Overview

Dataset statistics

Number of variables7
Number of observations10000
Missing cells0
Missing cells (%)0.0%
Duplicate rows20
Duplicate rows (%)0.2%
Total size in memory644.5 KiB
Average record size in memory66.0 B

Variable types

DateTime1
Categorical4
Numeric2

Dataset

Description부산광역시_지능형교통정보_교통소통정보(연계기관)_20240131
Author부산광역시
URLhttp://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=15041720

Alerts

Dataset has 20 (0.2%) duplicate rowsDuplicates
구간명 is highly overall correlated with 시점 and 2 other fieldsHigh correlation
시점 is highly overall correlated with 구간명 and 2 other fieldsHigh correlation
종점 is highly overall correlated with 구간명 and 2 other fieldsHigh correlation
수집기관 is highly overall correlated with 구간명 and 2 other fieldsHigh correlation
통행량 has 6180 (61.8%) zerosZeros

Reproduction

Analysis started2024-03-13 13:18:47.191293
Analysis finished2024-03-13 13:18:48.343557
Duration1.15 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

가공일시
Date

Distinct240
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
Minimum2024-01-31 00:00:00
Maximum2024-01-31 03:59:00
2024-03-13T22:18:48.420013image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:18:48.597262image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

구간명
Categorical

HIGH CORRELATION 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
거가대로
4288 
북항로
1801 
을숙도대로
1426 
수림로
1326 
화명대로
1019 

Length

Max length6
Median length4
Mean length3.8579
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row거가대로
2nd row북항로
3rd row거가대로
4th row북항로
5th row화명대로

Common Values

ValueCountFrequency (%)
거가대로 4288
42.9%
북항로 1801
18.0%
을숙도대로 1426
 
14.3%
수림로 1326
 
13.3%
화명대로 1019
 
10.2%
르노삼성대로 140
 
1.4%

Length

2024-03-13T22:18:48.741882image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:18:48.872531image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
거가대로 4288
42.9%
북항로 1801
18.0%
을숙도대로 1426
 
14.3%
수림로 1326
 
13.3%
화명대로 1019
 
10.2%
르노삼성대로 140
 
1.4%

시점
Categorical

HIGH CORRELATION 

Distinct31
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
속성변화점
729 
거가대교
710 
울숙도대교
 
600
가덕해저터널
 
545
천성교차로
 
533
Other values (26)
6883 

Length

Max length9
Median length8
Mean length6.1105
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row가덕해저터널
2nd rowCU
3rd row가덕해양파크휴게소
4th row부산항대교남측
5th row북구-금정구

Common Values

ValueCountFrequency (%)
속성변화점 729
 
7.3%
거가대교 710
 
7.1%
울숙도대교 600
 
6.0%
가덕해저터널 545
 
5.5%
천성교차로 533
 
5.3%
부산항대교남측 369
 
3.7%
CU 367
 
3.7%
거가대교사장교 366
 
3.7%
감만동254-16 364
 
3.6%
부산항대교북측 359
 
3.6%
Other values (21) 5058
50.6%

Length

2024-03-13T22:18:48.995484image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
속성변화점 729
 
7.3%
거가대교 710
 
7.1%
울숙도대교 600
 
6.0%
가덕해저터널 545
 
5.5%
천성교차로 533
 
5.3%
부산항대교남측 369
 
3.7%
cu 367
 
3.7%
거가대교사장교 366
 
3.7%
감만동254-16 364
 
3.6%
부산항대교북측 359
 
3.6%
Other values (21) 5058
50.6%

종점
Categorical

HIGH CORRELATION 

Distinct32
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
거가대교
714 
울숙도대교
 
621
속성변화점
 
539
천성교차로
 
526
가덕해저터널
 
524
Other values (27)
7076 

Length

Max length9
Median length8
Mean length6.1701
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row가덕해저터널
2nd row부산항운노동조합
3rd row가덕해저터널
4th row부산저유소삼거리
5th row산성터널동측

Common Values

ValueCountFrequency (%)
거가대교 714
 
7.1%
울숙도대교 621
 
6.2%
속성변화점 539
 
5.4%
천성교차로 526
 
5.3%
가덕해저터널 524
 
5.2%
부산항대교북측 380
 
3.8%
가덕휴게소 375
 
3.8%
강서구-거제시 363
 
3.6%
가덕해양파크휴게소 363
 
3.6%
북구-금정구 361
 
3.6%
Other values (22) 5234
52.3%

Length

2024-03-13T22:18:49.145920image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
거가대교 714
 
7.1%
울숙도대교 621
 
6.2%
속성변화점 539
 
5.4%
천성교차로 526
 
5.3%
가덕해저터널 524
 
5.2%
부산항대교북측 380
 
3.8%
가덕휴게소 375
 
3.8%
강서구-거제시 363
 
3.6%
가덕해양파크휴게소 363
 
3.6%
북구-금정구 361
 
3.6%
Other values (22) 5234
52.3%

수집기관
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
거가대교
4288 
산성터널
2345 
부산항대교
1801 
을숙도대교
1566 

Length

Max length5
Median length4
Mean length4.3367
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row거가대교
2nd row부산항대교
3rd row거가대교
4th row부산항대교
5th row산성터널

Common Values

ValueCountFrequency (%)
거가대교 4288
42.9%
산성터널 2345
23.4%
부산항대교 1801
18.0%
을숙도대교 1566
 
15.7%

Length

2024-03-13T22:18:49.281613image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-13T22:18:49.385006image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
거가대교 4288
42.9%
산성터널 2345
23.4%
부산항대교 1801
18.0%
을숙도대교 1566
 
15.7%

속도
Real number (ℝ)

Distinct88
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean68.5105
Minimum11
Maximum118
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2024-03-13T22:18:49.508250image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum11
5-th percentile40
Q163
median72
Q377
95-th percentile87
Maximum118
Range107
Interquartile range (IQR)14

Descriptive statistics

Standard deviation14.797648
Coefficient of variation (CV)0.21599095
Kurtosis2.6362089
Mean68.5105
Median Absolute Deviation (MAD)7
Skewness-1.1239466
Sum685105
Variance218.97039
MonotonicityNot monotonic
2024-03-13T22:18:49.664774image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
72 470
 
4.7%
75 463
 
4.6%
73 461
 
4.6%
74 451
 
4.5%
77 403
 
4.0%
76 403
 
4.0%
69 365
 
3.6%
64 364
 
3.6%
71 336
 
3.4%
70 335
 
3.4%
Other values (78) 5949
59.5%
ValueCountFrequency (%)
11 8
 
0.1%
12 14
 
0.1%
13 8
 
0.1%
14 29
0.3%
15 14
 
0.1%
16 25
0.2%
17 18
0.2%
18 36
0.4%
19 23
0.2%
20 27
0.3%
ValueCountFrequency (%)
118 41
0.4%
104 5
 
0.1%
103 5
 
0.1%
102 5
 
0.1%
99 4
 
< 0.1%
97 13
 
0.1%
96 19
0.2%
95 24
0.2%
94 25
0.2%
93 30
0.3%

통행량
Real number (ℝ)

ZEROS 

Distinct86
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.4001
Minimum0
Maximum343
Zeros6180
Zeros (%)61.8%
Negative0
Negative (%)0.0%
Memory size166.0 KiB
2024-03-13T22:18:49.828903image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q310
95-th percentile18
Maximum343
Range343
Interquartile range (IQR)10

Descriptive statistics

Standard deviation25.994318
Coefficient of variation (CV)3.5126983
Kurtosis63.355237
Mean7.4001
Median Absolute Deviation (MAD)0
Skewness7.4139663
Sum74001
Variance675.70459
MonotonicityNot monotonic
2024-03-13T22:18:49.982344image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 6180
61.8%
10 1376
 
13.8%
15 264
 
2.6%
3 174
 
1.7%
13 172
 
1.7%
4 167
 
1.7%
2 156
 
1.6%
1 153
 
1.5%
11 142
 
1.4%
5 134
 
1.3%
Other values (76) 1082
 
10.8%
ValueCountFrequency (%)
0 6180
61.8%
1 153
 
1.5%
2 156
 
1.6%
3 174
 
1.7%
4 167
 
1.7%
5 134
 
1.3%
6 70
 
0.7%
7 111
 
1.1%
8 58
 
0.6%
9 39
 
0.4%
ValueCountFrequency (%)
343 5
0.1%
302 3
 
< 0.1%
284 5
0.1%
269 7
0.1%
266 2
 
< 0.1%
265 5
0.1%
240 5
0.1%
236 4
< 0.1%
218 9
0.1%
207 5
0.1%

Interactions

2024-03-13T22:18:47.911363image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:18:47.719896image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:18:48.051328image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T22:18:47.810638image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-13T22:18:50.096494image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
구간명시점종점수집기관속도통행량
구간명1.0000.9920.9851.0000.6920.348
시점0.9921.0000.9841.0000.7520.433
종점0.9850.9841.0001.0000.7530.430
수집기관1.0001.0001.0001.0000.6120.377
속도0.6920.7520.7530.6121.0000.276
통행량0.3480.4330.4300.3770.2761.000
2024-03-13T22:18:50.198598image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
구간명시점종점수집기관
구간명1.0000.9490.9181.000
시점0.9491.0000.7430.999
종점0.9180.7431.0000.999
수집기관1.0000.9990.9991.000
2024-03-13T22:18:50.298388image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
속도통행량구간명시점종점수집기관
속도1.000-0.1270.4550.3780.3800.415
통행량-0.1271.0000.1910.1670.1660.234
구간명0.4550.1911.0000.9490.9181.000
시점0.3780.1670.9491.0000.7430.999
종점0.3800.1660.9180.7431.0000.999
수집기관0.4150.2341.0000.9990.9991.000

Missing values

2024-03-13T22:18:48.191589image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-13T22:18:48.295406image/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

가공일시구간명시점종점수집기관속도통행량
121232024-01-31 03:35:00거가대로가덕해저터널가덕해저터널거가대교730
70492024-01-31 02:04:00북항로CU부산항운노동조합부산항대교770
68652024-01-31 02:01:00거가대로가덕해양파크휴게소가덕해저터널거가대교820
56352024-01-31 01:39:00북항로부산항대교남측부산저유소삼거리부산항대교670
68992024-01-31 02:01:00화명대로북구-금정구산성터널동측산성터널9113
32024-01-31 00:00:00을숙도대로울숙도대교66호광장을숙도대교7250
38552024-01-31 01:07:00수림로금정농협장전동지점장전동241-11산성터널5910
13462024-01-31 00:23:00북항로부산항대교남측부산저유소삼거리부산항대교660
36472024-01-31 01:04:00을숙도대로을숙도대교TG울숙도대교을숙도대교966
102882024-01-31 03:02:00거가대로속성변화점가덕휴게소거가대교680
가공일시구간명시점종점수집기관속도통행량
126792024-01-31 03:45:00거가대로속성변화점거가대교거가대교410
89202024-01-31 02:37:00화명대로북구-금정구산성터널서측산성터널8513
46202024-01-31 01:21:00북항로감만동254-16부산항대교북측부산항대교760
21742024-01-31 00:38:00거가대로가덕해양파크휴게소가덕휴게소거가대교720
14982024-01-31 00:26:00거가대로거가대교사장교강서구-거제시거가대교750
128422024-01-31 03:48:00거가대로거가대교속성변화점거가대교700
21812024-01-31 00:38:00거가대로거가대교사장교강서구-거제시거가대교830
93982024-01-31 02:46:00거가대로가덕해저터널가덕해양파크휴게소거가대교720
123132024-01-31 03:38:00북항로감만동254-16CU부산항대교760
34652024-01-31 01:00:00수림로장전동241-10장전동241-11산성터널6910

Duplicate rows

Most frequently occurring

가공일시구간명시점종점수집기관속도통행량# duplicates
02024-01-31 00:33:00거가대로거가대교거가대교거가대교7302
12024-01-31 00:34:00거가대로거가대교거가대교거가대교7302
22024-01-31 00:50:00거가대로가덕해저터널가덕해저터널거가대교7002
32024-01-31 00:51:00거가대로가덕해저터널가덕해저터널거가대교7002
42024-01-31 00:52:00거가대로가덕해저터널가덕해저터널거가대교7002
52024-01-31 00:53:00거가대로가덕해저터널가덕해저터널거가대교7002
62024-01-31 00:54:00거가대로가덕해저터널가덕해저터널거가대교7002
72024-01-31 01:01:00거가대로가덕해저터널가덕해저터널거가대교7602
82024-01-31 01:03:00거가대로가덕해저터널가덕해저터널거가대교7602
92024-01-31 01:04:00거가대로가덕해저터널가덕해저터널거가대교7602