地球资源数据云——数据资源详情
2025年QS大学排名
该数据集《QS University Rankings 2025》主要用于监督学习任务，数据形态以表格为主。 题目说明：QS 2025 Global Higher Education Insights 任务类型：表格监督学习。 建议流程：先做缺失值/异常值处理与特征编码，再比较逻辑回归、随机森林、XGBoost。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：qs - world - rankings - 2025.csv。 This dataset presents the QS World University Rankings 2025. It encompasses essential metrics and indicators used to evaluate the academic excellence, international diversity, research impact, and employability of universities worldwide. Each entry includes the institution's rank, name, location, size category, academic and employer reputation scores, faculty - student ratio, citations per faculty, proportions of international faculty and students, presence in international research networks, employment outcomes, sustainability performance, and the overall QS score. These metrics collectively offer insights into the global landscape of higher education institutions, facilitating comparative analysis and informed decision - making for various stakeholders including students, educators, policymakers, and employers. You are encouraged to read further about the methodology and weights here
摘要概览
该数据集《QS University Rankings 2025》主要用于监督学习任务，数据形态以表格为主。 题目说明：QS 2025 Global Higher Education Insights
任务类型：表格监督学习。
建议流程：先做缺失值/异常值处理与特征编码，再比较逻辑回归、随机森林、XGBoost。
评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。
可用文件：qs - world - rankings - 2025.csv。
This dataset presents the QS World University Rankings 2025.
It encompasses essential metrics and indicators used to evaluate the academic excellence, international diversity, research impact, and employability of universities worldwide.
Each entry includes the institution's rank, name, location, size category, academic and employer reputation scores, faculty - student ratio, citations per faculty, proportions of international faculty and students, presence in international research networks, employment outcomes, sustainability performance, and the overall QS score.
These metrics collectively offer insights into the global landscape of higher education institutions, facilitating comparative analysis and informed decision - making for various stakeholders including students, educators, policymakers, and employers.
You are encouraged to read further about the methodology and weights here