pems数据分享
本人要做时空预测的课题,找了两天数据集,还是pems最适合。下面的数据来自第03 06 07 08区,在2023年一、二月份,每5min汇总一次的数据。
链接:
原始数据 https://www.aliyundrive.com/s/cbK2Sya1cW3
提取码: qo79
链接里的文件
原始数据主要有三部分:
- 4个区的pems数据:pems0i.exe,点击解压
- 4个区的vds列表:pems_output0i.xlsx
- 4个区各约300个vds的详细信息:vds.exe,点击解压
数据格式
为方便,这里附上08区链接:https://pems.dot.ca.gov/?dnode=Clearinghouse&type=station_5min&district_id=8&submit=Submit
pems每条数据有52个属性:
列号 | 属性名 | 描述 |
---|---|---|
0 | Timestamp | MM/DD/YYYY HH24:MI:SS |
1 | Station | a number |
2 | District | a number |
3 | Freeway # | |
4 | Direction of Travel | N | S | E | W |
5 | Lane Type | CD|CH|FF|FR|HV|ML|OR |
6 | Station Length | Segment length covered by the station in miles/km. |
7 | Samples | Total number of samples received for all lanes. |
8 | % Observed | Percentage of individual lane points at this location that were observed (e.g. not imputed). |
9 | Total Flow | Veh/5-min |
10 | % Avg Occupancy | Average occupancy across all lanes over the 5-minute period expressed as a decimal number between 0 and 1. |
11 | Avg Speed | Mph |
12+8i | Lane N Samples | |
13+8i | Lane N Avg Occ | |
14+8i | Lane N Flow | |
15+8i | Lane N Avg Speed | |
16+8i | Lane N Observed | |
其中\(i\in\{0,1,2,3,4,5,6,7\}\) |
每条数据是一个vds(探测器)获取的数据。每个vds的位置信息可以在网站上查到。