gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	2392
Missing cells	2920
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	397.2 KiB
Average record size in memory	170.1 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 건축물 거래현황의 연도별 용도지역별(동(호)수)데이터입니다.- (단위 : 동(호)수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068249/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 176 (7.4%) missing values	Missing
`2007` has 216 (9.0%) missing values	Missing
`2008` has 200 (8.4%) missing values	Missing
`2009` has 200 (8.4%) missing values	Missing
`2010` has 152 (6.4%) missing values	Missing
`2011` has 176 (7.4%) missing values	Missing
`2012` has 160 (6.7%) missing values	Missing
`2013` has 160 (6.7%) missing values	Missing
`2014` has 104 (4.3%) missing values	Missing
`2015` has 136 (5.7%) missing values	Missing
`2016` has 136 (5.7%) missing values	Missing
`2017` has 160 (6.7%) missing values	Missing
`2018` has 152 (6.4%) missing values	Missing
`2019` has 160 (6.7%) missing values	Missing
`2020` has 160 (6.7%) missing values	Missing
`2021` has 160 (6.7%) missing values	Missing
`2022` has 160 (6.7%) missing values	Missing
`2023` has 152 (6.4%) missing values	Missing
`2006` is highly skewed (γ1 = 37.93324262)	Skewed
`2007` is highly skewed (γ1 = 38.20241697)	Skewed
`2008` is highly skewed (γ1 = 39.10186002)	Skewed
`2009` is highly skewed (γ1 = 38.92144955)	Skewed
`2010` is highly skewed (γ1 = 40.02466629)	Skewed
`2011` is highly skewed (γ1 = 39.92884896)	Skewed
`2012` is highly skewed (γ1 = 39.95303919)	Skewed
`2013` is highly skewed (γ1 = 39.84639411)	Skewed
`2014` is highly skewed (γ1 = 40.24803945)	Skewed
`2015` is highly skewed (γ1 = 39.32017281)	Skewed
`2016` is highly skewed (γ1 = 38.80878441)	Skewed
`2017` is highly skewed (γ1 = 36.91870217)	Skewed
`2018` is highly skewed (γ1 = 36.35213838)	Skewed
`2019` is highly skewed (γ1 = 36.87337656)	Skewed
`2020` is highly skewed (γ1 = 37.51598942)	Skewed
`2021` is highly skewed (γ1 = 36.99794424)	Skewed
`2022` is highly skewed (γ1 = 36.74202558)	Skewed
`2023` is highly skewed (γ1 = 38.24971119)	Skewed
`2006` has 651 (27.2%) zeros	Zeros
`2007` has 697 (29.1%) zeros	Zeros
`2008` has 691 (28.9%) zeros	Zeros
`2009` has 700 (29.3%) zeros	Zeros
`2010` has 727 (30.4%) zeros	Zeros
`2011` has 719 (30.1%) zeros	Zeros
`2012` has 731 (30.6%) zeros	Zeros
`2013` has 725 (30.3%) zeros	Zeros
`2014` has 739 (30.9%) zeros	Zeros
`2015` has 693 (29.0%) zeros	Zeros
`2016` has 661 (27.6%) zeros	Zeros
`2017` has 601 (25.1%) zeros	Zeros
`2018` has 598 (25.0%) zeros	Zeros
`2019` has 611 (25.5%) zeros	Zeros
`2020` has 591 (24.7%) zeros	Zeros
`2021` has 599 (25.0%) zeros	Zeros
`2022` has 625 (26.1%) zeros	Zeros
`2023` has 654 (27.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 05:37:55.299765
Analysis finished	2024-03-23 05:39:09.365567
Duration	1 minute and 14.07 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_용도지역
Text

Distinct	2391
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	18.8 KiB

Length

Max length	28
Median length	26
Mean length	15.996237
Min length	7

Characters and Unicode

Total characters	38263
Distinct characters	158
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	2390 ?
Unique (%)	99.9%

Sample

1st row	전국_도시지역_주거지역
2nd row	전국_도시지역_상업지역
3rd row	전국_도시지역_공업지역
4th row	전국_도시지역_녹지지역
5th row	전국_도시지역_개발제한구역

Value	Count	Frequency (%)
경기	416	8.4%
경남	208	4.2%
서울	200	4.1%
경북	200	4.1%
전남	176	3.6%
충북	152	3.1%
충남	152	3.1%
강원	144	2.9%
전북	128	2.6%
부산	128	2.6%
Other values (2205)	3024	61.4%

Most occurring characters

Value	Count	Frequency (%)
지	4194	11.0%
_	4186	10.9%
역	3887	10.2%
시	2770	7.2%
	2536	6.6%
도	2133	5.6%
구	1403	3.7%
경	1171	3.1%
군	743	1.9%
남	712	1.9%
Other values (148)	14528	38.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	31285	81.8%
Connector Punctuation	4186	10.9%
Space Separator	2536	6.6%
Open Punctuation	128	0.3%
Close Punctuation	128	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
지	4194	13.4%
역	3887	12.4%
시	2770	8.9%
도	2133	6.8%
구	1403	4.5%
경	1171	3.7%
군	743	2.4%
남	712	2.3%
전	699	2.2%
주	675	2.2%
Other values (144)	12898	41.2%

Connector Punctuation

Value	Count	Frequency (%)
_	4186	100.0%

Space Separator

Value	Count	Frequency (%)
	2536	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	128	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	128	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	31285	81.8%
Common	6978	18.2%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
지	4194	13.4%
역	3887	12.4%
시	2770	8.9%
도	2133	6.8%
구	1403	4.5%
경	1171	3.7%
군	743	2.4%
남	712	2.3%
전	699	2.2%
주	675	2.2%
Other values (144)	12898	41.2%

Common

Value	Count	Frequency (%)
_	4186	60.0%
	2536	36.3%
(	128	1.8%
)	128	1.8%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	31285	81.8%
ASCII	6978	18.2%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
지	4194	13.4%
역	3887	12.4%
시	2770	8.9%
도	2133	6.8%
구	1403	4.5%
경	1171	3.7%
군	743	2.4%
남	712	2.3%
전	699	2.2%
주	675	2.2%
Other values (144)	12898	41.2%

ASCII

Value	Count	Frequency (%)
_	4186	60.0%
	2536	36.3%
(	128	1.8%
)	128	1.8%

2006
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	666
Distinct (%)	30.1%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	2297.7193

Minimum	0
Maximum	1359107
Zeros	651
Zeros (%)	27.2%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14
Q3	188
95-th percentile	7766.75
Maximum	1359107
Range	1359107
Interquartile range (IQR)	188

Descriptive statistics

Standard deviation	31394.919
Coefficient of variation (CV)	13.663514
Kurtosis	1592.8927
Mean	2297.7193
Median Absolute Deviation (MAD)	14
Skewness	37.933243
Sum	5091746
Variance	9.8564096 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	651	27.2%
1	122	5.1%
2	56	2.3%
4	38	1.6%
3	34	1.4%
5	32	1.3%
9	31	1.3%
6	31	1.3%
10	22	0.9%
8	21	0.9%
Other values (656)	1178	49.2%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	651	27.2%
1	122	5.1%
2	56	2.3%
3	34	1.4%
4	38	1.6%
5	32	1.3%
6	31	1.3%
7	20	0.8%
8	21	0.9%
9	31	1.3%

Value	Count	Frequency (%)
1359107	1	< 0.1%
402179	1	< 0.1%
316822	1	< 0.1%
135255	1	< 0.1%
85026	1	< 0.1%
71251	1	< 0.1%
62755	1	< 0.1%
61898	1	< 0.1%
53133	1	< 0.1%
51526	1	< 0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	648
Distinct (%)	29.8%
Missing	216
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	1850.6994

Minimum	0
Maximum	1042359
Zeros	697
Zeros (%)	29.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14
Q3	180.5
95-th percentile	6423.25
Maximum	1042359
Range	1042359
Interquartile range (IQR)	180.5

Descriptive statistics

Standard deviation	24065.502
Coefficient of variation (CV)	13.003463
Kurtosis	1617.402
Mean	1850.6994
Median Absolute Deviation (MAD)	14
Skewness	38.202417
Sum	4027122
Variance	5.7914838 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	697	29.1%
1	91	3.8%
2	49	2.0%
3	39	1.6%
4	33	1.4%
5	29	1.2%
6	23	1.0%
8	22	0.9%
14	19	0.8%
11	19	0.8%
Other values (638)	1155	48.3%
(Missing)	216	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	697	29.1%
1	91	3.8%
2	49	2.0%
3	39	1.6%
4	33	1.4%
5	29	1.2%
6	23	1.0%
7	16	0.7%
8	22	0.9%
9	16	0.7%

Value	Count	Frequency (%)
1042359	1	< 0.1%
263005	1	< 0.1%
199077	1	< 0.1%
144448	1	< 0.1%
98412	1	< 0.1%
64911	1	< 0.1%
59616	1	< 0.1%
50076	1	< 0.1%
48177	1	< 0.1%
46458	1	< 0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	654
Distinct (%)	29.8%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1857.0844

Minimum	0
Maximum	1064334
Zeros	691
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14
Q3	184
95-th percentile	6290.1
Maximum	1064334
Range	1064334
Interquartile range (IQR)	184

Descriptive statistics

Standard deviation	24272.035
Coefficient of variation (CV)	13.069969
Kurtosis	1683.7464
Mean	1857.0844
Median Absolute Deviation (MAD)	14
Skewness	39.10186
Sum	4070729
Variance	5.8913167 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	691	28.9%
1	95	4.0%
2	42	1.8%
5	39	1.6%
3	37	1.5%
4	34	1.4%
6	26	1.1%
17	23	1.0%
7	21	0.9%
8	21	0.9%
Other values (644)	1163	48.6%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	691	28.9%
1	95	4.0%
2	42	1.8%
3	37	1.5%
4	34	1.4%
5	39	1.6%
6	26	1.1%
7	21	0.9%
8	21	0.9%
9	18	0.8%

Value	Count	Frequency (%)
1064334	1	< 0.1%
238720	1	< 0.1%
189995	1	< 0.1%
132118	1	< 0.1%
98153	1	< 0.1%
72710	1	< 0.1%
71732	1	< 0.1%
51425	1	< 0.1%
44832	1	< 0.1%
42855	1	< 0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	650
Distinct (%)	29.7%
Missing	200
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	1799.5817

Minimum	0
Maximum	1026790
Zeros	700
Zeros (%)	29.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14
Q3	190.5
95-th percentile	6143
Maximum	1026790
Range	1026790
Interquartile range (IQR)	190.5

Descriptive statistics

Standard deviation	23473.789
Coefficient of variation (CV)	13.044026
Kurtosis	1668.8461
Mean	1799.5817
Median Absolute Deviation (MAD)	14
Skewness	38.92145
Sum	3944683
Variance	5.5101879 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	700	29.3%
1	75	3.1%
2	47	2.0%
3	43	1.8%
6	28	1.2%
10	26	1.1%
8	25	1.0%
4	25	1.0%
7	24	1.0%
5	23	1.0%
Other values (640)	1176	49.2%
(Missing)	200	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	700	29.3%
1	75	3.1%
2	47	2.0%
3	43	1.8%
4	25	1.0%
5	23	1.0%
6	28	1.2%
7	24	1.0%
8	25	1.0%
9	21	0.9%

Value	Count	Frequency (%)
1026790	1	< 0.1%
255648	1	< 0.1%
173675	1	< 0.1%
124751	1	< 0.1%
81318	1	< 0.1%
69373	1	< 0.1%
67479	1	< 0.1%
51671	1	< 0.1%
49150	1	< 0.1%
43008	1	< 0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	658
Distinct (%)	29.4%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1631.9036

Minimum	0
Maximum	952414
Zeros	727
Zeros (%)	30.4%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	12
Q3	190.25
95-th percentile	5881.5
Maximum	952414
Range	952414
Interquartile range (IQR)	190.25

Descriptive statistics

Standard deviation	21374.914
Coefficient of variation (CV)	13.098148
Kurtosis	1755.6047
Mean	1631.9036
Median Absolute Deviation (MAD)	12
Skewness	40.024666
Sum	3655464
Variance	4.5688695 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	727	30.4%
1	83	3.5%
2	52	2.2%
3	44	1.8%
5	36	1.5%
4	32	1.3%
6	29	1.2%
9	29	1.2%
10	24	1.0%
11	24	1.0%
Other values (648)	1160	48.5%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	727	30.4%
1	83	3.5%
2	52	2.2%
3	44	1.8%
4	32	1.3%
5	36	1.5%
6	29	1.2%
7	18	0.8%
8	16	0.7%
9	29	1.2%

Value	Count	Frequency (%)
952414	1	< 0.1%
213844	1	< 0.1%
119861	1	< 0.1%
117826	1	< 0.1%
92682	1	< 0.1%
82010	1	< 0.1%
58127	1	< 0.1%
47873	1	< 0.1%
45307	1	< 0.1%
41742	2	0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	682
Distinct (%)	30.8%
Missing	176
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	1945.6498

Minimum	0
Maximum	1123796
Zeros	719
Zeros (%)	30.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13
Q3	211.5
95-th percentile	7022.25
Maximum	1123796
Range	1123796
Interquartile range (IQR)	211.5

Descriptive statistics

Standard deviation	25320.518
Coefficient of variation (CV)	13.013913
Kurtosis	1746.1567
Mean	1945.6498
Median Absolute Deviation (MAD)	13
Skewness	39.928849
Sum	4311560
Variance	6.4112861 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	719	30.1%
1	70	2.9%
2	51	2.1%
3	46	1.9%
6	33	1.4%
4	29	1.2%
5	26	1.1%
8	26	1.1%
9	23	1.0%
7	22	0.9%
Other values (672)	1171	49.0%
(Missing)	176	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	719	30.1%
1	70	2.9%
2	51	2.1%
3	46	1.9%
4	29	1.2%
5	26	1.1%
6	33	1.4%
7	22	0.9%
8	26	1.1%
9	23	1.0%

Value	Count	Frequency (%)
1123796	1	< 0.1%
241011	1	< 0.1%
146285	1	< 0.1%
140858	1	< 0.1%
100651	1	< 0.1%
79254	1	< 0.1%
77769	1	< 0.1%
70353	1	< 0.1%
59330	1	< 0.1%
52273	1	< 0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	668
Distinct (%)	29.9%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1593.7249

Minimum	0
Maximum	905601
Zeros	731
Zeros (%)	30.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13
Q3	196.25
95-th percentile	5555.65
Maximum	905601
Range	905601
Interquartile range (IQR)	196.25

Descriptive statistics

Standard deviation	20348.748
Coefficient of variation (CV)	12.768043
Kurtosis	1752.0888
Mean	1593.7249
Median Absolute Deviation (MAD)	13
Skewness	39.953039
Sum	3557194
Variance	4.1407154 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	731	30.6%
1	76	3.2%
2	50	2.1%
3	46	1.9%
4	34	1.4%
5	32	1.3%
6	29	1.2%
9	26	1.1%
7	22	0.9%
17	20	0.8%
Other values (658)	1166	48.7%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	731	30.6%
1	76	3.2%
2	50	2.1%
3	46	1.9%
4	34	1.4%
5	32	1.3%
6	29	1.2%
7	22	0.9%
8	19	0.8%
9	26	1.1%

Value	Count	Frequency (%)
905601	1	< 0.1%
184881	1	< 0.1%
130233	1	< 0.1%
118700	1	< 0.1%
77004	1	< 0.1%
64763	1	< 0.1%
63637	1	< 0.1%
62526	1	< 0.1%
49050	1	< 0.1%
42721	1	< 0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	685
Distinct (%)	30.7%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1875.211

Minimum	0
Maximum	1077959
Zeros	725
Zeros (%)	30.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14
Q3	237.5
95-th percentile	6400.2
Maximum	1077959
Range	1077959
Interquartile range (IQR)	237.5

Descriptive statistics

Standard deviation	24255.381
Coefficient of variation (CV)	12.934748
Kurtosis	1743.2181
Mean	1875.211
Median Absolute Deviation (MAD)	14
Skewness	39.846394
Sum	4185471
Variance	5.8832353 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	725	30.3%
1	68	2.8%
5	41	1.7%
3	39	1.6%
2	38	1.6%
6	32	1.3%
4	29	1.2%
11	24	1.0%
13	22	0.9%
7	21	0.9%
Other values (675)	1193	49.9%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	725	30.3%
1	68	2.8%
2	38	1.6%
3	39	1.6%
4	29	1.2%
5	41	1.7%
6	32	1.3%
7	21	0.9%
8	21	0.9%
9	16	0.7%

Value	Count	Frequency (%)
1077959	1	< 0.1%
233122	1	< 0.1%
155318	1	< 0.1%
135635	1	< 0.1%
99716	1	< 0.1%
84897	1	< 0.1%
81068	1	< 0.1%
64235	1	< 0.1%
56109	1	< 0.1%
49554	1	< 0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	722
Distinct (%)	31.6%
Missing	104
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	2244.8453

Minimum	0
Maximum	1325416
Zeros	739
Zeros (%)	30.9%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	15
Q3	242
95-th percentile	8249.4
Maximum	1325416
Range	1325416
Interquartile range (IQR)	242

Descriptive statistics

Standard deviation	29492.493
Coefficient of variation (CV)	13.137873
Kurtosis	1778.9849
Mean	2244.8453
Median Absolute Deviation (MAD)	15
Skewness	40.248039
Sum	5136206
Variance	8.6980712 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	739	30.9%
1	80	3.3%
2	42	1.8%
4	33	1.4%
3	32	1.3%
6	26	1.1%
11	25	1.0%
5	23	1.0%
15	22	0.9%
10	22	0.9%
Other values (712)	1244	52.0%
(Missing)	104	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	739	30.9%
1	80	3.3%
2	42	1.8%
3	32	1.3%
4	33	1.4%
5	23	1.0%
6	26	1.1%
7	21	0.9%
8	18	0.8%
9	18	0.8%

Value	Count	Frequency (%)
1325416	1	< 0.1%
290158	1	< 0.1%
209103	1	< 0.1%
174514	1	< 0.1%
116547	1	< 0.1%
103910	1	< 0.1%
81856	1	< 0.1%
79432	1	< 0.1%
65966	1	< 0.1%
61449	1	< 0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	744
Distinct (%)	33.0%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2719.402

Minimum	0
Maximum	1580045
Zeros	693
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	18
Q3	297
95-th percentile	9819.75
Maximum	1580045
Range	1580045
Interquartile range (IQR)	297

Descriptive statistics

Standard deviation	35665.452
Coefficient of variation (CV)	13.115182
Kurtosis	1706.272
Mean	2719.402
Median Absolute Deviation (MAD)	18
Skewness	39.320173
Sum	6134971
Variance	1.2720245 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	693	29.0%
1	77	3.2%
2	53	2.2%
4	38	1.6%
3	38	1.6%
8	25	1.0%
5	24	1.0%
6	23	1.0%
7	23	1.0%
10	19	0.8%
Other values (734)	1243	52.0%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	693	29.0%
1	77	3.2%
2	53	2.2%
3	38	1.6%
4	38	1.6%
5	24	1.0%
6	23	1.0%
7	23	1.0%
8	25	1.0%
9	18	0.8%

Value	Count	Frequency (%)
1580045	1	< 0.1%
381248	1	< 0.1%
289992	1	< 0.1%
215618	1	< 0.1%
146650	1	< 0.1%
101885	1	< 0.1%
96881	1	< 0.1%
83976	1	< 0.1%
78539	1	< 0.1%
55911	1	< 0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	749
Distinct (%)	33.2%
Missing	136
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	2605.1924

Minimum	0
Maximum	1500562
Zeros	661
Zeros (%)	27.6%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	19
Q3	320.5
95-th percentile	8849
Maximum	1500562
Range	1500562
Interquartile range (IQR)	320.5

Descriptive statistics

Standard deviation	34075.066
Coefficient of variation (CV)	13.079674
Kurtosis	1668.2406
Mean	2605.1924
Median Absolute Deviation (MAD)	19
Skewness	38.808784
Sum	5877314
Variance	1.1611101 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	661	27.6%
1	99	4.1%
2	53	2.2%
3	40	1.7%
6	34	1.4%
5	24	1.0%
4	23	1.0%
10	22	0.9%
11	21	0.9%
7	20	0.8%
Other values (739)	1259	52.6%
(Missing)	136	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	661	27.6%
1	99	4.1%
2	53	2.2%
3	40	1.7%
4	23	1.0%
5	24	1.0%
6	34	1.4%
7	20	0.8%
8	20	0.8%
9	17	0.7%

Value	Count	Frequency (%)
1500562	1	< 0.1%
386366	1	< 0.1%
304668	1	< 0.1%
210750	1	< 0.1%
126892	1	< 0.1%
98448	1	< 0.1%
89725	1	< 0.1%
64005	1	< 0.1%
58764	1	< 0.1%
52609	1	< 0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	824
Distinct (%)	36.9%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3012.2361

Minimum	0
Maximum	1535646
Zeros	601
Zeros (%)	25.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	30.5
Q3	502.25
95-th percentile	9290.35
Maximum	1535646
Range	1535646
Interquartile range (IQR)	502.25

Descriptive statistics

Standard deviation	35677.508
Coefficient of variation (CV)	11.844194
Kurtosis	1540.8158
Mean	3012.2361
Median Absolute Deviation (MAD)	30.5
Skewness	36.918702
Sum	6723311
Variance	1.2728846 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	601	25.1%
1	69	2.9%
2	56	2.3%
4	32	1.3%
5	32	1.3%
3	26	1.1%
6	22	0.9%
10	21	0.9%
11	20	0.8%
7	19	0.8%
Other values (814)	1334	55.8%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	601	25.1%
1	69	2.9%
2	56	2.3%
3	26	1.1%
4	32	1.3%
5	32	1.3%
6	22	0.9%
7	19	0.8%
8	15	0.6%
9	16	0.7%

Value	Count	Frequency (%)
1535646	1	< 0.1%
423533	1	< 0.1%
299714	1	< 0.1%
297510	1	< 0.1%
172432	1	< 0.1%
114222	1	< 0.1%
107272	1	< 0.1%
94872	1	< 0.1%
92359	1	< 0.1%
77486	1	< 0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	818
Distinct (%)	36.5%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	2947.6138

Minimum	0
Maximum	1482525
Zeros	598
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	28
Q3	494.5
95-th percentile	9370.35
Maximum	1482525
Range	1482525
Interquartile range (IQR)	494.5

Descriptive statistics

Standard deviation	34670.475
Coefficient of variation (CV)	11.762217
Kurtosis	1499.9972
Mean	2947.6138
Median Absolute Deviation (MAD)	28
Skewness	36.352138
Sum	6602655
Variance	1.2020418 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	598	25.0%
1	71	3.0%
2	49	2.0%
3	42	1.8%
6	29	1.2%
4	27	1.1%
9	23	1.0%
5	23	1.0%
10	20	0.8%
7	20	0.8%
Other values (808)	1338	55.9%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	598	25.0%
1	71	3.0%
2	49	2.0%
3	42	1.8%
4	27	1.1%
5	23	1.0%
6	29	1.2%
7	20	0.8%
8	16	0.7%
9	23	1.0%

Value	Count	Frequency (%)
1482525	1	< 0.1%
459876	1	< 0.1%
289599	1	< 0.1%
267886	1	< 0.1%
193604	1	< 0.1%
111620	1	< 0.1%
101964	1	< 0.1%
92101	1	< 0.1%
87189	1	< 0.1%
72156	1	< 0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	781
Distinct (%)	35.0%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2658.0381

Minimum	0
Maximum	1353797
Zeros	611
Zeros (%)	25.5%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	26
Q3	418.5
95-th percentile	8733
Maximum	1353797
Range	1353797
Interquartile range (IQR)	418.5

Descriptive statistics

Standard deviation	31487.465
Coefficient of variation (CV)	11.84613
Kurtosis	1535.8287
Mean	2658.0381
Median Absolute Deviation (MAD)	26
Skewness	36.873377
Sum	5932741
Variance	9.9146047 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	611	25.5%
2	67	2.8%
1	59	2.5%
3	43	1.8%
4	31	1.3%
8	25	1.0%
6	23	1.0%
5	20	0.8%
11	17	0.7%
16	17	0.7%
Other values (771)	1319	55.1%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	611	25.5%
1	59	2.5%
2	67	2.8%
3	43	1.8%
4	31	1.3%
5	20	0.8%
6	23	1.0%
7	17	0.7%
8	25	1.0%
9	10	0.4%

Value	Count	Frequency (%)
1353797	1	< 0.1%
401392	1	< 0.1%
264802	1	< 0.1%
215282	1	< 0.1%
155852	1	< 0.1%
107839	1	< 0.1%
98195	1	< 0.1%
86500	1	< 0.1%
78762	1	< 0.1%
69655	1	< 0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	818
Distinct (%)	36.6%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	3335.2079

Minimum	0
Maximum	1758594
Zeros	591
Zeros (%)	24.7%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	30
Q3	486
95-th percentile	10741.2
Maximum	1758594
Range	1758594
Interquartile range (IQR)	486

Descriptive statistics

Standard deviation	40624
Coefficient of variation (CV)	12.18035
Kurtosis	1577.49
Mean	3335.2079
Median Absolute Deviation (MAD)	30
Skewness	37.515989
Sum	7444184
Variance	1.6503094 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	591	24.7%
1	65	2.7%
2	48	2.0%
4	40	1.7%
3	34	1.4%
6	27	1.1%
5	25	1.0%
15	24	1.0%
7	23	1.0%
9	20	0.8%
Other values (808)	1335	55.8%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	591	24.7%
1	65	2.7%
2	48	2.0%
3	34	1.4%
4	40	1.7%
5	25	1.0%
6	27	1.1%
7	23	1.0%
8	14	0.6%
9	20	0.8%

Value	Count	Frequency (%)
1758594	1	< 0.1%
515091	1	< 0.1%
318316	1	< 0.1%
274799	1	< 0.1%
155590	1	< 0.1%
144979	1	< 0.1%
137197	1	< 0.1%
98231	1	< 0.1%
90083	1	< 0.1%
77551	1	< 0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	825
Distinct (%)	37.0%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	2849.392

Minimum	0
Maximum	1420843
Zeros	599
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	32
Q3	543.75
95-th percentile	8829
Maximum	1420843
Range	1420843
Interquartile range (IQR)	543.75

Descriptive statistics

Standard deviation	32979.126
Coefficient of variation (CV)	11.574092
Kurtosis	1546.4594
Mean	2849.392
Median Absolute Deviation (MAD)	32
Skewness	36.997944
Sum	6359843
Variance	1.0876228 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	599	25.0%
1	63	2.6%
2	50	2.1%
5	32	1.3%
3	28	1.2%
8	27	1.1%
4	26	1.1%
6	22	0.9%
20	18	0.8%
10	18	0.8%
Other values (815)	1349	56.4%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	599	25.0%
1	63	2.6%
2	50	2.1%
3	28	1.2%
4	26	1.1%
5	32	1.3%
6	22	0.9%
7	16	0.7%
8	27	1.1%
9	18	0.8%

Value	Count	Frequency (%)
1420843	1	< 0.1%
396225	1	< 0.1%
306784	1	< 0.1%
209529	1	< 0.1%
150127	1	< 0.1%
122398	1	< 0.1%
94308	1	< 0.1%
90932	1	< 0.1%
85562	1	< 0.1%
71835	1	< 0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	759
Distinct (%)	34.0%
Missing	160
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	1697.5385

Minimum	0
Maximum	822098
Zeros	625
Zeros (%)	26.1%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	23
Q3	358
95-th percentile	5103
Maximum	822098
Range	822098
Interquartile range (IQR)	358

Descriptive statistics

Standard deviation	19128.134
Coefficient of variation (CV)	11.268159
Kurtosis	1531.1125
Mean	1697.5385
Median Absolute Deviation (MAD)	23
Skewness	36.742026
Sum	3788906
Variance	3.658855 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	625	26.1%
1	65	2.7%
2	54	2.3%
3	38	1.6%
5	38	1.6%
6	33	1.4%
4	28	1.2%
9	25	1.0%
15	21	0.9%
11	21	0.9%
Other values (749)	1284	53.7%
(Missing)	160	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	625	26.1%
1	65	2.7%
2	54	2.3%
3	38	1.6%
4	28	1.2%
5	38	1.6%
6	33	1.4%
7	16	0.7%
8	17	0.7%
9	25	1.0%

Value	Count	Frequency (%)
822098	1	< 0.1%
220302	1	< 0.1%
195189	1	< 0.1%
111073	1	< 0.1%
93532	1	< 0.1%
65623	1	< 0.1%
56786	1	< 0.1%
54122	1	< 0.1%
49742	1	< 0.1%
45589	1	< 0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	713
Distinct (%)	31.8%
Missing	152
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	1540.4656

Minimum	0
Maximum	819834
Zeros	654
Zeros (%)	27.3%
Negative	0
Negative (%)	0.0%
Memory size	21.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	19
Q3	273
95-th percentile	4857.65
Maximum	819834
Range	819834
Interquartile range (IQR)	273

Descriptive statistics

Standard deviation	18755.375
Coefficient of variation (CV)	12.175134
Kurtosis	1630.9226
Mean	1540.4656
Median Absolute Deviation (MAD)	19
Skewness	38.249711
Sum	3450643
Variance	3.5176411 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	654	27.3%
1	76	3.2%
2	51	2.1%
4	38	1.6%
3	37	1.5%
7	33	1.4%
6	33	1.4%
5	31	1.3%
8	27	1.1%
16	21	0.9%
Other values (703)	1239	51.8%
(Missing)	152	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	654	27.3%
1	76	3.2%
2	51	2.1%
3	37	1.5%
4	38	1.6%
5	31	1.3%
6	33	1.4%
7	33	1.4%
8	27	1.1%
9	15	0.6%

Value	Count	Frequency (%)
819834	1	< 0.1%
224612	1	< 0.1%
138977	1	< 0.1%
122313	1	< 0.1%
62971	1	< 0.1%
61052	1	< 0.1%
52559	1	< 0.1%
48435	1	< 0.1%
38658	1	< 0.1%
38578	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	0.862	0.862	0.862	0.862	0.862	0.862	0.862	0.862	0.862	1.000	0.842	0.842	0.842	0.862	0.803	0.803	0.862
2007	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2008	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2009	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2010	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2011	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2012	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2013	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2014	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2015	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2016	1.000	0.990	0.990	0.990	0.990	0.990	0.990	0.990	0.990	0.990	1.000	0.982	0.982	0.982	0.990	0.982	0.982	0.990
2017	0.842	0.998	0.998	0.998	0.998	0.998	0.998	0.998	0.998	0.998	0.982	1.000	1.000	1.000	0.998	0.993	0.993	0.998
2018	0.842	0.998	0.998	0.998	0.998	0.998	0.998	0.998	0.998	0.998	0.982	1.000	1.000	1.000	0.998	0.993	0.993	0.998
2019	0.842	0.998	0.998	0.998	0.998	0.998	0.998	0.998	0.998	0.998	0.982	1.000	1.000	1.000	0.998	0.993	0.993	0.998
2020	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	1.000
2021	0.803	0.982	0.982	0.982	0.982	0.982	0.982	0.982	0.982	0.982	0.982	0.993	0.993	0.993	0.982	1.000	1.000	0.982
2022	0.803	0.982	0.982	0.982	0.982	0.982	0.982	0.982	0.982	0.982	0.982	0.993	0.993	0.993	0.982	1.000	1.000	0.982
2023	0.862	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.990	0.998	0.998	0.998	1.000	0.982	0.982	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	0.958	0.943	0.935	0.926	0.925	0.918	0.918	0.912	0.914	0.911	0.852	0.846	0.851	0.863	0.864	0.875	0.867
2007	0.958	1.000	0.959	0.945	0.941	0.939	0.930	0.928	0.925	0.926	0.915	0.851	0.848	0.848	0.859	0.862	0.868	0.863
2008	0.943	0.959	1.000	0.962	0.951	0.953	0.942	0.935	0.935	0.935	0.926	0.859	0.856	0.861	0.871	0.867	0.876	0.872
2009	0.935	0.945	0.962	1.000	0.968	0.964	0.953	0.941	0.938	0.939	0.928	0.862	0.857	0.861	0.870	0.868	0.875	0.872
2010	0.926	0.941	0.951	0.968	1.000	0.971	0.963	0.947	0.941	0.940	0.925	0.856	0.851	0.855	0.862	0.861	0.871	0.867
2011	0.925	0.939	0.953	0.964	0.971	1.000	0.969	0.953	0.942	0.944	0.930	0.858	0.854	0.857	0.866	0.867	0.877	0.876
2012	0.918	0.930	0.942	0.953	0.963	0.969	1.000	0.966	0.950	0.948	0.935	0.864	0.859	0.860	0.867	0.866	0.880	0.876
2013	0.918	0.928	0.935	0.941	0.947	0.953	0.966	1.000	0.957	0.951	0.938	0.876	0.872	0.870	0.878	0.872	0.887	0.881
2014	0.912	0.925	0.935	0.938	0.941	0.942	0.950	0.957	1.000	0.968	0.949	0.884	0.879	0.881	0.890	0.885	0.892	0.887
2015	0.914	0.926	0.935	0.939	0.940	0.944	0.948	0.951	0.968	1.000	0.958	0.890	0.885	0.887	0.895	0.892	0.897	0.894
2016	0.911	0.915	0.926	0.928	0.925	0.930	0.935	0.938	0.949	0.958	1.000	0.921	0.908	0.912	0.920	0.910	0.914	0.908
2017	0.852	0.851	0.859	0.862	0.856	0.858	0.864	0.876	0.884	0.890	0.921	1.000	0.958	0.940	0.938	0.925	0.918	0.914
2018	0.846	0.848	0.856	0.857	0.851	0.854	0.859	0.872	0.879	0.885	0.908	0.958	1.000	0.953	0.947	0.929	0.923	0.918
2019	0.851	0.848	0.861	0.861	0.855	0.857	0.860	0.870	0.881	0.887	0.912	0.940	0.953	1.000	0.957	0.938	0.934	0.926
2020	0.863	0.859	0.871	0.870	0.862	0.866	0.867	0.878	0.890	0.895	0.920	0.938	0.947	0.957	1.000	0.959	0.945	0.938
2021	0.864	0.862	0.867	0.868	0.861	0.867	0.866	0.872	0.885	0.892	0.910	0.925	0.929	0.938	0.959	1.000	0.950	0.944
2022	0.875	0.868	0.876	0.875	0.871	0.877	0.880	0.887	0.892	0.897	0.914	0.918	0.923	0.934	0.945	0.950	1.000	0.960
2023	0.867	0.863	0.872	0.872	0.867	0.876	0.876	0.881	0.887	0.894	0.908	0.914	0.918	0.926	0.938	0.944	0.960	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_용도지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_도시지역_주거지역	1359107	1042359	1064334	1026790	952414	1123796	905601	1077959	1325416	1580045	1500562	1535646	1482525	1353797	1758594	1420843	822098	819834
1	전국_도시지역_상업지역	135255	144448	132118	124751	117826	140858	130233	135635	174514	215618	210750	299714	289599	264802	318316	306784	195189	138977
2	전국_도시지역_공업지역	50571	40373	40890	34927	32436	35610	30275	33977	39971	48414	43245	48806	50407	38344	50020	53774	37626	30747
3	전국_도시지역_녹지지역	29983	27235	23846	28164	25239	30403	27372	32857	31367	35640	36297	45465	39963	31974	44008	52754	35282	27103
4	전국_도시지역_개발제한구역	2935	1772	1398	1533	1302	1638	1593	1714	1809	2048	2350	6665	8266	12720	1712	1692	1273	754
5	전국_도시지역_용도미지정	16300	19239	26977	19105	15528	14065	17655	24716	24612	30486	45842	172432	193604	155852	155590	150127	93532	62971
6	전국_농림지역	4611	4326	3847	4507	3569	3696	3460	3593	3959	4421	4386	4685	4658	4967	6307	7259	6190	4540
7	전국_자연환경보전지역	1873	1598	1865	2101	1777	1679	1435	1339	1331	1399	2350	925	1127	932	979	1052	953	740
8	서울_도시지역_주거지역	316822	199077	189995	173675	119861	146285	118700	155318	209103	289992	304668	297510	267886	215282	274799	209529	111073	122313
9	서울_도시지역_상업지역	37865	48177	34545	27413	23865	25518	21309	23376	26304	32174	29350	48109	42903	43953	49193	47594	31584	21060

	지역_용도지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
2382	제주 제주시_농림지역	2	2	2	2	3	2	0	0	0	0	0	0	0	1	0	0	0	0
2383	제주 제주시_자연환경보전지역	2	0	0	1	0	0	0	0	0	0	0	0	0	0	0	4	2	7
2384	제주 서귀포시_도시지역_주거지역	538	1199	1549	1198	1256	1745	1723	2387	2883	4862	5007	3932	3062	3138	2701	3265	2194	1628
2385	제주 서귀포시_도시지역_상업지역	76	188	169	196	232	364	376	800	585	1501	2281	2400	2618	1265	1094	804	773	785
2386	제주 서귀포시_도시지역_공업지역	1	3	4	9	6	3	2	7	9	13	9	13	2	3	2	7	5	4
2387	제주 서귀포시_도시지역_녹지지역	184	497	311	404	458	506	474	472	1223	1712	1430	1334	1330	817	922	1210	1127	683
2388	제주 서귀포시_도시지역_개발제한구역	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
2389	제주 서귀포시_도시지역_용도미지정	0	0	0	0	0	0	0	0	1	2	2	72	55	45	13	132	0	6
2390	제주 서귀포시_농림지역	2	12	9	12	7	6	0	0	0	0	0	0	0	1	1	0	0	0
2391	제주 서귀포시_자연환경보전지역	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Connector Punctuation

Space Separator

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