地球资源数据云——数据资源详情
美国失业率和教育水平
该数据集《USA Unemployment & Education Level》主要用于监督学习任务，数据形态以文本为主，应用场景偏向农业场景。 题目说明：Intended supplement for the LearnPlatform COVID - 19 competition 任务类型：文本监督学习。 建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。 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.csv, UIC_codes.csv, unemployment.csv。 Context & Content This dataset consists of the unemployment rate and education level of adults in the USA by county. That is, for each county in the USA, this dataset provides the count and percentage of unemployed adults as well as the count and percentage of adults of various educational backgrounds. Each county was been assigned one of four locale categories (City, Suburb, Town, Rural) according to its 2013 Urban Influence Code and their descriptions provided in UIC_codes.csv. From the descriptions of each of the codes and the descriptions of the locales "City", "Suburb", "Town", and "Rural" provided on page 2 of the locale user manual (locale_user_manual.pdf), each county was assigned one of four locales. The unemployment rate data includes the count and percentage of unemployed adults for each county in the USA for each year from 2000 - 2020. The median household income for 2019 is also included.
摘要概览
该数据集《USA Unemployment & Education Level》主要用于监督学习任务，数据形态以文本为主，应用场景偏向农业场景。 题目说明：Intended supplement for the LearnPlatform COVID - 19 competition
任务类型：文本监督学习。
建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。
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.csv, UIC_codes.csv, unemployment.csv。
Context & Content
This dataset consists of the unemployment rate and education level of adults in the USA by county. That is, for each county in the USA, this dataset provides the count and percentage of unemployed adults as well as the count and percentage of adults of various educational backgrounds.
Each county was been assigned one of four locale categories (City, Suburb, Town, Rural) according to its 2013 Urban Influence Code and their descriptions provided in UIC_codes.csv.
From the descriptions of each of the codes and the descriptions of the locales "City", "Suburb", "Town", and "Rural" provided on page 2 of the locale user manual (locale_user_manual.pdf), each county was assigned one of four locales.
The unemployment rate data includes the count and percentage of unemployed adults for each county in the USA for each year from 2000 - 2020. The median household income for 2019 is also included.