electricsheepafrica/africa-ports-liberia

该数据集名为利比里亚：每日港口活动数据与货物运输估计，包含利比里亚港口的日常活动数据和货物运输估计（以公吨计）。数据集中的每一行代表国家层面的汇总数据，最后更新于2026年4月21日，地理范围为利比里亚（LBR）。数据集由PortWatch发布，并由Electric Sheep Africa整理为适合机器学习的Parquet格式。数据集包含5,328行数据，31个列（24个数值型，6个类别型），并已分为训练集（4,262行）和测试集（1,065行）。数据涵盖的时间范围为2019年至2026年。

The dataset is named Liberia: Daily Port Activity Data and Shipment Estimates, containing daily counts of port calls and estimates of incoming and outgoing shipment volumes (in metric tons) for ports in Liberia. Each row in the dataset represents country-level aggregates, with data last updated on HDX on 2026-04-21. The geographic scope is Liberia (LBR). The dataset is published by PortWatch and curated into ML-ready Parquet format by Electric Sheep Africa. It consists of 5,328 rows with 31 columns (24 numeric, 6 categorical), split into a training set (4,262 rows) and a test set (1,065 rows). The data covers the time range from 2019 to 2026.