每一点都有帮助:在乐购1.0数据集中探索肉类和动物产品的消费

IF 2.8 Q1 AGRICULTURE, MULTIDISCIPLINARY CABI agriculture and bioscience Pub Date : 2023-09-20 DOI:10.1186/s43170-023-00178-y
Rakefet Cohen Ben-Arye, Christopher Bryant, Katharina Hofmann
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引用次数: 0

摘要

摘要:肉类和动物产品的生产和消费与一系列伦理、健康和环境问题有关。虽然近年来社会科学家越来越关注肉类减少和肉类替代品的推广,并且已经确定了消费中的一些区域,季节和社会人口变化,但实证工作通常基于自我报告的数据。为了更好地了解实际的饮食习惯,我们试图通过汇总不同来源的数据,提供基于真实食品购买数据的分析。为此,我们在乐购1.0数据集中探索了肉类和动物产品的消费,这是一个开放获取的数据集,代表了2015年大伦敦地区411家乐购商店的160万忠诚卡用户购买的4.2亿件食品。该数据以4833个低超级产出地区(lsoa -最小的地理区域)的11种主要食品类别的月采购水平进行最精细的汇总。我们用图形表示了一年中每个月和33个伦敦行政区的肉类和动物产品的消费量。总体而言,我们发现春季和夏季肉类和动物产品(包括家禽)的消费量最高,秋季下降。我们还将乐购1.0数据集与伦敦数据存储(伦敦数据存储是一个免费开放的数据共享门户网站,提供超过1000个数据集来了解这座城市并为其问题制定解决方案)的数据集结合起来,并确定了几个人口因素作为肉类消费的预测因素。与我们的假设相反,年龄较大、受教育程度较低、人口更保守的地区,肉类消费比例较低。与我们的假设一致,在人口密度较高、健康状况较好、印度教徒较多的地区,肉类消费比例较低。本文的目的是增加关于动物产品消费的区域、季节和社会人口变化的知识,并使用包含实际购买数据而不是自我报告消费的新数据源提供有价值的动物产品消费概述。
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Every little helps: exploring meat and animal product consumption in the Tesco 1.0 dataset
Abstract The production and consumption of meat and animal products have been associated with an array of ethical, health, and environmental issues. While social scientists have increasingly focused on meat reduction and the promotion of meat alternatives in recent years, and have identified a number of regional, seasonal, and sociodemographic variations in consumption, empirical work is often based on self-reported data. To build a greater understanding of actual dietary habits, we seek to provide analysis based on real food purchase data by aggregating data from different sources. To this end, we explore the consumption of meat and animal products in the Tesco 1.0 dataset, an Open Access dataset representing 420 million food item purchases made by 1.6 million loyalty card users at 411 Tesco stores across Greater London in 2015. The data is aggregated most granularly at the level of monthly purchase of 11 broad food categories in 4833 lower super output areas (LSOA—the smallest geographic area). We represented the consumption of meat and animal products graphically for each month of the year and for each of 33 London boroughs. In general, we found that the spring and summer months had the highest consumption of meat and animal products, including poultry, and this decreased in autumn. We also combined the Tesco 1.0 dataset with datasets from the London Datastore (a free and open data-sharing portal that provides over a thousand datasets to understand the city and develop solutions to its problems), and identified several demographic factors as predictors for the meat consumption. Contrary to our hypothesis, areas with older, lower education, and more conservative populations had a lower proportion of meat consumed. In line with our hypotheses, a lower proportion of meat consumed could be observed in areas with higher population density, better health, and more Hindus. The purpose of this paper is to add to knowledge on regional, seasonal, and sociodemographic variations in animal product consumption, as well as provide a valuable overview of animal product consumption using a novel data source that comprises actual purchase data rather than self-reported consumption.
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