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:

  1. 4个区的pems数据:pems0i.exe,点击解压
  2. 4个区的vds列表:pems_output0i.xlsx
  3. 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。

posted @ 2023-03-23 22:30  white514  阅读(855)  评论(3编辑  收藏  举报