gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	976
Missing cells	5932
Missing cells (%)	32.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	162.2 KiB
Average record size in memory	170.1 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 순수토지 거래현황의 연도별 토지거래허가처리별(필지수) 데이터입니다.- (단위 : 필지수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068380/fileData.do

Alerts

`2006` is highly overall correlated with `2007` and 10 other fields	High correlation
`2007` is highly overall correlated with `2006` and 10 other fields	High correlation
`2008` is highly overall correlated with `2006` and 11 other fields	High correlation
`2009` is highly overall correlated with `2006` and 10 other fields	High correlation
`2010` is highly overall correlated with `2006` and 9 other fields	High correlation
`2011` is highly overall correlated with `2006` and 10 other fields	High correlation
`2012` is highly overall correlated with `2006` and 8 other fields	High correlation
`2013` is highly overall correlated with `2009` and 5 other fields	High correlation
`2014` is highly overall correlated with `2006` and 13 other fields	High correlation
`2015` is highly overall correlated with `2006` and 10 other fields	High correlation
`2016` is highly overall correlated with `2014` and 5 other fields	High correlation
`2017` is highly overall correlated with `2014` and 5 other fields	High correlation
`2018` is highly overall correlated with `2014` and 8 other fields	High correlation
`2019` is highly overall correlated with `2006` and 12 other fields	High correlation
`2020` is highly overall correlated with `2007` and 9 other fields	High correlation
`2021` is highly overall correlated with `2006` and 11 other fields	High correlation
`2022` is highly overall correlated with `2006` and 10 other fields	High correlation
`2023` is highly overall correlated with `2018` and 4 other fields	High correlation
`2006` has 264 (27.0%) missing values	Missing
`2007` has 216 (22.1%) missing values	Missing
`2008` has 152 (15.6%) missing values	Missing
`2009` has 132 (13.5%) missing values	Missing
`2010` has 104 (10.7%) missing values	Missing
`2011` has 108 (11.1%) missing values	Missing
`2012` has 104 (10.7%) missing values	Missing
`2013` has 108 (11.1%) missing values	Missing
`2014` has 628 (64.3%) missing values	Missing
`2015` has 608 (62.3%) missing values	Missing
`2016` has 592 (60.7%) missing values	Missing
`2017` has 572 (58.6%) missing values	Missing
`2018` has 540 (55.3%) missing values	Missing
`2019` has 476 (48.8%) missing values	Missing
`2020` has 404 (41.4%) missing values	Missing
`2021` has 336 (34.4%) missing values	Missing
`2022` has 300 (30.7%) missing values	Missing
`2023` has 288 (29.5%) missing values	Missing
`2007` is highly skewed (γ1 = 20.02374099)	Skewed
`2008` is highly skewed (γ1 = 21.18340704)	Skewed
`2012` is highly skewed (γ1 = 21.25128654)	Skewed
`2013` is highly skewed (γ1 = 22.00741665)	Skewed
`지역_토지거래허가처리` has unique values	Unique
`2006` has 136 (13.9%) zeros	Zeros
`2007` has 163 (16.7%) zeros	Zeros
`2008` has 242 (24.8%) zeros	Zeros
`2009` has 328 (33.6%) zeros	Zeros
`2010` has 440 (45.1%) zeros	Zeros
`2011` has 499 (51.1%) zeros	Zeros
`2012` has 593 (60.8%) zeros	Zeros
`2013` has 629 (64.4%) zeros	Zeros
`2014` has 177 (18.1%) zeros	Zeros
`2015` has 248 (25.4%) zeros	Zeros
`2016` has 243 (24.9%) zeros	Zeros
`2017` has 276 (28.3%) zeros	Zeros
`2018` has 334 (34.2%) zeros	Zeros
`2019` has 339 (34.7%) zeros	Zeros
`2020` has 370 (37.9%) zeros	Zeros
`2021` has 367 (37.6%) zeros	Zeros
`2022` has 464 (47.5%) zeros	Zeros
`2023` has 481 (49.3%) zeros	Zeros

Reproduction

Analysis started	2024-03-23 06:04:24.023869
Analysis finished	2024-03-23 06:06:14.447133
Duration	1 minute and 50.42 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역_토지거래허가처리
Text

UNIQUE

Distinct	976
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	7.8 KiB

Length

Max length	28
Median length	24
Mean length	12.840164
Min length	5

Characters and Unicode

Total characters	12532
Distinct characters	139
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	976 ?
Unique (%)	100.0%

Sample

1st row	전국_허가
2nd row	전국_불허가
3rd row	전국_불허(이용목적부적합)
4th row	전국_불허(기타)
5th row	서울_허가

Value	Count	Frequency (%)
경기	180	9.0%
서울	100	5.0%
경남	84	4.2%
전남	76	3.8%
충남	72	3.6%
경북	68	3.4%
충북	56	2.8%
전북	44	2.2%
부산	40	2.0%
인천	40	2.0%
Other values (917)	1248	62.2%

Most occurring characters

Value	Count	Frequency (%)
	1032	8.2%
_	976	7.8%
허	976	7.8%
불	732	5.8%
)	532	4.2%
(	532	4.2%
가	488	3.9%
적	488	3.9%
구	472	3.8%
기	440	3.5%
Other values (129)	5864	46.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	9460	75.5%
Space Separator	1032	8.2%
Connector Punctuation	976	7.8%
Close Punctuation	532	4.2%
Open Punctuation	532	4.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
허	976	10.3%
불	732	7.7%
가	488	5.2%
적	488	5.2%
구	472	5.0%
기	440	4.7%
시	428	4.5%
경	352	3.7%
부	316	3.3%
남	304	3.2%
Other values (125)	4464	47.2%

Space Separator

Value	Count	Frequency (%)
	1032	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	976	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	532	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	532	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	9460	75.5%
Common	3072	24.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
허	976	10.3%
불	732	7.7%
가	488	5.2%
적	488	5.2%
구	472	5.0%
기	440	4.7%
시	428	4.5%
경	352	3.7%
부	316	3.3%
남	304	3.2%
Other values (125)	4464	47.2%

Common

Value	Count	Frequency (%)
	1032	33.6%
_	976	31.8%
)	532	17.3%
(	532	17.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	9460	75.5%
ASCII	3072	24.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1032	33.6%
_	976	31.8%
)	532	17.3%
(	532	17.3%

Hangul

Value	Count	Frequency (%)
허	976	10.3%
불	732	7.7%
가	488	5.2%
적	488	5.2%
구	472	5.0%
기	440	4.7%
시	428	4.5%
경	352	3.7%
부	316	3.3%
남	304	3.2%
Other values (125)	4464	47.2%

2006
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	282
Distinct (%)	39.6%
Missing	264
Missing (%)	27.0%
Infinite	0
Infinite (%)	0.0%
Mean	670.07584

Minimum	0
Maximum	129634
Zeros	136
Zeros (%)	13.9%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	17.5
Q3	178.25
95-th percentile	2194.35
Maximum	129634
Range	129634
Interquartile range (IQR)	177.25

Descriptive statistics

Standard deviation	5515.5072
Coefficient of variation (CV)	8.2311685
Kurtosis	437.50626
Mean	670.07584
Median Absolute Deviation (MAD)	17.5
Skewness	19.779293
Sum	477094
Variance	30420819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	136	13.9%
1	46	4.7%
2	30	3.1%
3	25	2.6%
7	21	2.2%
4	13	1.3%
6	11	1.1%
16	9	0.9%
13	9	0.9%
5	9	0.9%
Other values (272)	403	41.3%
(Missing)	264	27.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	136	13.9%
1	46	4.7%
2	30	3.1%
3	25	2.6%
4	13	1.3%
5	9	0.9%
6	11	1.1%
7	21	2.2%
8	7	0.7%
9	8	0.8%

Value	Count	Frequency (%)
129634	1	0.1%
56999	1	0.1%
29411	1	0.1%
12590	1	0.1%
11422	1	0.1%
10704	1	0.1%
7257	1	0.1%
6806	1	0.1%
6305	1	0.1%
6270	1	0.1%

2007
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	284
Distinct (%)	37.4%
Missing	216
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	627.80921

Minimum	0
Maximum	126683
Zeros	163
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	14.5
Q3	156.75
95-th percentile	1836.1
Maximum	126683
Range	126683
Interquartile range (IQR)	155.75

Descriptive statistics

Standard deviation	5300.3509
Coefficient of variation (CV)	8.4426141
Kurtosis	446.58977
Mean	627.80921
Median Absolute Deviation (MAD)	14.5
Skewness	20.023741
Sum	477135
Variance	28093720
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	163	16.7%
1	53	5.4%
3	29	3.0%
5	18	1.8%
6	18	1.8%
4	18	1.8%
2	17	1.7%
10	15	1.5%
11	10	1.0%
13	9	0.9%
Other values (274)	410	42.0%
(Missing)	216	22.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	163	16.7%
1	53	5.4%
2	17	1.7%
3	29	3.0%
4	18	1.8%
5	18	1.8%
6	18	1.8%
7	9	0.9%
8	5	0.5%
9	6	0.6%

Value	Count	Frequency (%)
126683	1	0.1%
62084	1	0.1%
25697	1	0.1%
13626	1	0.1%
11949	1	0.1%
9577	1	0.1%
7903	1	0.1%
7148	1	0.1%
7133	1	0.1%
6247	1	0.1%

2008
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	265
Distinct (%)	32.2%
Missing	152
Missing (%)	15.6%
Infinite	0
Infinite (%)	0.0%
Mean	474.15898

Minimum	0
Maximum	107977
Zeros	242
Zeros (%)	24.8%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	9
Q3	104
95-th percentile	1446
Maximum	107977
Range	107977
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	4295.9791
Coefficient of variation (CV)	9.0602082
Kurtosis	499.53051
Mean	474.15898
Median Absolute Deviation (MAD)	9
Skewness	21.183407
Sum	390707
Variance	18455436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	242	24.8%
1	31	3.2%
2	30	3.1%
3	25	2.6%
6	20	2.0%
4	20	2.0%
5	18	1.8%
7	15	1.5%
9	15	1.5%
11	12	1.2%
Other values (255)	396	40.6%
(Missing)	152	15.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	242	24.8%
1	31	3.2%
2	30	3.1%
3	25	2.6%
4	20	2.0%
5	18	1.8%
6	20	2.0%
7	15	1.5%
8	9	0.9%
9	15	1.5%

Value	Count	Frequency (%)
107977	1	0.1%
49854	1	0.1%
24343	1	0.1%
9320	1	0.1%
8435	1	0.1%
6268	1	0.1%
6179	1	0.1%
5289	1	0.1%
4927	1	0.1%
4886	1	0.1%

2009
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	192
Distinct (%)	22.7%
Missing	132
Missing (%)	13.5%
Infinite	0
Infinite (%)	0.0%
Mean	221.30332

Minimum	0
Maximum	50377
Zeros	328
Zeros (%)	33.6%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	39
95-th percentile	438.7
Maximum	50377
Range	50377
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	2177.276
Coefficient of variation (CV)	9.8384244
Kurtosis	413.93431
Mean	221.30332
Median Absolute Deviation (MAD)	3
Skewness	19.61413
Sum	186780
Variance	4740530.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	328	33.6%
1	56	5.7%
2	27	2.8%
3	22	2.3%
4	19	1.9%
10	16	1.6%
5	16	1.6%
13	16	1.6%
11	13	1.3%
6	11	1.1%
Other values (182)	320	32.8%
(Missing)	132	13.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	328	33.6%
1	56	5.7%
2	27	2.8%
3	22	2.3%
4	19	1.9%
5	16	1.6%
6	11	1.1%
7	7	0.7%
8	9	0.9%
9	8	0.8%

Value	Count	Frequency (%)
50377	1	0.1%
35269	1	0.1%
7570	1	0.1%
5575	1	0.1%
5083	1	0.1%
4848	1	0.1%
4694	1	0.1%
3845	1	0.1%
3765	1	0.1%
3575	1	0.1%

2010
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	172
Distinct (%)	19.7%
Missing	104
Missing (%)	10.7%
Infinite	0
Infinite (%)	0.0%
Mean	181.56881

Minimum	0
Maximum	42969
Zeros	440
Zeros (%)	45.1%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	19
95-th percentile	397.25
Maximum	42969
Range	42969
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	1871.536
Coefficient of variation (CV)	10.307585
Kurtosis	410.26299
Mean	181.56881
Median Absolute Deviation (MAD)	0
Skewness	19.571073
Sum	158328
Variance	3502646.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	440	45.1%
1	34	3.5%
4	23	2.4%
3	23	2.4%
2	22	2.3%
6	21	2.2%
7	19	1.9%
10	11	1.1%
5	10	1.0%
11	9	0.9%
Other values (162)	260	26.6%
(Missing)	104	10.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	440	45.1%
1	34	3.5%
2	22	2.3%
3	23	2.4%
4	23	2.4%
5	10	1.0%
6	21	2.2%
7	19	1.9%
8	5	0.5%
9	4	0.4%

Value	Count	Frequency (%)
42969	1	0.1%
32035	1	0.1%
7633	1	0.1%
5052	1	0.1%
4134	1	0.1%
3815	1	0.1%
3807	1	0.1%
3743	1	0.1%
3458	1	0.1%
3245	1	0.1%

2011
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	150
Distinct (%)	17.3%
Missing	108
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	114.03802

Minimum	0
Maximum	27384
Zeros	499
Zeros (%)	51.1%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9
95-th percentile	246.7
Maximum	27384
Range	27384
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1172.2122
Coefficient of variation (CV)	10.279135
Kurtosis	413.18259
Mean	114.03802
Median Absolute Deviation (MAD)	0
Skewness	19.499936
Sum	98985
Variance	1374081.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	499	51.1%
1	37	3.8%
2	25	2.6%
3	19	1.9%
6	19	1.9%
4	14	1.4%
5	14	1.4%
9	12	1.2%
8	8	0.8%
13	6	0.6%
Other values (140)	215	22.0%
(Missing)	108	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	499	51.1%
1	37	3.8%
2	25	2.6%
3	19	1.9%
4	14	1.4%
5	14	1.4%
6	19	1.9%
7	5	0.5%
8	8	0.8%
9	12	1.2%

Value	Count	Frequency (%)
27384	1	0.1%
18791	1	0.1%
5972	1	0.1%
5153	1	0.1%
2332	1	0.1%
2193	1	0.1%
1818	1	0.1%
1807	1	0.1%
1753	1	0.1%
1737	1	0.1%

2012
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	98
Distinct (%)	11.2%
Missing	104
Missing (%)	10.7%
Infinite	0
Infinite (%)	0.0%
Mean	36.231651

Minimum	0
Maximum	8676
Zeros	593
Zeros (%)	60.8%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	90
Maximum	8676
Range	8676
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	337.97776
Coefficient of variation (CV)	9.328246
Kurtosis	512.58157
Mean	36.231651
Median Absolute Deviation (MAD)	0
Skewness	21.251287
Sum	31594
Variance	114228.96
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	593	60.8%
1	37	3.8%
4	25	2.6%
3	23	2.4%
2	18	1.8%
7	11	1.1%
5	9	0.9%
6	8	0.8%
26	6	0.6%
12	6	0.6%
Other values (88)	136	13.9%
(Missing)	104	10.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	593	60.8%
1	37	3.8%
2	18	1.8%
3	23	2.4%
4	25	2.6%
5	9	0.9%
6	8	0.8%
7	11	1.1%
8	4	0.4%
9	4	0.4%

Value	Count	Frequency (%)
8676	1	0.1%
3977	1	0.1%
1148	1	0.1%
1116	1	0.1%
1091	1	0.1%
990	1	0.1%
816	1	0.1%
778	1	0.1%
739	1	0.1%
692	1	0.1%

2013
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	84
Distinct (%)	9.7%
Missing	108
Missing (%)	11.1%
Infinite	0
Infinite (%)	0.0%
Mean	22.535714

Minimum	0
Maximum	5605
Zeros	629
Zeros (%)	64.4%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	59.65
Maximum	5605
Range	5605
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	212.57194
Coefficient of variation (CV)	9.4326691
Kurtosis	556.22298
Mean	22.535714
Median Absolute Deviation (MAD)	0
Skewness	22.007417
Sum	19561
Variance	45186.828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	629	64.4%
1	30	3.1%
2	27	2.8%
5	18	1.8%
6	12	1.2%
3	11	1.1%
13	8	0.8%
11	7	0.7%
4	7	0.7%
7	7	0.7%
Other values (74)	112	11.5%
(Missing)	108	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	629	64.4%
1	30	3.1%
2	27	2.8%
3	11	1.1%
4	7	0.7%
5	18	1.8%
6	12	1.2%
7	7	0.7%
8	3	0.3%
9	3	0.3%

Value	Count	Frequency (%)
5605	1	0.1%
1600	1	0.1%
1320	1	0.1%
1298	1	0.1%
568	1	0.1%
558	1	0.1%
523	1	0.1%
409	1	0.1%
361	1	0.1%
347	1	0.1%

2014
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	54
Distinct (%)	15.5%
Missing	628
Missing (%)	64.3%
Infinite	0
Infinite (%)	0.0%
Mean	28.913793

Minimum	0
Maximum	3036
Zeros	177
Zeros (%)	18.1%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	84.65
Maximum	3036
Range	3036
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	182.88157
Coefficient of variation (CV)	6.3250634
Kurtosis	214.288
Mean	28.913793
Median Absolute Deviation (MAD)	0
Skewness	13.622332
Sum	10062
Variance	33445.67
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	177	18.1%
1	30	3.1%
2	16	1.6%
5	11	1.1%
6	10	1.0%
4	9	0.9%
14	6	0.6%
3	6	0.6%
7	6	0.6%
13	5	0.5%
Other values (44)	72	7.4%
(Missing)	628	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	177	18.1%
1	30	3.1%
2	16	1.6%
3	6	0.6%
4	9	0.9%
5	11	1.1%
6	10	1.0%
7	6	0.6%
8	5	0.5%
9	4	0.4%

Value	Count	Frequency (%)
3036	1	0.1%
815	1	0.1%
811	1	0.1%
781	1	0.1%
473	1	0.1%
371	1	0.1%
306	1	0.1%
239	1	0.1%
212	1	0.1%
162	1	0.1%

2015
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	57
Distinct (%)	15.5%
Missing	608
Missing (%)	62.3%
Infinite	0
Infinite (%)	0.0%
Mean	23.130435

Minimum	0
Maximum	2645
Zeros	248
Zeros (%)	25.4%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	72.1
Maximum	2645
Range	2645
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	151.61035
Coefficient of variation (CV)	6.554583
Kurtosis	246.76077
Mean	23.130435
Median Absolute Deviation (MAD)	0
Skewness	14.715374
Sum	8512
Variance	22985.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	248	25.4%
3	15	1.5%
1	13	1.3%
4	8	0.8%
7	6	0.6%
2	5	0.5%
11	3	0.3%
9	3	0.3%
8	3	0.3%
34	3	0.3%
Other values (47)	61	6.2%
(Missing)	608	62.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	248	25.4%
1	13	1.3%
2	5	0.5%
3	15	1.5%
4	8	0.8%
5	2	0.2%
6	2	0.2%
7	6	0.6%
8	3	0.3%
9	3	0.3%

Value	Count	Frequency (%)
2645	1	0.1%
637	1	0.1%
632	1	0.1%
588	1	0.1%
300	1	0.1%
227	1	0.1%
209	1	0.1%
197	1	0.1%
192	1	0.1%
191	1	0.1%

2016
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	55
Distinct (%)	14.3%
Missing	592
Missing (%)	60.7%
Infinite	0
Infinite (%)	0.0%
Mean	19.140625

Minimum	0
Maximum	2240
Zeros	243
Zeros (%)	24.9%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	62.95
Maximum	2240
Range	2240
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	128.55217
Coefficient of variation (CV)	6.7161953
Kurtosis	237.01442
Mean	19.140625
Median Absolute Deviation (MAD)	0
Skewness	14.357214
Sum	7350
Variance	16525.662
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	243	24.9%
1	34	3.5%
3	16	1.6%
2	14	1.4%
4	8	0.8%
9	4	0.4%
38	3	0.3%
5	2	0.2%
14	2	0.2%
20	2	0.2%
Other values (45)	56	5.7%
(Missing)	592	60.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	243	24.9%
1	34	3.5%
2	14	1.4%
3	16	1.6%
4	8	0.8%
5	2	0.2%
6	2	0.2%
7	1	0.1%
9	4	0.4%
10	2	0.2%

Value	Count	Frequency (%)
2240	1	0.1%
661	1	0.1%
660	1	0.1%
438	1	0.1%
386	1	0.1%
215	1	0.1%
152	2	0.2%
150	1	0.1%
137	1	0.1%
104	1	0.1%

2017
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	47
Distinct (%)	11.6%
Missing	572
Missing (%)	58.6%
Infinite	0
Infinite (%)	0.0%
Mean	17.769802

Minimum	0
Maximum	2199
Zeros	276
Zeros (%)	28.3%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	72.05
Maximum	2199
Range	2199
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	120.69784
Coefficient of variation (CV)	6.7923009
Kurtosis	268.48802
Mean	17.769802
Median Absolute Deviation (MAD)	0
Skewness	15.352585
Sum	7179
Variance	14567.969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	276	28.3%
1	26	2.7%
3	17	1.7%
2	15	1.5%
7	7	0.7%
6	5	0.5%
12	4	0.4%
14	3	0.3%
4	3	0.3%
8	2	0.2%
Other values (37)	46	4.7%
(Missing)	572	58.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	276	28.3%
1	26	2.7%
2	15	1.5%
3	17	1.7%
4	3	0.3%
6	5	0.5%
7	7	0.7%
8	2	0.2%
9	2	0.2%
11	1	0.1%

Value	Count	Frequency (%)
2199	1	0.1%
602	2	0.2%
245	2	0.2%
185	1	0.1%
184	1	0.1%
168	1	0.1%
156	1	0.1%
154	1	0.1%
144	1	0.1%
115	1	0.1%

2018
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	46
Distinct (%)	10.6%
Missing	540
Missing (%)	55.3%
Infinite	0
Infinite (%)	0.0%
Mean	13.988532

Minimum	0
Maximum	1805
Zeros	334
Zeros (%)	34.2%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	47.5
Maximum	1805
Range	1805
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	97.563453
Coefficient of variation (CV)	6.9745312
Kurtosis	266.10667
Mean	13.988532
Median Absolute Deviation (MAD)	0
Skewness	15.158604
Sum	6099
Variance	9518.6275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	334	34.2%
1	18	1.8%
6	7	0.7%
2	6	0.6%
5	6	0.6%
11	5	0.5%
10	4	0.4%
3	4	0.4%
21	4	0.4%
23	4	0.4%
Other values (36)	44	4.5%
(Missing)	540	55.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	334	34.2%
1	18	1.8%
2	6	0.6%
3	4	0.4%
5	6	0.6%
6	7	0.7%
7	3	0.3%
8	2	0.2%
9	1	0.1%
10	4	0.4%

Value	Count	Frequency (%)
1805	1	0.1%
550	2	0.2%
207	2	0.2%
205	1	0.1%
187	1	0.1%
185	1	0.1%
159	1	0.1%
141	1	0.1%
124	1	0.1%
122	1	0.1%

2019
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	56
Distinct (%)	11.2%
Missing	476
Missing (%)	48.8%
Infinite	0
Infinite (%)	0.0%
Mean	16.896

Minimum	0
Maximum	2408
Zeros	339
Zeros (%)	34.7%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	59.05
Maximum	2408
Range	2408
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	121.81453
Coefficient of variation (CV)	7.2096665
Kurtosis	303.56617
Mean	16.896
Median Absolute Deviation (MAD)	0
Skewness	16.198695
Sum	8448
Variance	14838.779
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	339	34.7%
1	22	2.3%
3	21	2.2%
2	15	1.5%
4	9	0.9%
8	7	0.7%
12	7	0.7%
5	6	0.6%
6	4	0.4%
9	4	0.4%
Other values (46)	66	6.8%
(Missing)	476	48.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	339	34.7%
1	22	2.3%
2	15	1.5%
3	21	2.2%
4	9	0.9%
5	6	0.6%
6	4	0.4%
7	3	0.3%
8	7	0.7%
9	4	0.4%

Value	Count	Frequency (%)
2408	1	0.1%
836	1	0.1%
512	2	0.2%
335	2	0.2%
204	1	0.1%
190	1	0.1%
171	1	0.1%
150	1	0.1%
144	2	0.2%
131	1	0.1%

2020
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	69
Distinct (%)	12.1%
Missing	404
Missing (%)	41.4%
Infinite	0
Infinite (%)	0.0%
Mean	29.444056

Minimum	0
Maximum	4695
Zeros	370
Zeros (%)	37.9%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	77
Maximum	4695
Range	4695
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	239.20113
Coefficient of variation (CV)	8.123919
Kurtosis	279.86566
Mean	29.444056
Median Absolute Deviation (MAD)	0
Skewness	15.71577
Sum	16842
Variance	57217.179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	370	37.9%
1	40	4.1%
2	22	2.3%
3	17	1.7%
4	12	1.2%
7	8	0.8%
9	7	0.7%
8	4	0.4%
18	4	0.4%
15	4	0.4%
Other values (59)	84	8.6%
(Missing)	404	41.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	370	37.9%
1	40	4.1%
2	22	2.3%
3	17	1.7%
4	12	1.2%
5	4	0.4%
6	3	0.3%
7	8	0.8%
8	4	0.4%
9	7	0.7%

Value	Count	Frequency (%)
4695	1	0.1%
2642	1	0.1%
1101	1	0.1%
1087	1	0.1%
678	1	0.1%
449	2	0.2%
421	1	0.1%
405	1	0.1%
363	1	0.1%
202	1	0.1%

2021
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	95
Distinct (%)	14.8%
Missing	336
Missing (%)	34.4%
Infinite	0
Infinite (%)	0.0%
Mean	63.03125

Minimum	0
Maximum	11604
Zeros	367
Zeros (%)	37.6%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	166.4
Maximum	11604
Range	11604
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	569.93608
Coefficient of variation (CV)	9.0421193
Kurtosis	320.96818
Mean	63.03125
Median Absolute Deviation (MAD)	0
Skewness	17.286859
Sum	40340
Variance	324827.14
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	367	37.6%
1	52	5.3%
2	42	4.3%
4	14	1.4%
7	10	1.0%
5	10	1.0%
3	9	0.9%
10	6	0.6%
9	6	0.6%
6	5	0.5%
Other values (85)	119	12.2%
(Missing)	336	34.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	367	37.6%
1	52	5.3%
2	42	4.3%
3	9	0.9%
4	14	1.4%
5	10	1.0%
6	5	0.5%
7	10	1.0%
8	2	0.2%
9	6	0.6%

Value	Count	Frequency (%)
11604	1	0.1%
7960	1	0.1%
1421	1	0.1%
1397	1	0.1%
1213	1	0.1%
802	1	0.1%
775	1	0.1%
717	1	0.1%
688	1	0.1%
686	1	0.1%

2022
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	76
Distinct (%)	11.2%
Missing	300
Missing (%)	30.7%
Infinite	0
Infinite (%)	0.0%
Mean	29.616864

Minimum	0
Maximum	5807
Zeros	464
Zeros (%)	47.5%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	69
Maximum	5807
Range	5807
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	259.78818
Coefficient of variation (CV)	8.7716303
Kurtosis	387.24195
Mean	29.616864
Median Absolute Deviation (MAD)	0
Skewness	18.631912
Sum	20021
Variance	67489.899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	464	47.5%
1	28	2.9%
2	23	2.4%
4	10	1.0%
3	8	0.8%
8	8	0.8%
6	8	0.8%
12	7	0.7%
7	6	0.6%
13	6	0.6%
Other values (66)	108	11.1%
(Missing)	300	30.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	464	47.5%
1	28	2.9%
2	23	2.4%
3	8	0.8%
4	10	1.0%
5	5	0.5%
6	8	0.8%
7	6	0.6%
8	8	0.8%
9	4	0.4%

Value	Count	Frequency (%)
5807	1	0.1%
2958	1	0.1%
1107	1	0.1%
535	1	0.1%
509	1	0.1%
415	1	0.1%
396	1	0.1%
386	2	0.2%
366	2	0.2%
345	1	0.1%

2023
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	71
Distinct (%)	10.3%
Missing	288
Missing (%)	29.5%
Infinite	0
Infinite (%)	0.0%
Mean	27.473837

Minimum	0
Maximum	5650
Zeros	481
Zeros (%)	49.3%
Negative	0
Negative (%)	0.0%
Memory size	8.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	59.65
Maximum	5650
Range	5650
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	257.06705
Coefficient of variation (CV)	9.3567946
Kurtosis	361.25568
Mean	27.473837
Median Absolute Deviation (MAD)	0
Skewness	17.928686
Sum	18902
Variance	66083.469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	481	49.3%
1	37	3.8%
2	34	3.5%
4	11	1.1%
3	9	0.9%
11	6	0.6%
5	5	0.5%
10	4	0.4%
12	4	0.4%
15	3	0.3%
Other values (61)	94	9.6%
(Missing)	288	29.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	481	49.3%
1	37	3.8%
2	34	3.5%
3	9	0.9%
4	11	1.1%
5	5	0.5%
6	3	0.3%
7	3	0.3%
9	3	0.3%
10	4	0.4%

Value	Count	Frequency (%)
5650	1	0.1%
3001	1	0.1%
1519	1	0.1%
868	1	0.1%
700	1	0.1%
505	2	0.2%
376	1	0.1%
369	1	0.1%
354	1	0.1%
293	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	1.000	1.000	0.982	0.982	0.841	0.982	0.936	0.935	0.981	0.892	0.673	0.892	0.840	0.840	0.982	0.982	0.840
2007	1.000	1.000	1.000	0.886	0.841	0.957	0.841	0.724	0.721	0.840	0.640	0.715	0.641	0.956	0.956	0.840	0.840	0.956
2008	1.000	1.000	1.000	0.982	0.982	0.841	0.982	0.937	0.935	0.981	0.892	0.674	0.892	0.840	0.840	0.982	0.982	0.841
2009	0.982	0.886	0.982	1.000	0.988	0.886	0.982	0.937	0.935	0.981	0.892	0.674	0.893	0.840	0.840	0.982	0.982	0.841
2010	0.982	0.841	0.982	0.988	1.000	1.000	0.986	0.937	0.936	0.981	0.892	0.674	0.893	0.840	0.840	0.982	0.982	0.841
2011	0.841	0.957	0.841	0.886	1.000	1.000	0.875	0.724	0.721	0.840	0.641	0.715	0.642	0.956	0.956	0.841	0.841	0.957
2012	0.982	0.841	0.982	0.982	0.986	0.875	1.000	0.964	0.968	0.992	0.951	0.674	0.893	0.840	0.840	0.982	0.982	0.841
2013	0.936	0.724	0.937	0.937	0.937	0.724	0.964	1.000	0.976	0.986	0.964	0.674	0.893	0.723	0.723	0.936	0.936	0.724
2014	0.935	0.721	0.935	0.935	0.936	0.721	0.968	0.976	1.000	0.992	0.963	0.674	0.892	0.936	0.936	0.936	0.936	0.721
2015	0.981	0.840	0.981	0.981	0.981	0.840	0.992	0.986	0.992	1.000	0.964	0.674	0.893	0.981	0.981	0.981	0.981	0.840
2016	0.892	0.640	0.892	0.892	0.892	0.641	0.951	0.964	0.963	0.964	1.000	0.981	0.981	0.981	0.893	0.893	0.893	0.641
2017	0.673	0.715	0.674	0.674	0.674	0.715	0.674	0.674	0.674	0.674	0.981	1.000	0.994	0.982	0.893	0.893	0.893	0.642
2018	0.892	0.641	0.892	0.893	0.893	0.642	0.893	0.893	0.892	0.893	0.981	0.994	1.000	0.982	0.893	0.893	0.893	0.642
2019	0.840	0.956	0.840	0.840	0.840	0.956	0.840	0.723	0.936	0.981	0.981	0.982	0.982	1.000	0.991	0.927	0.840	0.956
2020	0.840	0.956	0.840	0.840	0.840	0.956	0.840	0.723	0.936	0.981	0.893	0.893	0.893	0.991	1.000	1.000	1.000	0.991
2021	0.982	0.840	0.982	0.982	0.982	0.841	0.982	0.936	0.936	0.981	0.893	0.893	0.893	0.927	1.000	1.000	0.992	0.886
2022	0.982	0.840	0.982	0.982	0.982	0.841	0.982	0.936	0.936	0.981	0.893	0.893	0.893	0.840	1.000	0.992	1.000	1.000
2023	0.840	0.956	0.841	0.841	0.841	0.957	0.841	0.724	0.721	0.840	0.641	0.642	0.642	0.956	0.991	0.886	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	0.904	0.861	0.794	0.621	0.595	0.546	0.460	0.626	0.527	0.413	0.330	0.368	0.502	0.486	0.551	0.535	0.408
2007	0.904	1.000	0.874	0.803	0.607	0.577	0.506	0.417	0.578	0.498	0.373	0.300	0.371	0.515	0.501	0.553	0.538	0.434
2008	0.861	0.874	1.000	0.825	0.625	0.599	0.530	0.432	0.593	0.508	0.440	0.373	0.440	0.519	0.502	0.560	0.551	0.440
2009	0.794	0.803	0.825	1.000	0.794	0.732	0.627	0.523	0.585	0.460	0.383	0.316	0.349	0.506	0.488	0.544	0.536	0.423
2010	0.621	0.607	0.625	0.794	1.000	0.862	0.716	0.594	0.627	0.487	0.411	0.339	0.357	0.489	0.482	0.551	0.502	0.389
2011	0.595	0.577	0.599	0.732	0.862	1.000	0.801	0.666	0.642	0.520	0.459	0.365	0.362	0.479	0.431	0.501	0.508	0.425
2012	0.546	0.506	0.530	0.627	0.716	0.801	1.000	0.782	0.700	0.575	0.500	0.394	0.353	0.471	0.427	0.473	0.489	0.382
2013	0.460	0.417	0.432	0.523	0.594	0.666	0.782	1.000	0.754	0.609	0.488	0.440	0.350	0.456	0.381	0.406	0.433	0.321
2014	0.626	0.578	0.593	0.585	0.627	0.642	0.700	0.754	1.000	0.773	0.631	0.578	0.569	0.541	0.505	0.471	0.485	0.433
2015	0.527	0.498	0.508	0.460	0.487	0.520	0.575	0.609	0.773	1.000	0.694	0.662	0.635	0.582	0.500	0.428	0.475	0.413
2016	0.413	0.373	0.440	0.383	0.411	0.459	0.500	0.488	0.631	0.694	1.000	0.733	0.673	0.613	0.498	0.519	0.474	0.464
2017	0.330	0.300	0.373	0.316	0.339	0.365	0.394	0.440	0.578	0.662	0.733	1.000	0.745	0.625	0.512	0.460	0.450	0.470
2018	0.368	0.371	0.440	0.349	0.357	0.362	0.353	0.350	0.569	0.635	0.673	0.745	1.000	0.701	0.598	0.512	0.538	0.507
2019	0.502	0.515	0.519	0.506	0.489	0.479	0.471	0.456	0.541	0.582	0.613	0.625	0.701	1.000	0.720	0.657	0.683	0.640
2020	0.486	0.501	0.502	0.488	0.482	0.431	0.427	0.381	0.505	0.500	0.498	0.512	0.598	0.720	1.000	0.721	0.700	0.647
2021	0.551	0.553	0.560	0.544	0.551	0.501	0.473	0.406	0.471	0.428	0.519	0.460	0.512	0.657	0.721	1.000	0.797	0.627
2022	0.535	0.538	0.551	0.536	0.502	0.508	0.489	0.433	0.485	0.475	0.474	0.450	0.538	0.683	0.700	0.797	1.000	0.715
2023	0.408	0.434	0.440	0.423	0.389	0.425	0.382	0.321	0.433	0.413	0.464	0.470	0.507	0.640	0.647	0.627	0.715	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_토지거래허가처리	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국_허가	129634	126683	107977	50377	42969	27384	8676	5605	3036	2645	2240	2199	1805	2408	4695	11604	5807	5650
1	전국_불허가	12590	13626	9320	5083	4134	2332	739	347	108	63	82	57	52	77	124	339	196	184
2	전국_불허(이용목적부적합)	1886	1677	885	389	319	139	47	40	24	7	16	13	14	11	28	97	36	72
3	전국_불허(기타)	10704	11949	8435	4694	3815	2193	692	307	84	56	66	44	38	66	96	242	160	112
4	서울_허가	2648	4925	4886	868	957	676	261	119	85	108	104	108	122	105	678	1421	1107	3001
5	서울_불허가	222	273	224	98	53	70	31	13	15	15	32	14	17	12	15	47	36	60
6	서울_불허(이용목적부적합)	105	74	56	42	23	11	6	2	2	3	0	2	3	1	5	7	3	6
7	서울_불허(기타)	117	199	168	56	30	59	25	11	13	12	32	12	14	11	10	40	33	54
8	서울 종로구_허가	39	190	113	13	19	2	0	0	5	0	0	0	0	0	0	0	13	48
9	서울 종로구_불허가	6	29	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0

	지역_토지거래허가처리	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
966	제주_불허(이용목적부적합)	0	0	0	0	0	0	0	0	0	0	9	1	0	1	3	4	4	34
967	제주_불허(기타)	0	0	7	0	0	0	0	0	0	0	5	8	6	6	4	9	1	3
968	제주 제주시_허가	<NA>	<NA>	<NA>	10	8	4	0	0	<NA>	<NA>	1	0	0	0	0	0	0	7
969	제주 제주시_불허가	<NA>	<NA>	<NA>	0	0	0	0	0	<NA>	<NA>	0	0	0	0	0	0	0	0
970	제주 제주시_불허(이용목적부적합)	<NA>	<NA>	<NA>	0	0	0	0	0	<NA>	<NA>	0	0	0	0	0	0	0	0
971	제주 제주시_불허(기타)	<NA>	<NA>	<NA>	0	0	0	0	0	<NA>	<NA>	0	0	0	0	0	0	0	0
972	제주 서귀포시_허가	5	27	28	11	9	1	12	2	9	41	660	602	550	512	449	490	366	369
973	제주 서귀포시_불허가	0	0	7	0	0	0	0	0	0	0	14	9	6	7	7	13	5	37
974	제주 서귀포시_불허(이용목적부적합)	0	0	0	0	0	0	0	0	0	0	9	1	0	1	3	4	4	34
975	제주 서귀포시_불허(기타)	0	0	7	0	0	0	0	0	0	0	5	8	6	6	4	9	1	3

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Connector Punctuation

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample