gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	520
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	90.0 KiB
Average record size in memory	177.3 B

Variable types

Categorical	2
Text	1
Numeric	17

Dataset

Description	주요관광지 방문자의 비율정보로 강릉, 경주, 부산, 여수, 전주 5개 지자체 관광지 방문자의 연령 및 거주지역 비율정보를 제공합니다.
Author	한국철도공사
URL	https://www.data.go.kr/data/15106038/fileData.do

Alerts

`서울` is highly overall correlated with `경기`	High correlation
`대구` is highly overall correlated with `울산` and 2 other fields	High correlation
`인천` is highly overall correlated with `경기` and 1 other fields	High correlation
`광주` is highly overall correlated with `전북` and 1 other fields	High correlation
`울산` is highly overall correlated with `대구` and 2 other fields	High correlation
`경기` is highly overall correlated with `서울` and 1 other fields	High correlation
`충북` is highly overall correlated with `인천`	High correlation
`충남` is highly overall correlated with `전북`	High correlation
`전북` is highly overall correlated with `광주` and 1 other fields	High correlation
`전남` is highly overall correlated with `광주`	High correlation
`경북` is highly overall correlated with `대구` and 2 other fields	High correlation
`경남` is highly overall correlated with `대구` and 3 other fields	High correlation
`방문지역` is highly overall correlated with `경남`	High correlation
`서울` has 19 (3.7%) zeros	Zeros
`부산` has 195 (37.5%) zeros	Zeros
`대구` has 60 (11.5%) zeros	Zeros
`인천` has 58 (11.2%) zeros	Zeros
`광주` has 56 (10.8%) zeros	Zeros
`대전` has 66 (12.7%) zeros	Zeros
`울산` has 87 (16.7%) zeros	Zeros
`세종` has 143 (27.5%) zeros	Zeros
`경기` has 14 (2.7%) zeros	Zeros
`강원` has 83 (16.0%) zeros	Zeros
`충북` has 77 (14.8%) zeros	Zeros
`충남` has 63 (12.1%) zeros	Zeros
`전북` has 68 (13.1%) zeros	Zeros
`전남` has 42 (8.1%) zeros	Zeros
`경북` has 62 (11.9%) zeros	Zeros
`경남` has 36 (6.9%) zeros	Zeros
`제주` has 149 (28.7%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 00:24:59.731728
Analysis finished	2023-12-12 00:25:29.404479
Duration	29.67 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

방문지역
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

부산	160
여수	125
경주	80
전주	80
강릉	75

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	강릉
2nd row	강릉
3rd row	강릉
4th row	강릉
5th row	강릉

Common Values

Value	Count	Frequency (%)
부산	160	30.8%
여수	125	24.0%
경주	80	15.4%
전주	80	15.4%
강릉	75	14.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
부산	160	30.8%
여수	125	24.0%
경주	80	15.4%
전주	80	15.4%
강릉	75	14.4%

연령대
Categorical

Distinct	5
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

20대	104
30대	104
40대	104
50대	104
60대 이상	104

Length

Max length	6
Median length	3
Mean length	3.6
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20대
2nd row	20대
3rd row	20대
4th row	20대
5th row	20대

Common Values

Value	Count	Frequency (%)
20대	104	20.0%
30대	104	20.0%
40대	104	20.0%
50대	104	20.0%
60대 이상	104	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20대	104	16.7%
30대	104	16.7%
40대	104	16.7%
50대	104	16.7%
60대	104	16.7%
이상	104	16.7%

관광지
Text

Distinct	100
Distinct (%)	19.2%
Missing	0
Missing (%)	0.0%
Memory size	4.2 KiB

Length

Max length	11
Median length	9
Mean length	4.7980769
Min length	2

Characters and Unicode

Total characters	2495
Distinct characters	179
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	0 ?
Unique (%)	0.0%

Sample

1st row	합계(중복제외)
2nd row	강릉교동
3rd row	강릉역앞
4th row	강문해변
5th row	경포호

Value	Count	Frequency (%)
합계(중복제외	25	4.8%
거문도	5	1.0%
여서동사거리	5	1.0%
손죽도	5	1.0%
소호항	5	1.0%
백야도	5	1.0%
돌산우두리	5	1.0%
돌산도	5	1.0%
대여자도	5	1.0%
대두라도	5	1.0%
Other values (90)	450	86.5%

Most occurring characters

Value	Count	Frequency (%)
도	95	3.8%
동	60	2.4%
대	55	2.2%
원	50	2.0%
포	50	2.0%
산	45	1.8%
리	45	1.8%
을	40	1.6%
수	40	1.6%
역	40	1.6%
Other values (169)	1975	79.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	2395	96.0%
Other Punctuation	50	2.0%
Open Punctuation	25	1.0%
Close Punctuation	25	1.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
도	95	4.0%
동	60	2.5%
대	55	2.3%
원	50	2.1%
포	50	2.1%
산	45	1.9%
리	45	1.9%
을	40	1.7%
수	40	1.7%
역	40	1.7%
Other values (165)	1875	78.3%

Other Punctuation

Value	Count	Frequency (%)
,	25	50.0%
.	25	50.0%

Open Punctuation

Value	Count	Frequency (%)
(	25	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	25	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	2395	96.0%
Common	100	4.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
도	95	4.0%
동	60	2.5%
대	55	2.3%
원	50	2.1%
포	50	2.1%
산	45	1.9%
리	45	1.9%
을	40	1.7%
수	40	1.7%
역	40	1.7%
Other values (165)	1875	78.3%

Common

Value	Count	Frequency (%)
,	25	25.0%
.	25	25.0%
(	25	25.0%
)	25	25.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	2395	96.0%
ASCII	100	4.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
도	95	4.0%
동	60	2.5%
대	55	2.3%
원	50	2.1%
포	50	2.1%
산	45	1.9%
리	45	1.9%
을	40	1.7%
수	40	1.7%
역	40	1.7%
Other values (165)	1875	78.3%

ASCII

Value	Count	Frequency (%)
,	25	25.0%
.	25	25.0%
(	25	25.0%
)	25	25.0%

서울
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	469
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.07251

Minimum	0
Maximum	46.153846
Zeros	19
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	4.0662571
Q1	13.023349
median	17.259975
Q3	23.580968
95-th percentile	32.286376
Maximum	46.153846
Range	46.153846
Interquartile range (IQR)	10.557618

Descriptive statistics

Standard deviation	8.4415575
Coefficient of variation (CV)	0.4670938
Kurtosis	0.31346328
Mean	18.07251
Median Absolute Deviation (MAD)	5.0676979
Skewness	0.23877514
Sum	9397.7053
Variance	71.259892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	19	3.7%
12.5	6	1.2%
25.0	5	1.0%
20.0	4	0.8%
14.285714285714285	4	0.8%
12.0	3	0.6%
33.33333333333333	3	0.6%
18.181818181818183	3	0.6%
28.57142857142857	3	0.6%
9.090909090909092	2	0.4%
Other values (459)	468	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	19	3.7%
1.3333333333333335	2	0.4%
2.380952380952381	1	0.2%
2.7877055039313796	1	0.2%
3.5502958579881656	1	0.2%
3.7947621592731156	1	0.2%
4.037005887300253	1	0.2%
4.067796610169491	1	0.2%
4.158790170132325	1	0.2%
4.181034482758621	1	0.2%

Value	Count	Frequency (%)
46.15384615384615	1	0.2%
45.3125	1	0.2%
42.857142857142854	2	0.4%
41.0958904109589	1	0.2%
40.458015267175576	1	0.2%
40.25974025974026	1	0.2%
39.130434782608695	1	0.2%
37.96296296296296	1	0.2%
36.91246226821906	1	0.2%
36.73005374121538	1	0.2%

부산
Real number (ℝ)

ZEROS

Distinct	303
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.11248

Minimum	0
Maximum	50
Zeros	195
Zeros (%)	37.5%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.9554313
Q3	5.2576982
95-th percentile	14.423878
Maximum	50
Range	50
Interquartile range (IQR)	5.2576982

Descriptive statistics

Standard deviation	6.3547907
Coefficient of variation (CV)	1.5452454
Kurtosis	18.027499
Mean	4.11248
Median Absolute Deviation (MAD)	1.9554313
Skewness	3.4734171
Sum	2138.4896
Variance	40.383365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	195	37.5%
11.11111111111111	4	0.8%
50.0	3	0.6%
13.333333333333334	3	0.6%
10.0	3	0.6%
25.0	2	0.4%
4.918032786885246	2	0.4%
6.666666666666667	2	0.4%
4.0	2	0.4%
2.898550724637681	2	0.4%
Other values (293)	302	58.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	195	37.5%
0.6216006216006216	1	0.2%
0.656624179219776	1	0.2%
0.8048289738430584	1	0.2%
0.8130081300813009	1	0.2%
0.8620689655172413	1	0.2%
0.9036144578313252	1	0.2%
0.9116409537166901	1	0.2%
0.9259259259259258	1	0.2%
0.9345794392523363	2	0.4%

Value	Count	Frequency (%)
50.0	3	0.6%
38.46153846153847	1	0.2%
33.33333333333333	2	0.4%
26.490066225165563	1	0.2%
25.0	2	0.4%
23.28767123287671	1	0.2%
20.0	1	0.2%
18.571428571428573	1	0.2%
18.181818181818183	1	0.2%
16.86375321336761	1	0.2%

대구
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	439
Distinct (%)	84.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0371287

Minimum	0
Maximum	50
Zeros	60
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.6836902
median	3.6341078
Q3	7.3645948
95-th percentile	13.434271
Maximum	50
Range	50
Interquartile range (IQR)	5.6809046

Descriptive statistics

Standard deviation	5.1609495
Coefficient of variation (CV)	1.0245816
Kurtosis	21.788569
Mean	5.0371287
Median Absolute Deviation (MAD)	2.3439109
Skewness	3.2353325
Sum	2619.3069
Variance	26.6354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	60	11.5%
6.666666666666667	3	0.6%
3.125	3	0.6%
2.5	3	0.6%
8.695652173913043	3	0.6%
4.761904761904762	2	0.4%
1.9607843137254901	2	0.4%
5.0	2	0.4%
5.88235294117647	2	0.4%
8.024691358024691	2	0.4%
Other values (429)	438	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	60	11.5%
0.2958579881656805	1	0.2%
0.5	1	0.2%
0.6097560975609756	1	0.2%
0.646551724137931	1	0.2%
0.6756756756756757	1	0.2%
0.697350069735007	1	0.2%
0.7299270072992701	1	0.2%
0.7462686567164178	1	0.2%
0.8111239860950173	1	0.2%

Value	Count	Frequency (%)
50.0	2	0.4%
28.57142857142857	1	0.2%
20.0	1	0.2%
19.612068965517242	1	0.2%
18.51851851851852	1	0.2%
18.461538461538463	1	0.2%
17.99307958477509	1	0.2%
17.218543046357617	1	0.2%
16.70235546038544	1	0.2%
16.680227827502033	1	0.2%

인천
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	429
Distinct (%)	82.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3973678

Minimum	0
Maximum	50
Zeros	58
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.0593377
median	3.1915302
Q3	4.3214324
95-th percentile	6.6680614
Maximum	50
Range	50
Interquartile range (IQR)	2.2620947

Descriptive statistics

Standard deviation	3.1940756
Coefficient of variation (CV)	0.94016185
Kurtosis	101.24118
Mean	3.3973678
Median Absolute Deviation (MAD)	1.1310953
Skewness	7.7627187
Sum	1766.6313
Variance	10.202119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	58	11.2%
6.25	4	0.8%
4.3478260869565215	4	0.8%
6.666666666666667	3	0.6%
2.5974025974025974	3	0.6%
2.5	3	0.6%
3.8461538461538463	3	0.6%
2.0408163265306123	3	0.6%
4.10958904109589	2	0.4%
3.75	2	0.4%
Other values (419)	435	83.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	58	11.2%
0.29069767441860467	1	0.2%
0.411522633744856	1	0.2%
0.5	1	0.2%
0.5970149253731344	1	0.2%
0.6851448146994706	1	0.2%
0.7117437722419928	1	0.2%
0.7142857142857143	1	0.2%
0.7462686567164178	1	0.2%
0.7569386038687973	1	0.2%

Value	Count	Frequency (%)
50.0	1	0.2%
33.33333333333333	1	0.2%
14.754098360655737	1	0.2%
11.76470588235294	1	0.2%
10.365853658536585	1	0.2%
10.0	1	0.2%
9.210526315789473	1	0.2%
9.16030534351145	1	0.2%
9.090909090909092	1	0.2%
8.695652173913043	2	0.4%

광주
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	436
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0981541

Minimum	0
Maximum	50
Zeros	56
Zeros (%)	10.8%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.82730828
median	1.8143283
Q3	5.6711972
95-th percentile	14.285714
Maximum	50
Range	50
Interquartile range (IQR)	4.843889

Descriptive statistics

Standard deviation	5.851201
Coefficient of variation (CV)	1.427765
Kurtosis	16.960858
Mean	4.0981541
Median Absolute Deviation (MAD)	1.2458279
Skewness	3.3862409
Sum	2131.0401
Variance	34.236554
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	56	10.8%
3.125	4	0.8%
0.7633587786259541	4	0.8%
2.0408163265306123	3	0.6%
11.11111111111111	3	0.6%
14.285714285714285	3	0.6%
8.333333333333332	2	0.4%
0.975609756097561	2	0.4%
1.1111111111111112	2	0.4%
6.666666666666667	2	0.4%
Other values (426)	439	84.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	56	10.8%
0.09342883836810963	1	0.2%
0.17094017094017094	1	0.2%
0.1724137931034483	1	0.2%
0.21321961620469082	1	0.2%
0.21413276231263384	1	0.2%
0.21551724137931033	1	0.2%
0.21691973969631237	1	0.2%
0.23696682464454977	1	0.2%
0.25017869907076484	1	0.2%

Value	Count	Frequency (%)
50.0	1	0.2%
41.66666666666667	2	0.4%
38.46153846153847	1	0.2%
33.33333333333333	1	0.2%
30.0	1	0.2%
25.0	1	0.2%
22.22222222222222	1	0.2%
20.0	1	0.2%
19.672131147540984	1	0.2%
19.27710843373494	1	0.2%

대전
Real number (ℝ)

ZEROS

Distinct	429
Distinct (%)	82.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4529706

Minimum	0
Maximum	25
Zeros	66
Zeros (%)	12.7%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.2791428
median	2.0183883
Q3	3.2556073
95-th percentile	5.5634921
Maximum	25
Range	25
Interquartile range (IQR)	1.9764645

Descriptive statistics

Standard deviation	2.385481
Coefficient of variation (CV)	0.97248655
Kurtosis	33.130244
Mean	2.4529706
Median Absolute Deviation (MAD)	0.90785908
Skewness	4.4448914
Sum	1275.5447
Variance	5.6905194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	66	12.7%
2.7777777777777777	4	0.8%
4.3478260869565215	4	0.8%
5.88235294117647	3	0.6%
1.6666666666666667	3	0.6%
3.3333333333333335	3	0.6%
1.0869565217391304	2	0.4%
1.8072289156626504	2	0.4%
1.2195121951219512	2	0.4%
2.7137042062415198	2	0.4%
Other values (419)	429	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	66	12.7%
0.48602673147023084	1	0.2%
0.5046257359125316	1	0.2%
0.5198487712665406	1	0.2%
0.5344735435595939	1	0.2%
0.5597014925373134	1	0.2%
0.5865102639296188	1	0.2%
0.591715976331361	1	0.2%
0.6396588486140725	1	0.2%
0.7142857142857143	1	0.2%

Value	Count	Frequency (%)
25.0	1	0.2%
23.076923076923077	1	0.2%
20.0	1	0.2%
16.666666666666664	1	0.2%
11.059907834101383	1	0.2%
10.0	1	0.2%
9.523809523809524	1	0.2%
9.45945945945946	1	0.2%
9.090909090909092	1	0.2%
8.080808080808081	1	0.2%

울산
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	418
Distinct (%)	80.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4493352

Minimum	0
Maximum	58.536585
Zeros	87
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.67786547
median	1.6734587
Q3	6.4070901
95-th percentile	13.245922
Maximum	58.536585
Range	58.536585
Interquartile range (IQR)	5.7292247

Descriptive statistics

Standard deviation	6.4322034
Coefficient of variation (CV)	1.4456549
Kurtosis	21.933789
Mean	4.4493352
Median Absolute Deviation (MAD)	1.6734587
Skewness	3.8631522
Sum	2313.6543
Variance	41.37324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	87	16.7%
5.88235294117647	3	0.6%
5.555555555555555	3	0.6%
1.5552099533437014	2	0.4%
2.1739130434782608	2	0.4%
1.4492753623188406	2	0.4%
2.5	2	0.4%
1.5267175572519083	2	0.4%
1.639344262295082	2	0.4%
6.172839506172839	2	0.4%
Other values (408)	413	79.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	87	16.7%
0.2638522427440633	1	0.2%
0.2805049088359046	1	0.2%
0.29411764705882354	1	0.2%
0.2958579881656805	1	0.2%
0.30181086519114686	1	0.2%
0.3089996137504828	1	0.2%
0.3259452411994785	1	0.2%
0.33783783783783783	1	0.2%
0.3658536585365854	1	0.2%

Value	Count	Frequency (%)
58.536585365853654	1	0.2%
47.01492537313433	1	0.2%
45.85783003741315	1	0.2%
43.28358208955223	1	0.2%
42.95841209829867	1	0.2%
33.33333333333333	1	0.2%
32.0	1	0.2%
29.545454545454547	1	0.2%
26.76056338028169	1	0.2%
25.961538461538463	1	0.2%

세종
Real number (ℝ)

ZEROS

Distinct	368
Distinct (%)	70.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62826818

Minimum	0
Maximum	14.285714
Zeros	143
Zeros (%)	27.5%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.46550395
Q3	0.82950783
95-th percentile	1.78679
Maximum	14.285714
Range	14.285714
Interquartile range (IQR)	0.82950783

Descriptive statistics

Standard deviation	1.0104338
Coefficient of variation (CV)	1.6082842
Kurtosis	82.695741
Mean	0.62826818
Median Absolute Deviation (MAD)	0.39409683
Skewness	7.4296001
Sum	326.69946
Variance	1.0209765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	143	27.5%
0.9803921568627451	2	0.4%
0.5102040816326531	2	0.4%
1.4285714285714286	2	0.4%
0.7974481658692184	2	0.4%
0.4434589800443459	2	0.4%
3.278688524590164	2	0.4%
0.5291005291005291	2	0.4%
0.6024096385542169	2	0.4%
0.6666666666666667	2	0.4%
Other values (358)	359	69.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	143	27.5%
0.05279831045406547	1	0.2%
0.07017543859649122	1	0.2%
0.08695652173913043	1	0.2%
0.0945179584120983	1	0.2%
0.10141987829614604	1	0.2%
0.10384215991692627	1	0.2%
0.13054830287206268	1	0.2%
0.13774104683195593	1	0.2%
0.1394700139470014	1	0.2%

Value	Count	Frequency (%)
14.285714285714285	1	0.2%
10.0	1	0.2%
7.834101382488479	1	0.2%
3.896103896103896	1	0.2%
3.614457831325301	1	0.2%
3.361344537815126	1	0.2%
3.3333333333333335	1	0.2%
3.278688524590164	2	0.4%
3.2520325203252036	1	0.2%
3.125	1	0.2%

경기
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	464
Distinct (%)	89.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.498106

Minimum	0
Maximum	50
Zeros	14
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	5.8794974
Q1	13.142317
median	17.70414
Q3	22.979617
95-th percentile	35.52818
Maximum	50
Range	50
Interquartile range (IQR)	9.8373004

Descriptive statistics

Standard deviation	8.869882
Coefficient of variation (CV)	0.47950217
Kurtosis	0.60910109
Mean	18.498106
Median Absolute Deviation (MAD)	5.0782165
Skewness	0.57475848
Sum	9619.0152
Variance	78.674807
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	14	2.7%
20.0	7	1.3%
16.666666666666664	5	1.0%
14.285714285714285	5	1.0%
25.0	4	0.8%
5.88235294117647	3	0.6%
17.391304347826086	3	0.6%
19.047619047619047	3	0.6%
50.0	3	0.6%
13.333333333333334	3	0.6%
Other values (454)	470	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	14	2.7%
1.4925373134328357	1	0.2%
2.666666666666667	1	0.2%
3.125	1	0.2%
3.278688524590164	1	0.2%
3.768296480847088	1	0.2%
3.937007874015748	1	0.2%
4.580152671755725	1	0.2%
4.957264957264957	1	0.2%
5.47945205479452	1	0.2%

Value	Count	Frequency (%)
50.0	3	0.6%
43.02819621475473	1	0.2%
42.27642276422765	1	0.2%
41.91304347826087	1	0.2%
40.3420523138833	1	0.2%
39.32741709481551	1	0.2%
39.02439024390244	1	0.2%
38.93805309734513	1	0.2%
38.77233877233877	1	0.2%
38.2648401826484	1	0.2%

강원
Real number (ℝ)

ZEROS

Distinct	416
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1623252

Minimum	0
Maximum	50
Zeros	83
Zeros (%)	16.0%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.79053535
median	1.2345679
Q3	1.9770241
95-th percentile	17.2227
Maximum	50
Range	50
Interquartile range (IQR)	1.1864887

Descriptive statistics

Standard deviation	5.8354375
Coefficient of variation (CV)	1.8452996
Kurtosis	15.82527
Mean	3.1623252
Median Absolute Deviation (MAD)	0.53267408
Skewness	3.5824431
Sum	1644.4091
Variance	34.052331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	83	16.0%
1.639344262295082	3	0.6%
2.1739130434782608	3	0.6%
1.5267175572519083	2	0.4%
7.4074074074074066	2	0.4%
1.2048192771084338	2	0.4%
0.4878048780487805	2	0.4%
3.9215686274509802	2	0.4%
1.0416666666666665	2	0.4%
1.2345679012345678	2	0.4%
Other values (406)	417	80.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	83	16.0%
0.24183796856106407	1	0.2%
0.2789400278940028	1	0.2%
0.2966381015161503	1	0.2%
0.32858707557502737	1	0.2%
0.33707865168539325	1	0.2%
0.40650406504065045	1	0.2%
0.4434589800443459	1	0.2%
0.45662100456621	1	0.2%
0.4878048780487805	2	0.4%

Value	Count	Frequency (%)
50.0	1	0.2%
38.57343969967151	1	0.2%
34.05172413793103	1	0.2%
30.35190615835777	1	0.2%
30.081300813008134	1	0.2%
28.599033816425123	1	0.2%
25.956284153005466	1	0.2%
24.46043165467626	1	0.2%
24.358974358974358	1	0.2%
23.438836612489307	1	0.2%

충북
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	409
Distinct (%)	78.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.798843

Minimum	0
Maximum	12.5
Zeros	77
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.98707303
median	1.6507584
Q3	2.4281042
95-th percentile	4.2059772
Maximum	12.5
Range	12.5
Interquartile range (IQR)	1.4410312

Descriptive statistics

Standard deviation	1.4179847
Coefficient of variation (CV)	0.78827596
Kurtosis	8.4369653
Mean	1.798843
Median Absolute Deviation (MAD)	0.72750857
Skewness	1.8802266
Sum	935.39835
Variance	2.0106806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	77	14.8%
1.639344262295082	4	0.8%
5.555555555555555	3	0.6%
2.898550724637681	3	0.6%
6.666666666666667	3	0.6%
3.225806451612903	3	0.6%
2.564102564102564	2	0.4%
1.2195121951219512	2	0.4%
0.7142857142857143	2	0.4%
0.7462686567164178	2	0.4%
Other values (399)	419	80.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	77	14.8%
0.234192037470726	1	0.2%
0.2617801047120419	1	0.2%
0.27932960893854747	1	0.2%
0.37735849056603776	1	0.2%
0.3913894324853229	1	0.2%
0.4434589800443459	1	0.2%
0.45558086560364464	1	0.2%
0.4671441918405481	1	0.2%
0.4912280701754386	1	0.2%

Value	Count	Frequency (%)
12.5	1	0.2%
9.523809523809524	1	0.2%
7.112068965517242	1	0.2%
6.666666666666667	3	0.6%
6.438631790744467	1	0.2%
6.323337679269883	1	0.2%
6.25	1	0.2%
5.913043478260869	1	0.2%
5.555555555555555	3	0.6%
5.487804878048781	1	0.2%

충남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	428
Distinct (%)	82.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3920777

Minimum	0
Maximum	25
Zeros	63
Zeros (%)	12.1%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.4330544
median	2.1021884
Q3	3.0603937
95-th percentile	4.559024
Maximum	25
Range	25
Interquartile range (IQR)	1.6273393

Descriptive statistics

Standard deviation	2.2048369
Coefficient of variation (CV)	0.92172463
Kurtosis	35.562006
Mean	2.3920777
Median Absolute Deviation (MAD)	0.79687293
Skewness	4.6451144
Sum	1243.8804
Variance	4.8613059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	63	12.1%
3.3333333333333335	5	1.0%
4.3478260869565215	4	0.8%
1.639344262295082	3	0.6%
4.166666666666666	3	0.6%
4.0	3	0.6%
3.4482758620689653	2	0.4%
0.8130081300813009	2	0.4%
1.3333333333333335	2	0.4%
1.7726798748696557	2	0.4%
Other values (418)	431	82.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	63	12.1%
0.29069767441860467	1	0.2%
0.5249343832020997	1	0.2%
0.5555555555555556	1	0.2%
0.591715976331361	1	0.2%
0.5970149253731344	1	0.2%
0.6571741511500547	1	0.2%
0.6616257088846881	1	0.2%
0.7246376811594203	1	0.2%
0.7249466950959489	1	0.2%

Value	Count	Frequency (%)
25.0	1	0.2%
20.0	1	0.2%
15.789473684210526	2	0.4%
14.285714285714285	1	0.2%
12.903225806451612	1	0.2%
9.67741935483871	1	0.2%
9.523809523809524	1	0.2%
9.090909090909092	1	0.2%
7.8431372549019605	1	0.2%
7.8125	1	0.2%

전북
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	436
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6857703

Minimum	0
Maximum	63.571429
Zeros	68
Zeros (%)	13.1%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.81375117
median	1.4349916
Q3	5.9170227
95-th percentile	36.732906
Maximum	63.571429
Range	63.571429
Interquartile range (IQR)	5.1032715

Descriptive statistics

Standard deviation	12.130781
Coefficient of variation (CV)	1.8144179
Kurtosis	5.8224239
Mean	6.6857703
Median Absolute Deviation (MAD)	1.139092
Skewness	2.5302715
Sum	3476.6005
Variance	147.15585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	68	13.1%
6.25	3	0.6%
0.8849557522123894	2	0.4%
3.278688524590164	2	0.4%
8.695652173913043	2	0.4%
2.73972602739726	2	0.4%
1.5873015873015872	2	0.4%
8.0	2	0.4%
6.666666666666667	2	0.4%
42.857142857142854	2	0.4%
Other values (426)	433	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	68	13.1%
0.1779359430604982	1	0.2%
0.19569471624266144	1	0.2%
0.24390243902439024	1	0.2%
0.24914356898162568	1	0.2%
0.27932960893854747	1	0.2%
0.28591851322373124	1	0.2%
0.3498542274052478	1	0.2%
0.411522633744856	1	0.2%
0.4291845493562232	1	0.2%

Value	Count	Frequency (%)
63.57142857142857	1	0.2%
61.969111969111964	1	0.2%
58.048780487804876	1	0.2%
55.172413793103445	1	0.2%
54.437869822485204	1	0.2%
54.41354292623942	1	0.2%
52.0	1	0.2%
51.4018691588785	1	0.2%
50.0	1	0.2%
49.72375690607735	1	0.2%

전남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	451
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3273012

Minimum	0
Maximum	80
Zeros	42
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.1425996
median	2.349006
Q3	6.7465623
95-th percentile	27.627666
Maximum	80
Range	80
Interquartile range (IQR)	5.6039627

Descriptive statistics

Standard deviation	9.7081039
Coefficient of variation (CV)	1.5343199
Kurtosis	10.604509
Mean	6.3273012
Median Absolute Deviation (MAD)	1.5240373
Skewness	2.8192357
Sum	3290.1966
Variance	94.247282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	42	8.1%
25.0	5	1.0%
33.33333333333333	4	0.8%
2.1739130434782608	3	0.6%
20.0	3	0.6%
0.8130081300813009	2	0.4%
1.864406779661017	2	0.4%
6.666666666666667	2	0.4%
3.125	2	0.4%
5.555555555555555	2	0.4%
Other values (441)	453	87.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	42	8.1%
0.2145922746781116	1	0.2%
0.3089996137504828	1	0.2%
0.3658536585365854	1	0.2%
0.3885003885003885	1	0.2%
0.3911342894393742	1	0.2%
0.4048582995951417	1	0.2%
0.40683482506102525	1	0.2%
0.4098360655737705	1	0.2%
0.4363001745200698	1	0.2%

Value	Count	Frequency (%)
80.0	1	0.2%
57.14285714285714	1	0.2%
55.55555555555556	1	0.2%
50.0	1	0.2%
41.66666666666667	1	0.2%
40.0	2	0.4%
38.46153846153847	1	0.2%
37.5	1	0.2%
34.78260869565217	1	0.2%
34.01450230718523	1	0.2%

경북
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	432
Distinct (%)	83.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.458249

Minimum	0
Maximum	64.247898
Zeros	62
Zeros (%)	11.9%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.642453
median	3.125
Q3	6.3126231
95-th percentile	18.069743
Maximum	64.247898
Range	64.247898
Interquartile range (IQR)	4.6701701

Descriptive statistics

Standard deviation	7.8527173
Coefficient of variation (CV)	1.438688
Kurtosis	21.326751
Mean	5.458249
Median Absolute Deviation (MAD)	2.0606884
Skewness	4.112263
Sum	2838.2895
Variance	61.66517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	62	11.9%
1.639344262295082	3	0.6%
14.285714285714285	3	0.6%
4.3478260869565215	3	0.6%
3.4482758620689653	3	0.6%
5.555555555555555	3	0.6%
4.878048780487805	3	0.6%
2.0	3	0.6%
3.125	3	0.6%
7.142857142857142	3	0.6%
Other values (422)	431	82.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	62	11.9%
0.2958579881656805	1	0.2%
0.4878048780487805	1	0.2%
0.546448087431694	1	0.2%
0.5494505494505495	1	0.2%
0.6756756756756757	1	0.2%
0.7255139056831923	1	0.2%
0.7444168734491315	1	0.2%
0.7537688442211055	1	0.2%
0.7633587786259541	1	0.2%

Value	Count	Frequency (%)
64.24789785113671	1	0.2%
58.8277340957827	1	0.2%
55.72519083969466	1	0.2%
53.96551724137931	1	0.2%
50.0	1	0.2%
47.57281553398058	1	0.2%
44.54810495626822	1	0.2%
43.48341232227489	1	0.2%
39.37007874015748	1	0.2%
32.30769230769231	1	0.2%

경남
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	453
Distinct (%)	87.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.824504

Minimum	0
Maximum	67.142857
Zeros	36
Zeros (%)	6.9%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.5748382
median	6.4761343
Q3	19.61763
95-th percentile	45.681828
Maximum	67.142857
Range	67.142857
Interquartile range (IQR)	17.042792

Descriptive statistics

Standard deviation	14.744233
Coefficient of variation (CV)	1.1496922
Kurtosis	1.5552065
Mean	12.824504
Median Absolute Deviation (MAD)	4.7896443
Skewness	1.513698
Sum	6668.7422
Variance	217.3924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	36	6.9%
25.0	4	0.8%
14.285714285714285	3	0.6%
6.666666666666667	3	0.6%
4.0	3	0.6%
3.225806451612903	3	0.6%
7.6923076923076925	3	0.6%
50.0	3	0.6%
9.375	2	0.4%
6.25	2	0.4%
Other values (443)	458	88.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	36	6.9%
0.5578800557880056	1	0.2%
0.6493506493506493	2	0.4%
0.7633587786259541	1	0.2%
0.853658536585366	1	0.2%
0.8620689655172413	1	0.2%
0.8875739644970414	1	0.2%
0.9345794392523363	2	0.4%
0.975609756097561	1	0.2%
0.9900990099009901	1	0.2%

Value	Count	Frequency (%)
67.14285714285714	1	0.2%
66.81270536692223	1	0.2%
66.77966101694915	1	0.2%
64.04494382022472	1	0.2%
62.56410256410256	1	0.2%
61.64383561643836	1	0.2%
58.2089552238806	1	0.2%
55.793991416309005	1	0.2%
54.06976744186046	1	0.2%
53.40909090909091	1	0.2%

제주
Real number (ℝ)

ZEROS

Distinct	360
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60460839

Minimum	0
Maximum	50
Zeros	149
Zeros (%)	28.7%
Negative	0
Negative (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.34745434
Q3	0.7279867
95-th percentile	1.5625
Maximum	50
Range	50
Interquartile range (IQR)	0.7279867

Descriptive statistics

Standard deviation	2.2746883
Coefficient of variation (CV)	3.7622506
Kurtosis	430.67353
Mean	0.60460839
Median Absolute Deviation (MAD)	0.34745434
Skewness	19.909729
Sum	314.39636
Variance	5.1742068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	149	28.7%
0.2857142857142857	3	0.6%
1.5625	3	0.6%
1.25	2	0.4%
0.7352941176470588	2	0.4%
1.36986301369863	2	0.4%
0.8130081300813009	2	0.4%
0.5221932114882507	2	0.4%
0.6451612903225806	2	0.4%
0.425531914893617	2	0.4%
Other values (350)	351	67.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	149	28.7%
0.043122035360069	1	0.2%
0.0546448087431694	1	0.2%
0.06200909466721786	1	0.2%
0.06455777921239508	1	0.2%
0.06591957811470006	1	0.2%
0.0716075904045829	1	0.2%
0.076103500761035	1	0.2%
0.08136696501220504	1	0.2%
0.08403361344537816	1	0.2%

Value	Count	Frequency (%)
50.0	1	0.2%
7.6923076923076925	1	0.2%
5.555555555555555	1	0.2%
4.651162790697675	1	0.2%
3.896103896103896	1	0.2%
3.278688524590164	1	0.2%
2.8446389496717726	1	0.2%
2.6178010471204187	1	0.2%
2.1739130434782608	1	0.2%
2.158273381294964	1	0.2%

Heatmap
Table

	방문지역	연령대	관광지	서울	부산	대구	인천	광주	대전	울산	세종	경기	강원	충북	충남	전북	전남	경북	경남	제주
방문지역	1.000	0.000	0.999	0.662	0.631	0.660	0.646	0.772	0.371	0.537	0.146	0.762	0.640	0.445	0.403	0.827	0.624	0.694	0.852	0.000
연령대	0.000	1.000	0.000	0.243	0.000	0.000	0.000	0.183	0.063	0.000	0.114	0.237	0.000	0.116	0.107	0.253	0.000	0.127	0.000	0.000
관광지	0.999	0.000	1.000	0.876	0.795	0.795	0.591	0.713	0.698	0.876	0.469	0.867	0.788	0.761	0.584	0.724	0.809	0.818	0.925	0.609
서울	0.662	0.243	0.876	1.000	0.286	0.310	0.544	0.401	0.188	0.362	0.101	0.791	0.498	0.452	0.212	0.195	0.278	0.496	0.545	0.395
부산	0.631	0.000	0.795	0.286	1.000	0.606	0.439	0.430	0.000	0.343	0.000	0.295	0.000	0.000	0.400	0.030	0.615	0.347	0.399	0.682
대구	0.660	0.000	0.795	0.310	0.606	1.000	0.119	0.212	0.000	0.440	0.000	0.397	0.012	0.126	0.152	0.167	0.282	0.642	0.526	0.000
인천	0.646	0.000	0.591	0.544	0.439	0.119	1.000	0.000	0.367	0.077	0.000	0.611	0.401	0.369	0.000	0.000	0.000	0.321	0.235	0.000
광주	0.772	0.183	0.713	0.401	0.430	0.212	0.000	1.000	0.712	0.000	0.537	0.407	0.000	0.000	0.263	0.505	0.705	0.000	0.152	0.000
대전	0.371	0.063	0.698	0.188	0.000	0.000	0.367	0.712	1.000	0.099	0.518	0.298	0.000	0.198	0.753	0.368	0.272	0.405	0.000	0.000
울산	0.537	0.000	0.876	0.362	0.343	0.440	0.077	0.000	0.099	1.000	0.000	0.339	0.000	0.113	0.162	0.000	0.000	0.603	0.418	0.000
세종	0.146	0.114	0.469	0.101	0.000	0.000	0.000	0.537	0.518	0.000	1.000	0.000	0.000	0.000	0.367	0.232	0.127	0.000	0.040	0.000
경기	0.762	0.237	0.867	0.791	0.295	0.397	0.611	0.407	0.298	0.339	0.000	1.000	0.603	0.506	0.326	0.246	0.381	0.434	0.590	0.227
강원	0.640	0.000	0.788	0.498	0.000	0.012	0.401	0.000	0.000	0.000	0.000	0.603	1.000	0.410	0.000	0.000	0.000	0.000	0.191	0.000
충북	0.445	0.116	0.761	0.452	0.000	0.126	0.369	0.000	0.198	0.113	0.000	0.506	0.410	1.000	0.498	0.191	0.000	0.000	0.295	0.238
충남	0.403	0.107	0.584	0.212	0.400	0.152	0.000	0.263	0.753	0.162	0.367	0.326	0.000	0.498	1.000	0.422	0.303	0.218	0.205	0.000
전북	0.827	0.253	0.724	0.195	0.030	0.167	0.000	0.505	0.368	0.000	0.232	0.246	0.000	0.191	0.422	1.000	0.186	0.000	0.194	0.000
전남	0.624	0.000	0.809	0.278	0.615	0.282	0.000	0.705	0.272	0.000	0.127	0.381	0.000	0.000	0.303	0.186	1.000	0.000	0.000	0.000
경북	0.694	0.127	0.818	0.496	0.347	0.642	0.321	0.000	0.405	0.603	0.000	0.434	0.000	0.000	0.218	0.000	0.000	1.000	0.417	0.114
경남	0.852	0.000	0.925	0.545	0.399	0.526	0.235	0.152	0.000	0.418	0.040	0.590	0.191	0.295	0.205	0.194	0.000	0.417	1.000	0.000
제주	0.000	0.000	0.609	0.395	0.682	0.000	0.000	0.000	0.000	0.000	0.000	0.227	0.000	0.238	0.000	0.000	0.000	0.114	0.000	1.000

Heatmap
Table

	방문지역	연령대
방문지역	1.000	0.000
연령대	0.000	1.000

Heatmap
Table

	서울	부산	대구	인천	광주	대전	울산	세종	경기	강원	충북	충남	전북	전남	경북	경남	제주	방문지역	연령대
서울	1.000	-0.086	-0.171	0.483	-0.075	0.178	-0.257	0.107	0.649	0.336	0.425	0.257	-0.027	-0.273	-0.175	-0.283	-0.001	0.333	0.103
부산	-0.086	1.000	-0.031	0.046	0.235	0.138	-0.155	0.019	0.029	0.012	0.178	0.157	0.109	0.094	-0.072	-0.394	-0.329	0.428	0.000
대구	-0.171	-0.031	1.000	-0.137	-0.208	0.001	0.703	0.074	-0.245	-0.056	-0.128	-0.150	-0.206	-0.276	0.734	0.558	0.227	0.497	0.000
인천	0.483	0.046	-0.137	1.000	0.030	0.131	-0.141	0.236	0.580	0.409	0.527	0.385	0.146	-0.167	-0.148	-0.247	0.066	0.288	0.000
광주	-0.075	0.235	-0.208	0.030	1.000	0.404	-0.257	0.329	-0.006	-0.219	0.120	0.364	0.590	0.654	-0.395	-0.127	-0.010	0.424	0.070
대전	0.178	0.138	0.001	0.131	0.404	1.000	-0.116	0.352	0.162	-0.029	0.241	0.480	0.450	0.261	-0.179	-0.123	-0.002	0.242	0.059
울산	-0.257	-0.155	0.703	-0.141	-0.257	-0.116	1.000	0.101	-0.368	0.016	-0.184	-0.214	-0.262	-0.233	0.749	0.643	0.321	0.345	0.000
세종	0.107	0.019	0.074	0.236	0.329	0.352	0.101	1.000	0.183	0.033	0.187	0.394	0.315	0.073	-0.035	0.053	0.263	0.099	0.077
경기	0.649	0.029	-0.245	0.580	-0.006	0.162	-0.368	0.183	1.000	0.370	0.476	0.298	0.001	-0.183	-0.300	-0.402	-0.052	0.420	0.104
강원	0.336	0.012	-0.056	0.409	-0.219	-0.029	0.016	0.033	0.370	1.000	0.395	0.043	-0.127	-0.354	0.042	-0.093	0.132	0.439	0.000
충북	0.425	0.178	-0.128	0.527	0.120	0.241	-0.184	0.187	0.476	0.395	1.000	0.376	0.188	-0.072	-0.114	-0.280	0.018	0.291	0.060
충남	0.257	0.157	-0.150	0.385	0.364	0.480	-0.214	0.394	0.298	0.043	0.376	1.000	0.516	0.172	-0.267	-0.290	0.004	0.263	0.066
전북	-0.027	0.109	-0.206	0.146	0.590	0.450	-0.262	0.315	0.001	-0.127	0.188	0.516	1.000	0.450	-0.357	-0.202	0.035	0.484	0.107
전남	-0.273	0.094	-0.276	-0.167	0.654	0.261	-0.233	0.073	-0.183	-0.354	-0.072	0.172	0.450	1.000	-0.390	0.003	0.040	0.422	0.000
경북	-0.175	-0.072	0.734	-0.148	-0.395	-0.179	0.749	-0.035	-0.300	0.042	-0.114	-0.267	-0.357	-0.390	1.000	0.543	0.213	0.357	0.053
경남	-0.283	-0.394	0.558	-0.247	-0.127	-0.123	0.643	0.053	-0.402	-0.093	-0.280	-0.290	-0.202	0.003	0.543	1.000	0.464	0.516	0.000
제주	-0.001	-0.329	0.227	0.066	-0.010	-0.002	0.321	0.263	-0.052	0.132	0.018	0.004	0.035	0.040	0.213	0.464	1.000	0.000	0.000
방문지역	0.333	0.428	0.497	0.288	0.424	0.242	0.345	0.099	0.420	0.439	0.291	0.263	0.484	0.422	0.357	0.516	0.000	1.000	0.000
연령대	0.103	0.000	0.000	0.000	0.070	0.059	0.000	0.077	0.104	0.000	0.060	0.066	0.107	0.000	0.053	0.000	0.000	0.000	1.000

Count
Matrix

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.

First rows
Last rows

	방문지역	연령대	관광지	서울	부산	대구	인천	광주	대전	울산	세종	경기	강원	충북	충남	전북	전남	경북	경남	제주
0	강릉	20대	합계(중복제외)	30.018694	1.588977	1.763855	5.813182	1.040222	1.938732	0.636194	0.304529	33.841886	10.492673	4.2031	2.481457	1.139721	0.868359	2.020141	1.607067	0.241211
1	강릉	20대	강릉교동	25.130325	1.617832	1.707712	4.799569	0.844868	2.013302	0.521301	0.269639	29.120978	21.103721	4.727665	1.779615	0.898796	0.826892	2.660435	1.545928	0.431422
2	강릉	20대	강릉역앞	29.573935	1.718582	1.969209	6.945936	1.32474	2.506266	0.644468	0.250627	33.977802	8.986753	4.260652	2.184032	1.074114	0.644468	2.398854	1.467956	0.071608
3	강릉	20대	강문해변	36.730054	1.178173	1.818933	5.766846	0.847458	2.149649	0.516742	0.268706	34.93179	5.374122	3.369161	2.439024	1.033485	0.578752	1.550227	1.38487	0.062009
4	강릉	20대	경포호	30.079739	1.296955	1.393025	6.167739	0.874243	1.863772	0.672495	0.336247	37.707753	6.283024	5.341531	2.814872	1.162456	0.749352	1.748487	1.335383	0.172927
5	강릉	20대	도깨비촬영지	28.070175	1.754386	1.973684	9.210526	0.657895	1.754386	0.657895	0.0	31.798246	10.964912	4.605263	3.947368	0.438596	1.315789	1.096491	1.535088	0.219298
6	강릉	20대	안목해변	33.912401	1.182776	1.349104	5.655147	1.127333	1.755683	0.554426	0.240251	35.815931	8.094622	3.677694	1.848087	1.108852	0.665311	1.441508	1.386065	0.184809
7	강릉	20대	역전상권	29.62766	2.234043	1.755319	6.117021	1.06383	1.489362	0.691489	0.265957	31.808511	14.202128	2.553191	1.914894	1.43617	0.744681	2.340426	1.329787	0.425532
8	강릉	20대	영진항	24.83635	3.350019	4.120139	4.890258	1.771275	2.117828	1.078167	0.462072	29.996149	8.317289	3.350019	3.311513	2.040816	2.348864	2.733924	4.813246	0.462072
9	강릉	20대	오죽헌	14.87069	0.862069	0.646552	4.956897	0.0	2.155172	0.431034	0.0	28.663793	34.051724	7.112069	1.293103	0.646552	0.646552	2.586207	0.862069	0.215517

	방문지역	연령대	관광지	서울	부산	대구	인천	광주	대전	울산	세종	경기	강원	충북	충남	전북	전남	경북	경남	제주
510	전주	60대 이상	막걸리골목	13.313609	2.95858	0.295858	2.366864	2.071006	1.775148	0.295858	0.295858	11.83432	1.183432	2.071006	1.775148	54.43787	4.142012	0.295858	0.887574	0.0
511	전주	60대 이상	세병호	10.344828	1.149425	2.298851	0.0	5.747126	6.896552	0.0	0.0	6.896552	1.149425	0.0	3.448276	55.172414	5.747126	0.0	1.149425	0.0
512	전주	60대 이상	아중호수	19.047619	0.0	4.761905	0.0	0.0	0.0	0.0	0.0	19.047619	0.0	0.0	0.0	42.857143	9.52381	0.0	4.761905	0.0
513	전주	60대 이상	완산공원	9.65251	0.965251	1.544402	3.088803	0.965251	1.158301	0.3861	0.579151	10.42471	1.544402	0.579151	2.123552	61.969112	1.544402	1.544402	1.737452	0.19305
514	전주	60대 이상	웨딩거리	16.0	1.0	0.5	0.5	2.0	3.0	0.0	1.0	18.0	1.0	0.5	1.5	47.0	2.0	2.0	4.0	0.0
515	전주	60대 이상	자연생태관	23.423423	5.405405	2.702703	1.801802	3.603604	4.504505	0.0	0.900901	18.918919	0.0	0.900901	3.603604	24.324324	2.702703	2.702703	3.603604	0.900901
516	전주	60대 이상	전북도청	13.093923	2.403315	1.298343	2.154696	3.20442	2.016575	1.132597	0.414365	11.546961	1.21547	1.160221	2.651934	49.723757	3.950276	1.464088	2.237569	0.331492
517	전주	60대 이상	전주동물원	10.92437	1.680672	0.840336	3.361345	2.521008	5.882353	2.521008	3.361345	5.882353	0.0	2.521008	2.521008	49.579832	6.722689	0.0	1.680672	0.0
518	전주	60대 이상	전주터미널	14.311704	2.789569	2.092177	2.183141	2.15282	1.879927	0.576107	0.151607	14.129776	1.182535	1.030928	2.304427	49.423893	1.970891	0.848999	2.57732	0.394178
519	전주	60대 이상	한옥마을	19.963031	4.436229	3.142329	4.066543	2.865065	3.096118	0.924214	0.462107	20.887246	1.432532	1.478743	3.558226	25.046211	2.356747	2.54159	3.604436	0.138632

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Other Punctuation

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample