gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	299
Missing cells	365
Missing cells (%)	6.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	49.8 KiB
Average record size in memory	170.4 B

Variable types

Text	1
Numeric	18

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 순수토지 거래현황의 연도별 행정구역별(필지수)데이터입니다.- (단위 : 필지수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15068139/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 22 (7.4%) missing values	Missing
`2007` has 27 (9.0%) missing values	Missing
`2008` has 25 (8.4%) missing values	Missing
`2009` has 25 (8.4%) missing values	Missing
`2010` has 19 (6.4%) missing values	Missing
`2011` has 22 (7.4%) missing values	Missing
`2012` has 20 (6.7%) missing values	Missing
`2013` has 20 (6.7%) missing values	Missing
`2014` has 13 (4.3%) missing values	Missing
`2015` has 17 (5.7%) missing values	Missing
`2016` has 17 (5.7%) missing values	Missing
`2017` has 20 (6.7%) missing values	Missing
`2018` has 19 (6.4%) missing values	Missing
`2019` has 20 (6.7%) missing values	Missing
`2020` has 20 (6.7%) missing values	Missing
`2021` has 20 (6.7%) missing values	Missing
`2022` has 20 (6.7%) missing values	Missing
`2023` has 19 (6.4%) missing values	Missing
`지역` has unique values	Unique

Reproduction

Analysis started	2024-03-23 05:34:23.287382
Analysis finished	2024-03-23 05:35:21.259653
Duration	57.97 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역
Text

UNIQUE

Distinct	299
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

Length

Max length	16
Median length	6
Mean length	6.4013378
Min length	2

Characters and Unicode

Total characters	1914
Distinct characters	147
Distinct categories	4 ?
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	299 ?
Unique (%)	100.0%

Sample

1st row	전국
2nd row	서울
3rd row	서울 종로구
4th row	서울 중구
5th row	서울 용산구

Value	Count	Frequency (%)
경기	53	8.6%
경남	27	4.4%
경북	26	4.2%
서울	26	4.2%
전남	23	3.7%
충남	20	3.2%
충북	20	3.2%
강원	19	3.1%
전북	17	2.8%
부산	17	2.8%
Other values (263)	368	59.7%

Most occurring characters

Value	Count	Frequency (%)
	317	16.6%
구	141	7.4%
시	122	6.4%
경	109	5.7%
군	93	4.9%
남	89	4.6%
북	72	3.8%
기	56	2.9%
전	50	2.6%
산	48	2.5%
Other values (137)	817	42.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1559	81.5%
Space Separator	317	16.6%
Close Punctuation	19	1.0%
Open Punctuation	19	1.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	141	9.0%
시	122	7.8%
경	109	7.0%
군	93	6.0%
남	89	5.7%
북	72	4.6%
기	56	3.6%
전	50	3.2%
산	48	3.1%
주	47	3.0%
Other values (134)	732	47.0%

Space Separator

Value	Count	Frequency (%)
	317	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	19	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	19	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1559	81.5%
Common	355	18.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	141	9.0%
시	122	7.8%
경	109	7.0%
군	93	6.0%
남	89	5.7%
북	72	4.6%
기	56	3.6%
전	50	3.2%
산	48	3.1%
주	47	3.0%
Other values (134)	732	47.0%

Common

Value	Count	Frequency (%)
	317	89.3%
)	19	5.4%
(	19	5.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1559	81.5%
ASCII	355	18.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	317	89.3%
)	19	5.4%
(	19	5.4%

Hangul

Value	Count	Frequency (%)
구	141	9.0%
시	122	7.8%
경	109	7.0%
군	93	6.0%
남	89	5.7%
북	72	4.6%
기	56	3.6%
전	50	3.2%
산	48	3.1%
주	47	3.0%
Other values (134)	732	47.0%

2006
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	273
Distinct (%)	98.6%
Missing	22
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	11190.917

Minimum	121
Maximum	1015021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	121
5-th percentile	483.2
Q1	1513
median	3481
Q3	6146
95-th percentile	19752.4
Maximum	1015021
Range	1014900
Interquartile range (IQR)	4633

Descriptive statistics

Standard deviation	63436.38
Coefficient of variation (CV)	5.6685596
Kurtosis	229.51637
Mean	11190.917
Median Absolute Deviation (MAD)	2219
Skewness	14.617615
Sum	3099884
Variance	4.0241743 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
914	2	0.7%
4643	2	0.7%
6146	2	0.7%
415	2	0.7%
4332	1	0.3%
3950	1	0.3%
3795	1	0.3%
5742	1	0.3%
1497	1	0.3%
74395	1	0.3%
Other values (263)	263	88.0%
(Missing)	22	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
121	1	0.3%
216	1	0.3%
272	1	0.3%
302	1	0.3%
326	1	0.3%
344	1	0.3%
390	1	0.3%
392	1	0.3%
415	2	0.7%
436	1	0.3%

Value	Count	Frequency (%)
1015021	1	0.3%
196387	1	0.3%
120988	1	0.3%
113720	1	0.3%
108886	1	0.3%
91171	1	0.3%
89958	1	0.3%
74395	1	0.3%
63003	1	0.3%
26218	1	0.3%

2007
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	270
Distinct (%)	99.3%
Missing	27
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	10530.518

Minimum	93
Maximum	937302
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	93
5-th percentile	409.2
Q1	1296.25
median	3243
Q3	6222.25
95-th percentile	17293.15
Maximum	937302
Range	937209
Interquartile range (IQR)	4926

Descriptive statistics

Standard deviation	59182.075
Coefficient of variation (CV)	5.6200534
Kurtosis	224.21311
Mean	10530.518
Median Absolute Deviation (MAD)	2249
Skewness	14.436186
Sum	2864301
Variance	3.5025181 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1298	2	0.7%
2717	2	0.7%
3072	1	0.3%
2601	1	0.3%
2451	1	0.3%
5052	1	0.3%
75708	1	0.3%
8742	1	0.3%
3652	1	0.3%
3746	1	0.3%
Other values (260)	260	87.0%
(Missing)	27	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
93	1	0.3%
205	1	0.3%
213	1	0.3%
229	1	0.3%
238	1	0.3%
263	1	0.3%
266	1	0.3%
280	1	0.3%
340	1	0.3%
343	1	0.3%

Value	Count	Frequency (%)
937302	1	0.3%
179884	1	0.3%
125821	1	0.3%
108795	1	0.3%
98173	1	0.3%
89838	1	0.3%
75708	1	0.3%
67240	1	0.3%
59359	1	0.3%
25395	1	0.3%

2008
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	272
Distinct (%)	99.3%
Missing	25
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	10824.248

Minimum	132
Maximum	970528
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	132
5-th percentile	412.95
Q1	1195
median	3383
Q3	6360.5
95-th percentile	17480.2
Maximum	970528
Range	970396
Interquartile range (IQR)	5165.5

Descriptive statistics

Standard deviation	61031.66
Coefficient of variation (CV)	5.6384203
Kurtosis	226.24362
Mean	10824.248
Median Absolute Deviation (MAD)	2441.5
Skewness	14.500693
Sum	2965844
Variance	3.7248635 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7612	2	0.7%
1959	2	0.7%
6343	1	0.3%
4370	1	0.3%
7847	1	0.3%
87605	1	0.3%
9877	1	0.3%
4373	1	0.3%
7587	1	0.3%
11546	1	0.3%
Other values (262)	262	87.6%
(Missing)	25	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
132	1	0.3%
190	1	0.3%
201	1	0.3%
215	1	0.3%
227	1	0.3%
228	1	0.3%
277	1	0.3%
288	1	0.3%
301	1	0.3%
327	1	0.3%

Value	Count	Frequency (%)
970528	1	0.3%
178702	1	0.3%
127940	1	0.3%
115826	1	0.3%
102125	1	0.3%
87605	1	0.3%
86345	1	0.3%
78650	1	0.3%
62129	1	0.3%
27626	1	0.3%

2009
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	269
Distinct (%)	98.2%
Missing	25
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	10873.456

Minimum	177
Maximum	972315
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	177
5-th percentile	407.7
Q1	1207.75
median	3325.5
Q3	6458.75
95-th percentile	16343.8
Maximum	972315
Range	972138
Interquartile range (IQR)	5251

Descriptive statistics

Standard deviation	61208.39
Coefficient of variation (CV)	5.6291568
Kurtosis	225.29337
Mean	10873.456
Median Absolute Deviation (MAD)	2473
Skewness	14.463972
Sum	2979327
Variance	3.7464669 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
493	2	0.7%
3791	2	0.7%
6580	2	0.7%
1433	2	0.7%
1180	2	0.7%
3120	1	0.3%
6206	1	0.3%
4428	1	0.3%
5772	1	0.3%
7582	1	0.3%
Other values (259)	259	86.6%
(Missing)	25	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
177	1	0.3%
196	1	0.3%
218	1	0.3%
250	1	0.3%
261	1	0.3%
262	1	0.3%
275	1	0.3%
277	1	0.3%
289	1	0.3%
318	1	0.3%

Value	Count	Frequency (%)
972315	1	0.3%
186921	1	0.3%
125922	1	0.3%
109524	1	0.3%
105515	1	0.3%
104057	1	0.3%
76937	1	0.3%
76625	1	0.3%
58600	1	0.3%
26821	1	0.3%

2010
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	275
Distinct (%)	98.2%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	9936.4536

Minimum	148
Maximum	905003
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	148
5-th percentile	334.95
Q1	1007.25
median	3206
Q3	6507.5
95-th percentile	16036.2
Maximum	905003
Range	904855
Interquartile range (IQR)	5500.25

Descriptive statistics

Standard deviation	56325.897
Coefficient of variation (CV)	5.6686117
Kurtosis	230.82536
Mean	9936.4536
Median Absolute Deviation (MAD)	2389.5
Skewness	14.641082
Sum	2782207
Variance	3.1726066 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2874	2	0.7%
1323	2	0.7%
986	2	0.7%
2913	2	0.7%
391	2	0.7%
4873	1	0.3%
6148	1	0.3%
11091	1	0.3%
76035	1	0.3%
5529	1	0.3%
Other values (265)	265	88.6%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
148	1	0.3%
160	1	0.3%
168	1	0.3%
180	1	0.3%
189	1	0.3%
222	1	0.3%
227	1	0.3%
237	1	0.3%
248	1	0.3%
253	1	0.3%

Value	Count	Frequency (%)
905003	1	0.3%
160484	1	0.3%
123968	1	0.3%
105232	1	0.3%
103438	1	0.3%
91780	1	0.3%
76035	1	0.3%
75053	1	0.3%
53646	1	0.3%
22162	1	0.3%

2011
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	275
Distinct (%)	99.3%
Missing	22
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	10537.942

Minimum	183
Maximum	948889
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	183
5-th percentile	373.2
Q1	1113
median	3406
Q3	6581
95-th percentile	16691.4
Maximum	948889
Range	948706
Interquartile range (IQR)	5468

Descriptive statistics

Standard deviation	59359.397
Coefficient of variation (CV)	5.6329211
Kurtosis	228.51322
Mean	10537.942
Median Absolute Deviation (MAD)	2471
Skewness	14.568117
Sum	2919010
Variance	3.523538 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1326	2	0.7%
637	2	0.7%
11540	1	0.3%
9354	1	0.3%
8139	1	0.3%
2970	1	0.3%
3871	1	0.3%
6841	1	0.3%
79720	1	0.3%
5633	1	0.3%
Other values (265)	265	88.6%
(Missing)	22	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
183	1	0.3%
192	1	0.3%
196	1	0.3%
211	1	0.3%
213	1	0.3%
225	1	0.3%
234	1	0.3%
256	1	0.3%
280	1	0.3%
302	1	0.3%

Value	Count	Frequency (%)
948889	1	0.3%
159969	1	0.3%
139854	1	0.3%
111230	1	0.3%
109927	1	0.3%
95206	1	0.3%
79720	1	0.3%
73640	1	0.3%
58092	1	0.3%
21738	1	0.3%

2012
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	274
Distinct (%)	98.2%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	9919.9427

Minimum	109
Maximum	900969
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	109
5-th percentile	331.3
Q1	1003.5
median	3007
Q3	6181
95-th percentile	13810.1
Maximum	900969
Range	900860
Interquartile range (IQR)	5177.5

Descriptive statistics

Standard deviation	56142.171
Coefficient of variation (CV)	5.6595258
Kurtosis	230.50881
Mean	9919.9427
Median Absolute Deviation (MAD)	2257
Skewness	14.634445
Sum	2767664
Variance	3.1519434 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
903	2	0.7%
1999	2	0.7%
1312	2	0.7%
2842	2	0.7%
3745	2	0.7%
4329	1	0.3%
9191	1	0.3%
10174	1	0.3%
4654	1	0.3%
1972	1	0.3%
Other values (264)	264	88.3%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
109	1	0.3%
186	1	0.3%
191	1	0.3%
205	1	0.3%
207	1	0.3%
214	1	0.3%
221	1	0.3%
224	1	0.3%
225	1	0.3%
226	1	0.3%

Value	Count	Frequency (%)
900969	1	0.3%
152066	1	0.3%
128637	1	0.3%
104692	1	0.3%
104290	1	0.3%
91911	1	0.3%
78283	1	0.3%
68238	1	0.3%
55761	1	0.3%
23242	1	0.3%

2013
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	275
Distinct (%)	98.6%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	9934.6846

Minimum	172
Maximum	902221
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	172
5-th percentile	334.4
Q1	949
median	3129
Q3	6163.5
95-th percentile	14252.4
Maximum	902221
Range	902049
Interquartile range (IQR)	5214.5

Descriptive statistics

Standard deviation	56174.958
Coefficient of variation (CV)	5.6544279
Kurtosis	231.24558
Mean	9934.6846
Median Absolute Deviation (MAD)	2397
Skewness	14.664733
Sum	2771777
Variance	3.1556259 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7469	2	0.7%
452	2	0.7%
3703	2	0.7%
487	2	0.7%
4945	1	0.3%
4954	1	0.3%
5373	1	0.3%
79154	1	0.3%
5321	1	0.3%
2268	1	0.3%
Other values (265)	265	88.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
172	1	0.3%
189	1	0.3%
201	1	0.3%
203	1	0.3%
221	1	0.3%
226	1	0.3%
230	1	0.3%
258	1	0.3%
259	1	0.3%
265	1	0.3%

Value	Count	Frequency (%)
902221	1	0.3%
146668	1	0.3%
133144	1	0.3%
106797	1	0.3%
101679	1	0.3%
88289	1	0.3%
79154	1	0.3%
65669	1	0.3%
54602	1	0.3%
27504	1	0.3%

2014
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	280
Distinct (%)	97.9%
Missing	13
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	10786.469

Minimum	199
Maximum	1001071
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	199
5-th percentile	371.5
Q1	1079.5
median	3441
Q3	6642
95-th percentile	17272.75
Maximum	1001071
Range	1000872
Interquartile range (IQR)	5562.5

Descriptive statistics

Standard deviation	61570.606
Coefficient of variation (CV)	5.7081339
Kurtosis	237.09469
Mean	10786.469
Median Absolute Deviation (MAD)	2599
Skewness	14.851702
Sum	3084930
Variance	3.7909396 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5700	2	0.7%
940	2	0.7%
522	2	0.7%
6531	2	0.7%
1507	2	0.7%
1635	2	0.7%
2897	1	0.3%
4596	1	0.3%
4358	1	0.3%
7893	1	0.3%
Other values (270)	270	90.3%
(Missing)	13	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
199	1	0.3%
212	1	0.3%
216	1	0.3%
236	1	0.3%
249	1	0.3%
279	1	0.3%
294	1	0.3%
299	1	0.3%
301	1	0.3%
306	1	0.3%

Value	Count	Frequency (%)
1001071	1	0.3%
172173	1	0.3%
145448	1	0.3%
118524	1	0.3%
107202	1	0.3%
94386	1	0.3%
80133	1	0.3%
69874	1	0.3%
58488	1	0.3%
39817	1	0.3%

2015
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	279
Distinct (%)	98.9%
Missing	17
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	12314.915

Minimum	232
Maximum	1124686
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	232
5-th percentile	482.35
Q1	1242.5
median	4036
Q3	7379
95-th percentile	21678.95
Maximum	1124686
Range	1124454
Interquartile range (IQR)	6136.5

Descriptive statistics

Standard deviation	69725.061
Coefficient of variation (CV)	5.6618386
Kurtosis	232.86224
Mean	12314.915
Median Absolute Deviation (MAD)	2917
Skewness	14.715559
Sum	3472806
Variance	4.8615841 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
845	2	0.7%
6223	2	0.7%
1237	2	0.7%
790	1	0.3%
7407	1	0.3%
8082	1	0.3%
7920	1	0.3%
3374	1	0.3%
3015	1	0.3%
6389	1	0.3%
Other values (269)	269	90.0%
(Missing)	17	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
232	1	0.3%
301	1	0.3%
312	1	0.3%
330	1	0.3%
338	1	0.3%
373	1	0.3%
380	1	0.3%
400	1	0.3%
405	1	0.3%
413	1	0.3%

Value	Count	Frequency (%)
1124686	1	0.3%
212043	1	0.3%
156748	1	0.3%
134801	1	0.3%
117378	1	0.3%
107045	1	0.3%
77725	1	0.3%
74581	1	0.3%
60986	1	0.3%
49396	1	0.3%

2016
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	277
Distinct (%)	98.2%
Missing	17
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	12168.95

Minimum	186
Maximum	1111974
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	186
5-th percentile	421.35
Q1	1331.25
median	3734.5
Q3	7297.75
95-th percentile	22128.85
Maximum	1111974
Range	1111788
Interquartile range (IQR)	5966.5

Descriptive statistics

Standard deviation	69112.135
Coefficient of variation (CV)	5.6793834
Kurtosis	230.63117
Mean	12168.95
Median Absolute Deviation (MAD)	2709.5
Skewness	14.634367
Sum	3431644
Variance	4.7764872 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
893	2	0.7%
332	2	0.7%
7954	2	0.7%
1505	2	0.7%
1227	2	0.7%
3133	1	0.3%
7306	1	0.3%
7679	1	0.3%
6589	1	0.3%
3270	1	0.3%
Other values (267)	267	89.3%
(Missing)	17	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
186	1	0.3%
194	1	0.3%
200	1	0.3%
248	1	0.3%
255	1	0.3%
264	1	0.3%
265	1	0.3%
327	1	0.3%
332	2	0.7%
364	1	0.3%

Value	Count	Frequency (%)
1111974	1	0.3%
238842	1	0.3%
139426	1	0.3%
124221	1	0.3%
115159	1	0.3%
107393	1	0.3%
77930	1	0.3%
75871	1	0.3%
61654	1	0.3%
45331	1	0.3%

2017
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	274
Distinct (%)	98.2%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	12853.065

Minimum	161
Maximum	1160707
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	161
5-th percentile	522.4
Q1	1357
median	3977
Q3	7644
95-th percentile	21776.5
Maximum	1160707
Range	1160546
Interquartile range (IQR)	6287

Descriptive statistics

Standard deviation	72579.136
Coefficient of variation (CV)	5.6468351
Kurtosis	227.48767
Mean	12853.065
Median Absolute Deviation (MAD)	2793
Skewness	14.531984
Sum	3586005
Variance	5.2677309 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
547	2	0.7%
723	2	0.7%
10515	2	0.7%
6070	2	0.7%
848	2	0.7%
327	1	0.3%
9577	1	0.3%
5347	1	0.3%
5316	1	0.3%
4385	1	0.3%
Other values (264)	264	88.3%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
161	1	0.3%
210	1	0.3%
243	1	0.3%
259	1	0.3%
267	1	0.3%
272	1	0.3%
327	1	0.3%
371	1	0.3%
408	1	0.3%
439	1	0.3%

Value	Count	Frequency (%)
1160707	1	0.3%
258209	1	0.3%
135487	1	0.3%
127457	1	0.3%
118708	1	0.3%
116370	1	0.3%
85510	1	0.3%
84543	1	0.3%
64419	1	0.3%
37243	1	0.3%

2018
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	276
Distinct (%)	98.6%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	11990.021

Minimum	165
Maximum	1088670
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	165
5-th percentile	479.65
Q1	1309.25
median	3679
Q3	6921
95-th percentile	18746.55
Maximum	1088670
Range	1088505
Interquartile range (IQR)	5611.75

Descriptive statistics

Standard deviation	68080.613
Coefficient of variation (CV)	5.678106
Kurtosis	226.74228
Mean	11990.021
Median Absolute Deviation (MAD)	2658.5
Skewness	14.502802
Sum	3357206
Variance	4.6349699 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
739	2	0.7%
3805	2	0.7%
2940	2	0.7%
13512	2	0.7%
4786	1	0.3%
9351	1	0.3%
10417	1	0.3%
5038	1	0.3%
2664	1	0.3%
2122	1	0.3%
Other values (266)	266	89.0%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
165	1	0.3%
212	1	0.3%
279	1	0.3%
289	1	0.3%
302	1	0.3%
329	1	0.3%
366	1	0.3%
367	1	0.3%
369	1	0.3%
378	1	0.3%

Value	Count	Frequency (%)
1088670	1	0.3%
256262	1	0.3%
127128	1	0.3%
117735	1	0.3%
108919	1	0.3%
102909	1	0.3%
82967	1	0.3%
81743	1	0.3%
54501	1	0.3%
33598	1	0.3%

2019
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	271
Distinct (%)	97.1%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	11357.33

Minimum	142
Maximum	1023736
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	142
5-th percentile	485
Q1	1325
median	3592
Q3	6612
95-th percentile	19366.9
Maximum	1023736
Range	1023594
Interquartile range (IQR)	5287

Descriptive statistics

Standard deviation	64246.552
Coefficient of variation (CV)	5.656836
Kurtosis	224.39414
Mean	11357.33
Median Absolute Deviation (MAD)	2515
Skewness	14.421658
Sum	3168695
Variance	4.1276194 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11556	2	0.7%
870	2	0.7%
3592	2	0.7%
1079	2	0.7%
980	2	0.7%
6026	2	0.7%
485	2	0.7%
1246	2	0.7%
8844	1	0.3%
2846	1	0.3%
Other values (261)	261	87.3%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
142	1	0.3%
152	1	0.3%
199	1	0.3%
212	1	0.3%
291	1	0.3%
303	1	0.3%
307	1	0.3%
335	1	0.3%
356	1	0.3%
360	1	0.3%

Value	Count	Frequency (%)
1023736	1	0.3%
251639	1	0.3%
123201	1	0.3%
106883	1	0.3%
106168	1	0.3%
89293	1	0.3%
79101	1	0.3%
73708	1	0.3%
55194	1	0.3%
28671	1	0.3%

2020
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	276
Distinct (%)	98.9%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	12531.315

Minimum	108
Maximum	1130569
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	108
5-th percentile	533.9
Q1	1631
median	3881
Q3	7385.5
95-th percentile	20523
Maximum	1130569
Range	1130461
Interquartile range (IQR)	5754.5

Descriptive statistics

Standard deviation	70989.765
Coefficient of variation (CV)	5.6649891
Kurtosis	223.96748
Mean	12531.315
Median Absolute Deviation (MAD)	2692
Skewness	14.408532
Sum	3496237
Variance	5.0395468 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3666	2	0.7%
732	2	0.7%
16130	2	0.7%
10443	1	0.3%
6202	1	0.3%
2811	1	0.3%
2064	1	0.3%
4875	1	0.3%
87038	1	0.3%
8625	1	0.3%
Other values (266)	266	89.0%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
108	1	0.3%
135	1	0.3%
219	1	0.3%
289	1	0.3%
292	1	0.3%
329	1	0.3%
331	1	0.3%
383	1	0.3%
400	1	0.3%
438	1	0.3%

Value	Count	Frequency (%)
1130569	1	0.3%
283755	1	0.3%
130956	1	0.3%
121596	1	0.3%
115608	1	0.3%
93504	1	0.3%
87038	1	0.3%
77701	1	0.3%
65457	1	0.3%
36536	1	0.3%

2021
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	275
Distinct (%)	98.6%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	13806.699

Minimum	148
Maximum	1248084
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	148
5-th percentile	557.1
Q1	1494.5
median	4177
Q3	8287.5
95-th percentile	21278.5
Maximum	1248084
Range	1247936
Interquartile range (IQR)	6793

Descriptive statistics

Standard deviation	78446.372
Coefficient of variation (CV)	5.6817616
Kurtosis	223.1358
Mean	13806.699
Median Absolute Deviation (MAD)	3042
Skewness	14.375236
Sum	3852069
Variance	6.1538332 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2091	2	0.7%
771	2	0.7%
607	2	0.7%
15390	2	0.7%
7384	1	0.3%
8262	1	0.3%
90646	1	0.3%
6174	1	0.3%
8929	1	0.3%
4889	1	0.3%
Other values (265)	265	88.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
148	1	0.3%
171	1	0.3%
204	1	0.3%
290	1	0.3%
319	1	0.3%
344	1	0.3%
361	1	0.3%
363	1	0.3%
375	1	0.3%
385	1	0.3%

Value	Count	Frequency (%)
1248084	1	0.3%
317838	1	0.3%
138999	1	0.3%
135407	1	0.3%
126843	1	0.3%
108654	1	0.3%
90646	1	0.3%
88668	1	0.3%
75644	1	0.3%
45068	1	0.3%

2022
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	275
Distinct (%)	98.6%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	10787.642

Minimum	146
Maximum	973807
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	146
5-th percentile	385.1
Q1	960.5
median	3156
Q3	6525.5
95-th percentile	16335.5
Maximum	973807
Range	973661
Interquartile range (IQR)	5565

Descriptive statistics

Standard deviation	61125.88
Coefficient of variation (CV)	5.6662877
Kurtosis	224.15856
Mean	10787.642
Median Absolute Deviation (MAD)	2422
Skewness	14.404138
Sum	3009752
Variance	3.7363733 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10022	2	0.7%
832	2	0.7%
3499	2	0.7%
388	2	0.7%
8831	1	0.3%
5627	1	0.3%
2126	1	0.3%
1537	1	0.3%
3663	1	0.3%
7757	1	0.3%
Other values (265)	265	88.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
146	1	0.3%
153	1	0.3%
186	1	0.3%
193	1	0.3%
196	1	0.3%
222	1	0.3%
228	1	0.3%
285	1	0.3%
323	1	0.3%
324	1	0.3%

Value	Count	Frequency (%)
973807	1	0.3%
233507	1	0.3%
115811	1	0.3%
109469	1	0.3%
102209	1	0.3%
92665	1	0.3%
71493	1	0.3%
68635	1	0.3%
58878	1	0.3%
31719	1	0.3%

2023
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	274
Distinct (%)	97.9%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	7846.0071

Minimum	90
Maximum	710092
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	90
5-th percentile	238.75
Q1	797.25
median	2502
Q3	4938
95-th percentile	11748.55
Maximum	710092
Range	710002
Interquartile range (IQR)	4140.75

Descriptive statistics

Standard deviation	44439.945
Coefficient of variation (CV)	5.6640205
Kurtosis	225.92732
Mean	7846.0071
Median Absolute Deviation (MAD)	1895.5
Skewness	14.458653
Sum	2196882
Variance	1.9749087 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5412	2	0.7%
221	2	0.7%
1167	2	0.7%
4409	2	0.7%
354	2	0.7%
813	2	0.7%
4534	1	0.3%
6599	1	0.3%
3463	1	0.3%
3617	1	0.3%
Other values (264)	264	88.3%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
90	1	0.3%
99	1	0.3%
103	1	0.3%
137	1	0.3%
201	1	0.3%
214	1	0.3%
217	1	0.3%
218	1	0.3%
220	1	0.3%
221	2	0.7%

Value	Count	Frequency (%)
710092	1	0.3%
159252	1	0.3%
87183	1	0.3%
85777	1	0.3%
79612	1	0.3%
65808	1	0.3%
55326	1	0.3%
52970	1	0.3%
42301	1	0.3%
21092	1	0.3%

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	0.991	0.991	0.985	0.985	0.985	0.985	0.991	0.991	0.991	0.820	0.800	0.770	0.760	0.760	0.760	0.760	0.760
2007	0.991	1.000	1.000	0.998	0.998	0.998	0.998	1.000	1.000	1.000	1.000	0.877	0.861	0.820	0.820	0.820	0.820	0.820
2008	0.991	1.000	1.000	0.998	0.998	0.998	0.998	1.000	1.000	1.000	1.000	0.877	0.861	0.820	0.820	0.820	0.820	0.820
2009	0.985	0.998	0.998	1.000	1.000	1.000	1.000	0.998	0.998	0.998	0.874	1.000	0.824	0.874	0.874	0.874	0.874	0.874
2010	0.985	0.998	0.998	1.000	1.000	1.000	1.000	0.998	0.998	0.998	0.874	1.000	0.824	0.874	0.874	0.874	0.874	0.874
2011	0.985	0.998	0.998	1.000	1.000	1.000	1.000	0.998	0.998	0.998	0.874	1.000	0.824	0.874	0.874	0.874	0.874	0.874
2012	0.985	0.998	0.998	1.000	1.000	1.000	1.000	0.998	0.998	0.998	0.874	1.000	0.824	0.874	0.874	0.874	0.874	0.874
2013	0.991	1.000	1.000	0.998	0.998	0.998	0.998	1.000	1.000	1.000	1.000	0.877	0.861	0.820	0.820	0.820	0.820	0.820
2014	0.991	1.000	1.000	0.998	0.998	0.998	0.998	1.000	1.000	1.000	1.000	0.877	0.861	0.820	0.820	0.820	0.820	0.820
2015	0.991	1.000	1.000	0.998	0.998	0.998	0.998	1.000	1.000	1.000	1.000	0.877	0.861	0.820	0.820	0.820	0.820	0.820
2016	0.820	1.000	1.000	0.874	0.874	0.874	0.874	1.000	1.000	1.000	1.000	0.999	0.998	0.995	0.995	0.995	0.995	0.995
2017	0.800	0.877	0.877	1.000	1.000	1.000	1.000	0.877	0.877	0.877	0.999	1.000	0.996	0.999	0.999	0.999	0.999	0.999
2018	0.770	0.861	0.861	0.824	0.824	0.824	0.824	0.861	0.861	0.861	0.998	0.996	1.000	0.998	0.998	0.998	0.998	0.998
2019	0.760	0.820	0.820	0.874	0.874	0.874	0.874	0.820	0.820	0.820	0.995	0.999	0.998	1.000	1.000	1.000	1.000	1.000
2020	0.760	0.820	0.820	0.874	0.874	0.874	0.874	0.820	0.820	0.820	0.995	0.999	0.998	1.000	1.000	1.000	1.000	1.000
2021	0.760	0.820	0.820	0.874	0.874	0.874	0.874	0.820	0.820	0.820	0.995	0.999	0.998	1.000	1.000	1.000	1.000	1.000
2022	0.760	0.820	0.820	0.874	0.874	0.874	0.874	0.820	0.820	0.820	0.995	0.999	0.998	1.000	1.000	1.000	1.000	1.000
2023	0.760	0.820	0.820	0.874	0.874	0.874	0.874	0.820	0.820	0.820	0.995	0.999	0.998	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	0.957	0.932	0.919	0.916	0.927	0.924	0.930	0.931	0.930	0.924	0.918	0.913	0.892	0.899	0.915	0.911	0.904
2007	0.957	1.000	0.964	0.949	0.938	0.947	0.949	0.947	0.941	0.939	0.940	0.934	0.929	0.904	0.912	0.929	0.926	0.924
2008	0.932	0.964	1.000	0.952	0.944	0.948	0.952	0.945	0.937	0.929	0.931	0.924	0.911	0.886	0.898	0.906	0.905	0.898
2009	0.919	0.949	0.952	1.000	0.965	0.963	0.966	0.957	0.949	0.950	0.952	0.948	0.945	0.922	0.933	0.942	0.948	0.941
2010	0.916	0.938	0.944	0.965	1.000	0.969	0.967	0.960	0.951	0.949	0.952	0.950	0.944	0.922	0.932	0.937	0.940	0.931
2011	0.927	0.947	0.948	0.963	0.969	1.000	0.984	0.977	0.967	0.962	0.956	0.951	0.939	0.914	0.924	0.935	0.934	0.932
2012	0.924	0.949	0.952	0.966	0.967	0.984	1.000	0.981	0.972	0.966	0.960	0.952	0.937	0.917	0.924	0.934	0.936	0.935
2013	0.930	0.947	0.945	0.957	0.960	0.977	0.981	1.000	0.978	0.968	0.965	0.957	0.944	0.920	0.931	0.941	0.940	0.936
2014	0.931	0.941	0.937	0.949	0.951	0.967	0.972	0.978	1.000	0.982	0.973	0.961	0.948	0.927	0.931	0.938	0.936	0.930
2015	0.930	0.939	0.929	0.950	0.949	0.962	0.966	0.968	0.982	1.000	0.986	0.972	0.957	0.937	0.944	0.950	0.947	0.934
2016	0.924	0.940	0.931	0.952	0.952	0.956	0.960	0.965	0.973	0.986	1.000	0.987	0.973	0.953	0.963	0.963	0.961	0.951
2017	0.918	0.934	0.924	0.948	0.950	0.951	0.952	0.957	0.961	0.972	0.987	1.000	0.985	0.967	0.972	0.968	0.963	0.960
2018	0.913	0.929	0.911	0.945	0.944	0.939	0.937	0.944	0.948	0.957	0.973	0.985	1.000	0.978	0.977	0.970	0.965	0.967
2019	0.892	0.904	0.886	0.922	0.922	0.914	0.917	0.920	0.927	0.937	0.953	0.967	0.978	1.000	0.976	0.959	0.954	0.962
2020	0.899	0.912	0.898	0.933	0.932	0.924	0.924	0.931	0.931	0.944	0.963	0.972	0.977	0.976	1.000	0.981	0.971	0.969
2021	0.915	0.929	0.906	0.942	0.937	0.935	0.934	0.941	0.938	0.950	0.963	0.968	0.970	0.959	0.981	1.000	0.979	0.973
2022	0.911	0.926	0.905	0.948	0.940	0.934	0.936	0.940	0.936	0.947	0.961	0.963	0.965	0.954	0.971	0.979	1.000	0.976
2023	0.904	0.924	0.898	0.941	0.931	0.932	0.935	0.936	0.930	0.934	0.951	0.960	0.967	0.962	0.969	0.973	0.976	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	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
0	전국	1015021	937302	970528	972315	905003	948889	900969	902221	1001071	1124686	1111974	1160707	1088670	1023736	1130569	1248084	973807	710092
1	서울	26218	25395	27626	24633	17682	16745	13571	12887	15398	18136	18978	19102	18697	18164	22970	18959	15138	11968
2	서울 종로구	1024	1054	977	655	817	699	614	515	980	837	780	910	925	738	1127	1170	773	570
3	서울 중구	1133	1407	2713	1328	1802	878	806	705	873	818	779	858	778	986	1131	1138	1006	695
4	서울 용산구	1170	1210	1100	636	402	514	295	414	541	790	802	652	683	821	2266	1119	1465	630
5	서울 성동구	914	1209	1985	1926	902	987	1148	672	937	977	1058	709	739	622	620	563	996	413
6	서울 광진구	459	205	215	275	189	211	205	172	340	413	332	327	579	303	292	290	228	259
7	서울 동대문구	1290	1629	2239	989	686	583	660	681	740	612	639	783	824	573	857	805	680	593
8	서울 중랑구	452	540	577	1217	377	431	267	286	330	584	408	644	378	335	400	361	285	217
9	서울 성북구	2678	2972	1697	1731	1304	937	559	513	823	1025	1329	1314	920	980	1134	912	673	613

	지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
289	경남 거창군	3094	4036	4238	4376	4333	4890	4329	4331	4799	5551	5638	5520	5150	4721	4895	6072	4491	3725
290	경남 합천군	4129	5237	5641	5693	5055	5283	5366	5754	5925	7152	6754	6656	6342	5685	5785	7195	5673	4687
291	(구)제주	12810	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
292	(구)제주 (구)제주시	2293	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
293	(구)제주 (구)서귀포시	1537	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
294	(구)제주 (구)북제주군	5192	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
295	(구)제주 (구)남제주군	3788	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
296	제주	14283	22908	18256	18319	18835	21738	23242	27504	39817	49396	45331	37243	31080	24479	20649	25148	22530	15729
297	제주 제주시	8583	12372	10838	10169	10779	12720	12787	14814	22471	25840	24423	20527	17895	14278	12620	15679	14284	9623
298	제주 서귀포시	5700	10536	7418	8150	8056	9018	10455	12690	17346	23556	20908	16716	13185	10201	8029	9469	8246	6106

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

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