Overview

Dataset statistics

Number of variables12
Number of observations200
Missing cells600
Missing cells (%)25.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory20.1 KiB
Average record size in memory102.7 B

Variable types

Text2
Categorical3
DateTime1
Numeric3
Unsupported3

Dataset

DescriptionSample
Author(주)넥스트이지
URLhttps://www.bigdata-telecom.kr/invoke/SOKBP2603/?goodsCode=NXETRRSRTINQI0000000

Alerts

관광지금액 is highly overall correlated with 관광지지역명High correlation
관광지지역명 is highly overall correlated with 관광지금액High correlation
이용자연령대코드 has 200 (100.0%) missing valuesMissing
이용자성별코드 has 200 (100.0%) missing valuesMissing
이용자광역시도코드 has 200 (100.0%) missing valuesMissing
조회일시 has unique valuesUnique
이용자연령대코드 is an unsupported type, check if it needs cleaning or further analysisUnsupported
이용자성별코드 is an unsupported type, check if it needs cleaning or further analysisUnsupported
이용자광역시도코드 is an unsupported type, check if it needs cleaning or further analysisUnsupported
관광지위도X좌표 has 13 (6.5%) zerosZeros
관광지경도Y좌표 has 13 (6.5%) zerosZeros
관광지금액 has 4 (2.0%) zerosZeros

Reproduction

Analysis started2023-12-10 06:32:48.340203
Analysis finished2023-12-10 06:32:51.288777
Duration2.95 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

관광지명
Text

Distinct126
Distinct (%)63.0%
Missing0
Missing (%)0.0%
Memory size1.7 KiB
2023-12-10T15:32:51.730124image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length30
Median length24
Mean length15.285
Min length3

Characters and Unicode

Total characters3057
Distinct characters363
Distinct categories12 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique83 ?
Unique (%)41.5%

Sample

1st row[배낚시] 차귀도 달래배낚시 주간/야간
2nd row[배낚시] 차귀도 달래배낚시 주간/야간
3rd row최남단 감귤따기체험/ 농장속 모노레일 기차여행
4th row한일고속페리 완도~제주 레드펄
5th row협재 제트보트
ValueCountFrequency (%)
30
 
4.9%
뷔페 13
 
2.1%
카시트 12
 
2.0%
이용권 12
 
2.0%
제주시티투어(1회·1일 10
 
1.6%
제주시 9
 
1.5%
배낚시 8
 
1.3%
제주도렌트카 8
 
1.3%
섬채 7
 
1.1%
입장권 7
 
1.1%
Other values (267) 497
81.1%
2023-12-10T15:32:52.591831image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
415
 
13.6%
주 70
 
2.3%
제 59
 
1.9%
시 57
 
1.9%
( 49
 
1.6%
) 49
 
1.6%
스 47
 
1.5%
트 47
 
1.5%
1 47
 
1.5%
이 43
 
1.4%
Other values (353) 2174
71.1%

Most occurring categories

ValueCountFrequency (%)
Other Letter 2134
69.8%
Space Separator 415
 
13.6%
Decimal Number 121
 
4.0%
Uppercase Letter 97
 
3.2%
Open Punctuation 85
 
2.8%
Close Punctuation 85
 
2.8%
Other Punctuation 52
 
1.7%
Dash Punctuation 31
 
1.0%
Lowercase Letter 17
 
0.6%
Math Symbol 14
 
0.5%
Other values (2) 6
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
주 70
 
3.3%
제 59
 
2.8%
시 57
 
2.7%
스 47
 
2.2%
트 47
 
2.2%
이 43
 
2.0%
카 39
 
1.8%
권 32
 
1.5%
라 32
 
1.5%
체 32
 
1.5%
Other values (304) 1676
78.5%
Uppercase Letter
ValueCountFrequency (%)
I 26
26.8%
O 13
13.4%
S 12
12.4%
F 11
11.3%
X 11
11.3%
C 4
 
4.1%
A 4
 
4.1%
V 3
 
3.1%
M 3
 
3.1%
P 2
 
2.1%
Other values (6) 8
 
8.2%
Decimal Number
ValueCountFrequency (%)
1 47
38.8%
5 19
15.7%
2 12
 
9.9%
9 10
 
8.3%
8 9
 
7.4%
0 7
 
5.8%
6 6
 
5.0%
3 4
 
3.3%
4 4
 
3.3%
7 3
 
2.5%
Lowercase Letter
ValueCountFrequency (%)
i 4
23.5%
g 3
17.6%
k 2
11.8%
f 2
11.8%
s 2
11.8%
o 2
11.8%
x 2
11.8%
Other Punctuation
ValueCountFrequency (%)
/ 21
40.4%
% 12
23.1%
· 11
21.2%
& 4
 
7.7%
! 4
 
7.7%
Open Punctuation
ValueCountFrequency (%)
( 49
57.6%
[ 36
42.4%
Close Punctuation
ValueCountFrequency (%)
) 49
57.6%
] 36
42.4%
Math Symbol
ValueCountFrequency (%)
+ 10
71.4%
~ 4
 
28.6%
Other Symbol
ValueCountFrequency (%)
㈜ 2
66.7%
♥ 1
33.3%
Space Separator
ValueCountFrequency (%)
415
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 31
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 3
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 2136
69.9%
Common 807
 
26.4%
Latin 114
 
3.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
주 70
 
3.3%
제 59
 
2.8%
시 57
 
2.7%
스 47
 
2.2%
트 47
 
2.2%
이 43
 
2.0%
카 39
 
1.8%
권 32
 
1.5%
라 32
 
1.5%
체 32
 
1.5%
Other values (305) 1678
78.6%
Common
ValueCountFrequency (%)
415
51.4%
( 49
 
6.1%
) 49
 
6.1%
1 47
 
5.8%
[ 36
 
4.5%
] 36
 
4.5%
- 31
 
3.8%
/ 21
 
2.6%
5 19
 
2.4%
2 12
 
1.5%
Other values (15) 92
 
11.4%
Latin
ValueCountFrequency (%)
I 26
22.8%
O 13
11.4%
S 12
10.5%
F 11
9.6%
X 11
9.6%
C 4
 
3.5%
i 4
 
3.5%
A 4
 
3.5%
V 3
 
2.6%
M 3
 
2.6%
Other values (13) 23
20.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 2134
69.8%
ASCII 909
29.7%
None 13
 
0.4%
Misc Symbols 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
415
45.7%
( 49
 
5.4%
) 49
 
5.4%
1 47
 
5.2%
[ 36
 
4.0%
] 36
 
4.0%
- 31
 
3.4%
I 26
 
2.9%
/ 21
 
2.3%
5 19
 
2.1%
Other values (36) 180
19.8%
Hangul
ValueCountFrequency (%)
주 70
 
3.3%
제 59
 
2.8%
시 57
 
2.7%
스 47
 
2.2%
트 47
 
2.2%
이 43
 
2.0%
카 39
 
1.8%
권 32
 
1.5%
라 32
 
1.5%
체 32
 
1.5%
Other values (304) 1676
78.5%
None
ValueCountFrequency (%)
· 11
84.6%
㈜ 2
 
15.4%
Misc Symbols
ValueCountFrequency (%)
♥ 1
100.0%

관광지지역명
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)2.5%
Missing0
Missing (%)0.0%
Memory size1.7 KiB
<NA>
60 
제주시내권
60 
중문/서귀포
43 
서부권
21 
동부권
16 

Length

Max length6
Median length5
Mean length4.545
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row서부권
2nd row서부권
3rd row<NA>
4th row<NA>
5th row서부권

Common Values

ValueCountFrequency (%)
<NA> 60
30.0%
제주시내권 60
30.0%
중문/서귀포 43
21.5%
서부권 21
 
10.5%
동부권 16
 
8.0%

Length

2023-12-10T15:32:52.850905image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T15:32:53.048528image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 60
30.0%
제주시내권 60
30.0%
중문/서귀포 43
21.5%
서부권 21
 
10.5%
동부권 16
 
8.0%

접속장치명
Categorical

Distinct2
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size1.7 KiB
MOBILE
125 
PC
75 

Length

Max length6
Median length6
Mean length4.5
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowMOBILE
2nd rowMOBILE
3rd rowMOBILE
4th rowMOBILE
5th rowPC

Common Values

ValueCountFrequency (%)
MOBILE 125
62.5%
PC 75
37.5%

Length

2023-12-10T15:32:53.260624image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-10T15:32:53.459401image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
mobile 125
62.5%
pc 75
37.5%

조회일시
Date

UNIQUE 

Distinct200
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.7 KiB
Minimum2019-12-13 00:01:08
Maximum2019-12-13 01:36:14
2023-12-10T15:32:53.651222image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T15:32:53.870781image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

Unnamed: 4
Text

Distinct97
Distinct (%)48.5%
Missing0
Missing (%)0.0%
Memory size1.7 KiB
2023-12-10T15:32:54.291763image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length39
Median length33
Mean length25.3
Min length1

Characters and Unicode

Total characters5060
Distinct characters218
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique50 ?
Unique (%)25.0%

Sample

1st row제주특별자치도 제주시 한경면 노을해안로 1170-2
2nd row제주특별자치도 제주시 한경면 노을해안로 1170-2
3rd row제주특별자치도 서귀포시 남원읍 남위남성로 168 최남단감귤체험농장
4th row
5th row제주특별자치도 제주시 한림읍 협재1길 42 협재보트
ValueCountFrequency (%)
제주특별자치도 183
 
18.8%
제주시 126
 
12.9%
서귀포시 57
 
5.8%
2층 25
 
2.6%
안덕면 14
 
1.4%
23 12
 
1.2%
일주서로 11
 
1.1%
한경면 10
 
1.0%
선덕로 10
 
1.0%
남원읍 10
 
1.0%
Other values (215) 518
53.1%
2023-12-10T15:32:55.008343image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
878
 
17.4%
주 338
 
6.7%
제 331
 
6.5%
시 193
 
3.8%
도 192
 
3.8%
특 183
 
3.6%
자 183
 
3.6%
치 183
 
3.6%
별 183
 
3.6%
1 150
 
3.0%
Other values (208) 2246
44.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 3333
65.9%
Space Separator 878
 
17.4%
Decimal Number 757
 
15.0%
Dash Punctuation 54
 
1.1%
Uppercase Letter 27
 
0.5%
Lowercase Letter 4
 
0.1%
Open Punctuation 3
 
0.1%
Close Punctuation 3
 
0.1%
Other Punctuation 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
주 338
 
10.1%
제 331
 
9.9%
시 193
 
5.8%
도 192
 
5.8%
특 183
 
5.5%
자 183
 
5.5%
치 183
 
5.5%
별 183
 
5.5%
로 150
 
4.5%
서 92
 
2.8%
Other values (186) 1305
39.2%
Decimal Number
ValueCountFrequency (%)
1 150
19.8%
2 133
17.6%
4 78
10.3%
7 72
9.5%
6 69
9.1%
3 69
9.1%
0 62
8.2%
8 47
 
6.2%
5 46
 
6.1%
9 31
 
4.1%
Uppercase Letter
ValueCountFrequency (%)
A 7
25.9%
U 4
14.8%
R 4
14.8%
B 4
14.8%
N 4
14.8%
E 4
14.8%
Space Separator
ValueCountFrequency (%)
878
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 54
100.0%
Lowercase Letter
ValueCountFrequency (%)
e 4
100.0%
Open Punctuation
ValueCountFrequency (%)
( 3
100.0%
Close Punctuation
ValueCountFrequency (%)
) 3
100.0%
Other Punctuation
ValueCountFrequency (%)
! 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 3333
65.9%
Common 1696
33.5%
Latin 31
 
0.6%

Most frequent character per script

Hangul
ValueCountFrequency (%)
주 338
 
10.1%
제 331
 
9.9%
시 193
 
5.8%
도 192
 
5.8%
특 183
 
5.5%
자 183
 
5.5%
치 183
 
5.5%
별 183
 
5.5%
로 150
 
4.5%
서 92
 
2.8%
Other values (186) 1305
39.2%
Common
ValueCountFrequency (%)
878
51.8%
1 150
 
8.8%
2 133
 
7.8%
4 78
 
4.6%
7 72
 
4.2%
6 69
 
4.1%
3 69
 
4.1%
0 62
 
3.7%
- 54
 
3.2%
8 47
 
2.8%
Other values (5) 84
 
5.0%
Latin
ValueCountFrequency (%)
A 7
22.6%
U 4
12.9%
e 4
12.9%
R 4
12.9%
B 4
12.9%
N 4
12.9%
E 4
12.9%

Most occurring blocks

ValueCountFrequency (%)
Hangul 3333
65.9%
ASCII 1727
34.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
878
50.8%
1 150
 
8.7%
2 133
 
7.7%
4 78
 
4.5%
7 72
 
4.2%
6 69
 
4.0%
3 69
 
4.0%
0 62
 
3.6%
- 54
 
3.1%
8 47
 
2.7%
Other values (12) 115
 
6.7%
Hangul
ValueCountFrequency (%)
주 338
 
10.1%
제 331
 
9.9%
시 193
 
5.8%
도 192
 
5.8%
특 183
 
5.5%
자 183
 
5.5%
치 183
 
5.5%
별 183
 
5.5%
로 150
 
4.5%
서 92
 
2.8%
Other values (186) 1305
39.2%

관광지위도X좌표
Real number (ℝ)

ZEROS 

Distinct85
Distinct (%)42.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean31.279129
Minimum0
Maximum34.780228
Zeros13
Zeros (%)6.5%
Negative0
Negative (%)0.0%
Memory size1.9 KiB
2023-12-10T15:32:55.235383image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q133.290021
median33.478719
Q333.499341
95-th percentile33.51882
Maximum34.780228
Range34.780228
Interquartile range (IQR)0.20931965

Descriptive statistics

Standard deviation8.2711962
Coefficient of variation (CV)0.26443179
Kurtosis10.729216
Mean31.279129
Median Absolute Deviation (MAD)0.0395798
Skewness-3.550745
Sum6255.8258
Variance68.412686
MonotonicityNot monotonic
2023-12-10T15:32:55.501381image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 13
 
6.5%
33.4993408 10
 
5.0%
33.4862179 10
 
5.0%
33.494198 9
 
4.5%
33.4960674 7
 
3.5%
34.7802284 5
 
2.5%
33.3083932 5
 
2.5%
33.5052783 4
 
2.0%
33.5052414 4
 
2.0%
33.5177779 4
 
2.0%
Other values (75) 129
64.5%
ValueCountFrequency (%)
0.0 13
6.5%
33.2114367 2
 
1.0%
33.2254226 2
 
1.0%
33.232648 1
 
0.5%
33.2365989 2
 
1.0%
33.2392231 2
 
1.0%
33.2455875 2
 
1.0%
33.2473366 1
 
0.5%
33.2487954 1
 
0.5%
33.2489004 1
 
0.5%
ValueCountFrequency (%)
34.7802284 5
2.5%
33.5582487 1
 
0.5%
33.5508391 1
 
0.5%
33.5190208 2
 
1.0%
33.5188204 3
1.5%
33.5177779 4
2.0%
33.5146545 2
 
1.0%
33.5144063 4
2.0%
33.5099181 4
2.0%
33.5090131 1
 
0.5%

관광지경도Y좌표
Real number (ℝ)

ZEROS 

Distinct85
Distinct (%)42.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean118.27713
Minimum0
Maximum126.9278
Zeros13
Zeros (%)6.5%
Negative0
Negative (%)0.0%
Memory size1.9 KiB
2023-12-10T15:32:55.809875image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1126.38475
median126.49602
Q3126.52532
95-th percentile126.75144
Maximum126.9278
Range126.9278
Interquartile range (IQR)0.1405717

Descriptive statistics

Standard deviation31.263969
Coefficient of variation (CV)0.26432809
Kurtosis10.750383
Mean118.27713
Median Absolute Deviation (MAD)0.0626344
Skewness-3.5556529
Sum23655.427
Variance977.43576
MonotonicityNot monotonic
2023-12-10T15:32:56.053740image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0 13
 
6.5%
126.5037348 10
 
5.0%
126.4994025 10
 
5.0%
126.4731132 9
 
4.5%
126.5103608 7
 
3.5%
126.3822808 5
 
2.5%
126.1653957 5
 
2.5%
126.5140886 4
 
2.0%
126.4967316 4
 
2.0%
126.4960218 4
 
2.0%
Other values (75) 129
64.5%
ValueCountFrequency (%)
0.0 13
6.5%
126.1653957 5
 
2.5%
126.2416361 2
 
1.0%
126.2442431 1
 
0.5%
126.2684717 3
 
1.5%
126.2918122 2
 
1.0%
126.2987639 1
 
0.5%
126.2998439 2
 
1.0%
126.3059385 1
 
0.5%
126.309429 1
 
0.5%
ValueCountFrequency (%)
126.9277976 1
0.5%
126.8437183 1
0.5%
126.8419921 1
0.5%
126.8369662 2
1.0%
126.8327157 1
0.5%
126.8147248 1
0.5%
126.7728381 2
1.0%
126.7701478 1
0.5%
126.7504545 1
0.5%
126.7488232 1
0.5%

관광지유형명
Categorical

Distinct12
Distinct (%)6.0%
Missing0
Missing (%)0.0%
Memory size1.7 KiB
맛집
31 
스포츠/레저
25 
유모차/카시트
24 
해양관광
20 
버스/택시관광
20 
Other values (7)
80 

Length

Max length7
Median length6
Mean length4.98
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row해양관광
2nd row해양관광
3rd row제주마을체험
4th row선박
5th row해양관광

Common Values

ValueCountFrequency (%)
맛집 31
15.5%
스포츠/레저 25
12.5%
유모차/카시트 24
12.0%
해양관광 20
10.0%
버스/택시관광 20
10.0%
뷰티/테라피 19
9.5%
제주마을체험 18
9.0%
테마공원 15
7.5%
전시/박물관 11
 
5.5%
렌터카 8
 
4.0%
Other values (2) 9
 
4.5%

Length

2023-12-10T15:32:56.858744image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
맛집 31
15.5%
스포츠/레저 25
12.5%
유모차/카시트 24
12.0%
해양관광 20
10.0%
버스/택시관광 20
10.0%
뷰티/테라피 19
9.5%
제주마을체험 18
9.0%
테마공원 15
7.5%
전시/박물관 11
 
5.5%
렌터카 8
 
4.0%
Other values (2) 9
 
4.5%

관광지금액
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct74
Distinct (%)37.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean31319.35
Minimum0
Maximum1350000
Zeros4
Zeros (%)2.0%
Negative0
Negative (%)0.0%
Memory size1.9 KiB
2023-12-10T15:32:57.110156image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2000
Q17000
median13000
Q332325
95-th percentile89000
Maximum1350000
Range1350000
Interquartile range (IQR)25325

Descriptive statistics

Standard deviation99179.623
Coefficient of variation (CV)3.1667203
Kurtosis158.93795
Mean31319.35
Median Absolute Deviation (MAD)8000
Skewness12.017418
Sum6263870
Variance9.8365976 × 109
MonotonicityNot monotonic
2023-12-10T15:32:57.453725image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
2000 12
 
6.0%
5000 10
 
5.0%
15000 9
 
4.5%
12000 9
 
4.5%
45000 7
 
3.5%
9000 7
 
3.5%
7000 6
 
3.0%
8000 6
 
3.0%
39000 6
 
3.0%
3000 5
 
2.5%
Other values (64) 123
61.5%
ValueCountFrequency (%)
0 4
 
2.0%
2000 12
6.0%
3000 5
2.5%
3900 1
 
0.5%
4000 4
 
2.0%
4400 1
 
0.5%
4500 1
 
0.5%
4900 1
 
0.5%
5000 10
5.0%
6000 5
2.5%
ValueCountFrequency (%)
1350000 1
 
0.5%
180000 4
2.0%
147000 2
1.0%
132000 1
 
0.5%
99000 1
 
0.5%
89000 2
1.0%
80000 1
 
0.5%
70000 2
1.0%
64000 1
 
0.5%
60000 1
 
0.5%

이용자연령대코드
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing200
Missing (%)100.0%
Memory size1.9 KiB

이용자성별코드
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing200
Missing (%)100.0%
Memory size1.9 KiB

이용자광역시도코드
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing200
Missing (%)100.0%
Memory size1.9 KiB

Interactions

2023-12-10T15:32:50.273271image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T15:32:49.288284image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T15:32:49.822068image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T15:32:50.440405image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T15:32:49.439537image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T15:32:49.968328image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T15:32:50.597574image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T15:32:49.627905image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-10T15:32:50.104577image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-10T15:32:57.664240image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
관광지지역명접속장치명Unnamed: 4관광지위도X좌표관광지경도Y좌표관광지유형명관광지금액
관광지지역명1.0000.2580.9970.2940.2940.612NaN
접속장치명0.2581.0000.7000.0000.0000.4180.066
Unnamed: 40.9970.7001.0001.0001.0000.9970.590
관광지위도X좌표0.2940.0001.0001.0000.9980.4060.154
관광지경도Y좌표0.2940.0001.0000.9981.0000.4060.154
관광지유형명0.6120.4180.9970.4060.4061.0000.506
관광지금액NaN0.0660.5900.1540.1540.5061.000
2023-12-10T15:32:57.850223image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
접속장치명관광지지역명관광지유형명
접속장치명1.0000.1700.316
관광지지역명0.1701.0000.434
관광지유형명0.3160.4341.000
2023-12-10T15:32:58.046707image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
관광지위도X좌표관광지경도Y좌표관광지금액관광지지역명접속장치명관광지유형명
관광지위도X좌표1.0000.289-0.0160.1940.0000.307
관광지경도Y좌표0.2891.000-0.1160.1940.0000.307
관광지금액-0.016-0.1161.0001.0000.1080.259
관광지지역명0.1940.1941.0001.0000.1700.434
접속장치명0.0000.0000.1080.1701.0000.316
관광지유형명0.3070.3070.2590.4340.3161.000

Missing values

2023-12-10T15:32:50.846438image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-10T15:32:51.149934image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

관광지명관광지지역명접속장치명조회일시Unnamed: 4관광지위도X좌표관광지경도Y좌표관광지유형명관광지금액이용자연령대코드이용자성별코드이용자광역시도코드
0[배낚시] 차귀도 달래배낚시 주간/야간서부권MOBILE2019-12-13 00:01:08제주특별자치도 제주시 한경면 노을해안로 1170-233.308393126.165396해양관광12000<NA><NA><NA>
1[배낚시] 차귀도 달래배낚시 주간/야간서부권MOBILE2019-12-13 00:01:12제주특별자치도 제주시 한경면 노을해안로 1170-233.308393126.165396해양관광12000<NA><NA><NA>
2최남단 감귤따기체험/ 농장속 모노레일 기차여행<NA>MOBILE2019-12-13 00:02:47제주특별자치도 서귀포시 남원읍 남위남성로 168 최남단감귤체험농장33.289951126.693455제주마을체험3000<NA><NA><NA>
3한일고속페리 완도~제주 레드펄<NA>MOBILE2019-12-13 00:02:510.00.0선박26250<NA><NA><NA>
4협재 제트보트서부권PC2019-12-13 00:03:47제주특별자치도 제주시 한림읍 협재1길 42 협재보트33.398391126.244243해양관광25000<NA><NA><NA>
5일출랜드동부권PC2019-12-13 00:03:58제주특별자치도 서귀포시 성산읍 중산간동로 4150-3033.381946126.841992테마공원7500<NA><NA><NA>
6제주바다체험장 체험권동부권PC2019-12-13 00:06:070.00.0해양관광7000<NA><NA><NA>
7행복공방 도자기 체험 카페중문/서귀포PC2019-12-13 00:06:08제주특별자치도 서귀포시 중산간서로 188 농업기술원 옆33.260398126.491521제주마을체험22500<NA><NA><NA>
8상효원중문/서귀포MOBILE2019-12-13 00:06:59제주특별자치도 서귀포시 산록남로 2847-3733.307218126.586094테마공원8000<NA><NA><NA>
9[배낚시] 서귀포 위미항 그랑블루호중문/서귀포PC2019-12-13 00:07:21제주특별자치도 서귀포시 남원읍 위미중앙로180번길 10 그랑블루호33.274648126.662526해양관광12000<NA><NA><NA>
관광지명관광지지역명접속장치명조회일시Unnamed: 4관광지위도X좌표관광지경도Y좌표관광지유형명관광지금액이용자연령대코드이용자성별코드이용자광역시도코드
190목포/제주 산타루치노호(주중 왕복)<NA>MOBILE2019-12-13 01:34:05전남 목포시 해안로148번길 14 씨월드고속훼리34.780228126.382281선박29300<NA><NA><NA>
191최남단 감귤따기체험/ 농장속 모노레일 기차여행<NA>PC2019-12-13 01:34:08제주특별자치도 서귀포시 남원읍 남위남성로 168 최남단감귤체험농장33.289951126.693455제주마을체험3000<NA><NA><NA>
192흑돼지돈까스 뷔페 밀라네사제주시내권PC2019-12-13 01:35:18제주특별자치도 제주시 도련일동 1751-7 URBANE 건물 1층33.509918126.5905맛집13900<NA><NA><NA>
193방림원_감귤체험(관람+체험1kg)<NA>PC2019-12-13 01:35:22제주특별자치도 제주시 한경면 용금로 86433.337166126.268472테마공원12900<NA><NA><NA>
1949인승 점보택시 관광<NA>MOBILE2019-12-13 01:35:28제주특별자치도 제주시 남성로 60 점보택시33.505278126.514089버스/택시관광180000<NA><NA><NA>
1959인승 점보택시 관광<NA>MOBILE2019-12-13 01:35:32제주특별자치도 제주시 남성로 60 점보택시33.505278126.514089버스/택시관광180000<NA><NA><NA>
196방림원_감귤체험(관람+체험1kg+감귤주스만들기)<NA>PC2019-12-13 01:35:35제주특별자치도 제주시 한경면 용금로 86433.337166126.268472테마공원14900<NA><NA><NA>
197애월 흑돼지 모듬 스페셜서부권MOBILE2019-12-13 01:35:42제주특별자치도 제주시 애월읍 애월해안로 400-1933.478223126.366563맛집70000<NA><NA><NA>
198최남단 감귤따기체험/ 농장속 모노레일 기차여행<NA>PC2019-12-13 01:36:02제주특별자치도 서귀포시 남원읍 남위남성로 168 최남단감귤체험농장33.289951126.693455제주마을체험3000<NA><NA><NA>
199흑돼지돈까스 뷔페 밀라네사제주시내권PC2019-12-13 01:36:14제주특별자치도 제주시 도련일동 1751-7 URBANE 건물 1층33.509918126.5905맛집13900<NA><NA><NA>