gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	2691
Missing cells	3402
Missing cells (%)	6.7%
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 아파트 거래현황의 연도별 거래주체별(면적) 데이터입니다.-(단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068127/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 216 (8.0%) missing values	Missing
`2007` has 261 (9.7%) missing values	Missing
`2008` has 234 (8.7%) 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 135 (5.0%) missing values	Missing
`2015` has 162 (6.0%) missing values	Missing
`2016` has 162 (6.0%) missing values	Missing
`2017` has 189 (7.0%) missing values	Missing
`2018` has 180 (6.7%) missing values	Missing
`2019` has 189 (7.0%) missing values	Missing
`2020` has 189 (7.0%) 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 = 34.97437901)	Skewed
`2007` is highly skewed (γ1 = 31.76849847)	Skewed
`2008` is highly skewed (γ1 = 34.08495988)	Skewed
`2009` is highly skewed (γ1 = 35.34994085)	Skewed
`2010` is highly skewed (γ1 = 33.87229875)	Skewed
`2011` is highly skewed (γ1 = 37.42119517)	Skewed
`2012` is highly skewed (γ1 = 37.01581216)	Skewed
`2013` is highly skewed (γ1 = 38.46574487)	Skewed
`2014` is highly skewed (γ1 = 39.54963116)	Skewed
`2015` is highly skewed (γ1 = 39.82865488)	Skewed
`2016` is highly skewed (γ1 = 39.09024677)	Skewed
`2017` is highly skewed (γ1 = 33.59130071)	Skewed
`2018` is highly skewed (γ1 = 30.68051943)	Skewed
`2019` is highly skewed (γ1 = 31.15634808)	Skewed
`2020` is highly skewed (γ1 = 35.9582223)	Skewed
`2021` is highly skewed (γ1 = 34.57628211)	Skewed
`2022` is highly skewed (γ1 = 30.88901714)	Skewed
`2023` is highly skewed (γ1 = 35.41645013)	Skewed
`지역_거래주체` has unique values	Unique
`2006` has 1280 (47.6%) zeros	Zeros
`2007` has 1276 (47.4%) zeros	Zeros
`2008` has 1310 (48.7%) zeros	Zeros
`2009` has 1250 (46.5%) zeros	Zeros
`2010` has 1267 (47.1%) zeros	Zeros
`2011` has 1165 (43.3%) zeros	Zeros
`2012` has 1213 (45.1%) zeros	Zeros
`2013` has 1273 (47.3%) zeros	Zeros
`2014` has 1316 (48.9%) zeros	Zeros
`2015` has 1219 (45.3%) zeros	Zeros
`2016` has 1257 (46.7%) zeros	Zeros
`2017` has 1193 (44.3%) zeros	Zeros
`2018` has 1127 (41.9%) zeros	Zeros
`2019` has 1134 (42.1%) zeros	Zeros
`2020` has 1106 (41.1%) zeros	Zeros
`2021` has 1195 (44.4%) zeros	Zeros
`2022` has 1309 (48.6%) zeros	Zeros
`2023` has 1343 (49.9%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 06:44:23.957131
Analysis finished	2024-03-23 06:46:55.054989
Duration	2 minutes and 31.1 seconds
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	323
Distinct (%)	13.1%
Missing	216
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	107.35677

Minimum	0
Maximum	56902
Zeros	1280
Zeros (%)	47.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	374
Maximum	56902
Range	56902
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	1325.6865
Coefficient of variation (CV)	12.348421
Kurtosis	1407.7486
Mean	107.35677
Median Absolute Deviation (MAD)	0
Skewness	34.974379
Sum	265708
Variance	1757444.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1280	47.6%
1	291	10.8%
2	112	4.2%
3	65	2.4%
4	52	1.9%
5	32	1.2%
7	23	0.9%
6	21	0.8%
9	20	0.7%
8	17	0.6%
Other values (313)	562	20.9%
(Missing)	216	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1280	47.6%
1	291	10.8%
2	112	4.2%
3	65	2.4%
4	52	1.9%
5	32	1.2%
6	21	0.8%
7	23	0.9%
8	17	0.6%
9	20	0.7%

Value	Count	Frequency (%)
56902	1	< 0.1%
21653	1	< 0.1%
18435	1	< 0.1%
11794	1	< 0.1%
6273	1	< 0.1%
4082	1	< 0.1%
3531	1	< 0.1%
2749	1	< 0.1%
2672	1	< 0.1%
2360	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	278
Distinct (%)	11.4%
Missing	261
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	84.073251

Minimum	0
Maximum	38438
Zeros	1276
Zeros (%)	47.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	257.2
Maximum	38438
Range	38438
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	974.30891
Coefficient of variation (CV)	11.58881
Kurtosis	1141.2173
Mean	84.073251
Median Absolute Deviation (MAD)	0
Skewness	31.768498
Sum	204298
Variance	949277.85
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1276	47.4%
1	265	9.8%
2	108	4.0%
3	66	2.5%
4	52	1.9%
5	32	1.2%
6	28	1.0%
12	21	0.8%
7	21	0.8%
10	19	0.7%
Other values (268)	542	20.1%
(Missing)	261	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1276	47.4%
1	265	9.8%
2	108	4.0%
3	66	2.5%
4	52	1.9%
5	32	1.2%
6	28	1.0%
7	21	0.8%
8	17	0.6%
9	12	0.4%

Value	Count	Frequency (%)
38438	1	< 0.1%
23992	1	< 0.1%
8359	1	< 0.1%
6039	1	< 0.1%
5304	1	< 0.1%
4311	1	< 0.1%
4009	1	< 0.1%
3892	1	< 0.1%
3392	1	< 0.1%
2886	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	302
Distinct (%)	12.3%
Missing	234
Missing (%)	8.7%
Infinite	0
Infinite (%)	0.0%
Mean	79.86569

Minimum	0
Maximum	38522
Zeros	1310
Zeros (%)	48.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	274.8
Maximum	38522
Range	38522
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	921.40078
Coefficient of variation (CV)	11.536879
Kurtosis	1322.4693
Mean	79.86569
Median Absolute Deviation (MAD)	0
Skewness	34.08496
Sum	196230
Variance	848979.41
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1310	48.7%
1	254	9.4%
2	100	3.7%
3	64	2.4%
4	56	2.1%
7	29	1.1%
6	28	1.0%
5	22	0.8%
9	17	0.6%
12	16	0.6%
Other values (292)	561	20.8%
(Missing)	234	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1310	48.7%
1	254	9.4%
2	100	3.7%
3	64	2.4%
4	56	2.1%
5	22	0.8%
6	28	1.0%
7	29	1.1%
8	16	0.6%
9	17	0.6%

Value	Count	Frequency (%)
38522	1	< 0.1%
19762	1	< 0.1%
8591	1	< 0.1%
5094	1	< 0.1%
4492	1	< 0.1%
3766	1	< 0.1%
2884	1	< 0.1%
2711	1	< 0.1%
2208	1	< 0.1%
2092	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	301
Distinct (%)	12.2%
Missing	225
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	88.310624

Minimum	0
Maximum	44166
Zeros	1250
Zeros (%)	46.5%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	306.75
Maximum	44166
Range	44166
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	1023.9141
Coefficient of variation (CV)	11.594461
Kurtosis	1438.339
Mean	88.310624
Median Absolute Deviation (MAD)	0
Skewness	35.349941
Sum	217774
Variance	1048400
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1250	46.5%
1	291	10.8%
2	95	3.5%
3	67	2.5%
4	52	1.9%
5	37	1.4%
7	25	0.9%
6	21	0.8%
10	20	0.7%
14	18	0.7%
Other values (291)	590	21.9%
(Missing)	225	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1250	46.5%
1	291	10.8%
2	95	3.5%
3	67	2.5%
4	52	1.9%
5	37	1.4%
6	21	0.8%
7	25	0.9%
8	15	0.6%
9	12	0.4%

Value	Count	Frequency (%)
44166	1	< 0.1%
17800	1	< 0.1%
11900	1	< 0.1%
6854	1	< 0.1%
4610	1	< 0.1%
4285	1	< 0.1%
3258	1	< 0.1%
2872	1	< 0.1%
2698	1	< 0.1%
2282	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	301
Distinct (%)	11.9%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	81.395635

Minimum	0
Maximum	39091
Zeros	1267
Zeros (%)	47.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	263.45
Maximum	39091
Range	39091
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	931.35692
Coefficient of variation (CV)	11.442345
Kurtosis	1314.8641
Mean	81.395635
Median Absolute Deviation (MAD)	0
Skewness	33.872299
Sum	205117
Variance	867425.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1267	47.1%
1	324	12.0%
2	117	4.3%
3	69	2.6%
4	43	1.6%
5	34	1.3%
6	27	1.0%
7	24	0.9%
8	16	0.6%
9	15	0.6%
Other values (291)	584	21.7%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1267	47.1%
1	324	12.0%
2	117	4.3%
3	69	2.6%
4	43	1.6%
5	34	1.3%
6	27	1.0%
7	24	0.9%
8	16	0.6%
9	15	0.6%

Value	Count	Frequency (%)
39091	1	< 0.1%
20340	1	< 0.1%
8106	1	< 0.1%
7039	1	< 0.1%
4971	1	< 0.1%
4097	1	< 0.1%
3629	1	< 0.1%
3038	1	< 0.1%
3019	1	< 0.1%
2196	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	321
Distinct (%)	12.9%
Missing	198
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	92.119134

Minimum	0
Maximum	49074
Zeros	1165
Zeros (%)	43.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	327
Maximum	49074
Range	49074
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	1103.0726
Coefficient of variation (CV)	11.974414
Kurtosis	1593.0328
Mean	92.119134
Median Absolute Deviation (MAD)	1
Skewness	37.421195
Sum	229653
Variance	1216769.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1165	43.3%
1	370	13.7%
2	137	5.1%
3	76	2.8%
4	54	2.0%
6	28	1.0%
5	27	1.0%
8	22	0.8%
7	21	0.8%
9	17	0.6%
Other values (311)	576	21.4%
(Missing)	198	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1165	43.3%
1	370	13.7%
2	137	5.1%
3	76	2.8%
4	54	2.0%
5	27	1.0%
6	28	1.0%
7	21	0.8%
8	22	0.8%
9	17	0.6%

Value	Count	Frequency (%)
49074	1	< 0.1%
17951	1	< 0.1%
10999	1	< 0.1%
5464	1	< 0.1%
5089	1	< 0.1%
3951	1	< 0.1%
3681	1	< 0.1%
3425	1	< 0.1%
2455	1	< 0.1%
2451	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	288
Distinct (%)	11.5%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	72.246914

Minimum	0
Maximum	37619
Zeros	1213
Zeros (%)	45.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6.5
95-th percentile	252
Maximum	37619
Range	37619
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	849.04262
Coefficient of variation (CV)	11.751957
Kurtosis	1563.0572
Mean	72.246914
Median Absolute Deviation (MAD)	1
Skewness	37.015812
Sum	181412
Variance	720873.38
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1213	45.1%
1	359	13.3%
2	149	5.5%
3	59	2.2%
4	46	1.7%
5	30	1.1%
7	28	1.0%
6	27	1.0%
8	24	0.9%
9	20	0.7%
Other values (278)	556	20.7%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1213	45.1%
1	359	13.3%
2	149	5.5%
3	59	2.2%
4	46	1.7%
5	30	1.1%
6	27	1.0%
7	28	1.0%
8	24	0.9%
9	20	0.7%

Value	Count	Frequency (%)
37619	1	< 0.1%
14676	1	< 0.1%
8106	1	< 0.1%
3639	1	< 0.1%
3556	1	< 0.1%
3513	1	< 0.1%
3195	1	< 0.1%
2958	1	< 0.1%
2339	1	< 0.1%
2133	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	305
Distinct (%)	12.1%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	86

Minimum	0
Maximum	47997
Zeros	1273
Zeros (%)	47.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	306
Maximum	47997
Range	47997
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	1061.1611
Coefficient of variation (CV)	12.339083
Kurtosis	1678.1858
Mean	86
Median Absolute Deviation (MAD)	0
Skewness	38.465745
Sum	215946
Variance	1126062.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1273	47.3%
1	315	11.7%
2	131	4.9%
3	73	2.7%
4	47	1.7%
6	36	1.3%
5	36	1.3%
9	28	1.0%
8	22	0.8%
10	15	0.6%
Other values (295)	535	19.9%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1273	47.3%
1	315	11.7%
2	131	4.9%
3	73	2.7%
4	47	1.7%
5	36	1.3%
6	36	1.3%
7	13	0.5%
8	22	0.8%
9	28	1.0%

Value	Count	Frequency (%)
47997	1	< 0.1%
15205	1	< 0.1%
11055	1	< 0.1%
5519	1	< 0.1%
4344	1	< 0.1%
4056	1	< 0.1%
4016	1	< 0.1%
3887	1	< 0.1%
2604	1	< 0.1%
2515	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	330
Distinct (%)	12.9%
Missing	135
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	105.99648

Minimum	0
Maximum	61615
Zeros	1316
Zeros (%)	48.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	384.5
Maximum	61615
Range	61615
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	1338.1201
Coefficient of variation (CV)	12.624194
Kurtosis	1765.305
Mean	105.99648
Median Absolute Deviation (MAD)	0
Skewness	39.549631
Sum	270927
Variance	1790565.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1316	48.9%
1	297	11.0%
2	110	4.1%
3	80	3.0%
4	55	2.0%
5	35	1.3%
7	26	1.0%
8	19	0.7%
6	19	0.7%
10	17	0.6%
Other values (320)	582	21.6%
(Missing)	135	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1316	48.9%
1	297	11.0%
2	110	4.1%
3	80	3.0%
4	55	2.0%
5	35	1.3%
6	19	0.7%
7	26	1.0%
8	19	0.7%
9	16	0.6%

Value	Count	Frequency (%)
61615	1	< 0.1%
17398	1	< 0.1%
14422	1	< 0.1%
7696	1	< 0.1%
5835	1	< 0.1%
5106	1	< 0.1%
4781	1	< 0.1%
3734	1	< 0.1%
3414	1	< 0.1%
3308	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	339
Distinct (%)	13.4%
Missing	162
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	117.79992

Minimum	0
Maximum	71637
Zeros	1219
Zeros (%)	45.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	418.6
Maximum	71637
Range	71637
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	1555.9386
Coefficient of variation (CV)	13.208316
Kurtosis	1781.4031
Mean	117.79992
Median Absolute Deviation (MAD)	1
Skewness	39.828655
Sum	297916
Variance	2420945
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1219	45.3%
1	332	12.3%
2	128	4.8%
3	85	3.2%
4	60	2.2%
5	33	1.2%
7	28	1.0%
6	27	1.0%
8	21	0.8%
10	17	0.6%
Other values (329)	579	21.5%
(Missing)	162	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1219	45.3%
1	332	12.3%
2	128	4.8%
3	85	3.2%
4	60	2.2%
5	33	1.2%
6	27	1.0%
7	28	1.0%
8	21	0.8%
9	15	0.6%

Value	Count	Frequency (%)
71637	1	< 0.1%
18347	1	< 0.1%
17155	1	< 0.1%
10879	1	< 0.1%
7483	1	< 0.1%
5211	1	< 0.1%
4286	1	< 0.1%
4158	1	< 0.1%
4118	1	< 0.1%
3233	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	328
Distinct (%)	13.0%
Missing	162
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%
Mean	108.00633

Minimum	0
Maximum	64193
Zeros	1257
Zeros (%)	46.7%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	392.6
Maximum	64193
Range	64193
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	1406.3088
Coefficient of variation (CV)	13.020615
Kurtosis	1725.027
Mean	108.00633
Median Absolute Deviation (MAD)	1
Skewness	39.090247
Sum	273148
Variance	1977704.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1257	46.7%
1	295	11.0%
2	121	4.5%
3	80	3.0%
4	54	2.0%
5	48	1.8%
6	33	1.2%
7	23	0.9%
13	16	0.6%
8	13	0.5%
Other values (318)	589	21.9%
(Missing)	162	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1257	46.7%
1	295	11.0%
2	121	4.5%
3	80	3.0%
4	54	2.0%
5	48	1.8%
6	33	1.2%
7	23	0.9%
8	13	0.5%
9	11	0.4%

Value	Count	Frequency (%)
64193	1	< 0.1%
17850	1	< 0.1%
16132	1	< 0.1%
10460	1	< 0.1%
6532	1	< 0.1%
4465	1	< 0.1%
4355	1	< 0.1%
3861	1	< 0.1%
3389	1	< 0.1%
2850	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	353
Distinct (%)	14.1%
Missing	189
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	124.78817

Minimum	0
Maximum	61541
Zeros	1193
Zeros (%)	44.3%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	8
95-th percentile	435.85
Maximum	61541
Range	61541
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	1474.2614
Coefficient of variation (CV)	11.814112
Kurtosis	1291.3994
Mean	124.78817
Median Absolute Deviation (MAD)	1
Skewness	33.591301
Sum	312220
Variance	2173446.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1193	44.3%
1	303	11.3%
2	138	5.1%
3	72	2.7%
4	53	2.0%
5	44	1.6%
6	28	1.0%
8	25	0.9%
7	22	0.8%
10	17	0.6%
Other values (343)	607	22.6%
(Missing)	189	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1193	44.3%
1	303	11.3%
2	138	5.1%
3	72	2.7%
4	53	2.0%
5	44	1.6%
6	28	1.0%
7	22	0.8%
8	25	0.9%
9	10	0.4%

Value	Count	Frequency (%)
61541	1	< 0.1%
30973	1	< 0.1%
18152	1	< 0.1%
9633	1	< 0.1%
9478	1	< 0.1%
4441	1	< 0.1%
3814	1	< 0.1%
3709	1	< 0.1%
3684	1	< 0.1%
3633	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	364
Distinct (%)	14.5%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	127.98487

Minimum	0
Maximum	55821
Zeros	1127
Zeros (%)	41.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	12.5
95-th percentile	398
Maximum	55821
Range	55821
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	1438.3503
Coefficient of variation (CV)	11.238441
Kurtosis	1065.7907
Mean	127.98487
Median Absolute Deviation (MAD)	1
Skewness	30.680519
Sum	321370
Variance	2068851.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1127	41.9%
1	315	11.7%
2	103	3.8%
3	92	3.4%
4	58	2.2%
6	42	1.6%
5	35	1.3%
7	24	0.9%
9	20	0.7%
8	20	0.7%
Other values (354)	675	25.1%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1127	41.9%
1	315	11.7%
2	103	3.8%
3	92	3.4%
4	58	2.2%
5	35	1.3%
6	42	1.6%
7	24	0.9%
8	20	0.7%
9	20	0.7%

Value	Count	Frequency (%)
55821	1	< 0.1%
36172	1	< 0.1%
18208	1	< 0.1%
13584	1	< 0.1%
8589	1	< 0.1%
5674	1	< 0.1%
3275	1	< 0.1%
3210	1	< 0.1%
3035	1	< 0.1%
2851	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	358
Distinct (%)	14.3%
Missing	189
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	117.58553

Minimum	0
Maximum	51136
Zeros	1134
Zeros (%)	42.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	12
95-th percentile	370
Maximum	51136
Range	51136
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	1304.9277
Coefficient of variation (CV)	11.09769
Kurtosis	1099.666
Mean	117.58553
Median Absolute Deviation (MAD)	1
Skewness	31.156348
Sum	294199
Variance	1702836.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1134	42.1%
1	277	10.3%
2	115	4.3%
3	81	3.0%
4	64	2.4%
5	56	2.1%
6	35	1.3%
9	27	1.0%
8	23	0.9%
7	23	0.9%
Other values (348)	667	24.8%
(Missing)	189	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1134	42.1%
1	277	10.3%
2	115	4.3%
3	81	3.0%
4	64	2.4%
5	56	2.1%
6	35	1.3%
7	23	0.9%
8	23	0.9%
9	27	1.0%

Value	Count	Frequency (%)
51136	1	< 0.1%
32745	1	< 0.1%
14910	1	< 0.1%
11770	1	< 0.1%
6237	1	< 0.1%
5242	1	< 0.1%
3618	1	< 0.1%
3474	1	< 0.1%
3311	1	< 0.1%
3225	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	364
Distinct (%)	14.5%
Missing	189
Missing (%)	7.0%
Infinite	0
Infinite (%)	0.0%
Mean	151.19384

Minimum	0
Maximum	79330
Zeros	1106
Zeros (%)	41.1%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	18
95-th percentile	489.6
Maximum	79330
Range	79330
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	1819.1806
Coefficient of variation (CV)	12.032108
Kurtosis	1479.7738
Mean	151.19384
Median Absolute Deviation (MAD)	1
Skewness	35.958222
Sum	378287
Variance	3309418.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1106	41.1%
1	245	9.1%
2	117	4.3%
3	72	2.7%
4	67	2.5%
5	42	1.6%
9	29	1.1%
11	26	1.0%
6	26	1.0%
8	25	0.9%
Other values (354)	747	27.8%
(Missing)	189	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1106	41.1%
1	245	9.1%
2	117	4.3%
3	72	2.7%
4	67	2.5%
5	42	1.6%
6	26	1.0%
7	25	0.9%
8	25	0.9%
9	29	1.1%

Value	Count	Frequency (%)
79330	1	< 0.1%
30735	1	< 0.1%
23959	1	< 0.1%
9744	1	< 0.1%
8301	1	< 0.1%
7380	1	< 0.1%
5325	1	< 0.1%
5050	1	< 0.1%
4794	1	< 0.1%
3351	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	358
Distinct (%)	14.3%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	107.99323

Minimum	0
Maximum	52164
Zeros	1195
Zeros (%)	44.4%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	14
95-th percentile	344.5
Maximum	52164
Range	52164
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	1225.1111
Coefficient of variation (CV)	11.344333
Kurtosis	1370.6877
Mean	107.99323
Median Absolute Deviation (MAD)	1
Skewness	34.576282
Sum	271171
Variance	1500897.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1195	44.4%
1	250	9.3%
2	109	4.1%
3	60	2.2%
4	53	2.0%
5	40	1.5%
7	35	1.3%
6	32	1.2%
8	26	1.0%
10	24	0.9%
Other values (348)	687	25.5%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1195	44.4%
1	250	9.3%
2	109	4.1%
3	60	2.2%
4	53	2.0%
5	40	1.5%
6	32	1.2%
7	35	1.3%
8	26	1.0%
9	14	0.5%

Value	Count	Frequency (%)
52164	1	< 0.1%
24649	1	< 0.1%
14149	1	< 0.1%
6601	1	< 0.1%
5182	1	< 0.1%
4766	1	< 0.1%
4302	1	< 0.1%
3636	1	< 0.1%
3544	1	< 0.1%
3244	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	268
Distinct (%)	10.7%
Missing	180
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	59.248905

Minimum	0
Maximum	23706
Zeros	1309
Zeros (%)	48.6%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	196
Maximum	23706
Range	23706
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	628.16365
Coefficient of variation (CV)	10.602114
Kurtosis	1060.283
Mean	59.248905
Median Absolute Deviation (MAD)	0
Skewness	30.889017
Sum	148774
Variance	394589.57
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1309	48.6%
1	234	8.7%
2	114	4.2%
3	76	2.8%
4	53	2.0%
5	41	1.5%
7	30	1.1%
6	25	0.9%
8	21	0.8%
10	16	0.6%
Other values (258)	592	22.0%
(Missing)	180	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1309	48.6%
1	234	8.7%
2	114	4.2%
3	76	2.8%
4	53	2.0%
5	41	1.5%
6	25	0.9%
7	30	1.1%
8	21	0.8%
9	14	0.5%

Value	Count	Frequency (%)
23706	1	< 0.1%
17863	1	< 0.1%
5134	1	< 0.1%
4855	1	< 0.1%
3383	1	< 0.1%
2548	1	< 0.1%
1834	1	< 0.1%
1687	1	< 0.1%
1659	1	< 0.1%
1624	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	283
Distinct (%)	11.2%
Missing	171
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	68.743651

Minimum	0
Maximum	35314
Zeros	1343
Zeros (%)	49.9%
Negative	0
Negative (%)	0.0%
Memory size	23.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	222.15
Maximum	35314
Range	35314
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	818.01756
Coefficient of variation (CV)	11.899536
Kurtosis	1432.3356
Mean	68.743651
Median Absolute Deviation (MAD)	0
Skewness	35.41645
Sum	173234
Variance	669152.72
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1343	49.9%
1	308	11.4%
2	125	4.6%
3	59	2.2%
5	37	1.4%
4	36	1.3%
6	28	1.0%
7	27	1.0%
9	19	0.7%
8	16	0.6%
Other values (273)	522	19.4%
(Missing)	171	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1343	49.9%
1	308	11.4%
2	125	4.6%
3	59	2.2%
4	36	1.3%
5	37	1.4%
6	28	1.0%
7	27	1.0%
8	16	0.6%
9	19	0.7%

Value	Count	Frequency (%)
35314	1	< 0.1%
16008	1	< 0.1%
9147	1	< 0.1%
4340	1	< 0.1%
3000	1	< 0.1%
2646	1	< 0.1%
2565	1	< 0.1%
2372	1	< 0.1%
2274	1	< 0.1%
2199	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	0.975	0.991	0.991	0.984	0.979	0.841	0.991	1.000	0.907	0.907	0.991	0.950	0.986	1.000	0.991	0.969	0.991
2007	0.975	1.000	0.997	0.997	0.996	0.993	1.000	0.995	0.869	0.855	0.855	0.997	0.936	0.985	0.895	0.995	0.985	0.995
2008	0.991	0.997	1.000	1.000	0.999	0.995	1.000	0.998	0.907	0.876	0.876	1.000	0.967	0.991	1.000	0.998	0.986	0.998
2009	0.991	0.997	1.000	1.000	0.999	0.995	1.000	0.998	0.907	0.876	0.876	1.000	0.967	0.991	1.000	0.998	0.986	0.998
2010	0.984	0.996	0.999	0.999	1.000	0.999	1.000	0.996	0.886	0.927	0.927	0.999	0.950	0.988	0.927	0.996	0.984	0.996
2011	0.979	0.993	0.995	0.995	0.999	1.000	1.000	0.998	0.907	1.000	1.000	0.995	0.932	0.986	0.876	0.991	0.979	0.991
2012	0.841	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.982	0.982	0.982	1.000	1.000	0.907	0.982	1.000	0.907	1.000
2013	0.991	0.995	0.998	0.998	0.996	0.998	1.000	1.000	1.000	0.907	0.907	0.998	0.950	0.991	0.907	0.991	0.979	0.991
2014	1.000	0.869	0.907	0.907	0.886	0.907	0.982	1.000	1.000	0.996	0.996	0.907	0.983	0.876	0.996	0.841	0.803	0.841
2015	0.907	0.855	0.876	0.876	0.927	1.000	0.982	0.907	0.996	1.000	1.000	0.876	0.958	0.841	0.990	0.841	0.803	0.841
2016	0.907	0.855	0.876	0.876	0.927	1.000	0.982	0.907	0.996	1.000	1.000	0.876	0.958	0.841	0.990	0.841	0.803	0.841
2017	0.991	0.997	1.000	1.000	0.999	0.995	1.000	0.998	0.907	0.876	0.876	1.000	0.967	0.991	1.000	0.998	0.986	0.998
2018	0.950	0.936	0.967	0.967	0.950	0.932	1.000	0.950	0.983	0.958	0.958	0.967	1.000	1.000	0.996	1.000	0.932	1.000
2019	0.986	0.985	0.991	0.991	0.988	0.986	0.907	0.991	0.876	0.841	0.841	0.991	1.000	1.000	0.876	0.991	0.995	0.991
2020	1.000	0.895	1.000	1.000	0.927	0.876	0.982	0.907	0.996	0.990	0.990	1.000	0.996	0.876	1.000	0.907	0.841	0.907
2021	0.991	0.995	0.998	0.998	0.996	0.991	1.000	0.991	0.841	0.841	0.841	0.998	1.000	0.991	0.907	1.000	0.991	1.000
2022	0.969	0.985	0.986	0.986	0.984	0.979	0.907	0.979	0.803	0.803	0.803	0.986	0.932	0.995	0.841	0.991	1.000	0.991
2023	0.991	0.995	0.998	0.998	0.996	0.991	1.000	0.991	0.841	0.841	0.841	0.998	1.000	0.991	0.907	1.000	0.991	1.000

Heatmap
Table

	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2006	1.000	0.850	0.816	0.806	0.811	0.808	0.779	0.805	0.795	0.814	0.808	0.813	0.805	0.812	0.816	0.779	0.771	0.750
2007	0.850	1.000	0.847	0.811	0.808	0.790	0.776	0.787	0.790	0.803	0.795	0.794	0.792	0.787	0.799	0.773	0.768	0.744
2008	0.816	0.847	1.000	0.843	0.817	0.792	0.779	0.790	0.783	0.792	0.796	0.784	0.781	0.773	0.776	0.756	0.756	0.743
2009	0.806	0.811	0.843	1.000	0.834	0.806	0.801	0.801	0.783	0.809	0.790	0.786	0.772	0.768	0.782	0.757	0.756	0.748
2010	0.811	0.808	0.817	0.834	1.000	0.855	0.829	0.826	0.804	0.815	0.794	0.801	0.785	0.791	0.796	0.771	0.765	0.754
2011	0.808	0.790	0.792	0.806	0.855	1.000	0.861	0.839	0.808	0.814	0.804	0.808	0.797	0.782	0.796	0.765	0.760	0.755
2012	0.779	0.776	0.779	0.801	0.829	0.861	1.000	0.851	0.818	0.825	0.798	0.808	0.797	0.793	0.795	0.779	0.767	0.754
2013	0.805	0.787	0.790	0.801	0.826	0.839	0.851	1.000	0.851	0.842	0.829	0.838	0.808	0.801	0.814	0.777	0.775	0.760
2014	0.795	0.790	0.783	0.783	0.804	0.808	0.818	0.851	1.000	0.847	0.819	0.821	0.805	0.808	0.799	0.760	0.768	0.752
2015	0.814	0.803	0.792	0.809	0.815	0.814	0.825	0.842	0.847	1.000	0.864	0.848	0.837	0.814	0.818	0.790	0.786	0.767
2016	0.808	0.795	0.796	0.790	0.794	0.804	0.798	0.829	0.819	0.864	1.000	0.864	0.842	0.827	0.824	0.791	0.775	0.776
2017	0.813	0.794	0.784	0.786	0.801	0.808	0.808	0.838	0.821	0.848	0.864	1.000	0.853	0.838	0.824	0.807	0.794	0.764
2018	0.805	0.792	0.781	0.772	0.785	0.797	0.797	0.808	0.805	0.837	0.842	0.853	1.000	0.863	0.840	0.807	0.789	0.770
2019	0.812	0.787	0.773	0.768	0.791	0.782	0.793	0.801	0.808	0.814	0.827	0.838	0.863	1.000	0.862	0.810	0.789	0.772
2020	0.816	0.799	0.776	0.782	0.796	0.796	0.795	0.814	0.799	0.818	0.824	0.824	0.840	0.862	1.000	0.852	0.819	0.806
2021	0.779	0.773	0.756	0.757	0.771	0.765	0.779	0.777	0.760	0.790	0.791	0.807	0.807	0.810	0.852	1.000	0.863	0.828
2022	0.771	0.768	0.756	0.756	0.765	0.760	0.767	0.775	0.768	0.786	0.775	0.794	0.789	0.789	0.819	0.863	1.000	0.835
2023	0.750	0.744	0.743	0.748	0.754	0.755	0.754	0.760	0.752	0.767	0.776	0.764	0.770	0.772	0.806	0.828	0.835	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	56902	38438	38522	44166	39091	49074	37619	47997	61615	71637	64193	61541	55821	51136	79330	52164	23706	35314
1	전국_개인->법인	1419	435	452	380	364	427	377	390	431	432	520	516	669	1235	2426	1512	554	220
2	전국_개인->기타	123	86	80	150	135	156	139	131	81	159	153	133	149	181	282	247	201	140
3	전국_법인->개인	21653	23992	19762	17800	20340	17951	14676	15205	17398	17155	16132	30973	36172	32745	30735	24649	17863	16008
4	전국_법인->법인	838	987	2208	3258	3019	2455	2126	1004	1303	898	1059	732	1236	1124	1883	734	578	321
5	전국_법인->기타	134	224	82	182	65	113	109	64	91	116	139	158	194	202	495	217	257	322
6	전국_기타->개인	2360	1233	1397	2282	1383	1629	1554	2515	3734	2610	3389	3633	5674	5242	3117	5182	3383	1973
7	전국_기타->법인	15	35	10	11	76	28	28	14	19	18	47	14	383	104	49	74	63	16
8	전국_기타->기타	111	89	55	75	81	90	99	45	73	104	71	114	126	156	59	79	35	124
9	서울_개인->개인	11794	5304	5094	6854	4097	5089	3639	5519	7696	10879	10460	9633	8589	6237	8301	4302	1234	3000

	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	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0
2682	제주 서귀포시_개인->개인	10	27	27	25	25	40	34	49	56	111	135	72	52	40	60	97	50	45
2683	제주 서귀포시_개인->법인	0	1	0	1	0	0	0	3	1	1	1	2	6	2	3	1	2	1
2684	제주 서귀포시_개인->기타	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	2
2685	제주 서귀포시_법인->개인	1	11	34	11	10	24	22	46	44	142	132	85	46	38	34	38	28	10
2686	제주 서귀포시_법인->법인	1	0	1	0	1	1	1	3	1	14	1	1	7	3	5	3	0	8
2687	제주 서귀포시_법인->기타	0	0	0	1	0	0	0	0	0	4	0	0	0	0	0	0	0	0
2688	제주 서귀포시_기타->개인	0	0	0	0	0	0	0	0	0	0	0	0	1	0	4	6	1	0
2689	제주 서귀포시_기타->법인	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
2690	제주 서귀포시_기타->기타	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0

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