1.5%
5	28	1.0%
6	30	1.1%
7	18	0.7%
8	24	0.9%
9	20	0.7%

Value	Count	Frequency (%)
1101147	1	< 0.1%
339306	1	< 0.1%
275990	1	< 0.1%
250235	1	< 0.1%
163115	1	< 0.1%
125051	1	< 0.1%
99843	1	< 0.1%
97237	1	< 0.1%
87189	1	< 0.1%
86339	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1236
Distinct (%)	49.2%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3180.6344

Minimum	0
Maximum	1470022
Zeros	39
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	44
median	257
Q3	999
95-th percentile	9309.5
Maximum	1470022
Range	1470022
Interquartile range (IQR)	955

Descriptive statistics

Standard deviation	32924.114
Coefficient of variation (CV)	10.35143
Kurtosis	1588.1836
Mean	3180.6344
Median Absolute Deviation (MAD)	246
Skewness	36.953894
Sum	7986573
Variance	1.0839973 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	43	1.6%
0	39	1.4%
2	37	1.4%
4	29	1.1%
3	28	1.0%
5	28	1.0%
6	23	0.9%
7	22	0.8%
11	21	0.8%
13	20	0.7%
Other values (1226)	2221	82.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	1.4%
1	43	1.6%
2	37	1.4%
3	28	1.0%
4	29	1.1%
5	28	1.0%
6	23	0.9%
7	22	0.8%
8	15	0.6%
9	13	0.5%

Value	Count	Frequency (%)
1470022	1	< 0.1%
435878	1	< 0.1%
301477	1	< 0.1%
281996	1	< 0.1%
206233	1	< 0.1%
161878	1	< 0.1%
128995	1	< 0.1%
123334	1	< 0.1%
116907	1	< 0.1%
98555	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1242
Distinct (%)	49.5%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2770.5536

Minimum	0
Maximum	1063519
Zeros	36
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	49
median	271
Q3	1040.5
95-th percentile	8029
Maximum	1063519
Range	1063519
Interquartile range (IQR)	991.5

Descriptive statistics

Standard deviation	25108.381
Coefficient of variation (CV)	9.0625863
Kurtosis	1299.7569
Mean	2770.5536
Median Absolute Deviation (MAD)	259
Skewness	32.744521
Sum	6956860
Variance	6.3043079 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36	1.3%
4	32	1.2%
3	30	1.1%
1	28	1.0%
6	25	0.9%
2	25	0.9%
8	25	0.9%
7	23	0.9%
13	20	0.7%
5	19	0.7%
Other values (1232)	2248	83.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	1.3%
1	28	1.0%
2	25	0.9%
3	30	1.1%
4	32	1.2%
5	19	0.7%
6	25	0.9%
7	23	0.9%
8	25	0.9%
9	16	0.6%

Value	Count	Frequency (%)
1063519	1	< 0.1%
340742	1	< 0.1%
301723	1	< 0.1%
287751	1	< 0.1%
218094	1	< 0.1%
118104	1	< 0.1%
116318	1	< 0.1%
91495	1	< 0.1%
84808	1	< 0.1%
83784	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1095
Distinct (%)	43.6%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1698.0052

Minimum	0
Maximum	565734
Zeros	45
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	37
median	178
Q3	705
95-th percentile	4649.5
Maximum	565734
Range	565734
Interquartile range (IQR)	668

Descriptive statistics

Standard deviation	14190.152
Coefficient of variation (CV)	8.3569544
Kurtosis	1053.9751
Mean	1698.0052
Median Absolute Deviation (MAD)	168
Skewness	29.248292
Sum	4263691
Variance	2.0136041 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45	1.7%
3	40	1.5%
1	37	1.4%
2	30	1.1%
4	26	1.0%
6	25	0.9%
20	23	0.9%
16	22	0.8%
7	22	0.8%
5	22	0.8%
Other values (1085)	2219	82.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45	1.7%
1	37	1.4%
2	30	1.1%
3	40	1.5%
4	26	1.0%
5	22	0.8%
6	25	0.9%
7	22	0.8%
8	21	0.8%
9	17	0.6%

Value	Count	Frequency (%)
565734	1	< 0.1%
231588	1	< 0.1%
228039	1	< 0.1%
131799	1	< 0.1%
131066	1	< 0.1%
79702	1	< 0.1%
78558	1	< 0.1%
56147	1	< 0.1%
53242	1	< 0.1%
47360	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1001
Distinct (%)	39.7%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1482.023

Minimum	0
Maximum	659471
Zeros	54
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	27
median	127.5
Q3	509.25
95-th percentile	4243.25
Maximum	659471
Range	659471
Interquartile range (IQR)	482.25

Descriptive statistics

Standard deviation	14800.419
Coefficient of variation (CV)	9.9866324
Kurtosis	1567.8149
Mean	1482.023
Median Absolute Deviation (MAD)	119.5
Skewness	36.579958
Sum	3734698
Variance	2.1905241 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	54	2.0%
1	46	1.7%
2	42	1.6%
5	33	1.2%
3	31	1.2%
12	28	1.0%
7	27	1.0%
10	26	1.0%
4	26	1.0%
14	25	0.9%
Other values (991)	2182	81.1%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54	2.0%
1	46	1.7%
2	42	1.6%
3	31	1.2%
4	26	1.0%
5	33	1.2%
6	23	0.9%
7	27	1.0%
8	23	0.9%
9	24	0.9%

Value	Count	Frequency (%)
659471	1	< 0.1%
167170	1	< 0.1%
163888	1	< 0.1%
142846	1	< 0.1%
82956	1	< 0.1%
81520	1	< 0.1%
57648	1	< 0.1%
48744	1	< 0.1%
48495	1	< 0.1%
45735	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	0.986	0.989	0.994	0.984	0.989	0.944	0.994	0.994	0.994	0.986	0.989	0.927	0.944	0.989	0.826	0.855	0.982
2007	0.986	1.000	0.996	0.990	0.976	0.982	0.841	0.990	0.990	0.990	1.000	0.996	0.841	0.859	0.982	0.876	0.876	0.986
2008	0.989	0.996	1.000	0.996	0.985	0.990	0.872	0.996	0.996	0.996	0.996	0.986	0.825	0.841	0.977	0.907	0.864	0.977
2009	0.994	0.990	0.996	1.000	0.997	0.999	0.938	1.000	1.000	1.000	0.990	0.996	0.870	0.892	0.976	0.859	0.823	0.990
2010	0.984	0.976	0.985	0.997	1.000	0.999	0.938	0.997	0.997	0.997	0.976	0.985	0.835	0.841	0.961	0.859	0.823	0.976
2011	0.989	0.982	0.990	0.999	0.999	1.000	1.000	0.999	0.999	0.999	0.982	0.990	0.845	0.853	0.966	0.879	0.841	0.979
2012	0.944	0.841	0.872	0.938	0.938	1.000	1.000	0.938	0.938	0.938	0.841	0.872	0.987	0.988	0.857	0.970	0.979	0.833
2013	0.994	0.990	0.996	1.000	0.997	0.999	0.938	1.000	1.000	1.000	0.990	0.996	0.870	0.892	0.976	0.859	0.823	0.990
2014	0.994	0.990	0.996	1.000	0.997	0.999	0.938	1.000	1.000	1.000	0.990	0.996	0.870	0.892	0.976	0.859	0.823	0.990
2015	0.994	0.990	0.996	1.000	0.997	0.999	0.938	1.000	1.000	1.000	0.990	0.996	0.870	0.892	0.976	0.859	0.823	0.990
2016	0.986	1.000	0.996	0.990	0.976	0.982	0.841	0.990	0.990	0.990	1.000	0.996	0.841	0.859	0.982	0.876	0.876	0.986
2017	0.989	0.996	0.986	0.996	0.985	0.990	0.872	0.996	0.996	0.996	0.996	1.000	0.900	0.927	0.990	0.849	0.864	0.998
2018	0.927	0.841	0.825	0.870	0.835	0.845	0.987	0.870	0.870	0.870	0.841	0.900	1.000	0.999	0.890	0.970	0.988	0.927
2019	0.944	0.859	0.841	0.892	0.841	0.853	0.988	0.892	0.892	0.892	0.859	0.927	0.999	1.000	0.917	0.966	0.986	1.000
2020	0.989	0.982	0.977	0.976	0.961	0.966	0.857	0.976	0.976	0.976	0.982	0.990	0.890	0.917	1.000	0.857	0.816	0.995
2021	0.826	0.876	0.907	0.859	0.859	0.879	0.970	0.859	0.859	0.859	0.876	0.849	0.970	0.966	0.857	1.000	0.996	0.833
2022	0.855	0.876	0.864	0.823	0.823	0.841	0.979	0.823	0.823	0.823	0.876	0.864	0.988	0.986	0.816	0.996	1.000	0.853
2023	0.982	0.986	0.977	0.990	0.976	0.979	0.833	0.990	0.990	0.990	0.986	0.998	0.927	1.000	0.995	0.833	0.853	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	0.972	0.951	0.942	0.932	0.928	0.914	0.917	0.918	0.930	0.928	0.924	0.923	0.910	0.917	0.898	0.875	0.875
2007	0.972	1.000	0.971	0.958	0.947	0.941	0.932	0.934	0.934	0.939	0.937	0.933	0.932	0.920	0.924	0.914	0.898	0.896
2008	0.951	0.971	1.000	0.974	0.959	0.948	0.941	0.940	0.939	0.942	0.941	0.937	0.936	0.928	0.929	0.919	0.904	0.902
2009	0.942	0.958	0.974	1.000	0.975	0.962	0.954	0.954	0.951	0.949	0.949	0.946	0.946	0.939	0.938	0.928	0.917	0.916
2010	0.932	0.947	0.959	0.975	1.000	0.972	0.962	0.960	0.954	0.952	0.948	0.948	0.947	0.940	0.939	0.932	0.923	0.922
2011	0.928	0.941	0.948	0.962	0.972	1.000	0.978	0.974	0.970	0.964	0.958	0.944	0.939	0.942	0.943	0.933	0.921	0.917
2012	0.914	0.932	0.941	0.954	0.962	0.978	1.000	0.981	0.973	0.963	0.954	0.941	0.936	0.939	0.941	0.932	0.925	0.921
2013	0.917	0.934	0.940	0.954	0.960	0.974	0.981	1.000	0.978	0.970	0.960	0.947	0.942	0.945	0.946	0.937	0.927	0.923
2014	0.918	0.934	0.939	0.951	0.954	0.970	0.973	0.978	1.000	0.979	0.969	0.950	0.943	0.948	0.948	0.937	0.924	0.920
2015	0.930	0.939	0.942	0.949	0.952	0.964	0.963	0.970	0.979	1.000	0.981	0.960	0.952	0.953	0.956	0.943	0.925	0.919
2016	0.928	0.937	0.941	0.949	0.948	0.958	0.954	0.960	0.969	0.981	1.000	0.970	0.958	0.957	0.959	0.946	0.930	0.925
2017	0.924	0.933	0.937	0.946	0.948	0.944	0.941	0.947	0.950	0.960	0.970	1.000	0.977	0.963	0.959	0.951	0.937	0.935
2018	0.923	0.932	0.936	0.946	0.947	0.939	0.936	0.942	0.943	0.952	0.958	0.977	1.000	0.971	0.965	0.956	0.943	0.939
2019	0.910	0.920	0.928	0.939	0.940	0.942	0.939	0.945	0.948	0.953	0.957	0.963	0.971	1.000	0.975	0.961	0.947	0.944
2020	0.917	0.924	0.929	0.938	0.939	0.943	0.941	0.946	0.948	0.956	0.959	0.959	0.965	0.975	1.000	0.973	0.952	0.949
2021	0.898	0.914	0.919	0.928	0.932	0.933	0.932	0.937	0.937	0.943	0.946	0.951	0.956	0.961	0.973	1.000	0.971	0.960
2022	0.875	0.898	0.904	0.917	0.923	0.921	0.925	0.927	0.924	0.925	0.930	0.937	0.943	0.947	0.952	0.971	1.000	0.972
2023	0.875	0.896	0.902	0.916	0.922	0.917	0.921	0.923	0.920	0.919	0.925	0.935	0.939	0.944	0.949	0.960	0.972	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_건물용도	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_단독주택	125536	94415	88678	84200	83239	99629	84761	88303	106768	133609	124925	134439	120985	97237	123334	116318	79702	57648
1	전국_다가구주택	21185	17002	15684	12776	11373	23232	20076	22575	30584	38477	35205	13823	10850	19777	25798	21748	13419	8314
2	전국_다세대주택	201100	188329	187259	122725	110122	135492	121685	134235	164396	232437	241746	226115	187031	163115	206233	218094	131066	81520
3	전국_연립주택	57045	43637	39053	28864	25949	31821	26865	27825	32784	43310	41880	44260	34899	31440	44843	41976	25484	20019
4	전국_아파트	1046986	761554	797597	828391	753516	875470	690315	845890	1024449	1169667	1071179	1196856	1222877	1101147	1470022	1063519	565734	659471
5	전국_상업업무용	142757	162452	132887	115759	114452	138787	127001	140483	176453	221638	236215	351873	340715	275990	301477	340742	228039	142846
6	전국_공업용	11771	10317	9837	8985	10839	11993	12555	13011	12668	15193	16913	22483	25860	29134	37207	61461	53242	34095
7	전국_기타건물	5022	7360	20277	19527	17543	16899	17981	17608	20266	18907	21803	23512	21390	24362	22864	25794	19365	13471
8	전국_나지	200719	179948	184021	214757	210979	240459	228804	224889	249496	295006	299267	306201	271895	250235	281996	301723	231588	163888
9	서울_단독주택	26798	16777	15377	11540	9059	11335	8009	8613	11731	18549	17597	18589	17801	11447	14322	10494	6065	3209

	지역_건물용도	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2681	제주 제주시_나지	694	1537	1338	1802	2073	1973	2054	2038	3467	4624	4893	5124	4403	3560	2926	3911	4334	3111
2682	제주 서귀포시_단독주택	228	438	373	355	384	480	503	752	937	1095	945	801	709	496	726	800	781	538
2683	제주 서귀포시_다가구주택	3	9	6	8	6	15	19	38	60	101	105	27	24	54	36	66	45	52
2684	제주 서귀포시_다세대주택	96	195	162	213	212	183	177	208	252	360	525	467	555	380	369	428	362	268
2685	제주 서귀포시_연립주택	149	238	212	265	346	386	449	302	684	1348	1082	1286	840	678	854	1347	954	855
2686	제주 서귀포시_아파트	175	546	985	543	572	833	751	1033	1348	3047	3118	1943	1252	1051	1198	1546	911	749
2687	제주 서귀포시_상업업무용	67	336	161	236	259	291	369	674	642	1809	2705	2971	3801	1490	1175	1086	1043	623
2688	제주 서귀포시_공업용	0	3	2	3	4	2	1	5	8	6	1	3	4	568	30	112	89	27
2689	제주 서귀포시_기타건물	4	7	18	21	19	29	28	58	46	32	21	11	39	43	27	32	52	413
2690	제주 서귀포시_나지	620	1079	791	1293	1459	1425	1369	1684	2201	2334	2142	3373	2618	1516	1034	1651	1387	1533

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Connector Punctuation

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample