Milan Dataset

To examine the relationship between meterological context and cellular traffic loads, telecommunication and weather data from the city of Milan is presented. The dataset consists of aggregated telecommunication and weather data from the city of Milan during the period of 1st of November 2013 to 1st of January 2014. The telecommunication data consists of aggregated information of received SMS, sent SMS, incoming call, outgoing call, and internet activity, and is measured through Call Detail Records (CDRs), a measure of volume of cellular traffic. The weather data consists of information on humidity, measured in percentage, tempreture, measured in degrees celcius, and wind speed, measured in meters per second. The data is agregated by hours and is listed over an area of 300 meters squared within the city. The city is divided into grids of 1x1m and a binary adjacency matrix is presented to represent the connectivity between the grids in the city.为探究气象环境与蜂窝通信流量负载之间的关联，本数据集提供了意大利米兰市的电信与气象观测数据。本数据集涵盖2013年11月1日至2014年1月1日期间米兰市的聚合电信与气象数据。电信数据包含通过呼叫详细记录（Call Detail Records, CDRs）聚合得到的短信接收量、短信发送量、呼入通话量、呼出通话量以及互联网活动量等信息，CDRs是衡量蜂窝通信流量规模的标准指标。气象数据则包含以百分比为单位的湿度、以摄氏度为单位的气温，以及以米每秒为单位的风速相关信息。所有数据均按小时聚合，且覆盖米兰市内300平方米的区域范围。该市被划分为1米×1米的网格单元，并提供了用于表征城市内各网格单元间连通关系的二元邻接矩阵。

搜集汇总

背景与挑战

背景概述

Milan Dataset是一个用于研究气象环境与蜂窝流量负荷关系的数据集，包含2013年11月1日至2014年1月1日期间米兰市的聚合电信数据（如短信、通话和互联网活动）和天气数据（如湿度、温度和风速）。数据按小时聚合，覆盖300平方米区域，并以1x1米网格划分，提供二进制邻接矩阵以表示网格连接性，适用于GCN和GRU模型进行时空特征提取。