Overview

Dataset statistics

Number of variables10
Number of observations10000
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory878.9 KiB
Average record size in memory90.0 B

Variable types

Numeric2
Categorical6
DateTime2

Dataset

Description숲길의 기관코드, 기관명, 숲길구분, 구간, 예약상태, 예약방법, 예약일, 사용일, 입산인원에 대한 숲길 예약 정보를 제공합니다.
Author산림청 국립자연휴양림관리소
URLhttps://www.data.go.kr/data/15113865/fileData.do

Alerts

기관아이디 is highly overall correlated with 번호 and 4 other fieldsHigh correlation
기관명 is highly overall correlated with 번호 and 4 other fieldsHigh correlation
구간 is highly overall correlated with 번호 and 4 other fieldsHigh correlation
숲길구분 is highly overall correlated with 번호 and 4 other fieldsHigh correlation
번호 is highly overall correlated with 기관아이디 and 4 other fieldsHigh correlation
인원 is highly overall correlated with 예약방법High correlation
예약상태 is highly overall correlated with 번호 and 4 other fieldsHigh correlation
예약방법 is highly overall correlated with 인원High correlation
숲길구분 is highly imbalanced (62.6%)Imbalance
예약방법 is highly imbalanced (90.5%)Imbalance
번호 has unique valuesUnique

Reproduction

Analysis started2023-12-12 02:45:53.758834
Analysis finished2023-12-12 02:45:55.602469
Duration1.84 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

번호
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct10000
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean22558.856
Minimum1
Maximum44936
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T11:45:55.715225image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile2445.9
Q111349.5
median22546
Q333692.5
95-th percentile42656.05
Maximum44936
Range44935
Interquartile range (IQR)22343

Descriptive statistics

Standard deviation12901.695
Coefficient of variation (CV)0.57191265
Kurtosis-1.1969845
Mean22558.856
Median Absolute Deviation (MAD)11181.5
Skewness-0.0086427691
Sum2.2558856 × 108
Variance1.6645374 × 108
MonotonicityNot monotonic
2023-12-12T11:45:56.139613image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
4213 1
 
< 0.1%
28078 1
 
< 0.1%
44231 1
 
< 0.1%
37826 1
 
< 0.1%
1566 1
 
< 0.1%
10136 1
 
< 0.1%
44785 1
 
< 0.1%
42081 1
 
< 0.1%
6495 1
 
< 0.1%
21521 1
 
< 0.1%
Other values (9990) 9990
99.9%
ValueCountFrequency (%)
1 1
< 0.1%
5 1
< 0.1%
8 1
< 0.1%
11 1
< 0.1%
14 1
< 0.1%
16 1
< 0.1%
20 1
< 0.1%
31 1
< 0.1%
32 1
< 0.1%
35 1
< 0.1%
ValueCountFrequency (%)
44936 1
< 0.1%
44933 1
< 0.1%
44930 1
< 0.1%
44924 1
< 0.1%
44910 1
< 0.1%
44903 1
< 0.1%
44899 1
< 0.1%
44895 1
< 0.1%
44887 1
< 0.1%
44876 1
< 0.1%

기관아이디
Categorical

HIGH CORRELATION 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
ID05030005
7325 
ID05030007
985 
ID05030001
889 
ID05030006
 
453
ID05030002
 
299

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowID05030002
2nd rowID05030005
3rd rowID05030005
4th rowID05030005
5th rowID05030001

Common Values

ValueCountFrequency (%)
ID05030005 7325
73.2%
ID05030007 985
 
9.8%
ID05030001 889
 
8.9%
ID05030006 453
 
4.5%
ID05030002 299
 
3.0%
ID05030003 49
 
0.5%

Length

2023-12-12T11:45:56.260584image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T11:45:56.354208image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
id05030005 7325
73.2%
id05030007 985
 
9.8%
id05030001 889
 
8.9%
id05030006 453
 
4.5%
id05030002 299
 
3.0%
id05030003 49
 
0.5%

기관명
Categorical

HIGH CORRELATION 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
점봉산 곰배령 산림생태탐방
7325 
한남시험림탐방
985 
울진금강소나무숲길
889 
홍릉숲 탐방
 
453
DMZ펀치볼둘레길
 
299

Length

Max length14
Median length14
Mean length12.3198
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowDMZ펀치볼둘레길
2nd row점봉산 곰배령 산림생태탐방
3rd row점봉산 곰배령 산림생태탐방
4th row점봉산 곰배령 산림생태탐방
5th row울진금강소나무숲길

Common Values

ValueCountFrequency (%)
점봉산 곰배령 산림생태탐방 7325
73.2%
한남시험림탐방 985
 
9.8%
울진금강소나무숲길 889
 
8.9%
홍릉숲 탐방 453
 
4.5%
DMZ펀치볼둘레길 299
 
3.0%
백두대간트레일 49
 
0.5%

Length

2023-12-12T11:45:56.472277image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T11:45:56.577524image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
점봉산 7325
29.2%
곰배령 7325
29.2%
산림생태탐방 7325
29.2%
한남시험림탐방 985
 
3.9%
울진금강소나무숲길 889
 
3.5%
홍릉숲 453
 
1.8%
탐방 453
 
1.8%
dmz펀치볼둘레길 299
 
1.2%
백두대간트레일 49
 
0.2%

숲길구분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct16
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
곰배령 생태탐방
7325 
1구간
985 
금강소나무숲길
889 
10시30분 탐방
 
199
13시30분 탐방
 
147
Other values (11)
 
455

Length

Max length9
Median length8
Mean length7.3305
Min length3

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row오유밭길
2nd row곰배령 생태탐방
3rd row곰배령 생태탐방
4th row곰배령 생태탐방
5th row금강소나무숲길

Common Values

ValueCountFrequency (%)
곰배령 생태탐방 7325
73.2%
1구간 985
 
9.8%
금강소나무숲길 889
 
8.9%
10시30분 탐방 199
 
2.0%
13시30분 탐방 147
 
1.5%
오유밭길 140
 
1.4%
15시30분 탐방 88
 
0.9%
평화의길 88
 
0.9%
백두대간트레일 49
 
0.5%
먼멧재길 34
 
0.3%
Other values (6) 56
 
0.6%

Length

2023-12-12T11:45:56.688727image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
곰배령 7325
41.2%
생태탐방 7325
41.2%
1구간 985
 
5.5%
금강소나무숲길 889
 
5.0%
탐방 434
 
2.4%
10시30분 199
 
1.1%
13시30분 147
 
0.8%
오유밭길 140
 
0.8%
평화의길 88
 
0.5%
15시30분 88
 
0.5%
Other values (8) 139
 
0.8%

구간
Categorical

HIGH CORRELATION 

Distinct30
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
10시
2690 
09시
2524 
11시
2111 
시험림탐방예약
985 
가족탐방코스 10시
431 
Other values (25)
1259 

Length

Max length18
Median length3
Mean length4.7538
Min length3

Unique

Unique4 ?
Unique (%)< 0.1%

Sample

1st row오유밭길(09:20/ 도솔숲길)
2nd row10시
3rd row10시
4th row10시
5th row가족탐방코스 10시

Common Values

ValueCountFrequency (%)
10시 2690
26.9%
09시 2524
25.2%
11시 2111
21.1%
시험림탐방예약 985
 
9.8%
가족탐방코스 10시 431
 
4.3%
4구간 대왕소나무길 9시 247
 
2.5%
10시30분 199
 
2.0%
13시30분 147
 
1.5%
오유밭길(09:20/ 도솔숲길) 93
 
0.9%
평화의길(09:20/ 벙커길) 88
 
0.9%
Other values (20) 485
 
4.9%

Length

2023-12-12T11:45:56.812180image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
10시 3121
26.7%
09시 2524
21.6%
11시 2111
18.0%
시험림탐방예약 985
 
8.4%
9시 458
 
3.9%
가족탐방코스 431
 
3.7%
4구간 247
 
2.1%
대왕소나무길 247
 
2.1%
10시30분 199
 
1.7%
13시30분 147
 
1.3%
Other values (34) 1233
 
10.5%

예약상태
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
체크아웃
4851 
결제
4714 
체크인
 
435

Length

Max length4
Median length3
Mean length3.0137
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row체크아웃
2nd row결제
3rd row체크아웃
4th row결제
5th row결제

Common Values

ValueCountFrequency (%)
체크아웃 4851
48.5%
결제 4714
47.1%
체크인 435
 
4.3%

Length

2023-12-12T11:45:56.943254image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T11:45:57.054121image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
체크아웃 4851
48.5%
결제 4714
47.1%
체크인 435
 
4.3%

예약방법
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
인터넷예약
9878 
관리자예약
 
122

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row인터넷예약
2nd row인터넷예약
3rd row인터넷예약
4th row인터넷예약
5th row인터넷예약

Common Values

ValueCountFrequency (%)
인터넷예약 9878
98.8%
관리자예약 122
 
1.2%

Length

2023-12-12T11:45:57.143428image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T11:45:57.259782image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
인터넷예약 9878
98.8%
관리자예약 122
 
1.2%

예약일
Date

Distinct466
Distinct (%)4.7%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
Minimum2021-12-09 00:00:00
Maximum2023-05-18 00:00:00
2023-12-12T11:45:57.374409image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T11:45:57.524574image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

사용일
Date

Distinct397
Distinct (%)4.0%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
Minimum2022-01-02 00:00:00
Maximum2023-07-02 00:00:00
2023-12-12T11:45:57.772028image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T11:45:57.919622image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

인원
Real number (ℝ)

HIGH CORRELATION 

Distinct40
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.5389
Minimum1
Maximum41
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2023-12-12T11:45:58.058837image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median2
Q32
95-th percentile4
Maximum41
Range40
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3.8001225
Coefficient of variation (CV)1.4967594
Kurtosis62.923596
Mean2.5389
Median Absolute Deviation (MAD)0
Skewness7.5558823
Sum25389
Variance14.440931
MonotonicityNot monotonic
2023-12-12T11:45:58.309366image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=40)
ValueCountFrequency (%)
2 7100
71.0%
1 1744
 
17.4%
4 339
 
3.4%
3 329
 
3.3%
5 102
 
1.0%
6 74
 
0.7%
8 36
 
0.4%
40 36
 
0.4%
10 32
 
0.3%
7 32
 
0.3%
Other values (30) 176
 
1.8%
ValueCountFrequency (%)
1 1744
 
17.4%
2 7100
71.0%
3 329
 
3.3%
4 339
 
3.4%
5 102
 
1.0%
6 74
 
0.7%
7 32
 
0.3%
8 36
 
0.4%
9 16
 
0.2%
10 32
 
0.3%
ValueCountFrequency (%)
41 8
 
0.1%
40 36
0.4%
39 3
 
< 0.1%
38 2
 
< 0.1%
37 3
 
< 0.1%
36 3
 
< 0.1%
35 1
 
< 0.1%
34 3
 
< 0.1%
33 1
 
< 0.1%
32 3
 
< 0.1%

Interactions

2023-12-12T11:45:55.025509image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T11:45:54.756729image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T11:45:55.133337image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T11:45:54.880635image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T11:45:58.446732image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
번호기관아이디기관명숲길구분구간예약상태예약방법인원
번호1.0000.8770.8770.8400.8950.7740.2620.368
기관아이디0.8771.0001.0001.0001.0000.9060.5670.433
기관명0.8771.0001.0001.0001.0000.9060.5670.433
숲길구분0.8401.0001.0001.0001.0000.8020.6060.487
구간0.8951.0001.0001.0001.0000.8720.6180.574
예약상태0.7740.9060.9060.8020.8721.0000.1620.274
예약방법0.2620.5670.5670.6060.6180.1621.0000.824
인원0.3680.4330.4330.4870.5740.2740.8241.000
2023-12-12T11:45:58.583786image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
기관아이디기관명구간예약상태예약방법숲길구분
기관아이디1.0001.0000.9990.6330.4110.999
기관명1.0001.0000.9990.6330.4110.999
구간0.9990.9991.0000.6400.4960.994
예약상태0.6330.6330.6401.0000.2680.637
예약방법0.4110.4110.4960.2681.0000.481
숲길구분0.9990.9990.9940.6370.4811.000
2023-12-12T11:45:58.726025image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
번호인원기관아이디기관명숲길구분구간예약상태예약방법
번호1.000-0.0570.7110.7110.5310.5310.6540.201
인원-0.0571.0000.2260.2260.1970.2020.1560.658
기관아이디0.7110.2261.0001.0000.9990.9990.6330.411
기관명0.7110.2261.0001.0000.9990.9990.6330.411
숲길구분0.5310.1970.9990.9991.0000.9940.6370.481
구간0.5310.2020.9990.9990.9941.0000.6400.496
예약상태0.6540.1560.6330.6330.6370.6401.0000.268
예약방법0.2010.6580.4110.4110.4810.4960.2681.000

Missing values

2023-12-12T11:45:55.309207image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T11:45:55.510607image/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

번호기관아이디기관명숲길구분구간예약상태예약방법예약일사용일인원
42124213ID05030002DMZ펀치볼둘레길오유밭길오유밭길(09:20/ 도솔숲길)체크아웃인터넷예약2022-03-232022-04-082
3746937470ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방10시결제인터넷예약2023-05-102023-06-112
2845328454ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방10시체크아웃인터넷예약2022-09-282022-10-292
3151131512ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방10시결제인터넷예약2023-04-272023-05-032
558559ID05030001울진금강소나무숲길금강소나무숲길가족탐방코스 10시결제인터넷예약2022-05-052022-05-302
1424214243ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방11시체크아웃인터넷예약2022-06-082022-06-102
2841828419ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방09시체크아웃인터넷예약2022-09-282022-10-292
4345443455ID05030007한남시험림탐방1구간시험림탐방예약결제인터넷예약2022-09-262022-10-022
1256512566ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방11시체크아웃인터넷예약2022-05-282022-05-291
3109731098ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방09시결제인터넷예약2023-03-292023-04-292
번호기관아이디기관명숲길구분구간예약상태예약방법예약일사용일인원
4291542916ID05030007한남시험림탐방1구간시험림탐방예약결제인터넷예약2022-08-292022-09-094
4281342814ID05030007한남시험림탐방1구간시험림탐방예약결제인터넷예약2022-08-252022-08-282
2681826819ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방11시체크아웃인터넷예약2022-09-142022-10-152
1234912350ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방11시체크아웃인터넷예약2022-04-272022-05-282
4488644887ID05030007한남시험림탐방1구간시험림탐방예약결제인터넷예약2023-05-062023-06-042
476477ID05030001울진금강소나무숲길금강소나무숲길3-1구간 화전민옛길 9시결제인터넷예약2022-05-192022-05-272
4342143422ID05030007한남시험림탐방1구간시험림탐방예약결제인터넷예약2022-09-152022-10-012
3513635137ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방09시결제인터넷예약2023-05-062023-05-252
1601616017ID05030005점봉산 곰배령 산림생태탐방곰배령 생태탐방10시결제인터넷예약2022-06-212022-06-221
48284829ID05030002DMZ펀치볼둘레길평화의길평화의길(09:20/ 벙커길)체크인관리자예약2022-09-242022-09-2838