基于字典的全球推特情绪分析新冠病毒 (COVID-19) 影响和应对
1School of Mathematics and Computer Science, University of KwaZulu-Natal, Pietermaritzburg, South Africa.
概括
社交媒体揭示了冠状病毒流行病的重大影响,突出了心理健康挑战和供应短缺. 对推特的分析表明公众对COVID-19预防指南的理解.
科学领域:
- 公共卫生 公共卫生
- 社交媒体分析 社交媒体分析
- 流行病学 流行病学
背景情况:
- 从2019年12月开始的冠状病毒大流行,造成了广泛的破坏和生命损失.
- 为了控制COVID-19的传播,实施了封锁和口罩强制等公共卫生措施.
- 社会影响导致个人在社交媒体平台上分享经验和意见.
研究的目的:
- 通过使用Twitter数据,分析公众对冠状病毒流行病的情绪和担忧.
- 识别疫情期间影响普通人口的关键问题和方面.
- 评估公众对COVID-19预防指南的理解.
主要方法:
- 与冠状病毒相关的推文的基于字典的情绪两极分化.
- 同时出现的词汇分析,以确定普遍的主题.
- 利用Twitter数据进行实时的论监测.
主要成果:
- 精神健康问题和供应短缺 (例如食物) 被确定为大流行病的重大直接影响.
- 分析显示,有关COVID-19的推特个人通常理解预防指南.
- 在推特上表达的公众情绪提供了对大流行病多方面的影响的见解.
结论:
- 研究结果可以帮助政府应对流行病的后果,例如心理健康危机和供应链中断.
- 该研究提供了一种方法来衡量公共卫生指南的有效性和影响力.
- 社交媒体情绪分析为公共卫生政策和干预提供了有价值的及时数据.
更多相关视频
相关概念视频
Steps in Outbreak Investigation
125
In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:
125
Pareto Chart
6.7K
A Pareto chart is a bar graph or a combination of both line and bar graphs. The bar lengths represent the individual values or the frequency, while the lines represent the cumulative total values. In this chart, the longest bars are arranged on the left and the shortest bars on the right, which makes it easier to read and interpret the data. It can also be called a Pareto diagram or Pareto analysis.
The Pareto chart is named after the Italian economist Vilfredo Pareto, who described the Pareto...
The Pareto chart is named after the Italian economist Vilfredo Pareto, who described the Pareto...
6.7K
Types of Skewness
11.6K
If the frequency distribution of a data set is more inclined towards smaller or larger values, the distribution is said to be skewed. If data values are skewed to the right, then the distribution is called positively skewed. Conversely, if the plot is skewed to the left, the distribution is called negatively skewed.
For instance, in the middle of a pandemic, the geographical distribution of vaccine coverage may be positively skewed towards populations in the global north countries. However,...
For instance, in the middle of a pandemic, the geographical distribution of vaccine coverage may be positively skewed towards populations in the global north countries. However,...
11.6K
Group Polarization
34.3K
Group polarization is the strengthening of an original group attitude following the discussion of views within a group (Teger & Pruitt, 1967). That is, if a group initially favors a viewpoint, after discussion the group consensus is likely a stronger endorsement of the viewpoint. Conversely, if the group was initially opposed to a viewpoint, group discussion would likely lead to stronger opposition.
34.3K
Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
Empathy
9.6K
Some researchers suggest that altruism operates on empathy. Empathy is the capacity to understand another person’s perspective, to feel what he or she feels. An empathetic person makes an emotional connection with others and feels compelled to help (Batson, 1991). Empathy can be expressed in several ways, including cognitive, affective, and motor.
9.6K


