ReconfigBehSci. (2021, December 11). RT @thehowie: BREAKING: Hospitalizations South Africa Hospitalizations⬆️67% week over week. Gauteng Province⬆️66%. GP⬆️1.6% from yesterd… [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1469685234149072897

James 💙 Neill - 😷 🇪🇺🇮🇪🇬🇧🔶. (2022, January 27). Norman has NOIDea Covid is almost entirely notified by labs not GPs. Norman is an embarrassment to @QMUL 🤦 https://t.co/3EqNd25OXZ [Tweet]. @jneill. https://twitter.com/jneill/status/1486671110372577290

shinydoc. (2021, December 12). I love how I, an actual GP...who was involved in the initial covid vaccination programme ...has to tune in at 8pm with the public to find out that apparently we are vaccinating the entire adult population with boosters by the end of the year [Tweet]. @irishayesha. https://twitter.com/irishayesha/status/1470123478221303810

timestamp_s = date_time.map(pd.Timestamp.timestamp)

and then create "Time of day" and "Time of year" signals:

day = 24*60*60
year = (365.2425)*day

df['Day sin'] = np.sin(timestamp_s * (2 * np.pi / day))
df['Day cos'] = np.cos(timestamp_s * (2 * np.pi / day))
df['Year sin'] = np.sin(timestamp_s * (2 * np.pi / year))
df['Year cos'] = np.cos(timestamp_s * (2 * np.pi / year))

transform WD and WS into (u, v)

Waddell, Lily. “Double-Jabbed May Miss Holidays If NHS Errors Mean Records Don’t Save,” July 21, 2021. https://www.standard.co.uk/news/uk/uk-travel-news-vaccine-passport-holidays-covid-b946848.html.

Rimmer, A. (2021). Covid-19: GP staff have faced threats and abuse during vaccination programme, poll finds. BMJ, 373, n1665. https://doi.org/10.1136/bmj.n1665

Mahase, Elisabeth. “Covid-19: GPs Urge Government to Clear up Confusion over Symptoms.” BMJ 373 (June 28, 2021): n1654. https://doi.org/10.1136/bmj.n1654.

NHS app will be used as Covid ‘vaccine passport’ for foreign travel. (2021, April 28). The Guardian. http://www.theguardian.com/world/2021/apr/28/covid-nhs-app-will-be-used-as-vaccine-passport-for-foreign-travel

Schwarzinger, M., Watson, V., Arwidson, P., Alla, F., & Luchini, S. (2021). COVID-19 vaccine hesitancy in a representative working-age population in France: A survey experiment based on vaccine characteristics. The Lancet Public Health, 6(4), e210–e221. https://doi.org/10.1016/S2468-2667(21)00012-8

Cardno, S. J., & Sahraie, A. (2021). The expanding backlog of mental health patients: Time for a major rethink in COVID-19 policy. PsyArXiv. https://doi.org/10.31234/osf.io/st5b2

Seasonal flu vaccine uptake in GP patients: Winter 2019 to 2020. (n.d.). GOV.UK. Retrieved April 8, 2021, from https://www.gov.uk/government/statistics/seasonal-flu-vaccine-uptake-in-gp-patients-winter-2019-to-2020

ReconfigBehSci. “RT @STWorg: Very Important Issue. Some Background Literature &(Tentative) Recommendations Available on the Wiki Page Https://T.Co/Qx5prsemW….” Tweet. @SciBeh (blog), February 13, 2021. https://twitter.com/SciBeh/status/1360540937869524994.

Non-Covid infectious disease cases down in England, data suggests. (2020, October 9). The Guardian. http://www.theguardian.com/science/2020/oct/09/non-covid-infectious-disease-cases-down-in-england-data-suggests

Smith, C. F., Drew, S., Ziebland, S., & Nicholson, B. D. (2020). Understanding the role of GPs’ gut feelings in diagnosing cancer in primary care: A systematic review and meta-analysis of existing evidence. British Journal of General Practice, 70(698), e612–e621. https://doi.org/10.3399/bjgp20X712301

Oxford leads development of risk prediction model for more tailored COVID-19 shielding advice | University of Oxford. (n.d.). Retrieved 23 June 2020, from http://www.ox.ac.uk/news/2020-06-22-oxford-leads-development-risk-prediction-model-more-tailored-covid-19-shielding

Correspondent, H. D. S. (2020, May 27). Cancer undiagnosed “for nearly 2,000 people in UK every week.” The Guardian. https://www.theguardian.com/society/2020/may/28/cancer-undiagnosed-for-nearly-2000-people-in-uk-every-week

Making the internet more fair for all ISP's and allowing for competition for bigger ISP's, plus protecting the rights of the users by allowing them a free/open internet.

It would be similar to cable plans where you choose which plan lets you see the channels you want (or the websites in this case).

This could turn the higher up and more popular ISP's into almost a monopoly for the internet. The internet has become an important resource to the people of this day and age and it not being free would not help the smaller companies.

Continues to describe how the internet service wouldn't be fair to smaller sites, in turn making them way slower, and causing people not to go to them due to the lack of browsing speed.

Taking away net neutrality will make it way harder for small business and "niche news sources" to be able to run their sites and they will be way slower due to high costs to run them.

Saying that while everything on the internet is different yet they should be treated with the same respect.