地球资源数据云——数据资源详情
非洲的教育
该数据集《Education in Africa》主要用于监督学习任务，数据形态以表格为主，应用场景偏向金融风控。 题目说明：From Primary to Tertiary Education 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：Education in General.csv, Illiterate Population.csv, Primary Education Attendance.csv 等 7 个文件。 Africa has the fastest - growing child population in the world. Early childhood education is essential in children's development. People develop skills that are essential in daily living, such as problem - solving skills, social norms, communication skills, etc. Also, more employment opportunities exist for people who have completed high school and/ or tertiary education. This dataset includes primary, secondary, and tertiary education data. I gathered data for each country in Africa, covering the period from 2010 to 2023. This dataset has 7 tables, including variables such as government expenditures, illiteracy rate, school life expectancy, survival rate until the last grade of primary school, net attendance rate in primary education, school - age population, expenditures on teaching staff and school books, enrolment, and the number of out - of - school children. I gathered the data from the UNESCO Data Browser and the World Bank. The challenge in this dataset is the percentage of missing values for each variable and how to deal with these missing values.
摘要概览
该数据集《Education in Africa》主要用于监督学习任务，数据形态以表格为主，应用场景偏向金融风控。 题目说明：From Primary to Tertiary Education
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：Education in General.csv, Illiterate Population.csv, Primary Education Attendance.csv 等 7 个文件。
Africa has the fastest - growing child population in the world. Early childhood education is essential in children's development. People develop skills that are essential in daily living, such as problem - solving skills, social norms, communication skills, etc.
Also, more employment opportunities exist for people who have completed high school and/ or tertiary education.
This dataset includes primary, secondary, and tertiary education data. I gathered data for each country in Africa, covering the period from 2010 to 2023.
This dataset has 7 tables, including variables such as government expenditures, illiteracy rate, school life expectancy, survival rate until the last grade of primary school, net attendance rate in primary education, school - age population, expenditures on teaching staff and school books, enrolment, and the number of out - of - school children.
I gathered the data from the UNESCO Data Browser and the World Bank. The challenge in this dataset is the percentage of missing values for each variable and how to deal with these missing values.