Covid - Tweet Data Analysis

Summarization

The main points of the tweets are: 1. A woman in Pima County, Arizona, was nominated to run the Department of Health services but was denied due to her belief that racism was a public health crisis. 2. There was concern over a lack of seriousness when it came to investigating public health failures during the COVID pandemic. 3. COVID vaccines were added to the child immunization schedule, creating a mandate. 4. German excess mortality went through the roof in 2022, an issue that was worse than COVID-related deaths. 5. It was discussed at an event the impacts of COVID-19 on favelas and periferias. 6. John Tory resigned as Mayor of Toronto due to an affair he had during the COVID pandemic. 7. One person discussed the long-term health effects that resulted from being infected with COVID. 8. It was also suggested that prominent public health figures commit to not taking jobs with pharmaceutical companies if appointed to high-level roles related to COVID. 9. A 30-something person's six year old was infected with COVID and mono, still dealing with their health issues two years later. 10. There was a discussion on mask skepticism, particularly due to the Cochrane study. 11. The Parliamentary Health Committee held a public hearing on long COVID, and there were figures discussed in regard to the US's impact, such as the amount of COVID orphans and the percentage of adults who had long COVID. 12. It was asked if others argued with TV commercials related to COVID during lockdown. 13. The CDC also recommended COVID vaccines for children ages 6 months and older. 14. Lastly, it was mentioned that there was a lot of cake (but no champagne) left behind after the host of a party had to cancel due to Covid.

Topic Modeling

1. COVID Vaccines
2. Public Health and Lockdowns
3. COVID Tyrant of Pima County
4. Cochrane Study on Masks
5. Long COVID Impacts: Mortality and Economics

Emotional Analysis

The emotions expressed in these tweets range from shock and outrage to joy and gratitude. Many of the tweets express anger and frustration at the lack of public health protection during the pandemic, as well as the government's attempts to mandate COVID vaccines and the false smears against scientists. There is also a sense of sadness and loss in some of the tweets, such as the ones discussing the economic hardship and long-term health effects caused by COVID. Finally, there is a sense of hope and celebration in some of the tweets, such as the ones celebrating the Cochrane study results and the FDA's recommendation of the COVID vaccine for children.

Trend Analysis

1. COVID Vaccine
2. Failure of Public Health to Protect the Public from COVID
3. Collateral Damage from Lockdowns
4. Effects of COVID on Children
5. Long-term Impact of COVID