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 순수토지 거래현황의 연도별 거래주체별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068335/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 = 38.68651055)	Skewed
`2007` is highly skewed (γ1 = 38.92721906)	Skewed
`2008` is highly skewed (γ1 = 38.55952931)	Skewed
`2009` is highly skewed (γ1 = 38.8615198)	Skewed
`2010` is highly skewed (γ1 = 39.55314375)	Skewed
`2011` is highly skewed (γ1 = 39.12217437)	Skewed
`2012` is highly skewed (γ1 = 39.05897705)	Skewed
`2013` is highly skewed (γ1 = 39.58627751)	Skewed
`2014` is highly skewed (γ1 = 40.80240262)	Skewed
`2015` is highly skewed (γ1 = 40.49403952)	Skewed
`2016` is highly skewed (γ1 = 39.94840203)	Skewed
`2017` is highly skewed (γ1 = 40.05064738)	Skewed
`2018` is highly skewed (γ1 = 39.76663984)	Skewed
`2019` is highly skewed (γ1 = 39.41294741)	Skewed
`2020` is highly skewed (γ1 = 39.5366396)	Skewed
`2021` is highly skewed (γ1 = 39.3404879)	Skewed
`2022` is highly skewed (γ1 = 38.63499224)	Skewed
`2023` is highly skewed (γ1 = 38.07505599)	Skewed
`지역_거래주체` has unique values	Unique
`2006` has 219 (8.1%) zeros	Zeros
`2007` has 173 (6.4%) zeros	Zeros
`2008` has 170 (6.3%) zeros	Zeros
`2009` has 146 (5.4%) zeros	Zeros
`2010` has 149 (5.5%) zeros	Zeros
`2011` has 135 (5.0%) zeros	Zeros
`2012` has 117 (4.3%) zeros	Zeros
`2013` has 139 (5.2%) zeros	Zeros
`2014` has 147 (5.5%) zeros	Zeros
`2015` has 112 (4.2%) zeros	Zeros
`2016` has 129 (4.8%) zeros	Zeros
`2017` has 105 (3.9%) zeros	Zeros
`2018` has 115 (4.3%) zeros	Zeros
`2019` has 122 (4.5%) zeros	Zeros
`2020` has 105 (3.9%) zeros	Zeros
`2021` has 79 (2.9%) zeros	Zeros
`2022` has 124 (4.6%) zeros	Zeros
`2023` has 147 (5.5%) zeros	Zeros

Reproduction

Analysis started	2024-03-30 02:27:34.259831
Analysis finished	2024-03-30 02:29:35.615505
Duration	2 minutes and 1.36 second
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_거래주체
Text

UNIQUE

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

Length

Max length	23
Median length	13
Mean length	13.401338
Min length	9

Characters and Unicode

Total characters	36063
Distinct characters	153
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	2691 ?
Unique (%)	100.0%

Sample

1st row	전국_개인->개인
2nd row	전국_개인->법인
3rd row	전국_개인->기타
4th row	전국_법인->개인
5th row	전국_법인->법인

Value	Count	Frequency (%)
경기	468	8.4%
경남	234	4.2%
서울	225	4.1%
경북	225	4.1%
전남	198	3.6%
충남	171	3.1%
충북	171	3.1%
강원	162	2.9%
전북	144	2.6%
부산	144	2.6%
Other values (2478)	3402	61.4%

Most occurring characters

Value	Count	Frequency (%)
인	3750	10.4%
	2853	7.9%
_	2691	7.5%
-	2691	7.5%
>	2691	7.5%
기	2298	6.4%
개	1794	5.0%
타	1794	5.0%
법	1794	5.0%
구	1269	3.5%
Other values (143)	12438	34.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	24795	68.8%
Space Separator	2853	7.9%
Connector Punctuation	2691	7.5%
Dash Punctuation	2691	7.5%
Math Symbol	2691	7.5%
Open Punctuation	171	0.5%
Close Punctuation	171	0.5%

Most frequent character per category

Other Letter

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

Space Separator

Value	Count	Frequency (%)
	2853	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2691	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2691	100.0%

Math Symbol

Value	Count	Frequency (%)
>	2691	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	171	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	171	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	24795	68.8%
Common	11268	31.2%

Most frequent character per script

Hangul

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

Common

Value	Count	Frequency (%)
	2853	25.3%
_	2691	23.9%
-	2691	23.9%
>	2691	23.9%
(	171	1.5%
)	171	1.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	24795	68.8%
ASCII	11268	31.2%

Most frequent character per block

Hangul

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

ASCII

Value	Count	Frequency (%)
	2853	25.3%
_	2691	23.9%
-	2691	23.9%
>	2691	23.9%
(	171	1.5%
)	171	1.5%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1101
Distinct (%)	44.2%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	3624.8997

Minimum	0
Maximum	1926717
Zeros	219
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	112
Q3	854
95-th percentile	11265.4
Maximum	1926717
Range	1926717
Interquartile range (IQR)	845

Descriptive statistics

Standard deviation	42374.175
Coefficient of variation (CV)	11.689751
Kurtosis	1712.7818
Mean	3624.8997
Median Absolute Deviation (MAD)	111
Skewness	38.686511
Sum	9036875
Variance	1.7955707 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	219	8.1%
1	106	3.9%
2	57	2.1%
3	54	2.0%
5	44	1.6%
4	37	1.4%
8	36	1.3%
6	36	1.3%
7	25	0.9%
11	24	0.9%
Other values (1091)	1855	68.9%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	219	8.1%
1	106	3.9%
2	57	2.1%
3	54	2.0%
4	37	1.4%
5	44	1.6%
6	36	1.3%
7	25	0.9%
8	36	1.3%
9	21	0.8%

Value	Count	Frequency (%)
1926717	1	< 0.1%
445323	1	< 0.1%
374540	1	< 0.1%
278786	1	< 0.1%
250224	1	< 0.1%
249596	1	< 0.1%
207048	1	< 0.1%
190813	1	< 0.1%
169030	1	< 0.1%
137516	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1037
Distinct (%)	42.4%
Missing	243
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	2973.0768

Minimum	0
Maximum	1584919
Zeros	173
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	107.5
Q3	713.5
95-th percentile	9859.75
Maximum	1584919
Range	1584919
Interquartile range (IQR)	702.5

Descriptive statistics

Standard deviation	34940.09
Coefficient of variation (CV)	11.752165
Kurtosis	1725.3646
Mean	2973.0768
Median Absolute Deviation (MAD)	106.5
Skewness	38.927219
Sum	7278092
Variance	1.2208099 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	173	6.4%
1	94	3.5%
3	62	2.3%
2	58	2.2%
4	49	1.8%
6	37	1.4%
5	29	1.1%
7	29	1.1%
9	25	0.9%
17	25	0.9%
Other values (1027)	1867	69.4%
(Missing)	243	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	173	6.4%
1	94	3.5%
2	58	2.2%
3	62	2.3%
4	49	1.8%
5	29	1.1%
6	37	1.4%
7	29	1.1%
8	24	0.9%
9	25	0.9%

Value	Count	Frequency (%)
1584919	1	< 0.1%
313451	1	< 0.1%
296602	1	< 0.1%
219458	1	< 0.1%
212165	1	< 0.1%
187951	1	< 0.1%
187102	1	< 0.1%
184475	1	< 0.1%
123916	1	< 0.1%
121937	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1034
Distinct (%)	41.9%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	2698.7676

Minimum	0
Maximum	1400308
Zeros	170
Zeros (%)	6.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	106
Q3	712
95-th percentile	8623.5
Maximum	1400308
Range	1400308
Interquartile range (IQR)	702

Descriptive statistics

Standard deviation	30927.346
Coefficient of variation (CV)	11.459803
Kurtosis	1701.4206
Mean	2698.7676
Median Absolute Deviation (MAD)	105
Skewness	38.559529
Sum	6655161
Variance	9.5650073 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	170	6.3%
1	91	3.4%
2	66	2.5%
3	61	2.3%
4	43	1.6%
5	38	1.4%
7	34	1.3%
6	31	1.2%
9	30	1.1%
8	29	1.1%
Other values (1024)	1873	69.6%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	170	6.3%
1	91	3.4%
2	66	2.5%
3	61	2.3%
4	43	1.6%
5	38	1.4%
6	31	1.2%
7	34	1.3%
8	29	1.1%
9	30	1.1%

Value	Count	Frequency (%)
1400308	1	< 0.1%
296947	1	< 0.1%
291317	1	< 0.1%
184776	1	< 0.1%
176531	1	< 0.1%
169736	1	< 0.1%
160414	1	< 0.1%
157218	1	< 0.1%
128626	1	< 0.1%
111634	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1055
Distinct (%)	42.8%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	2650.4067

Minimum	0
Maximum	1371133
Zeros	146
Zeros (%)	5.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	114.5
Q3	682
95-th percentile	9059
Maximum	1371133
Range	1371133
Interquartile range (IQR)	668

Descriptive statistics

Standard deviation	30162.197
Coefficient of variation (CV)	11.380215
Kurtosis	1726.6884
Mean	2650.4067
Median Absolute Deviation (MAD)	113.5
Skewness	38.86152
Sum	6535903
Variance	9.0975814 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	146	5.4%
1	121	4.5%
2	66	2.5%
4	48	1.8%
3	43	1.6%
5	36	1.3%
7	26	1.0%
10	23	0.9%
13	23	0.9%
6	21	0.8%
Other values (1045)	1913	71.1%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	146	5.4%
1	121	4.5%
2	66	2.5%
3	43	1.6%
4	48	1.8%
5	36	1.3%
6	21	0.8%
7	26	1.0%
8	18	0.7%
9	17	0.6%

Value	Count	Frequency (%)
1371133	1	< 0.1%
264293	1	< 0.1%
253642	1	< 0.1%
169754	1	< 0.1%
167285	1	< 0.1%
165967	1	< 0.1%
161587	1	< 0.1%
158556	1	< 0.1%
153692	1	< 0.1%
119489	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1025
Distinct (%)	40.7%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2253.9929

Minimum	0
Maximum	1194950
Zeros	149
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	104
Q3	639.25
95-th percentile	7675.4
Maximum	1194950
Range	1194950
Interquartile range (IQR)	629.25

Descriptive statistics

Standard deviation	25936.605
Coefficient of variation (CV)	11.50696
Kurtosis	1782.6523
Mean	2253.9929
Median Absolute Deviation (MAD)	103
Skewness	39.553144
Sum	5680062
Variance	6.7270747 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	149	5.5%
1	114	4.2%
2	79	2.9%
3	59	2.2%
4	54	2.0%
6	39	1.4%
5	33	1.2%
10	30	1.1%
8	30	1.1%
7	29	1.1%
Other values (1015)	1904	70.8%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	149	5.5%
1	114	4.2%
2	79	2.9%
3	59	2.2%
4	54	2.0%
5	33	1.2%
6	39	1.4%
7	29	1.1%
8	30	1.1%
9	27	1.0%

Value	Count	Frequency (%)
1194950	1	< 0.1%
230434	1	< 0.1%
205429	1	< 0.1%
159881	1	< 0.1%
154406	1	< 0.1%
151235	1	< 0.1%
137775	1	< 0.1%
126319	1	< 0.1%
124653	1	< 0.1%
97691	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1020
Distinct (%)	40.9%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	2252.0172

Minimum	0
Maximum	1176814
Zeros	135
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	115
Q3	602
95-th percentile	7194
Maximum	1176814
Range	1176814
Interquartile range (IQR)	588

Descriptive statistics

Standard deviation	25732.775
Coefficient of variation (CV)	11.426544
Kurtosis	1749.2639
Mean	2252.0172
Median Absolute Deviation (MAD)	113
Skewness	39.122174
Sum	5614279
Variance	6.6217571 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	135	5.0%
1	86	3.2%
2	64	2.4%
3	56	2.1%
5	39	1.4%
6	39	1.4%
4	31	1.2%
7	30	1.1%
10	29	1.1%
8	28	1.0%
Other values (1010)	1956	72.7%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	135	5.0%
1	86	3.2%
2	64	2.4%
3	56	2.1%
4	31	1.2%
5	39	1.4%
6	39	1.4%
7	30	1.1%
8	28	1.0%
9	28	1.0%

Value	Count	Frequency (%)
1176814	1	< 0.1%
226006	1	< 0.1%
196519	1	< 0.1%
163045	1	< 0.1%
158961	1	< 0.1%
147087	1	< 0.1%
146914	1	< 0.1%
123169	1	< 0.1%
114364	1	< 0.1%
110386	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1010
Distinct (%)	40.2%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2076.2477

Minimum	0
Maximum	1065844
Zeros	117
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	15
median	119
Q3	579
95-th percentile	6701
Maximum	1065844
Range	1065844
Interquartile range (IQR)	564

Descriptive statistics

Standard deviation	23273.325
Coefficient of variation (CV)	11.20932
Kurtosis	1747.0004
Mean	2076.2477
Median Absolute Deviation (MAD)	117
Skewness	39.058977
Sum	5213458
Variance	5.4164765 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	117	4.3%
1	101	3.8%
2	73	2.7%
3	50	1.9%
4	43	1.6%
6	40	1.5%
5	30	1.1%
10	25	0.9%
8	24	0.9%
11	23	0.9%
Other values (1000)	1985	73.8%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	117	4.3%
1	101	3.8%
2	73	2.7%
3	50	1.9%
4	43	1.6%
5	30	1.1%
6	40	1.5%
7	21	0.8%
8	24	0.9%
9	22	0.8%

Value	Count	Frequency (%)
1065844	1	< 0.1%
213320	1	< 0.1%
188677	1	< 0.1%
155851	1	< 0.1%
143091	1	< 0.1%
139149	1	< 0.1%
108257	1	< 0.1%
105878	1	< 0.1%
101727	1	< 0.1%
96578	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	996
Distinct (%)	39.7%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2062.1705

Minimum	0
Maximum	1086863
Zeros	139
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13
median	100
Q3	630
95-th percentile	6934.5
Maximum	1086863
Range	1086863
Interquartile range (IQR)	617

Descriptive statistics

Standard deviation	23608.912
Coefficient of variation (CV)	11.448574
Kurtosis	1783.3775
Mean	2062.1705
Median Absolute Deviation (MAD)	99
Skewness	39.586278
Sum	5178110
Variance	5.5738072 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	139	5.2%
1	101	3.8%
2	69	2.6%
3	54	2.0%
4	47	1.7%
5	36	1.3%
6	35	1.3%
10	34	1.3%
9	26	1.0%
7	23	0.9%
Other values (986)	1947	72.4%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	139	5.2%
1	101	3.8%
2	69	2.6%
3	54	2.0%
4	47	1.7%
5	36	1.3%
6	35	1.3%
7	23	0.9%
8	21	0.8%
9	26	1.0%

Value	Count	Frequency (%)
1086863	1	< 0.1%
221025	1	< 0.1%
163525	1	< 0.1%
147834	1	< 0.1%
144084	1	< 0.1%
139473	1	< 0.1%
112061	1	< 0.1%
107046	1	< 0.1%
105851	1	< 0.1%
100640	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1030
Distinct (%)	40.0%
Missing	117
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	2167.486

Minimum	0
Maximum	1216383
Zeros	147
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	120.5
Q3	632
95-th percentile	7128.6
Maximum	1216383
Range	1216383
Interquartile range (IQR)	618

Descriptive statistics

Standard deviation	25919.885
Coefficient of variation (CV)	11.958502
Kurtosis	1878.493
Mean	2167.486
Median Absolute Deviation (MAD)	118.5
Skewness	40.802403
Sum	5579109
Variance	6.7184045 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	147	5.5%
1	94	3.5%
2	74	2.7%
3	53	2.0%
5	40	1.5%
4	40	1.5%
8	32	1.2%
6	31	1.2%
7	29	1.1%
17	24	0.9%
Other values (1020)	2010	74.7%
(Missing)	117	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	147	5.5%
1	94	3.5%
2	74	2.7%
3	53	2.0%
4	40	1.5%
5	40	1.5%
6	31	1.2%
7	29	1.1%
8	32	1.2%
9	22	0.8%

Value	Count	Frequency (%)
1216383	1	< 0.1%
242246	1	< 0.1%
164542	1	< 0.1%
163504	1	< 0.1%
151324	1	< 0.1%
127438	1	< 0.1%
126531	1	< 0.1%
122907	1	< 0.1%
116405	1	< 0.1%
106954	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1062
Distinct (%)	41.8%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2426.3448

Minimum	0
Maximum	1340052
Zeros	112
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	18
median	131
Q3	678.5
95-th percentile	8267.45
Maximum	1340052
Range	1340052
Interquartile range (IQR)	660.5

Descriptive statistics

Standard deviation	28770.427
Coefficient of variation (CV)	11.857518
Kurtosis	1849.1548
Mean	2426.3448
Median Absolute Deviation (MAD)	129
Skewness	40.49404
Sum	6158063
Variance	8.2773744 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	112	4.2%
1	81	3.0%
2	67	2.5%
4	45	1.7%
3	39	1.4%
6	38	1.4%
5	37	1.4%
7	27	1.0%
12	22	0.8%
8	20	0.7%
Other values (1052)	2050	76.2%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	112	4.2%
1	81	3.0%
2	67	2.5%
3	39	1.4%
4	45	1.7%
5	37	1.4%
6	38	1.4%
7	27	1.0%
8	20	0.7%
9	20	0.7%

Value	Count	Frequency (%)
1340052	1	< 0.1%
279500	1	< 0.1%
189387	1	< 0.1%
178578	1	< 0.1%
176473	1	< 0.1%
142269	1	< 0.1%
129604	1	< 0.1%
120307	1	< 0.1%
118435	1	< 0.1%
116982	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1076
Distinct (%)	42.4%
Missing	153
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2427.0461

Minimum	0
Maximum	1292271
Zeros	129
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	19
median	142
Q3	692.75
95-th percentile	8107.65
Maximum	1292271
Range	1292271
Interquartile range (IQR)	673.75

Descriptive statistics

Standard deviation	27875.588
Coefficient of variation (CV)	11.485397
Kurtosis	1813.9242
Mean	2427.0461
Median Absolute Deviation (MAD)	140
Skewness	39.948402
Sum	6159843
Variance	7.7704838 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	129	4.8%
1	80	3.0%
2	77	2.9%
3	45	1.7%
4	36	1.3%
6	31	1.2%
7	30	1.1%
5	26	1.0%
10	25	0.9%
8	24	0.9%
Other values (1066)	2035	75.6%
(Missing)	153	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	129	4.8%
1	80	3.0%
2	77	2.9%
3	45	1.7%
4	36	1.3%
5	26	1.0%
6	31	1.2%
7	30	1.1%
8	24	0.9%
9	11	0.4%

Value	Count	Frequency (%)
1292271	1	< 0.1%
242719	1	< 0.1%
205562	1	< 0.1%
198128	1	< 0.1%
159315	1	< 0.1%
146359	1	< 0.1%
137342	1	< 0.1%
128854	1	< 0.1%
121351	1	< 0.1%
113438	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1073
Distinct (%)	42.7%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2484.3903

Minimum	0
Maximum	1340576
Zeros	105
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	21
median	154
Q3	698.5
95-th percentile	8411
Maximum	1340576
Range	1340576
Interquartile range (IQR)	677.5

Descriptive statistics

Standard deviation	28992.509
Coefficient of variation (CV)	11.669869
Kurtosis	1814.8061
Mean	2484.3903
Median Absolute Deviation (MAD)	150
Skewness	40.050647
Sum	6238304
Variance	8.4056556 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	105	3.9%
2	70	2.6%
1	68	2.5%
3	40	1.5%
4	38	1.4%
7	31	1.2%
5	29	1.1%
6	28	1.0%
12	27	1.0%
9	22	0.8%
Other values (1063)	2053	76.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	105	3.9%
1	68	2.5%
2	70	2.6%
3	40	1.5%
4	38	1.4%
5	29	1.1%
6	28	1.0%
7	31	1.2%
8	19	0.7%
9	22	0.8%

Value	Count	Frequency (%)
1340576	1	< 0.1%
262617	1	< 0.1%
215629	1	< 0.1%
187901	1	< 0.1%
157352	1	< 0.1%
154124	1	< 0.1%
140518	1	< 0.1%
130559	1	< 0.1%
124529	1	< 0.1%
118124	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1065
Distinct (%)	42.3%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2311.9171

Minimum	0
Maximum	1245880
Zeros	115
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	20
median	141.5
Q3	632
95-th percentile	7679.9
Maximum	1245880
Range	1245880
Interquartile range (IQR)	612

Descriptive statistics

Standard deviation	26991.259
Coefficient of variation (CV)	11.674839
Kurtosis	1796.3269
Mean	2311.9171
Median Absolute Deviation (MAD)	138.5
Skewness	39.76664
Sum	5826031
Variance	7.2852809 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115	4.3%
1	76	2.8%
2	62	2.3%
3	57	2.1%
5	48	1.8%
4	37	1.4%
6	26	1.0%
15	25	0.9%
7	23	0.9%
8	22	0.8%
Other values (1055)	2029	75.4%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115	4.3%
1	76	2.8%
2	62	2.3%
3	57	2.1%
4	37	1.4%
5	48	1.8%
6	26	1.0%
7	23	0.9%
8	22	0.8%
9	12	0.4%

Value	Count	Frequency (%)
1245880	1	< 0.1%
225440	1	< 0.1%
222673	1	< 0.1%
208827	1	< 0.1%
140835	1	< 0.1%
137124	1	< 0.1%
134364	1	< 0.1%
116502	1	< 0.1%
115661	1	< 0.1%
111059	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1047
Distinct (%)	41.7%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2098.3313

Minimum	0
Maximum	1098368
Zeros	122
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	18
median	154
Q3	630
95-th percentile	6997.5
Maximum	1098368
Range	1098368
Interquartile range (IQR)	612

Descriptive statistics

Standard deviation	23898.62
Coefficient of variation (CV)	11.389345
Kurtosis	1771.5224
Mean	2098.3313
Median Absolute Deviation (MAD)	151
Skewness	39.412947
Sum	5268910
Variance	5.7114405 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	122	4.5%
1	94	3.5%
2	63	2.3%
3	44	1.6%
5	30	1.1%
8	30	1.1%
10	28	1.0%
4	27	1.0%
9	25	0.9%
13	23	0.9%
Other values (1037)	2025	75.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	122	4.5%
1	94	3.5%
2	63	2.3%
3	44	1.6%
4	27	1.0%
5	30	1.1%
6	23	0.9%
7	21	0.8%
8	30	1.1%
9	25	0.9%

Value	Count	Frequency (%)
1098368	1	< 0.1%
199043	1	< 0.1%
193119	1	< 0.1%
182978	1	< 0.1%
131535	1	< 0.1%
121955	1	< 0.1%
115475	1	< 0.1%
111684	1	< 0.1%
111016	1	< 0.1%
106856	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1076
Distinct (%)	42.9%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2275.6479

Minimum	0
Maximum	1209123
Zeros	105
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	21
median	149
Q3	643.5
95-th percentile	7380.5
Maximum	1209123
Range	1209123
Interquartile range (IQR)	622.5

Descriptive statistics

Standard deviation	26276.234
Coefficient of variation (CV)	11.546705
Kurtosis	1780.1684
Mean	2275.6479
Median Absolute Deviation (MAD)	146
Skewness	39.53664
Sum	5714152
Variance	6.904405 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	105	3.9%
1	86	3.2%
2	58	2.2%
3	42	1.6%
5	32	1.2%
8	30	1.1%
4	29	1.1%
9	27	1.0%
7	25	0.9%
13	23	0.9%
Other values (1066)	2054	76.3%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	105	3.9%
1	86	3.2%
2	58	2.2%
3	42	1.6%
4	29	1.1%
5	32	1.2%
6	23	0.9%
7	25	0.9%
8	30	1.1%
9	27	1.0%

Value	Count	Frequency (%)
1209123	1	< 0.1%
211291	1	< 0.1%
204676	1	< 0.1%
204173	1	< 0.1%
156704	1	< 0.1%
140657	1	< 0.1%
136567	1	< 0.1%
125155	1	< 0.1%
113819	1	< 0.1%
109660	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1066
Distinct (%)	42.5%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2460.8343

Minimum	0
Maximum	1274465
Zeros	79
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	24
median	162
Q3	686
95-th percentile	7934
Maximum	1274465
Range	1274465
Interquartile range (IQR)	662

Descriptive statistics

Standard deviation	27747.751
Coefficient of variation (CV)	11.275749
Kurtosis	1766.9085
Mean	2460.8343
Median Absolute Deviation (MAD)	158
Skewness	39.340488
Sum	6179155
Variance	7.6993767 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	93	3.5%
0	79	2.9%
4	43	1.6%
2	41	1.5%
3	39	1.4%
7	26	1.0%
5	25	0.9%
6	23	0.9%
9	23	0.9%
12	22	0.8%
Other values (1056)	2097	77.9%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	79	2.9%
1	93	3.5%
2	41	1.5%
3	39	1.4%
4	43	1.6%
5	25	0.9%
6	23	0.9%
7	26	1.0%
8	22	0.8%
9	23	0.9%

Value	Count	Frequency (%)
1274465	1	< 0.1%
242854	1	< 0.1%
210897	1	< 0.1%
195300	1	< 0.1%
172635	1	< 0.1%
156580	1	< 0.1%
144849	1	< 0.1%
138714	1	< 0.1%
123435	1	< 0.1%
112117	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1056
Distinct (%)	42.1%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2046.8929

Minimum	0
Maximum	1008399
Zeros	124
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	18
median	139
Q3	605.5
95-th percentile	6548
Maximum	1008399
Range	1008399
Interquartile range (IQR)	587.5

Descriptive statistics

Standard deviation	22105.486
Coefficient of variation (CV)	10.799533
Kurtosis	1719.4496
Mean	2046.8929
Median Absolute Deviation (MAD)	136
Skewness	38.634992
Sum	5139748
Variance	4.8865253 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124	4.6%
1	87	3.2%
2	66	2.5%
9	39	1.4%
3	34	1.3%
5	34	1.3%
4	29	1.1%
6	27	1.0%
23	24	0.9%
8	23	0.9%
Other values (1046)	2024	75.2%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124	4.6%
1	87	3.2%
2	66	2.5%
3	34	1.3%
4	29	1.1%
5	34	1.3%
6	27	1.0%
7	21	0.8%
8	23	0.9%
9	39	1.4%

Value	Count	Frequency (%)
1008399	1	< 0.1%
202651	1	< 0.1%
174665	1	< 0.1%
157175	1	< 0.1%
126325	1	< 0.1%
122326	1	< 0.1%
120773	1	< 0.1%
111282	1	< 0.1%
109896	1	< 0.1%
103956	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	946
Distinct (%)	37.5%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1535.7996

Minimum	0
Maximum	732678
Zeros	147
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13
median	108.5
Q3	437.25
95-th percentile	5178.15
Maximum	732678
Range	732678
Interquartile range (IQR)	424.25

Descriptive statistics

Standard deviation	16129.7
Coefficient of variation (CV)	10.502477
Kurtosis	1684.3487
Mean	1535.7996
Median Absolute Deviation (MAD)	106.5
Skewness	38.075056
Sum	3870215
Variance	2.6016724 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	147	5.5%
1	114	4.2%
3	54	2.0%
2	51	1.9%
4	44	1.6%
5	38	1.4%
6	33	1.2%
7	30	1.1%
11	27	1.0%
8	25	0.9%
Other values (936)	1957	72.7%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	147	5.5%
1	114	4.2%
2	51	1.9%
3	54	2.0%
4	44	1.6%
5	38	1.4%
6	33	1.2%
7	30	1.1%
8	25	0.9%
9	21	0.8%

Value	Count	Frequency (%)
732678	1	< 0.1%
136315	1	< 0.1%
131263	1	< 0.1%
123089	1	< 0.1%
107728	1	< 0.1%
103907	1	< 0.1%
82816	1	< 0.1%
78225	1	< 0.1%
76901	1	< 0.1%
76305	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	0.891	0.990	0.862	0.862	0.891	0.970	0.957	0.826	0.977	0.850	1.000	1.000	0.862	0.826	0.826	0.998	0.842
2007	0.891	1.000	1.000	0.999	0.999	1.000	0.891	0.826	0.997	0.853	0.992	0.999	0.999	0.994	0.989	0.989	0.871	0.998
2008	0.990	1.000	1.000	0.896	0.896	1.000	0.990	0.980	0.861	0.985	0.834	0.894	0.894	0.838	0.813	0.813	0.989	0.869
2009	0.862	0.999	0.896	1.000	1.000	0.999	0.862	0.809	0.994	0.832	0.989	0.997	0.997	0.998	0.994	0.994	0.901	0.999
2010	0.862	0.999	0.896	1.000	1.000	0.999	0.862	0.809	0.994	0.832	0.989	0.997	0.997	0.998	0.994	0.994	0.901	0.999
2011	0.891	1.000	1.000	0.999	0.999	1.000	0.891	0.826	0.997	0.853	0.992	0.999	0.999	0.994	0.989	0.989	0.871	0.998
2012	0.970	0.891	0.990	0.862	0.862	0.891	1.000	0.998	0.826	0.999	0.850	0.850	0.850	0.809	0.826	0.779	0.968	0.842
2013	0.957	0.826	0.980	0.809	0.809	0.826	0.998	1.000	0.891	0.995	0.850	0.795	0.795	0.809	0.826	0.779	0.968	0.842
2014	0.826	0.997	0.861	0.994	0.994	0.997	0.826	0.891	1.000	0.794	0.992	0.992	0.992	0.994	0.989	0.989	0.871	0.998
2015	0.977	0.853	0.985	0.832	0.832	0.853	0.999	0.995	0.794	1.000	0.884	0.884	0.884	0.832	0.853	0.794	0.964	0.816
2016	0.850	0.992	0.834	0.989	0.989	0.992	0.850	0.850	0.992	0.884	1.000	0.996	0.996	0.997	0.999	0.992	0.847	0.995
2017	1.000	0.999	0.894	0.997	0.997	0.999	0.850	0.795	0.992	0.884	0.996	1.000	1.000	0.997	0.992	0.992	0.847	0.995
2018	1.000	0.999	0.894	0.997	0.997	0.999	0.850	0.795	0.992	0.884	0.996	1.000	1.000	0.997	0.992	0.992	0.847	0.995
2019	0.862	0.994	0.838	0.998	0.998	0.994	0.809	0.809	0.994	0.832	0.997	0.997	0.997	1.000	0.999	0.999	0.901	0.999
2020	0.826	0.989	0.813	0.994	0.994	0.989	0.826	0.826	0.989	0.853	0.999	0.992	0.992	0.999	1.000	0.997	0.871	0.998
2021	0.826	0.989	0.813	0.994	0.994	0.989	0.779	0.779	0.989	0.794	0.992	0.992	0.992	0.999	0.997	1.000	0.871	0.998
2022	0.998	0.871	0.989	0.901	0.901	0.871	0.968	0.968	0.871	0.964	0.847	0.847	0.847	0.901	0.871	0.871	1.000	1.000
2023	0.842	0.998	0.869	0.999	0.999	0.998	0.842	0.842	0.998	0.816	0.995	0.995	0.995	0.999	0.998	0.998	1.000	1.000

Heatmap
Table

	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2006	1.000	0.825	0.808	0.775	0.770	0.771	0.751	0.766	0.772	0.767	0.764	0.773	0.767	0.769	0.767	0.760	0.751	0.723
2007	0.825	1.000	0.839	0.799	0.793	0.802	0.785	0.793	0.786	0.780	0.785	0.774	0.786	0.773	0.778	0.768	0.772	0.748
2008	0.808	0.839	1.000	0.819	0.808	0.813	0.809	0.802	0.800	0.794	0.794	0.785	0.802	0.789	0.790	0.780	0.780	0.774
2009	0.775	0.799	0.819	1.000	0.836	0.830	0.812	0.803	0.807	0.802	0.805	0.800	0.808	0.799	0.799	0.788	0.790	0.780
2010	0.770	0.793	0.808	0.836	1.000	0.835	0.816	0.803	0.798	0.790	0.794	0.800	0.806	0.794	0.795	0.782	0.790	0.779
2011	0.771	0.802	0.813	0.830	0.835	1.000	0.844	0.830	0.820	0.818	0.816	0.811	0.805	0.802	0.803	0.797	0.791	0.785
2012	0.751	0.785	0.809	0.812	0.816	0.844	1.000	0.831	0.832	0.812	0.814	0.808	0.814	0.810	0.806	0.788	0.784	0.794
2013	0.766	0.793	0.802	0.803	0.803	0.830	0.831	1.000	0.839	0.824	0.827	0.807	0.815	0.810	0.808	0.794	0.796	0.795
2014	0.772	0.786	0.800	0.807	0.798	0.820	0.832	0.839	1.000	0.858	0.830	0.825	0.824	0.821	0.810	0.800	0.786	0.781
2015	0.767	0.780	0.794	0.802	0.790	0.818	0.812	0.824	0.858	1.000	0.843	0.831	0.827	0.826	0.808	0.795	0.787	0.787
2016	0.764	0.785	0.794	0.805	0.794	0.816	0.814	0.827	0.830	0.843	1.000	0.853	0.841	0.824	0.817	0.795	0.783	0.792
2017	0.773	0.774	0.785	0.800	0.800	0.811	0.808	0.807	0.825	0.831	0.853	1.000	0.853	0.833	0.831	0.806	0.796	0.806
2018	0.767	0.786	0.802	0.808	0.806	0.805	0.814	0.815	0.824	0.827	0.841	0.853	1.000	0.853	0.841	0.827	0.817	0.823
2019	0.769	0.773	0.789	0.799	0.794	0.802	0.810	0.810	0.821	0.826	0.824	0.833	0.853	1.000	0.848	0.824	0.810	0.806
2020	0.767	0.778	0.790	0.799	0.795	0.803	0.806	0.808	0.810	0.808	0.817	0.831	0.841	0.848	1.000	0.840	0.828	0.814
2021	0.760	0.768	0.780	0.788	0.782	0.797	0.788	0.794	0.800	0.795	0.795	0.806	0.827	0.824	0.840	1.000	0.844	0.811
2022	0.751	0.772	0.780	0.790	0.790	0.791	0.784	0.796	0.786	0.787	0.783	0.796	0.817	0.810	0.828	0.844	1.000	0.838
2023	0.723	0.748	0.774	0.780	0.779	0.785	0.794	0.795	0.781	0.787	0.792	0.806	0.823	0.806	0.814	0.811	0.838	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_거래주체	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_개인->개인	1926717	1584919	1400308	1371133	1194950	1176814	1065844	1086863	1216383	1340052	1292271	1340576	1245880	1098368	1209123	1274465	1008399	732678
1	전국_개인->법인	445323	296602	296947	253642	205429	196519	188677	163525	164542	189387	205562	215629	222673	199043	211291	242854	202651	136315
2	전국_개인->기타	169030	187951	157218	161587	159881	163045	155851	144084	122907	118435	121351	102048	108723	101786	99553	100530	122326	107728
3	전국_법인->개인	190813	121937	111634	100064	82619	79817	90705	79667	81903	104462	110137	103875	96072	80026	83090	76853	56137	44875
4	전국_법인->법인	106356	104450	93100	119489	93645	114364	83037	112061	126531	120307	137342	124529	111059	121955	140657	156580	120773	103907
5	전국_법인->기타	18373	18646	29123	32332	26562	19749	25071	19426	25603	39728	33048	38657	23584	16426	14108	34353	28542	33311
6	전국_기타->개인	55108	42736	43553	44840	45342	39701	40925	40944	38267	43535	47500	51908	40739	37951	36266	34814	40650	34190
7	전국_기타->법인	43555	27501	30654	26667	29720	22129	31202	22043	26917	28390	32033	34928	27758	26533	32229	48199	50733	23689
8	전국_기타->기타	27127	15639	23283	41026	25485	31919	30311	30245	24614	29618	27345	25745	30287	34990	37897	47450	45412	47096
9	서울_개인->개인	15008	4897	3179	2263	1919	1163	1214	1473	2351	3382	2818	2783	3481	2620	3370	4679	3415	1209

	지역_거래주체	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2681	제주 제주시_기타->기타	47	114	131	669	316	267	246	1223	99	141	315	188	1224	2825	1524	1919	1015	2892
2682	제주 서귀포시_개인->개인	11348	16332	10691	10478	10893	11009	11312	14362	19767	24010	18649	14893	13592	11403	10098	10253	8964	6153
2683	제주 서귀포시_개인->법인	1826	4434	2466	3979	2248	2122	2385	2930	4658	6332	3766	2283	1402	1219	1451	1642	1650	1352
2684	제주 서귀포시_개인->기타	104	101	231	146	197	293	175	682	946	219	130	253	333	326	328	152	140	313
2685	제주 서귀포시_법인->개인	641	1084	939	743	1009	975	1613	1618	2395	4521	2942	1812	1514	639	519	687	362	296
2686	제주 서귀포시_법인->법인	332	655	2877	1261	512	2052	438	3986	1844	2908	2355	1394	868	740	321	535	515	310
2687	제주 서귀포시_법인->기타	0	115	149	5	2	140	6	12	66	271	315	12	7	97	2	68	19	175
2688	제주 서귀포시_기타->개인	180	242	62	234	344	330	312	468	206	768	1420	192	245	1208	91	64	157	166
2689	제주 서귀포시_기타->법인	3486	453	939	2238	414	678	25	52	74	3098	285	66	42	226	14	32	38	36
2690	제주 서귀포시_기타->기타	6	66	349	118	147	71	239	490	54	23	85	3635	90	1433	19	129	96	3723

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Connector Punctuation

Dash Punctuation

Math Symbol

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample