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 건축물 거래현황의 연도별 행정구역별(동(호)수) 데이터입니다.- (단위 : 동(호)수)- 공표시기 : 익월 말일경
Author	한국부동산원
URL	https://www.data.go.kr/data/15048974/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 03:51:08.055539
Analysis finished	2024-03-23 03:53:20.277914
Duration	2 minutes and 12.22 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	6.3712375
Min length	2

Characters and Unicode

Total characters	1905
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	138	7.2%
시	122	6.4%
경	109	5.7%
군	93	4.9%
남	89	4.7%
북	72	3.8%
기	56	2.9%
전	50	2.6%
산	48	2.5%
Other values (137)	811	42.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	1556	81.7%
Space Separator	317	16.6%
Open Punctuation	16	0.8%
Close Punctuation	16	0.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
구	138	8.9%
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%

Open Punctuation

Value	Count	Frequency (%)
(	16	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	16	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	1556	81.7%
Common	349	18.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
구	138	8.9%
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	90.8%
(	16	4.6%
)	16	4.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	1556	81.7%
ASCII	349	18.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	317	90.8%
(	16	4.6%
)	16	4.6%

Hangul

Value	Count	Frequency (%)
구	138	8.9%
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	19250.783

Minimum	116
Maximum	1679408
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	116
5-th percentile	306
Q1	990
median	6141
Q3	13615
95-th percentile	43780.8
Maximum	1679408
Range	1679292
Interquartile range (IQR)	12625

Descriptive statistics

Standard deviation	107711.31
Coefficient of variation (CV)	5.5951649
Kurtosis	207.90449
Mean	19250.783
Median Absolute Deviation (MAD)	5377
Skewness	13.832235
Sum	5332467
Variance	1.1601726 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14462	2	0.7%
485	2	0.7%
6141	2	0.7%
911	2	0.7%
42817	1	0.3%
7098	1	0.3%
8702	1	0.3%
10861	1	0.3%
19563	1	0.3%
1083	1	0.3%
Other values (263)	263	88.0%
(Missing)	22	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
116	1	0.3%
159	1	0.3%
182	1	0.3%
194	1	0.3%
207	1	0.3%
213	1	0.3%
240	1	0.3%
246	1	0.3%
252	1	0.3%
255	1	0.3%

Value	Count	Frequency (%)
1679408	1	0.3%
502383	1	0.3%
379713	1	0.3%
109523	1	0.3%
95199	1	0.3%
83218	1	0.3%
71082	1	0.3%
65349	1	0.3%
55588	1	0.3%
53990	1	0.3%

2007
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	269
Distinct (%)	98.9%
Missing	27
Missing (%)	9.0%
Infinite	0
Infinite (%)	0.0%
Mean	15619.919

Minimum	140
Maximum	1354274
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	140
5-th percentile	308.75
Q1	1026.75
median	5255.5
Q3	9889.5
95-th percentile	35141.75
Maximum	1354274
Range	1354134
Interquartile range (IQR)	8862.75

Descriptive statistics

Standard deviation	86610.093
Coefficient of variation (CV)	5.544849
Kurtosis	213.45957
Mean	15619.919
Median Absolute Deviation (MAD)	4278
Skewness	14.053013
Sum	4248618
Variance	7.5013082 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
782	2	0.7%
42448	2	0.7%
507	2	0.7%
861	1	0.3%
7009	1	0.3%
9319	1	0.3%
16328	1	0.3%
38769	1	0.3%
6864	1	0.3%
1325	1	0.3%
Other values (259)	259	86.6%
(Missing)	27	9.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
140	1	0.3%
158	1	0.3%
192	1	0.3%
218	1	0.3%
233	1	0.3%
234	1	0.3%
266	1	0.3%
275	1	0.3%
276	1	0.3%
281	1	0.3%

Value	Count	Frequency (%)
1354274	1	0.3%
358839	1	0.3%
262441	1	0.3%
124900	1	0.3%
82265	1	0.3%
78474	1	0.3%
59169	1	0.3%
56937	1	0.3%
53563	1	0.3%
42448	2	0.7%

2008
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	270
Distinct (%)	98.5%
Missing	25
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	15666.887

Minimum	117
Maximum	1368059
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	117
5-th percentile	354.2
Q1	1360
median	5265.5
Q3	9459.5
95-th percentile	38227.65
Maximum	1368059
Range	1367942
Interquartile range (IQR)	8099.5

Descriptive statistics

Standard deviation	86563.465
Coefficient of variation (CV)	5.5252499
Kurtosis	220.87052
Mean	15666.887
Median Absolute Deviation (MAD)	4111
Skewness	14.322851
Sum	4292727
Variance	7.4932334 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
517	2	0.7%
2920	2	0.7%
2448	2	0.7%
795	2	0.7%
927	1	0.3%
2252	1	0.3%
699	1	0.3%
788	1	0.3%
22076	1	0.3%
245	1	0.3%
Other values (260)	260	87.0%
(Missing)	25	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
117	1	0.3%
216	1	0.3%
229	1	0.3%
230	1	0.3%
235	1	0.3%
239	1	0.3%
245	1	0.3%
272	1	0.3%
278	1	0.3%
292	1	0.3%

Value	Count	Frequency (%)
1368059	1	0.3%
328966	1	0.3%
239758	1	0.3%
127423	1	0.3%
91813	1	0.3%
90671	1	0.3%
64577	1	0.3%
59635	1	0.3%
55058	1	0.3%
54436	1	0.3%

2009
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	272
Distinct (%)	99.3%
Missing	25
Missing (%)	8.4%
Infinite	0
Infinite (%)	0.0%
Mean	15123.825

Minimum	158
Maximum	1306976
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	158
5-th percentile	337.75
Q1	1344
median	4765.5
Q3	9759.5
95-th percentile	37931.45
Maximum	1306976
Range	1306818
Interquartile range (IQR)	8415.5

Descriptive statistics

Standard deviation	82764.17
Coefficient of variation (CV)	5.4724364
Kurtosis	220.16649
Mean	15123.825
Median Absolute Deviation (MAD)	3807.5
Skewness	14.300603
Sum	4143928
Variance	6.8499078 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1869	2	0.7%
243	2	0.7%
1009	1	0.3%
1668	1	0.3%
2869	1	0.3%
899	1	0.3%
1083	1	0.3%
326	1	0.3%
12140	1	0.3%
1893	1	0.3%
Other values (262)	262	87.6%
(Missing)	25	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
158	1	0.3%
199	1	0.3%
215	1	0.3%
243	2	0.7%
252	1	0.3%
261	1	0.3%
282	1	0.3%
289	1	0.3%
314	1	0.3%
319	1	0.3%

Value	Count	Frequency (%)
1306976	1	0.3%
331411	1	0.3%
215421	1	0.3%
102346	1	0.3%
90229	1	0.3%
88361	1	0.3%
60861	1	0.3%
57868	1	0.3%
57411	1	0.3%
51605	1	0.3%

2010
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	279
Distinct (%)	99.6%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	13736.504

Minimum	130
Maximum	1212605
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	130
5-th percentile	362.45
Q1	1239.75
median	4622
Q3	9144.25
95-th percentile	40632.9
Maximum	1212605
Range	1212475
Interquartile range (IQR)	7904.5

Descriptive statistics

Standard deviation	75442.644
Coefficient of variation (CV)	5.4921286
Kurtosis	231.16583
Mean	13736.504
Median Absolute Deviation (MAD)	3694
Skewness	14.692067
Sum	3846221
Variance	5.6915925 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4238	2	0.7%
10849	1	0.3%
1153	1	0.3%
1417	1	0.3%
1974	1	0.3%
8351	1	0.3%
9573	1	0.3%
8678	1	0.3%
19527	1	0.3%
299	1	0.3%
Other values (269)	269	90.0%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
130	1	0.3%
213	1	0.3%
228	1	0.3%
239	1	0.3%
252	1	0.3%
260	1	0.3%
266	1	0.3%
282	1	0.3%
289	1	0.3%
299	1	0.3%

Value	Count	Frequency (%)
1212605	1	0.3%
283182	1	0.3%
154353	1	0.3%
114850	1	0.3%
100946	1	0.3%
73470	1	0.3%
60588	1	0.3%
58774	1	0.3%
55079	1	0.3%
46628	1	0.3%

2011
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	274
Distinct (%)	98.9%
Missing	22
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%
Mean	16470.838

Minimum	181
Maximum	1434147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	181
5-th percentile	413.8
Q1	1584
median	5542
Q3	10512
95-th percentile	47927.4
Maximum	1434147
Range	1433966
Interquartile range (IQR)	8928

Descriptive statistics

Standard deviation	89488.933
Coefficient of variation (CV)	5.4331744
Kurtosis	230.71768
Mean	16470.838
Median Absolute Deviation (MAD)	4439
Skewness	14.68728
Sum	4562422
Variance	8.0082691 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
592	2	0.7%
3031	2	0.7%
596	2	0.7%
11980	1	0.3%
11492	1	0.3%
19410	1	0.3%
55639	1	0.3%
4838	1	0.3%
1299	1	0.3%
1803	1	0.3%
Other values (264)	264	88.3%
(Missing)	22	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
181	1	0.3%
242	1	0.3%
264	1	0.3%
301	1	0.3%
305	1	0.3%
316	1	0.3%
326	1	0.3%
332	1	0.3%
333	1	0.3%
335	1	0.3%

Value	Count	Frequency (%)
1434147	1	0.3%
316563	1	0.3%
183334	1	0.3%
131429	1	0.3%
103625	1	0.3%
94615	1	0.3%
80206	1	0.3%
78693	1	0.3%
72938	1	0.3%
57628	1	0.3%

2012
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	275
Distinct (%)	98.6%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	13583.065

Minimum	169
Maximum	1193691
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	169
5-th percentile	349.9
Q1	1366.5
median	4648
Q3	8607.5
95-th percentile	38014.2
Maximum	1193691
Range	1193522
Interquartile range (IQR)	7241

Descriptive statistics

Standard deviation	74114.6
Coefficient of variation (CV)	5.4563976
Kurtosis	233.71813
Mean	13583.065
Median Absolute Deviation (MAD)	3430
Skewness	14.792931
Sum	3789675
Variance	5.4929739 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6965	3	1.0%
878	2	0.7%
1224	2	0.7%
41884	1	0.3%
6297	1	0.3%
9772	1	0.3%
6941	1	0.3%
16713	1	0.3%
1278	1	0.3%
1853	1	0.3%
Other values (265)	265	88.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
169	1	0.3%
211	1	0.3%
255	1	0.3%
265	1	0.3%
266	1	0.3%
272	1	0.3%
314	1	0.3%
325	1	0.3%
328	1	0.3%
338	1	0.3%

Value	Count	Frequency (%)
1193691	1	0.3%
256360	1	0.3%
151169	1	0.3%
104711	1	0.3%
87341	1	0.3%
77962	1	0.3%
73959	1	0.3%
66494	1	0.3%
63503	1	0.3%
46196	1	0.3%

2013
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	273
Distinct (%)	97.8%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	15864.52

Minimum	122
Maximum	1390443
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	122
5-th percentile	406.3
Q1	1270
median	5438
Q3	10167
95-th percentile	42097.2
Maximum	1390443
Range	1390321
Interquartile range (IQR)	8897

Descriptive statistics

Standard deviation	86590.798
Coefficient of variation (CV)	5.4581418
Kurtosis	230.96249
Mean	15864.52
Median Absolute Deviation (MAD)	4323
Skewness	14.685349
Sum	4426201
Variance	7.4979663 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1149	2	0.7%
726	2	0.7%
9083	2	0.7%
679	2	0.7%
4340	2	0.7%
381	2	0.7%
464	1	0.3%
10452	1	0.3%
903	1	0.3%
4682	1	0.3%
Other values (263)	263	88.0%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
122	1	0.3%
257	1	0.3%
275	1	0.3%
280	1	0.3%
326	1	0.3%
349	1	0.3%
353	1	0.3%
364	1	0.3%
372	1	0.3%
374	1	0.3%

Value	Count	Frequency (%)
1390443	1	0.3%
311785	1	0.3%
192289	1	0.3%
127221	1	0.3%
109928	1	0.3%
90604	1	0.3%
81565	1	0.3%
75848	1	0.3%
58677	1	0.3%
54777	1	0.3%

2014
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	281
Distinct (%)	98.3%
Missing	13
Missing (%)	4.3%
Infinite	0
Infinite (%)	0.0%
Mean	18925.748

Minimum	111
Maximum	1692400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	111
5-th percentile	457.75
Q1	1826.75
median	6160
Q3	12976.75
95-th percentile	48279.75
Maximum	1692400
Range	1692289
Interquartile range (IQR)	11150

Descriptive statistics

Standard deviation	104250.77
Coefficient of variation (CV)	5.5084095
Kurtosis	235.56171
Mean	18925.748
Median Absolute Deviation (MAD)	5056
Skewness	14.8249
Sum	5412764
Variance	1.0868223 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19461	2	0.7%
4877	2	0.7%
10745	2	0.7%
758	2	0.7%
433	2	0.7%
12779	1	0.3%
22505	1	0.3%
52816	1	0.3%
2267	1	0.3%
1713	1	0.3%
Other values (271)	271	90.6%
(Missing)	13	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
111	1	0.3%
273	1	0.3%
286	1	0.3%
378	1	0.3%
386	1	0.3%
389	1	0.3%
399	1	0.3%
420	1	0.3%
433	2	0.7%
436	1	0.3%

Value	Count	Frequency (%)
1692400	1	0.3%
386050	1	0.3%
251753	1	0.3%
151904	1	0.3%
133204	1	0.3%
100573	1	0.3%
96504	1	0.3%
88616	1	0.3%
74267	1	0.3%
67097	1	0.3%

2015
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	278
Distinct (%)	98.6%
Missing	17
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	22824.333

Minimum	119
Maximum	2015827
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	119
5-th percentile	451.1
Q1	1820.75
median	7640.5
Q3	15375
95-th percentile	49615.15
Maximum	2015827
Range	2015708
Interquartile range (IQR)	13554.25

Descriptive statistics

Standard deviation	125775.16
Coefficient of variation (CV)	5.5105731
Kurtosis	227.08591
Mean	22824.333
Median Absolute Deviation (MAD)	6390
Skewness	14.526706
Sum	6436462
Variance	1.581939 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39775	2	0.7%
385	2	0.7%
818	2	0.7%
15375	2	0.7%
9713	1	0.3%
10766	1	0.3%
12018	1	0.3%
22784	1	0.3%
53370	1	0.3%
1688	1	0.3%
Other values (268)	268	89.6%
(Missing)	17	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
119	1	0.3%
280	1	0.3%
295	1	0.3%
325	1	0.3%
354	1	0.3%
385	2	0.7%
414	1	0.3%
420	1	0.3%
425	1	0.3%
427	1	0.3%

Value	Count	Frequency (%)
2015827	1	0.3%
498790	1	0.3%
343644	1	0.3%
187257	1	0.3%
135779	1	0.3%
124755	1	0.3%
105113	1	0.3%
101315	1	0.3%
78071	1	0.3%
62525	1	0.3%

2016
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	278
Distinct (%)	98.6%
Missing	17
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	21844.447

Minimum	148
Maximum	1937529
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	148
5-th percentile	471.05
Q1	1863.5
median	7231
Q3	14169
95-th percentile	45816.65
Maximum	1937529
Range	1937381
Interquartile range (IQR)	12305.5

Descriptive statistics

Standard deviation	121596.42
Coefficient of variation (CV)	5.5664682
Kurtosis	222.20559
Mean	21844.447
Median Absolute Deviation (MAD)	5885
Skewness	14.350134
Sum	6160134
Variance	1.4785689 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
862	2	0.7%
25209	2	0.7%
2492	2	0.7%
464	2	0.7%
1597	1	0.3%
13939	1	0.3%
10128	1	0.3%
24067	1	0.3%
52045	1	0.3%
4778	1	0.3%
Other values (268)	268	89.6%
(Missing)	17	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
148	1	0.3%
283	1	0.3%
320	1	0.3%
330	1	0.3%
365	1	0.3%
368	1	0.3%
377	1	0.3%
382	1	0.3%
396	1	0.3%
423	1	0.3%

Value	Count	Frequency (%)
1937529	1	0.3%
524046	1	0.3%
354682	1	0.3%
162630	1	0.3%
129259	1	0.3%
118051	1	0.3%
81397	1	0.3%
77347	1	0.3%
73312	1	0.3%
69126	1	0.3%

2017
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	277
Distinct (%)	99.3%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	25139.022

Minimum	136
Maximum	2208529
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	136
5-th percentile	512.8
Q1	1836
median	7924
Q3	16209
95-th percentile	53655.6
Maximum	2208529
Range	2208393
Interquartile range (IQR)	14373

Descriptive statistics

Standard deviation	139819.21
Coefficient of variation (CV)	5.5618398
Kurtosis	217.13475
Mean	25139.022
Median Absolute Deviation (MAD)	6603
Skewness	14.181112
Sum	7013787
Variance	1.9549412 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3626	2	0.7%
37489	2	0.7%
1450	1	0.3%
6665	1	0.3%
14020	1	0.3%
12612	1	0.3%
26632	1	0.3%
56780	1	0.3%
2412	1	0.3%
1471	1	0.3%
Other values (267)	267	89.3%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
136	1	0.3%
276	1	0.3%
345	1	0.3%
355	1	0.3%
360	1	0.3%
363	1	0.3%
398	1	0.3%
416	1	0.3%
428	1	0.3%
439	1	0.3%

Value	Count	Frequency (%)
2208529	1	0.3%
647982	1	0.3%
374120	1	0.3%
166219	1	0.3%
161772	1	0.3%
134109	1	0.3%
90090	1	0.3%
89647	1	0.3%
83876	1	0.3%
69134	1	0.3%

2018
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	279
Distinct (%)	99.6%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	24557.093

Minimum	119
Maximum	2159022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	119
5-th percentile	518.45
Q1	1827.5
median	8218
Q3	15119
95-th percentile	64376.95
Maximum	2159022
Range	2158903
Interquartile range (IQR)	13291.5

Descriptive statistics

Standard deviation	137476.11
Coefficient of variation (CV)	5.5982239
Kurtosis	212.18417
Mean	24557.093
Median Absolute Deviation (MAD)	6582.5
Skewness	14.014415
Sum	6875986
Variance	1.8899679 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33672	2	0.7%
1357	1	0.3%
9257	1	0.3%
10139	1	0.3%
19722	1	0.3%
15137	1	0.3%
34859	1	0.3%
67340	1	0.3%
1646	1	0.3%
2544	1	0.3%
Other values (269)	269	90.0%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
119	1	0.3%
280	1	0.3%
286	1	0.3%
383	1	0.3%
392	1	0.3%
406	1	0.3%
409	1	0.3%
446	1	0.3%
448	1	0.3%
452	1	0.3%

Value	Count	Frequency (%)
2159022	1	0.3%
712355	1	0.3%
347608	1	0.3%
150006	1	0.3%
132851	1	0.3%
95294	1	0.3%
88223	1	0.3%
78557	1	0.3%
74264	1	0.3%
71255	1	0.3%

2019
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	276
Distinct (%)	98.9%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	22165.047

Minimum	134
Maximum	1944924
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	134
5-th percentile	483.7
Q1	1642
median	6722
Q3	14583.5
95-th percentile	53699.7
Maximum	1944924
Range	1944790
Interquartile range (IQR)	12941.5

Descriptive statistics

Standard deviation	123582.27
Coefficient of variation (CV)	5.5755475
Kurtosis	214.41348
Mean	22165.047
Median Absolute Deviation (MAD)	5578
Skewness	14.093595
Sum	6184048
Variance	1.5272577 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
481	3	1.0%
23828	2	0.7%
1810	1	0.3%
17314	1	0.3%
9732	1	0.3%
27046	1	0.3%
54930	1	0.3%
1545	1	0.3%
2156	1	0.3%
6722	1	0.3%
Other values (266)	266	89.0%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
134	1	0.3%
309	1	0.3%
310	1	0.3%
320	1	0.3%
350	1	0.3%
357	1	0.3%
373	1	0.3%
376	1	0.3%
377	1	0.3%
420	1	0.3%

Value	Count	Frequency (%)
1944924	1	0.3%
617710	1	0.3%
285081	1	0.3%
157412	1	0.3%
135797	1	0.3%
98217	1	0.3%
95175	1	0.3%
70230	1	0.3%
64418	1	0.3%
61805	1	0.3%

2020
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	277
Distinct (%)	99.3%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	27816.756

Minimum	192
Maximum	2438446
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	192
5-th percentile	570
Q1	2004
median	9045
Q3	18161.5
95-th percentile	62599.8
Maximum	2438446
Range	2438254
Interquartile range (IQR)	16157.5

Descriptive statistics

Standard deviation	154372.69
Coefficient of variation (CV)	5.5496293
Kurtosis	217.23428
Mean	27816.756
Median Absolute Deviation (MAD)	7378
Skewness	14.190062
Sum	7760875
Variance	2.3830926 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7030	2	0.7%
28911	2	0.7%
2290	1	0.3%
9626	1	0.3%
10028	1	0.3%
14560	1	0.3%
15335	1	0.3%
29895	1	0.3%
68403	1	0.3%
2014	1	0.3%
Other values (267)	267	89.3%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
192	1	0.3%
318	1	0.3%
329	1	0.3%
366	1	0.3%
419	1	0.3%
436	1	0.3%
444	1	0.3%
493	1	0.3%
497	1	0.3%
498	1	0.3%

Value	Count	Frequency (%)
2438446	1	0.3%
735158	1	0.3%
355610	1	0.3%
201492	1	0.3%
195788	1	0.3%
131277	1	0.3%
126242	1	0.3%
97923	1	0.3%
86807	1	0.3%
76446	1	0.3%

2021
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	278
Distinct (%)	99.6%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	24116.982

Minimum	276
Maximum	2114309
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	276
5-th percentile	612.9
Q1	2260
median	8116
Q3	15219
95-th percentile	52582.9
Maximum	2114309
Range	2114033
Interquartile range (IQR)	12959

Descriptive statistics

Standard deviation	133536.84
Coefficient of variation (CV)	5.5370459
Kurtosis	219.20485
Mean	24116.982
Median Absolute Deviation (MAD)	6057
Skewness	14.267229
Sum	6728638
Variance	1.7832087 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17307	2	0.7%
1807	1	0.3%
11471	1	0.3%
12351	1	0.3%
11007	1	0.3%
10988	1	0.3%
21995	1	0.3%
62905	1	0.3%
2137	1	0.3%
4242	1	0.3%
Other values (268)	268	89.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
276	1	0.3%
331	1	0.3%
348	1	0.3%
371	1	0.3%
413	1	0.3%
423	1	0.3%
439	1	0.3%
516	1	0.3%
535	1	0.3%
542	1	0.3%

Value	Count	Frequency (%)
2114309	1	0.3%
628275	1	0.3%
282891	1	0.3%
188619	1	0.3%
132349	1	0.3%
128563	1	0.3%
114227	1	0.3%
103287	1	0.3%
84080	1	0.3%
79121	1	0.3%

2022
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	272
Distinct (%)	97.5%
Missing	20
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	14630.663

Minimum	166
Maximum	1287796
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	166
5-th percentile	499.5
Q1	1846
median	4412
Q3	8933
95-th percentile	32037.5
Maximum	1287796
Range	1287630
Interquartile range (IQR)	7087

Descriptive statistics

Standard deviation	80999.661
Coefficient of variation (CV)	5.5362946
Kurtosis	222.67721
Mean	14630.663
Median Absolute Deviation (MAD)	3144
Skewness	14.397094
Sum	4081955
Variance	6.560945 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2160	2	0.7%
2611	2	0.7%
1188	2	0.7%
8948	2	0.7%
5257	2	0.7%
1000	2	0.7%
4246	2	0.7%
2248	1	0.3%
6742	1	0.3%
16581	1	0.3%
Other values (262)	262	87.6%
(Missing)	20	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
166	1	0.3%
258	1	0.3%
307	1	0.3%
315	1	0.3%
318	1	0.3%
356	1	0.3%
375	1	0.3%
418	1	0.3%
459	1	0.3%
462	1	0.3%

Value	Count	Frequency (%)
1287796	1	0.3%
366465	1	0.3%
156258	1	0.3%
109128	1	0.3%
81679	1	0.3%
74729	1	0.3%
73125	1	0.3%
69438	1	0.3%
54037	1	0.3%
51974	1	0.3%

2023
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	276
Distinct (%)	98.6%
Missing	19
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	13078.961

Minimum	116
Maximum	1154649
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	116
5-th percentile	419
Q1	1368.75
median	4082.5
Q3	7688.25
95-th percentile	32959
Maximum	1154649
Range	1154533
Interquartile range (IQR)	6319.5

Descriptive statistics

Standard deviation	72466.68
Coefficient of variation (CV)	5.5407063
Kurtosis	223.75434
Mean	13078.961
Median Absolute Deviation (MAD)	3045
Skewness	14.427644
Sum	3662109
Variance	5.2514197 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
675	2	0.7%
7502	2	0.7%
419	2	0.7%
2605	2	0.7%
940	1	0.3%
868	1	0.3%
1084	1	0.3%
379	1	0.3%
7942	1	0.3%
4073	1	0.3%
Other values (266)	266	89.0%
(Missing)	19	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
116	1	0.3%
122	1	0.3%
144	1	0.3%
225	1	0.3%
251	1	0.3%
267	1	0.3%
270	1	0.3%
289	1	0.3%
326	1	0.3%
352	1	0.3%

Value	Count	Frequency (%)
1154649	1	0.3%
320990	1	0.3%
159000	1	0.3%
85929	1	0.3%
75847	1	0.3%
66097	1	0.3%
63918	1	0.3%
55269	1	0.3%
45897	1	0.3%
45790	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	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2007	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2008	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2009	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2010	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2011	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2012	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2013	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2014	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2015	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2016	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2017	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2018	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2019	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2020	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2021	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2022	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
2023	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	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	0.962	0.945	0.951	0.920	0.922	0.919	0.922	0.926	0.942	0.935	0.930	0.932	0.934	0.945	0.919	0.876	0.904
2007	0.962	1.000	0.975	0.963	0.943	0.942	0.938	0.936	0.936	0.943	0.934	0.928	0.923	0.924	0.935	0.927	0.902	0.915
2008	0.945	0.975	1.000	0.966	0.945	0.950	0.946	0.944	0.939	0.941	0.933	0.925	0.919	0.922	0.931	0.927	0.900	0.912
2009	0.951	0.963	0.966	1.000	0.968	0.966	0.961	0.962	0.959	0.961	0.945	0.939	0.935	0.939	0.949	0.933	0.906	0.937
2010	0.920	0.943	0.945	0.968	1.000	0.976	0.970	0.965	0.954	0.944	0.926	0.922	0.920	0.928	0.934	0.928	0.902	0.926
2011	0.922	0.942	0.950	0.966	0.976	1.000	0.981	0.973	0.966	0.952	0.926	0.927	0.918	0.932	0.939	0.929	0.909	0.928
2012	0.919	0.938	0.946	0.961	0.970	0.981	1.000	0.982	0.968	0.956	0.931	0.928	0.923	0.933	0.943	0.937	0.914	0.931
2013	0.922	0.936	0.944	0.962	0.965	0.973	0.982	1.000	0.976	0.967	0.940	0.940	0.931	0.938	0.947	0.930	0.904	0.928
2014	0.926	0.936	0.939	0.959	0.954	0.966	0.968	0.976	1.000	0.984	0.956	0.956	0.940	0.947	0.956	0.937	0.911	0.930
2015	0.942	0.943	0.941	0.961	0.944	0.952	0.956	0.967	0.984	1.000	0.974	0.967	0.953	0.954	0.963	0.938	0.911	0.930
2016	0.935	0.934	0.933	0.945	0.926	0.926	0.931	0.940	0.956	0.974	1.000	0.980	0.966	0.961	0.960	0.944	0.914	0.932
2017	0.930	0.928	0.925	0.939	0.922	0.927	0.928	0.940	0.956	0.967	0.980	1.000	0.973	0.970	0.969	0.952	0.923	0.946
2018	0.932	0.923	0.919	0.935	0.920	0.918	0.923	0.931	0.940	0.953	0.966	0.973	1.000	0.977	0.969	0.953	0.929	0.943
2019	0.934	0.924	0.922	0.939	0.928	0.932	0.933	0.938	0.947	0.954	0.961	0.970	0.977	1.000	0.978	0.947	0.921	0.948
2020	0.945	0.935	0.931	0.949	0.934	0.939	0.943	0.947	0.956	0.963	0.960	0.969	0.969	0.978	1.000	0.960	0.925	0.952
2021	0.919	0.927	0.927	0.933	0.928	0.929	0.937	0.930	0.937	0.938	0.944	0.952	0.953	0.947	0.960	1.000	0.954	0.953
2022	0.876	0.902	0.900	0.906	0.902	0.909	0.914	0.904	0.911	0.911	0.914	0.923	0.929	0.921	0.925	0.954	1.000	0.953
2023	0.904	0.915	0.912	0.937	0.926	0.928	0.931	0.928	0.930	0.930	0.932	0.946	0.943	0.948	0.952	0.953	0.953	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	1679408	1354274	1368059	1306976	1212605	1434147	1193691	1390443	1692400	2015827	1937529	2208529	2159022	1944924	2438446	2114309	1287796	1154649
1	서울	379713	262441	239758	215421	154353	183334	151169	192289	251753	343644	354682	374120	347608	285081	355610	282891	156258	159000
2	서울 종로구	8301	7842	6606	4558	3326	3437	3417	4292	4389	5190	5310	6382	4985	4830	6589	5633	3452	2600
3	서울 중구	9753	11227	9465	7670	5929	5779	5845	5857	7110	7677	7515	6796	7068	6402	7345	8182	5120	3253
4	서울 용산구	13193	8806	6746	5561	4238	3803	2989	3897	5434	7634	8346	10642	10935	6765	10370	8508	4658	3241
5	서울 성동구	12102	6065	5854	6830	4121	4903	4015	5597	8201	11797	11693	12273	9723	7941	10962	7571	4801	5749
6	서울 광진구	10608	7162	5730	5981	3829	4586	4630	4397	6389	9293	8954	10769	9323	9580	8547	7695	4246	4471
7	서울 동대문구	12221	11036	8116	7262	5283	6887	4942	6633	10106	13019	13085	12117	15211	15787	15294	9679	7021	13081
8	서울 중랑구	10334	8779	7406	4813	4099	5647	4931	6547	9947	12283	11982	10947	10504	8468	12043	9604	5729	4781
9	서울 성북구	19276	11971	10565	9233	6791	8074	5894	7609	9513	14754	14195	14143	15294	15551	13703	9727	4703	7460

	지역	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023
289	경남 거창군	884	832	1176	905	942	1068	1076	1157	1505	1321	2260	1509	1566	1178	1298	2159	2248	1044
290	경남 합천군	492	507	480	556	779	672	734	747	856	938	743	889	797	764	861	884	707	599
291	(구)제주	6141	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
292	(구)제주 (구)제주시	4327	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
293	(구)제주 (구)서귀포시	673	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
294	(구)제주 (구)북제주군	737	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
295	(구)제주 (구)남제주군	404	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
296	제주	5606	9875	9427	10245	14061	15338	16104	19010	21165	26385	28710	32021	29519	19580	19970	23469	19622	13507
297	제주 제주시	4626	7581	6979	7917	11579	12121	12830	14670	15324	16223	17960	22035	19639	12918	13994	16359	13881	9197
298	제주 서귀포시	980	2294	2448	2328	2482	3217	3274	4340	5841	10162	10750	9986	9880	6662	5976	7110	5741	4310

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Open Punctuation

Close 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