gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	2718
Missing cells	3312
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	451.4 KiB
Average record size in memory	170.0 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 주택매매 거래현황의 연도별 거래주체별(면적) 데이터입니다.- (단위 : 천㎡)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068291/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 (7.3%) missing values	Missing
`2007` has 243 (8.9%) missing values	Missing
`2008` has 225 (8.3%) missing values	Missing
`2009` has 225 (8.3%) missing values	Missing
`2010` has 171 (6.3%) missing values	Missing
`2011` has 198 (7.3%) missing values	Missing
`2012` has 180 (6.6%) missing values	Missing
`2013` has 180 (6.6%) missing values	Missing
`2014` has 117 (4.3%) missing values	Missing
`2015` has 153 (5.6%) missing values	Missing
`2016` has 153 (5.6%) missing values	Missing
`2017` has 180 (6.6%) missing values	Missing
`2018` has 171 (6.3%) missing values	Missing
`2019` has 180 (6.6%) missing values	Missing
`2020` has 180 (6.6%) missing values	Missing
`2021` has 180 (6.6%) missing values	Missing
`2022` has 180 (6.6%) missing values	Missing
`2023` has 198 (7.3%) missing values	Missing
`2006` is highly skewed (γ1 = 39.42959511)	Skewed
`2007` is highly skewed (γ1 = 40.80176837)	Skewed
`2008` is highly skewed (γ1 = 41.33264574)	Skewed
`2009` is highly skewed (γ1 = 41.29649772)	Skewed
`2010` is highly skewed (γ1 = 42.62439045)	Skewed
`2011` is highly skewed (γ1 = 42.31134223)	Skewed
`2012` is highly skewed (γ1 = 42.90012474)	Skewed
`2013` is highly skewed (γ1 = 42.86098785)	Skewed
`2014` is highly skewed (γ1 = 43.44254443)	Skewed
`2015` is highly skewed (γ1 = 42.62650712)	Skewed
`2016` is highly skewed (γ1 = 42.41236111)	Skewed
`2017` is highly skewed (γ1 = 42.33545088)	Skewed
`2018` is highly skewed (γ1 = 41.87260879)	Skewed
`2019` is highly skewed (γ1 = 42.69970282)	Skewed
`2020` is highly skewed (γ1 = 42.2071039)	Skewed
`2021` is highly skewed (γ1 = 42.60316022)	Skewed
`2022` is highly skewed (γ1 = 43.32626259)	Skewed
`2023` is highly skewed (γ1 = 43.03036714)	Skewed
`2006` has 1264 (46.5%) zeros	Zeros
`2007` has 1196 (44.0%) zeros	Zeros
`2008` has 1179 (43.4%) zeros	Zeros
`2009` has 1073 (39.5%) zeros	Zeros
`2010` has 1094 (40.3%) zeros	Zeros
`2011` has 960 (35.3%) zeros	Zeros
`2012` has 1029 (37.9%) zeros	Zeros
`2013` has 1060 (39.0%) zeros	Zeros
`2014` has 1157 (42.6%) zeros	Zeros
`2015` has 1040 (38.3%) zeros	Zeros
`2016` has 1099 (40.4%) zeros	Zeros
`2017` has 1120 (41.2%) zeros	Zeros
`2018` has 1104 (40.6%) zeros	Zeros
`2019` has 1057 (38.9%) zeros	Zeros
`2020` has 932 (34.3%) zeros	Zeros
`2021` has 928 (34.1%) zeros	Zeros
`2022` has 1010 (37.2%) zeros	Zeros
`2023` has 1137 (41.8%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 08:14:51.152968
Analysis finished	2024-04-06 08:16:12.538889
Duration	1 minute and 21.39 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_거래주체
Text

Distinct	2709
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Memory size	21.4 KiB

Length

Max length	23
Median length	13
Mean length	13.380795
Min length	9

Characters and Unicode

Total characters	36369
Distinct characters	154
Distinct categories	8 ?
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	2700 ?
Unique (%)	99.3%

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	495	8.9%
경남	234	4.2%
경북	225	4.0%
서울	225	4.0%
전남	198	3.6%
충남	171	3.1%
충북	171	3.1%
강원	162	2.9%
부산	144	2.6%
전북	144	2.6%
Other values (2504)	3393	61.0%

Most occurring characters

Value	Count	Frequency (%)
인	3786	10.4%
	2844	7.8%
>	2718	7.5%
-	2655	7.3%
_	2655	7.3%
기	2343	6.4%
개	1812	5.0%
법	1812	5.0%
타	1812	5.0%
구	1287	3.5%
Other values (144)	12645	34.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	25092	69.0%
Space Separator	2844	7.8%
Math Symbol	2718	7.5%
Dash Punctuation	2655	7.3%
Connector Punctuation	2655	7.3%
Close Punctuation	171	0.5%
Open Punctuation	171	0.5%
Other Punctuation	63	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
인	3786	15.1%
기	2343	9.3%
개	1812	7.2%
법	1812	7.2%
타	1812	7.2%
구	1287	5.1%
시	1125	4.5%
경	1008	4.0%
군	837	3.3%
남	801	3.2%
Other values (137)	8469	33.8%

Space Separator

Value	Count	Frequency (%)
	2844	100.0%

Math Symbol

Value	Count	Frequency (%)
>	2718	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2655	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2655	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	171	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	171	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	63	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	25092	69.0%
Common	11277	31.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
인	3786	15.1%
기	2343	9.3%
개	1812	7.2%
법	1812	7.2%
타	1812	7.2%
구	1287	5.1%
시	1125	4.5%
경	1008	4.0%
군	837	3.3%
남	801	3.2%
Other values (137)	8469	33.8%

Common

Value	Count	Frequency (%)
	2844	25.2%
>	2718	24.1%
-	2655	23.5%
_	2655	23.5%
)	171	1.5%
(	171	1.5%
/	63	0.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	25092	69.0%
ASCII	11277	31.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
인	3786	15.1%
기	2343	9.3%
개	1812	7.2%
법	1812	7.2%
타	1812	7.2%
구	1287	5.1%
시	1125	4.5%
경	1008	4.0%
군	837	3.3%
남	801	3.2%
Other values (137)	8469	33.8%

ASCII

Value	Count	Frequency (%)
	2844	25.2%
>	2718	24.1%
-	2655	23.5%
_	2655	23.5%
)	171	1.5%
(	171	1.5%
/	63	0.6%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	265
Distinct (%)	10.5%
Missing	198
Missing (%)	7.3%
Infinite	0
Infinite (%)	0.0%
Mean	106.63333

Minimum	0
Maximum	74317
Zeros	1264
Zeros (%)	46.5%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	302
Maximum	74317
Range	74317
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	1632.9672
Coefficient of variation (CV)	15.313853
Kurtosis	1724.1387
Mean	106.63333
Median Absolute Deviation (MAD)	0
Skewness	39.429595
Sum	268716
Variance	2666582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1264	46.5%
1	267	9.8%
2	121	4.5%
3	78	2.9%
5	42	1.5%
4	42	1.5%
6	34	1.3%
7	33	1.2%
9	27	1.0%
11	26	1.0%
Other values (255)	586	21.6%
(Missing)	198	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1264	46.5%
1	267	9.8%
2	121	4.5%
3	78	2.9%
4	42	1.5%
5	42	1.5%
6	34	1.3%
7	33	1.2%
8	17	0.6%
9	27	1.0%

Value	Count	Frequency (%)
74317	1	< 0.1%
25090	1	< 0.1%
19498	1	< 0.1%
6252	1	< 0.1%
5050	1	< 0.1%
3351	1	< 0.1%
3111	1	< 0.1%
3013	1	< 0.1%
2741	1	< 0.1%
2585	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	277
Distinct (%)	11.2%
Missing	243
Missing (%)	8.9%
Infinite	0
Infinite (%)	0.0%
Mean	83.194343

Minimum	0
Maximum	55242
Zeros	1196
Zeros (%)	44.0%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	8
95-th percentile	280.5
Maximum	55242
Range	55242
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	1196.5596
Coefficient of variation (CV)	14.382703
Kurtosis	1838.999
Mean	83.194343
Median Absolute Deviation (MAD)	1
Skewness	40.801768
Sum	205906
Variance	1431754.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1196	44.0%
1	262	9.6%
2	114	4.2%
3	76	2.8%
4	65	2.4%
5	54	2.0%
6	40	1.5%
8	31	1.1%
12	26	1.0%
10	25	0.9%
Other values (267)	586	21.6%
(Missing)	243	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1196	44.0%
1	262	9.6%
2	114	4.2%
3	76	2.8%
4	65	2.4%
5	54	2.0%
6	40	1.5%
7	19	0.7%
8	31	1.1%
9	19	0.7%

Value	Count	Frequency (%)
55242	1	< 0.1%
14692	1	< 0.1%
10915	1	< 0.1%
6615	1	< 0.1%
5430	1	< 0.1%
3556	1	< 0.1%
3155	1	< 0.1%
2651	1	< 0.1%
2490	1	< 0.1%
1772	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	283
Distinct (%)	11.4%
Missing	225
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	85.202567

Minimum	0
Maximum	56034
Zeros	1179
Zeros (%)	43.4%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	290.4
Maximum	56034
Range	56034
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1203.7002
Coefficient of variation (CV)	14.127511
Kurtosis	1884.1947
Mean	85.202567
Median Absolute Deviation (MAD)	1
Skewness	41.332646
Sum	212410
Variance	1448894.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1179	43.4%
1	289	10.6%
2	122	4.5%
3	74	2.7%
4	59	2.2%
5	41	1.5%
7	34	1.3%
6	31	1.1%
11	29	1.1%
8	24	0.9%
Other values (273)	611	22.5%
(Missing)	225	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1179	43.4%
1	289	10.6%
2	122	4.5%
3	74	2.7%
4	59	2.2%
5	41	1.5%
6	31	1.1%
7	34	1.3%
8	24	0.9%
9	19	0.7%

Value	Count	Frequency (%)
56034	1	< 0.1%
13834	1	< 0.1%
10305	1	< 0.1%
7197	1	< 0.1%
5234	1	< 0.1%
4080	1	< 0.1%
3329	1	< 0.1%
2576	1	< 0.1%
2510	1	< 0.1%
2213	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	285
Distinct (%)	11.4%
Missing	225
Missing (%)	8.3%
Infinite	0
Infinite (%)	0.0%
Mean	89.911753

Minimum	0
Maximum	57506
Zeros	1073
Zeros (%)	39.5%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	315.4
Maximum	57506
Range	57506
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1235.3722
Coefficient of variation (CV)	13.73983
Kurtosis	1883.1692
Mean	89.911753
Median Absolute Deviation (MAD)	1
Skewness	41.296498
Sum	224150
Variance	1526144.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1073	39.5%
1	334	12.3%
2	150	5.5%
3	87	3.2%
4	64	2.4%
6	47	1.7%
5	37	1.4%
9	29	1.1%
10	28	1.0%
7	28	1.0%
Other values (275)	616	22.7%
(Missing)	225	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1073	39.5%
1	334	12.3%
2	150	5.5%
3	87	3.2%
4	64	2.4%
5	37	1.4%
6	47	1.7%
7	28	1.0%
8	27	1.0%
9	29	1.1%

Value	Count	Frequency (%)
57506	1	< 0.1%
14115	1	< 0.1%
10032	1	< 0.1%
8090	1	< 0.1%
4895	1	< 0.1%
3822	1	< 0.1%
3404	1	< 0.1%
2882	1	< 0.1%
2839	1	< 0.1%
2697	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	285
Distinct (%)	11.2%
Missing	171
Missing (%)	6.3%
Infinite	0
Infinite (%)	0.0%
Mean	82.792697

Minimum	0
Maximum	53316
Zeros	1094
Zeros (%)	40.3%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	292.7
Maximum	53316
Range	53316
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1121.9252
Coefficient of variation (CV)	13.551016
Kurtosis	1996.9336
Mean	82.792697
Median Absolute Deviation (MAD)	1
Skewness	42.62439
Sum	210873
Variance	1258716.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1094	40.3%
1	363	13.4%
2	171	6.3%
3	94	3.5%
4	58	2.1%
5	46	1.7%
6	32	1.2%
8	29	1.1%
9	23	0.8%
12	23	0.8%
Other values (275)	614	22.6%
(Missing)	171	6.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1094	40.3%
1	363	13.4%
2	171	6.3%
3	94	3.5%
4	58	2.1%
5	46	1.7%
6	32	1.2%
7	19	0.7%
8	29	1.1%
9	23	0.8%

Value	Count	Frequency (%)
53316	1	< 0.1%
10084	1	< 0.1%
8156	1	< 0.1%
6495	1	< 0.1%
5875	1	< 0.1%
4951	1	< 0.1%
3067	1	< 0.1%
3057	1	< 0.1%
2870	1	< 0.1%
2857	1	< 0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	312
Distinct (%)	12.4%
Missing	198
Missing (%)	7.3%
Infinite	0
Infinite (%)	0.0%
Mean	105.17222

Minimum	0
Maximum	68090
Zeros	960
Zeros (%)	35.3%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	10
95-th percentile	385
Maximum	68090
Range	68090
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	1442.5265
Coefficient of variation (CV)	13.715851
Kurtosis	1966.0598
Mean	105.17222
Median Absolute Deviation (MAD)	1
Skewness	42.311342
Sum	265034
Variance	2080882.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	960	35.3%
1	368	13.5%
2	209	7.7%
3	102	3.8%
4	74	2.7%
5	59	2.2%
6	41	1.5%
7	31	1.1%
8	23	0.8%
10	20	0.7%
Other values (302)	633	23.3%
(Missing)	198	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	960	35.3%
1	368	13.5%
2	209	7.7%
3	102	3.8%
4	74	2.7%
5	59	2.2%
6	41	1.5%
7	31	1.1%
8	23	0.8%
9	19	0.7%

Value	Count	Frequency (%)
68090	1	< 0.1%
14773	1	< 0.1%
9991	1	< 0.1%
8405	1	< 0.1%
6168	1	< 0.1%
5498	1	< 0.1%
4865	1	< 0.1%
4252	1	< 0.1%
3189	1	< 0.1%
2971	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	278
Distinct (%)	11.0%
Missing	180
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	78.159574

Minimum	0
Maximum	51393
Zeros	1029
Zeros (%)	37.9%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	274.6
Maximum	51393
Range	51393
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1080.4252
Coefficient of variation (CV)	13.823325
Kurtosis	2012.4484
Mean	78.159574
Median Absolute Deviation (MAD)	1
Skewness	42.900125
Sum	198369
Variance	1167318.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1029	37.9%
1	381	14.0%
2	178	6.5%
3	105	3.9%
4	55	2.0%
5	49	1.8%
6	42	1.5%
7	33	1.2%
13	28	1.0%
9	25	0.9%
Other values (268)	613	22.6%
(Missing)	180	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1029	37.9%
1	381	14.0%
2	178	6.5%
3	105	3.9%
4	55	2.0%
5	49	1.8%
6	42	1.5%
7	33	1.2%
8	22	0.8%
9	25	0.9%

Value	Count	Frequency (%)
51393	1	< 0.1%
10736	1	< 0.1%
6814	1	< 0.1%
5827	1	< 0.1%
4232	1	< 0.1%
4060	1	< 0.1%
3828	1	< 0.1%
3567	1	< 0.1%
2821	1	< 0.1%
2628	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	280
Distinct (%)	11.0%
Missing	180
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	90.56186

Minimum	0
Maximum	61429
Zeros	1060
Zeros (%)	39.0%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	330
Maximum	61429
Range	61429
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1292.7422
Coefficient of variation (CV)	14.274687
Kurtosis	2005.9339
Mean	90.56186
Median Absolute Deviation (MAD)	1
Skewness	42.860988
Sum	229846
Variance	1671182.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1060	39.0%
1	350	12.9%
2	159	5.8%
3	107	3.9%
4	70	2.6%
5	49	1.8%
8	35	1.3%
10	33	1.2%
9	32	1.2%
6	26	1.0%
Other values (270)	617	22.7%
(Missing)	180	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1060	39.0%
1	350	12.9%
2	159	5.8%
3	107	3.9%
4	70	2.6%
5	49	1.8%
6	26	1.0%
7	22	0.8%
8	35	1.3%
9	32	1.2%

Value	Count	Frequency (%)
61429	1	< 0.1%
13988	1	< 0.1%
8014	1	< 0.1%
6505	1	< 0.1%
4885	1	< 0.1%
4858	1	< 0.1%
4517	1	< 0.1%
4135	1	< 0.1%
3279	1	< 0.1%
2923	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	310
Distinct (%)	11.9%
Missing	117
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	108.14764

Minimum	0
Maximum	77041
Zeros	1157
Zeros (%)	42.6%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	10
95-th percentile	404
Maximum	77041
Range	77041
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	1601.7216
Coefficient of variation (CV)	14.810509
Kurtosis	2056.3447
Mean	108.14764
Median Absolute Deviation (MAD)	1
Skewness	43.442544
Sum	281292
Variance	2565511.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1157	42.6%
1	330	12.1%
2	117	4.3%
3	95	3.5%
4	75	2.8%
5	40	1.5%
7	39	1.4%
6	37	1.4%
9	34	1.3%
10	33	1.2%
Other values (300)	644	23.7%
(Missing)	117	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1157	42.6%
1	330	12.1%
2	117	4.3%
3	95	3.5%
4	75	2.8%
5	40	1.5%
6	37	1.4%
7	39	1.4%
8	26	1.0%
9	34	1.3%

Value	Count	Frequency (%)
77041	1	< 0.1%
18287	1	< 0.1%
11146	1	< 0.1%
6133	1	< 0.1%
5965	1	< 0.1%
5569	1	< 0.1%
5404	1	< 0.1%
4565	1	< 0.1%
4290	1	< 0.1%
3948	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	303
Distinct (%)	11.8%
Missing	153
Missing (%)	5.6%
Infinite	0
Infinite (%)	0.0%
Mean	129.57778

Minimum	0
Maximum	93295
Zeros	1040
Zeros (%)	38.3%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	11
95-th percentile	440.6
Maximum	93295
Range	93295
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	1964.7794
Coefficient of variation (CV)	15.162935
Kurtosis	1984.0071
Mean	129.57778
Median Absolute Deviation (MAD)	1
Skewness	42.626507
Sum	332367
Variance	3860358.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1040	38.3%
1	328	12.1%
2	153	5.6%
3	102	3.8%
4	74	2.7%
5	48	1.8%
7	42	1.5%
8	41	1.5%
6	40	1.5%
9	28	1.0%
Other values (293)	669	24.6%
(Missing)	153	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1040	38.3%
1	328	12.1%
2	153	5.6%
3	102	3.8%
4	74	2.7%
5	48	1.8%
6	40	1.5%
7	42	1.5%
8	41	1.5%
9	28	1.0%

Value	Count	Frequency (%)
93295	1	< 0.1%
23767	1	< 0.1%
17290	1	< 0.1%
7670	1	< 0.1%
6133	1	< 0.1%
5544	1	< 0.1%
5506	1	< 0.1%
5103	1	< 0.1%
4733	1	< 0.1%
3078	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	285
Distinct (%)	11.1%
Missing	153
Missing (%)	5.6%
Infinite	0
Infinite (%)	0.0%
Mean	111.77076

Minimum	0
Maximum	80837
Zeros	1099
Zeros (%)	40.4%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	10
95-th percentile	379.8
Maximum	80837
Range	80837
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	1706.7435
Coefficient of variation (CV)	15.270035
Kurtosis	1965.6209
Mean	111.77076
Median Absolute Deviation (MAD)	1
Skewness	42.412361
Sum	286692
Variance	2912973.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1099	40.4%
1	319	11.7%
2	159	5.8%
3	105	3.9%
4	58	2.1%
5	50	1.8%
6	42	1.5%
9	32	1.2%
7	30	1.1%
8	26	1.0%
Other values (275)	645	23.7%
(Missing)	153	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1099	40.4%
1	319	11.7%
2	159	5.8%
3	105	3.9%
4	58	2.1%
5	50	1.8%
6	42	1.5%
7	30	1.1%
8	26	1.0%
9	32	1.2%

Value	Count	Frequency (%)
80837	1	< 0.1%
21212	1	< 0.1%
15939	1	< 0.1%
6785	1	< 0.1%
5119	1	< 0.1%
4850	1	< 0.1%
4155	1	< 0.1%
3333	1	< 0.1%
2950	1	< 0.1%
2889	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	280
Distinct (%)	11.0%
Missing	180
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	99.890071

Minimum	0
Maximum	72472
Zeros	1120
Zeros (%)	41.2%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	8
95-th percentile	364.3
Maximum	72472
Range	72472
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	1536.2852
Coefficient of variation (CV)	15.379759
Kurtosis	1954.8809
Mean	99.890071
Median Absolute Deviation (MAD)	1
Skewness	42.335451
Sum	253521
Variance	2360172.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1120	41.2%
1	295	10.9%
2	157	5.8%
3	98	3.6%
4	72	2.6%
5	56	2.1%
6	47	1.7%
7	37	1.4%
8	34	1.3%
11	29	1.1%
Other values (270)	593	21.8%
(Missing)	180	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1120	41.2%
1	295	10.9%
2	157	5.8%
3	98	3.6%
4	72	2.6%
5	56	2.1%
6	47	1.7%
7	37	1.4%
8	34	1.3%
9	22	0.8%

Value	Count	Frequency (%)
72472	1	< 0.1%
19075	1	< 0.1%
14123	1	< 0.1%
4833	1	< 0.1%
4465	1	< 0.1%
4024	1	< 0.1%
3835	1	< 0.1%
3118	1	< 0.1%
2796	1	< 0.1%
2712	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	270
Distinct (%)	10.6%
Missing	171
Missing (%)	6.3%
Infinite	0
Infinite (%)	0.0%
Mean	89.195524

Minimum	0
Maximum	63969
Zeros	1104
Zeros (%)	40.6%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	8
95-th percentile	296.4
Maximum	63969
Range	63969
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	1361.832
Coefficient of variation (CV)	15.267941
Kurtosis	1918.6315
Mean	89.195524
Median Absolute Deviation (MAD)	1
Skewness	41.872609
Sum	227181
Variance	1854586.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1104	40.6%
1	320	11.8%
2	153	5.6%
3	94	3.5%
4	74	2.7%
5	52	1.9%
6	48	1.8%
9	40	1.5%
7	37	1.4%
10	30	1.1%
Other values (260)	595	21.9%
(Missing)	171	6.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1104	40.6%
1	320	11.8%
2	153	5.6%
3	94	3.5%
4	74	2.7%
5	52	1.9%
6	48	1.8%
7	37	1.4%
8	30	1.1%
9	40	1.5%

Value	Count	Frequency (%)
63969	1	< 0.1%
18291	1	< 0.1%
12775	1	< 0.1%
3911	1	< 0.1%
3857	1	< 0.1%
2977	1	< 0.1%
2905	1	< 0.1%
2793	1	< 0.1%
2540	1	< 0.1%
2510	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	275
Distinct (%)	10.8%
Missing	180
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	82.428684

Minimum	0
Maximum	57100
Zeros	1057
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	10
95-th percentile	280.6
Maximum	57100
Range	57100
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	1205.0434
Coefficient of variation (CV)	14.619224
Kurtosis	1986.8884
Mean	82.428684
Median Absolute Deviation (MAD)	1
Skewness	42.699703
Sum	209204
Variance	1452129.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1057	38.9%
1	311	11.4%
2	141	5.2%
3	108	4.0%
5	65	2.4%
4	61	2.2%
6	53	1.9%
8	35	1.3%
9	35	1.3%
7	31	1.1%
Other values (265)	641	23.6%
(Missing)	180	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1057	38.9%
1	311	11.4%
2	141	5.2%
3	108	4.0%
4	61	2.2%
5	65	2.4%
6	53	1.9%
7	31	1.1%
8	35	1.3%
9	35	1.3%

Value	Count	Frequency (%)
57100	1	< 0.1%
14605	1	< 0.1%
8786	1	< 0.1%
3954	1	< 0.1%
3583	1	< 0.1%
3499	1	< 0.1%
3397	1	< 0.1%
3152	1	< 0.1%
3029	1	< 0.1%
2623	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	324
Distinct (%)	12.8%
Missing	180
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	129.92671

Minimum	0
Maximum	88463
Zeros	932
Zeros (%)	34.3%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	17
95-th percentile	445.45
Maximum	88463
Range	88463
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	1877.846
Coefficient of variation (CV)	14.453117
Kurtosis	1945.4802
Mean	129.92671
Median Absolute Deviation (MAD)	2
Skewness	42.207104
Sum	329754
Variance	3526305.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	932	34.3%
1	305	11.2%
2	143	5.3%
3	102	3.8%
4	59	2.2%
5	55	2.0%
6	50	1.8%
7	39	1.4%
8	38	1.4%
10	34	1.3%
Other values (314)	781	28.7%
(Missing)	180	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	932	34.3%
1	305	11.2%
2	143	5.3%
3	102	3.8%
4	59	2.2%
5	55	2.0%
6	50	1.8%
7	39	1.4%
8	38	1.4%
9	22	0.8%

Value	Count	Frequency (%)
88463	1	< 0.1%
25548	1	< 0.1%
11493	1	< 0.1%
7522	1	< 0.1%
5685	1	< 0.1%
5288	1	< 0.1%
5259	1	< 0.1%
5056	1	< 0.1%
4759	1	< 0.1%
4039	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	310
Distinct (%)	12.2%
Missing	180
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	99.659968

Minimum	0
Maximum	66188
Zeros	928
Zeros (%)	34.1%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	15
95-th percentile	330
Maximum	66188
Range	66188
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	1398.4956
Coefficient of variation (CV)	14.032672
Kurtosis	1978.5506
Mean	99.659968
Median Absolute Deviation (MAD)	2
Skewness	42.60316
Sum	252937
Variance	1955790
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	928	34.1%
1	317	11.7%
2	145	5.3%
3	99	3.6%
4	82	3.0%
6	61	2.2%
5	50	1.8%
7	37	1.4%
10	31	1.1%
9	29	1.1%
Other values (300)	759	27.9%
(Missing)	180	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	928	34.1%
1	317	11.7%
2	145	5.3%
3	99	3.6%
4	82	3.0%
5	50	1.8%
6	61	2.2%
7	37	1.4%
8	24	0.9%
9	29	1.1%

Value	Count	Frequency (%)
66188	1	< 0.1%
17993	1	< 0.1%
7322	1	< 0.1%
5116	1	< 0.1%
4620	1	< 0.1%
4267	1	< 0.1%
4106	1	< 0.1%
4012	1	< 0.1%
3798	1	< 0.1%
3517	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	233
Distinct (%)	9.2%
Missing	180
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	49.921986

Minimum	0
Maximum	32165
Zeros	1010
Zeros (%)	37.2%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9.75
95-th percentile	153.3
Maximum	32165
Range	32165
Interquartile range (IQR)	9.75

Descriptive statistics

Standard deviation	673.64671
Coefficient of variation (CV)	13.493989
Kurtosis	2042.6365
Mean	49.921986
Median Absolute Deviation (MAD)	1
Skewness	43.326263
Sum	126702
Variance	453799.88
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1010	37.2%
1	312	11.5%
2	158	5.8%
3	108	4.0%
4	80	2.9%
5	75	2.8%
6	57	2.1%
8	50	1.8%
7	34	1.3%
10	27	1.0%
Other values (223)	627	23.1%
(Missing)	180	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1010	37.2%
1	312	11.5%
2	158	5.8%
3	108	4.0%
4	80	2.9%
5	75	2.8%
6	57	2.1%
7	34	1.3%
8	50	1.8%
9	19	0.7%

Value	Count	Frequency (%)
32165	1	< 0.1%
6884	1	< 0.1%
2950	1	< 0.1%
2716	1	< 0.1%
2670	1	< 0.1%
2651	1	< 0.1%
2304	1	< 0.1%
2115	1	< 0.1%
1769	1	< 0.1%
1753	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	239
Distinct (%)	9.5%
Missing	198
Missing (%)	7.3%
Infinite	0
Infinite (%)	0.0%
Mean	54.505159

Minimum	0
Maximum	38564
Zeros	1137
Zeros (%)	41.8%
Negative	0
Negative (%)	0.0%
Memory size	24.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	181
Maximum	38564
Range	38564
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	813.29084
Coefficient of variation (CV)	14.921355
Kurtosis	2006.6475
Mean	54.505159
Median Absolute Deviation (MAD)	1
Skewness	43.030367
Sum	137353
Variance	661442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1137	41.8%
1	343	12.6%
2	184	6.8%
3	102	3.8%
4	76	2.8%
5	55	2.0%
6	50	1.8%
7	37	1.4%
8	32	1.2%
9	31	1.1%
Other values (229)	473	17.4%
(Missing)	198	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1137	41.8%
1	343	12.6%
2	184	6.8%
3	102	3.8%
4	76	2.8%
5	55	2.0%
6	50	1.8%
7	37	1.4%
8	32	1.2%
9	31	1.1%

Value	Count	Frequency (%)
38564	1	< 0.1%
10015	1	< 0.1%
3853	1	< 0.1%
2780	1	< 0.1%
2506	1	< 0.1%
2453	1	< 0.1%
2287	1	< 0.1%
2271	1	< 0.1%
2086	1	< 0.1%
1956	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	0.996	0.996	0.996	0.803	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2007	0.996	1.000	1.000	1.000	0.862	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	0.996	0.996	1.000	1.000
2008	0.996	1.000	1.000	1.000	0.862	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	0.996	0.996	1.000	1.000
2009	0.996	1.000	1.000	1.000	0.862	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	0.996	0.996	1.000	1.000
2010	0.803	0.862	0.862	0.862	1.000	0.862	0.862	0.862	0.803	0.803	0.803	0.803	0.803	0.803	0.803	0.803	0.971	0.971
2011	0.996	1.000	1.000	1.000	0.862	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	0.996	0.996	1.000	1.000
2012	0.996	1.000	1.000	1.000	0.862	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	0.996	0.996	1.000	1.000
2013	0.996	1.000	1.000	1.000	0.862	1.000	1.000	1.000	0.996	0.996	0.996	0.996	0.996	0.996	0.996	0.996	1.000	1.000
2014	1.000	0.996	0.996	0.996	0.803	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2015	1.000	0.996	0.996	0.996	0.803	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2016	1.000	0.996	0.996	0.996	0.803	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2017	1.000	0.996	0.996	0.996	0.803	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2018	1.000	0.996	0.996	0.996	0.803	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2019	1.000	0.996	0.996	0.996	0.803	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2020	1.000	0.996	0.996	0.996	0.803	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2021	1.000	0.996	0.996	0.996	0.803	0.996	0.996	0.996	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2022	1.000	1.000	1.000	1.000	0.971	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2023	1.000	1.000	1.000	1.000	0.971	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	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	0.873	0.853	0.829	0.851	0.846	0.834	0.845	0.846	0.863	0.860	0.852	0.850	0.843	0.839	0.811	0.800	0.805
2007	0.873	1.000	0.868	0.833	0.844	0.828	0.824	0.832	0.831	0.849	0.847	0.842	0.840	0.838	0.835	0.801	0.800	0.797
2008	0.853	0.868	1.000	0.863	0.861	0.837	0.830	0.843	0.824	0.837	0.845	0.837	0.832	0.823	0.821	0.800	0.790	0.790
2009	0.829	0.833	0.863	1.000	0.866	0.836	0.830	0.838	0.821	0.839	0.842	0.832	0.826	0.817	0.816	0.804	0.781	0.787
2010	0.851	0.844	0.861	0.866	1.000	0.879	0.859	0.876	0.844	0.865	0.864	0.853	0.846	0.836	0.844	0.811	0.794	0.793
2011	0.846	0.828	0.837	0.836	0.879	1.000	0.888	0.862	0.835	0.865	0.847	0.842	0.841	0.824	0.832	0.810	0.786	0.791
2012	0.834	0.824	0.830	0.830	0.859	0.888	1.000	0.870	0.845	0.865	0.857	0.849	0.838	0.830	0.825	0.808	0.787	0.792
2013	0.845	0.832	0.843	0.838	0.876	0.862	0.870	1.000	0.874	0.881	0.877	0.871	0.861	0.849	0.852	0.819	0.805	0.798
2014	0.846	0.831	0.824	0.821	0.844	0.835	0.845	0.874	1.000	0.873	0.862	0.855	0.854	0.841	0.838	0.803	0.797	0.793
2015	0.863	0.849	0.837	0.839	0.865	0.865	0.865	0.881	0.873	1.000	0.904	0.879	0.876	0.868	0.864	0.841	0.824	0.815
2016	0.860	0.847	0.845	0.842	0.864	0.847	0.857	0.877	0.862	0.904	1.000	0.896	0.884	0.866	0.868	0.839	0.827	0.819
2017	0.852	0.842	0.837	0.832	0.853	0.842	0.849	0.871	0.855	0.879	0.896	1.000	0.885	0.879	0.868	0.831	0.821	0.820
2018	0.850	0.840	0.832	0.826	0.846	0.841	0.838	0.861	0.854	0.876	0.884	0.885	1.000	0.884	0.875	0.842	0.823	0.815
2019	0.843	0.838	0.823	0.817	0.836	0.824	0.830	0.849	0.841	0.868	0.866	0.879	0.884	1.000	0.886	0.836	0.824	0.820
2020	0.839	0.835	0.821	0.816	0.844	0.832	0.825	0.852	0.838	0.864	0.868	0.868	0.875	0.886	1.000	0.887	0.868	0.850
2021	0.811	0.801	0.800	0.804	0.811	0.810	0.808	0.819	0.803	0.841	0.839	0.831	0.842	0.836	0.887	1.000	0.894	0.849
2022	0.800	0.800	0.790	0.781	0.794	0.786	0.787	0.805	0.797	0.824	0.827	0.821	0.823	0.824	0.868	0.894	1.000	0.862
2023	0.805	0.797	0.790	0.787	0.793	0.791	0.792	0.798	0.793	0.815	0.819	0.820	0.815	0.820	0.850	0.849	0.862	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	74317	55242	56034	57506	53316	68090	51393	61429	77041	93295	80837	72472	63969	57100	88463	66188	32165	38564
1	전국_개인->법인	1864	1615	1284	1095	1082	1210	1243	1398	1699	2208	2103	1964	2510	3583	5288	4267	2304	881
2	전국_개인->기타	273	270	291	365	328	403	366	375	273	523	506	593	635	752	1156	1119	680	424
3	전국_법인->개인	6252	6615	7197	8090	8156	9991	6814	6505	5965	5103	4155	2796	2104	2467	4759	3798	2670	2271
4	전국_법인->법인	839	1052	2015	2697	2857	2080	1554	1260	1630	1397	1283	969	1132	888	1240	760	437	294
5	전국_법인->기타	93	98	61	171	32	59	43	34	74	55	49	50	48	85	269	377	461	228
6	전국_기타->개인	205	191	256	355	302	415	274	308	232	332	281	275	221	240	1192	2012	600	284
7	전국_기타->법인	15	15	18	14	28	29	16	53	27	52	32	15	15	52	32	80	80	27
8	전국_기타->기타	27	40	30	45	45	113	116	33	43	29	20	16	22	31	20	32	26	14
9	서울_개인->개인	19498	10915	10305	10032	6495	8405	5827	8014	11146	17290	15939	14123	12775	8786	11493	7322	2651	3853

	지역_거래주체	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2708	제주 제주시_기타->기타	0	0	5	0	1	1	2	1	0	0	1	0	0	0	0	0	0	<NA>
2709	제주 서귀포시_개인->개인	48	88	83	93	105	125	120	144	189	256	244	193	175	121	165	225	169	<NA>
2710	제주 서귀포시_개인->법인	1	4	2	3	3	3	6	13	10	12	22	15	20	16	16	13	10	<NA>
2711	제주 서귀포시_개인->기타	1	1	0	0	2	1	1	2	4	4	1	0	1	1	4	5	2	<NA>
2712	제주 서귀포시_법인->개인	2	14	34	17	16	32	24	33	19	41	49	60	37	21	37	44	38	<NA>
2713	제주 서귀포시_법인->법인	1	1	2	7	7	10	12	4	6	24	17	6	15	9	14	8	5	<NA>
2714	제주 서귀포시_법인->기타	0	0	0	1	0	0	0	0	0	12	3	0	0	0	2	6	0	<NA>
2715	제주 서귀포시_기타->개인	0	0	0	0	1	1	1	2	1	1	2	2	1	1	4	7	3	<NA>
2716	제주 서귀포시_기타->법인	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	<NA>
2717	제주 서귀포시_기타->기타	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	<NA>

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Math Symbol

Dash Punctuation

Connector Punctuation

Close Punctuation

Open Punctuation

Other 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