Even with data that’s less fraught than our genome, our decisions about what we expose to the world have externalities for the people around us.
We need to think more about the externalities of our data decisions.
Even with data that’s less fraught than our genome, our decisions about what we expose to the world have externalities for the people around us.
We need to think more about the externalities of our data decisions.
It's the feedback that's motivating A-list bloggers like Digg founder Kevin Rose to shut down their blogs and redirect traffic to their Google+ profiles. I have found the same to be true.
This didn't work out too well for them did it?
The European Commission has prepared to legislate to require interoperability, and it calls being able to use your data wherever and whenever you like “multi-homing”. (Not many other people like this term, but it describes something important – the ability for people to move easily between platforms
an interesting neologism to describe something that many want
the decentralised and open source nature of these systems, where anyone can host an instance, may protect their communities from the kinds of losses experienced by users of the many commercial platforms that have gone out of business over the last decades (e.g. Geocities, Wikispaces or Google + to name just a few).
https://indieweb.org/site-deaths names a large number of others
https://anvaka.github.io/map-of-reddit/
<small><cite class='h-cite via'>ᔥ <span class='p-author h-card'>https://indieweb.social/@elgg/</span> in Platform for Social Apps: "Map of #Reddit https://anvaka.github.io/map-of-r…" - Indieweb.Social (<time class='dt-published'>05/13/2022 13:29:09</time>)</cite></small>
Subsidiarity, which uses “data cooperatives, collaboratives, and trusts with privacy-preserving and -enhancing techniques for data processing, such as federated learning and secure multiparty computation.”
Another value of the data cooperative model might be that each individual might not have time to research and administer possible new data-sharing requests/opportunities, and it would be helpful to entrust that work to a cooperative entity that already has one's trust.
For the continuous part I would try to illustrate my workflow with the following diagram
A 20-year age difference (for example, from 20 to 40, or from 30 to 50 years old) will, on average, correspond to reading 30 WPM slower, meaning that a 50-year old user will need about 11% more time than a 30-year old user to read the same text.
Users’ age had a strong impact on their reading speed, which dropped by 1.5 WPM for each year of age.
Overall, having spent a significant amount of time building this project, scaling it up to the size it’s at now, as well as analysing the data, the main conclusion is that it is not worth building your own solution, and investing this much time. When I first started building this project 3 years ago, I expected to learn way more surprising and interesting facts. There were some, and it’s super interesting to look through those graphs, however retrospectively, it did not justify the hundreds of hours I invested in this project.I’ll likely continue tracking my mood, as well as a few other key metrics, however will significantly reduce the amount of time I invest in it.
Words of the author of https://krausefx.com//blog/how-i-put-my-whole-life-into-a-single-database
It seems as if excessive personal data tracking is not worth it
Besançon, L., Peiffer-Smadja, N., Segalas, C., Jiang, H., Masuzzo, P., Smout, C., Billy, E., Deforet, M., & Leyrat, C. (2021). Open science saves lives: Lessons from the COVID-19 pandemic. BMC Medical Research Methodology, 21(1), 117. https://doi.org/10.1186/s12874-021-01304-y
ReconfigBehSci [@SciBeh]. (2021, October 1). @alexdefig against this survey data you might set actual uptake figures in France, various Canadian provinces, and Germany after the introduction of passports [Tweet]. Twitter. https://twitter.com/SciBeh/status/1443955929985159174
ReconfigBehSci [@SciBeh]. (2021, October 1). @alexdefig and I didn’t say we should mandate them. I simply pointed out that when considering the impact of passports on uptake we should probably look at actual uptake in response to actual mandates in addition to survey data, which may or may not translate into action, no? [Tweet]. Twitter. https://twitter.com/SciBeh/status/1443958577173917699
ReconfigBehSci [@SciBeh]. (2021, October 1). @alexdefig so, observational data has weaknesses- so does survey data, but it’s there and we should look at it. On your second point, yes, that is important, we should study that, if we have no data we can’t factor it into decision. Third is separate issue/factor to weigh. [Tweet]. Twitter. https://twitter.com/SciBeh/status/1443960096497627141
The combined stuff is available to components using the page store as $page.stuff, providing a mechanism for pages to pass data 'upward' to layouts.
bidirectional data flow ?! That's a game changer.
analogue in Rails: content_for
Times, T. N. Y. (2020, March 3). Coronavirus in the U.S.: Latest Map and Case Count. The New York Times. https://www.nytimes.com/interactive/2021/us/covid-cases.html
ReconfigBehSci. (2022, January 24). @STWorg @FraserNelson @GrahamMedley no worse- he took Medley’s comment that Sage model the scenarios the government asks them to consider to mean that they basically set out to find the justification for what the government already wanted to do. Complete failure to distinguish between inputs and outputs of a model [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1485625862645075970
ReconfigBehSci [@SciBeh]. (2021, November 1). RT @HJWesteneng: Growth advantage and extrapolation of AY.4.2 based on Sanger Institute data in the UK (multilevel multinomial model). Base… [Tweet]. Twitter. https://twitter.com/SciBeh/status/1455467011509731332
Jackie Parchem, MD [@jackie_parchem]. (2021, July 29). @MeadowGood @ACOGPregnancy Some of the docs who stepped up and got vaccinated early when we didn’t have the data we do now. What we all knew: Protecting moms protects babies! All have had their babies by now! @IlanaKrumm @anushkachelliah @gumbo_amando @emergjenncy @JuliaNEM33 https://t.co/h9UJo6h3fQ [Tweet]. Twitter. https://twitter.com/jackie_parchem/status/1420785474499645442
Prof Jeffrey S Morris on Twitter. (n.d.). Twitter. Retrieved April 26, 2022, from https://twitter.com/jsm2334/status/1462573249712304128
For this reason, the Secretary of State set out a vision1 for health and care to have nationalopen standards for data and interoperability that are mandated throughout the NHS andsocial care.
Melton, J., & Sinclair, R. (2021). COVID-19 Infection Rates Are Related to Population Rates of Vaccination: A Response to Subramanian and Kumar.
Pfizer and BioNTech Provide Update on Omicron Variant | Pfizer. (n.d.). Retrieved April 22, 2022, from https://www.pfizer.com/news/press-release/press-release-detail/pfizer-and-biontech-provide-update-omicron-variant
Imperial News. ‘“Issue of Inequalities” for Long COVID Patients Needs to Be Addressed | Imperial News | Imperial College London’. Accessed 22 April 2022. https://www.imperial.ac.uk/news/232234/issue-inequalities-long-covid-patients-needs/.
ReconfigBehSci [@SciBeh]. (2021, November 26). RT @macroliter: 👋Hi Journalists! Are you interested in covering the new B.1.1.529 #B11529 variant🦠? Here’s a link to a TABLE with the name… [Tweet]. Twitter. https://twitter.com/SciBeh/status/1464195246175272984
Nick Sawyer, MD, MBA, FACEP [@NickSawyerMD]. (2022, January 3). The anti-vaccine community created a manipulated version of VARES that misrepresents the VAERS data. #disinformationdoctors use this data to falsely claim that vaccines CAUSE bad outcomes, when the relationship is only CORRELATED. Watch this explainer: Https://youtu.be/VMUQSMFGBDo https://t.co/ruRY6E6blB [Tweet]. Twitter. https://twitter.com/NickSawyerMD/status/1477806470192197633
Newsnodes USA COVID-19 Monitor. (n.d.). Retrieved April 20, 2022, from https://newsnodes.com/us
ReconfigBehSci. (2022, February 18). RT @chrischirp: Speaking of which, latest COG UK data shows that BA.2 is dominant already in NI & likely dominant within Scotland & Eng wit… [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1494711071839592450
Carl T. Bergstrom. (2021, August 18). 1. There has been lots of talk about recent data from Israel that seem to suggest a decline in vaccine efficacy against severe disease due to Delta, waning protection, or both. This may have even been a motivation for Biden’s announcement that the US would be adopting boosters. [Tweet]. @CT_Bergstrom. https://twitter.com/CT_Bergstrom/status/1427767356600688646
ReconfigBehSci. (2021, February 1). @islaut1 @richarddmorey I think diff. Is that your first response seemed to indicate the evidence was the search itself (contra Richard) so turning an inference from absence of something into a kind of positive evidence ('the search’). Let’s call absence of evidence “not E”. 1/2 [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1356215051238191104
The Lancet. (2021, April 16). Quantity > quality? The magnitude of #COVID19 research of questionable methodological quality reveals an urgent need to optimise clinical trial research—But how? A new @LancetGH Series discusses challenges and solutions. Read https://t.co/z4SluR3yuh 1/5 https://t.co/94RRVT0qhF [Tweet]. @TheLancet. https://twitter.com/TheLancet/status/1383027527233515520
Dr Nisreen Alwan 🌻. (2020, March 14). Our letter in the Times. ‘We request that the government urgently and openly share the scientific evidence, data and modelling it is using to inform its decision on the #Covid_19 public health interventions’ @richardhorton1 @miriamorcutt @devisridhar @drannewilson @PWGTennant https://t.co/YZamKCheXH [Tweet]. @Dr2NisreenAlwan. https://twitter.com/Dr2NisreenAlwan/status/1238726765469749248
The BMJ. (2021, April 8). “These data represent a remarkable research resource and illustrate how covid-19 has fostered open science” @jsross119 @BHFDataScience https://t.co/i3ddpBqq7j [Tweet]. @bmj_latest. https://twitter.com/bmj_latest/status/1380062868746469377
Adam Kucharski on Twitter: "Interesting visualisation of COVID-related data sharing. (2021, March 26). Ttps://t.co/lOc1mzeiHt via @OYCar https://t.co/Im9SWlCA3Q [Tweet]. @AdamJKucharski. https://twitter.com/AdamJKucharski/status/1375350545393840130
ReconfigBehSci on Twitter: ‘Now #scibeh2020: Pat Healey from QMU, Univ. Of London speaking about (online) interaction and miscommunication in our session on “Managing Online Research Discourse” https://t.co/Gsr66BRGcJ’ / Twitter. (n.d.). Retrieved 6 March 2021, from https://twitter.com/SciBeh/status/1326155809437446144
Trevor Bedford. (2021, May 25). Looking across these nine states, the current ranking of logistic growth rate seems to be B.1.617 > P.1 > B.1.1.7 > B.1.526 > B.1.351. 6/10 https://t.co/QPKkyehPst [Tweet]. @trvrb. https://twitter.com/trvrb/status/1397195353284300800
Adam Kucharski. (2021, March 24). This is an interesting perspective on Taiwan (& glad it mentions data/privacy), although I’d like to see more references to what local officials were actually saying about approach in real-time, rather than what UK-based researchers later say it was: Https://t.co/FDu0mQoISh 1/ [Tweet]. @AdamJKucharski. https://twitter.com/AdamJKucharski/status/1374638777814167555
Sarah Mojarad. (2020, October 23). What are some of the positive consequences of social media? Would love to hear your stories! [Tweet]. @Sarah_Mojarad. https://twitter.com/Sarah_Mojarad/status/1319722197766733825
NetScience on Twitter. (n.d.). Twitter. Retrieved 15 February 2021, from https://twitter.com/net_science/status/1360990028168503297
Youyang Gu. (2021, May 25). Is containing COVID-19 a requirement for preserving the economy? My analysis suggests: Probably not. In the US, there is no correlation between Covid deaths & changes in unemployment rates. However, blue states are much more likely to have higher increases in unemployment. 🧵 https://t.co/JrikBtawEb [Tweet]. @youyanggu. https://twitter.com/youyanggu/status/1397230156301930497
Dr Ellie Murray, ScD. (2021, July 6). Also, see👇🏼 [Tweet]. @EpiEllie. https://twitter.com/EpiEllie/status/1412249702460968967
Trevor Bedford. (2022, January 10). Given ~680k cases per day, this would in turn suggest 0.8% or 1% of the US being infected with SARS-CoV-2 every day. This would translate to perhaps 5% or 10% of individuals currently infected with SARS-CoV-2 in the US. 15/15 [Tweet]. @trvrb. https://twitter.com/trvrb/status/1480610448563060738
Lewis, S. J., Dack, K., Relton, C. L., Munafo, M. R., & Smith, G. D. (2021). Was the risk of death among the population of teachers and other school workers in England and Wales due to COVID-19 and all causes higher than other occupations during the pandemic in 2020? An ecological study using routinely collected data on deaths from the Office for National Statistics. BMJ Open, 11(11), e050656. https://doi.org/10.1136/bmjopen-2021-050656
Public Data
Locally, Curry said troopers handled 275 distracted driving crashes in 2020, 322 in 2021 and 47 so far this year. He added local troopers issued 267 distracted driving citations in 2020, 299 in 202 and 51 so far this year.
This article was published on April 9th, (Day 99 of 2022) which is 27% through the year. So based on the data provided, what can we expect?
In terms of CRASHES, we've had 47 so far when 27% of the way through 2020 and 2021 we would have had 75 and 87 crashes by now (assuming that distracted driving crashes are generally evenly distributed through the year) - so we're on track for 173 distracted driving crashes this year; that's only a little over half (54% of last year's numbers).
As they said in the first paragraph:
The Delaware Post of the Ohio State Highway Patrol is stepping up enforcement this month in an effort to curb distracted driving, which the agency reports is leading to increased traffic crashes and deaths statewide.
...so they're doing this on a PR schedule - not because the numbers are up - in fact, the numbers are down locally by a huge margin.
With Troopers focusing on this, it means they're not focusing on safety problems that are increasing.
https://github.com/karlicoss/hypexport
A python script from karlicoss to export/access your Hypothes.is data: annotations and profile info
link to https://hyp.is/VZ2G7IPiEeutw1PTsBrlLw/github.com/collignon/annotation-tools
Let’s look at a recent paper by Xia, Bao, Lo, Xing, Hassan, & Li entitled Measuring Program Comprehension: A Large-Scale Field Study with Professionals and published in IEEE Transactions on Software Engineering, 44, 951-976, 2018. This paper is quite interesting in that it describes in great details how the figures are obtained. And it says that Comprehension took on average ~58%.
Developers spend most of their time figuring the system out

A New York Times article uses the same temperature dataset you have been using to investigate the distribution of temperatures and temperature variability over time. Read through the article, paying close attention to the descriptions of the temperature distributions.
Unfortunately, like most NYT content, this article is behind a paywall. I'm partly reading this as I plan to develop a set of open education resources myself and the problem of how to manage dead/unavailable links looks like a key stumbling block.
Tyler Black, MD. (2021, December 10). Statistics Canada has been asking kids about mental health during the pandemic. Initially, after the first 5 months (with school shutdowns, summer break, lots of restrictions), more kids said they were better than worse, most reported no change. 86% “No change or better” [/1] https://t.co/3shKtrxEVU [Tweet]. @tylerblack32. https://twitter.com/tylerblack32/status/1469380405451100162
James 💙 Neill - 😷 🇪🇺🇮🇪🇬🇧🔶. (2021, December 31). Latest Covid primary diagnosis supplement data, by region. London? #Omicron is #NotMild https://england.nhs.uk/statistics/statistical-work-areas/covid-19-hospital-activity/ https://t.co/gUBo7sTZT5 [Tweet]. @jneill. https://twitter.com/jneill/status/1476856305411366930
ReconfigBehSci. (2022, January 31). RT @AbraarKaran: 2/ @nytimes https://t.co/7ynCtx2Q85 [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1488433826628083715
Richard. (2021, October 17). @fascinatorfun Letter to parents sent to me by a friend today … https://t.co/Ivn93WLD9t [Tweet]. @dikt54. https://twitter.com/dikt54/status/1449763622020866055
Helen Branswell 🇺🇦 on Twitter. (n.d.). Twitter. Retrieved April 1, 2022, from https://twitter.com/HelenBranswell/status/1478835175580741633
Barnes, O., & Burn-Murdoch, J. (2022, January 7). Covid hospital admissions in Greater Manchester surpass last winter’s peak. Financial Times. https://www.ft.com/content/6a8a52f3-d940-4d70-a30b-111a3a646089
ReconfigBehSci on Twitter: ‘@alexdefig are you really going to claim that responses to the introduction of passports on uptake across 4 other countries are evidentially entirely irrelevant to whether or not passports are justified or not?’ / Twitter. (n.d.). Retrieved 31 March 2022, from https://twitter.com/SciBeh/status/1444358068280565764
Strategic, cost-efficient evidence-building relies onstrong data governance that facilitates the access, pro-tection, and use of program and other administrativedata to enable and support secondary uses, including for
The statutemakes agency evidence-building plans, known as LearningAgendas, foundational to building a culture of evidencegeneration and use.
Unwin, H. J. T., Hillis, S., Cluver, L., Flaxman, S., Goldman, P. S., Butchart, A., Bachman, G., Rawlings, L., Donnelly, C. A., Ratmann, O., Green, P., Nelson, C. A., Blenkinsop, A., Bhatt, S., Desmond, C., Villaveces, A., & Sherr, L. (2022). Global, regional, and national minimum estimates of children affected by COVID-19-associated orphanhood and caregiver death, by age and family circumstance up to Oct 31, 2021: An updated modelling study. The Lancet Child & Adolescent Health, 6(4), 249–259. https://doi.org/10.1016/S2352-4642(22)00005-0
Eric Topol. (2022, February 28). The Omicron crisis in Hong Kong. This is a graph of fatalities, not cases @OurWorldInData https://t.co/JbZCM3SNUq [Tweet]. @EricTopol. https://twitter.com/EricTopol/status/1498327329096933381
Sample, I., & editor, I. S. S. (2022, March 10). UK Covid cases rising among those aged 55 and over. The Guardian. https://www.theguardian.com/world/2022/mar/10/uk-covid-cases-rising-among-those-aged-55-and-over
Campbell, D., & editor, D. C. H. policy. (2022, March 10). Global Covid-19 death toll ‘may be three times higher than official figures.’ The Guardian. https://www.theguardian.com/world/2022/mar/10/global-covid-19-death-toll-may-be-three-times-higher-than-official-figures
Adam, D. (2022). COVID’s true death toll: Much higher than official records. Nature, 603(7902), 562–562. https://doi.org/10.1038/d41586-022-00708-0
The audit found that the CIO has limited insight into each Sector’s entire data holdings given a decentralized model, and lack of centralized guidance, standard definitions, and corporate data management system. CMSS representatives acknowledged that the NRCan Data Inventory is not a complete listing of NRCan datasets; however, it was found that it serves as a good starting point in identifying datasets held within the Department. However, per TBS guidance, a complete departmental inventory should include a list of all datasets even if they are identified as not eligible for release.
ReconfigBehSci. (2022, January 10). RT @GeraldGmboowa: Genomic epidemiology of SARS-CoV-2 in Africa focused on different 🌍regions @AfricaCDC https://bit.ly/3tcDuJl. Using A… [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1480595472834338827
Uittenhove, K., Jeanneret, S., & Vergauwe, E. (2022). From lab-based to web-based behavioural research: Who you test is more important than how you test. PsyArXiv. https://doi.org/10.31234/osf.io/uy4kb
wsbgnl. (2022, January 17). Weekly Massachusetts covid cases per 100,000 population by race/ethnicity https://covid.cdc.gov/covid-data-tracker/#demographicsovertime https://t.co/ZlImOnqtEX [Tweet]. @wsbgnl. https://twitter.com/wsbgnl/status/1483069806202920986
ReconfigBehSci. (2022, January 1). RT @wanderer_jasnah: Quick glance at B.1.640.2 before anyone asks me about it: It’s basically B.1.1.7 w/a large Spike NTD deletion. I see… [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1478289563776962563
Jens von Bergmann. (2021, December 14). Every time a new variant with a selective advantage is making the rounds, but especially this time. Https://t.co/fDEq54nHCl [Tweet]. @vb_jens. https://twitter.com/vb_jens/status/1470604121640030214
Trevor Bedford on Twitter. (n.d.). Twitter. Retrieved 29 March 2022, from https://twitter.com/trvrb/status/1466076761427304453
Prof. Christina Pagel 🇺🇦. (2021, December 6). This is very high for a Monday https://t.co/q1zTsJcYiM [Tweet]. @chrischirp. https://twitter.com/chrischirp/status/1467894035666939911
ReconfigBehSci on Twitter: ‘RT @PeterHotez: I’m trying to reconcile Pfizer’s optimistic statements about 3rd dose protection against omicron https://t.co/mIWDowkDW6 v…’ / Twitter. (n.d.). Retrieved 29 March 2022, from https://twitter.com/SciBeh/status/1468568425308078088
Mauritsen, Anne Lundahl, Theiss Bendixen, and Henrik Reintoft Christensen. ‘Does a Pandemic Increase Religiosity in a Secular Nation? A Longitudinal Examination’. PsyArXiv, 18 February 2022. https://doi.org/10.31234/osf.io/qsgej.
ReconfigBehSci. (2021, December 28). RT @covid_explorer: Bonjour @19h30RTS, voici l’évolution des infections pour Denmark, Switzerland, France, Unitedkingdom: Https://t.co/dRY… [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1475868623105400841
Kerr, P. J., Cattadori, I. M., Liu, J., Sim, D. G., Dodds, J. W., Brooks, J. W., Kennett, M. J., Holmes, E. C., & Read, A. F. (2017). Next step in the ongoing arms race between myxoma virus and wild rabbits in Australia is a novel disease phenotype. Proceedings of the National Academy of Sciences, 114(35), 9397–9402. https://doi.org/10.1073/pnas.1710336114
Edward Nirenberg 🇺🇦. (2022, March 2). I see a lot of people sharing a document from Pfizer describing pharmacovigilance data from spontaneous reporting and the vast, vast majority of people are not interpreting it correctly so here’s a thread on what it actually says. 🧵 https://phmpt.org/wp-content/uploads/2021/11/5.3.6-postmarketing-experience.pdf [Tweet]. @ENirenberg. https://twitter.com/ENirenberg/status/1498852915758485509
Eran Segal. (2021, August 17). Israel data showing the decay of vaccine efficacy over time. Y-axis is cases per 1000 from July 7 to Aug 10, for unvaccinated, and for people vaccinated at different times Cases are higher in those vaxed earlier Despite world-data caveats, this seems quite compelling https://t.co/5aNz48AC8F [Tweet]. @segal_eran. https://twitter.com/segal_eran/status/1427696623988117505
Natalie E. Dean, PhD. (2021, August 17). Real-world data from Israel show a growing gap between the earliest vaccinated (blue arrow) and the recently vaccinated (green arrow) within age groups. Confounding is always a concern (are these groups fundamentally different?) but the magnitude of the difference is notable. Https://t.co/s8pevRbax8 [Tweet]. @nataliexdean. https://twitter.com/nataliexdean/status/1427703094062706691
Desirables: * data export * data import (POSSE/PESOS) * collaboration (wiki/fanclub, annotations)
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ReconfigBehSci on Twitter: ‘RT @CT_Bergstrom: I also dislike the choice of axis scales. I don’t mind line graphs with axes that don’t go to zero (https://t.co/EpPNR9Lx…’ / Twitter. (n.d.). Retrieved 22 March 2022, from https://twitter.com/SciBeh/status/1477181158425251840
Data integrity is a good thing. Constraining the values allowed by your application at the database-level, rather than at the application-level, is a more robust way of ensuring your data stays sane.
This is particularly useful in cases where you want to separate your data migrations from your schema migrations or where you have multiple steps in your migration process that must have other steps invoked throughout.
The code will work without exception but it doesn’t set correct association, because the defined classes are under namespace AddStatusToUser. This is what happens in reality: role = AddStatusToUser::Role.create!(name: 'admin') AddStatusToUser::User.create!(nick: '@ka8725', role: role)
There are three keys to backfilling safely: batching, throttling, and running it outside a transaction. Use the Rails console or a separate migration with disable_ddl_transaction!.
Active Record creates a transaction around each migration, and backfilling in the same transaction that alters a table keeps the table locked for the duration of the backfill. class AddSomeColumnToUsers < ActiveRecord::Migration[7.0] def change add_column :users, :some_column, :text User.update_all some_column: "default_value" end end
No need to construct strings that then need to be deconstructed later.
I believe we need the break free of these anachronistic designs and use event loggers, not message loggers
µ/log's idea is to replace the "3 Pillars of Observability" with a more fundamental concept: "the event"
bold goal
Event-based data is easy to index, search, augment, aggregate and visualise therefore can easily replace traditional logs, metrics and traces.
Han, Y., & Adolphs, R. (2022, February 4). Trait resilience protects against depression caused by loneliness during the COVID pandemic. https://doi.org/10.31234/osf.io/9dac6
ReconfigBehSci. (2022, February 2). RT @AndreasShrugged: Meta-shmeta analysis. They claim they find that lockdowns reduced mortality in Europe and U.S. only by 0.2%. After bro… [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1489499513219911686
Their alignment rule is based on the principle that any primitiveobject of K bytes must have an address that is a multiple of K.
data alignment 的原则是什么?
Linked data makes it possible to completely decouple computable information from the system that ordinarily houses it.
75% of people in the U.S. never tweet.On an average weeknight in January, just 1% of U.S. adults watched primetime Fox News (2.2 million). 0.5% tuned into MSNBC (1.15 million).Nearly three times more Americans (56%) donated to charities during the pandemic than typically give money to politicians and parties (21%).
ReconfigBehSci. (2022, February 17). @thackerpd @STWorg “carping about anti-vaxxers”? You mean constant attempts to try and save lives and end pandemic by generating, curating and promoting research data on the benefits of vaccination and/or generating, curating and promoting data that undercuts the wilful disinformation on vaxx? [Tweet]. @SciBeh. https://twitter.com/SciBeh/status/1494201269724012546
Government of Canada Professsional Development Data Strategy
wsbgnl. (2022, January 6). Daily COVID-19 hospitalization in the US: observed and forecasted https://covid19forecasthub.org https://t.co/f1rqUhz1mE [Tweet]. @wsbgnl. https://twitter.com/wsbgnl/status/1479162051306033153
Working on a new data visceralization. I’m particularly interested in the tactile quality of this one. Covid deaths from 3/2020-6/2021
<script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>Working on a new data visceralization. I’m particularly interested in the tactile quality of this one. Covid deaths from 3/2020-6/2021 pic.twitter.com/MjFZCqDP4x
— Jacqueline Wernimont (@profwernimont) March 1, 2022
let zeta = getProcessControl.bind(this); Object.setPrototypeOf(zeta, Object.getPrototypeOf(this)); return zeta;
useful pattern
Schwierigkeiten oft zu ineffizienten Abläufen, und damit verbunden einer unnötig langen „time-to-data“.
Linked Data bezieht sich dabei auf die technische Aufbereitung der Daten, so dass eine Verknüpfung (Linking) der Daten möglich ist. Das dabei zum Einsatz kommende Datenmodell ist RDF, das ursprünglich für das Semantic Web entwickelt wurde.
Support search by postcode!
Tyler Black, MD. (2022, January 25). /1 Hi Lucy and your colleagues. Your advocacy toolkit contains poorly sourced, contexted, and biased information on mental health during the pandemic/schooling. And I have receipts too! (Thread) #urgencyofnormal https://t.co/JeWKE0iGn1 [Tweet]. @tylerblack32. https://twitter.com/tylerblack32/status/1486111652076527623
Julia Raifman. (2022, February 8). About 33K children were hospitalized in 6 weeks during the Omicron wave, so far https://covid.cdc.gov/covid-data-tracker/#new-hospital-admissions https://t.co/o70q2x01dU [Tweet]. @JuliaRaifman. https://twitter.com/JuliaRaifman/status/1491038027912998914
Zachary Rubin, MD. (2022, February 21). @stormnelius @MDaware @JeanneNoble18 @CNN Here is the reality… https://t.co/wNATnToa42 [Tweet]. @rubin_allergy. https://twitter.com/rubin_allergy/status/1495591633722695691
When the C.D.C. published the first significant data on the effectiveness of boosters in adults younger than 65 two weeks ago, it left out the numbers for a huge portion of that population: 18- to 49-year-olds, the group least likely to benefit from extra shots, because the first two doses already left them well-protected.
US is not only the worst country from a death/cases standpoint, but also its governmental health services are not adept to the task.
US is a failed state in many domains outside defense & security.
indie_SAGE. (2022, February 11). Indie_SAGE 11.02.2022. https://www.youtube.com/watch?v=0GC9QsKfrNc
Cornelius Roemer. (2022, February 12). Fantastic work by @UKHSA comparing serial intervals of BA.1, BA.2 and Delta as published in the most recent technical briefing. BA.2 seems to have even shorter serial interval than BA.1 This could help explain different relative growth rates of BA.2 vs BA.1 in different countries https://t.co/Gch94Ew8CX [Tweet]. @CorneliusRoemer. https://twitter.com/CorneliusRoemer/status/1492434232664375304
JoHo. (2022, February 19). Updated graph with numbers the “flu=covid for kids” folks are too afraid to share. Https://t.co/ZEoFi6WIAE [Tweet]. @JHowardBrainMD. https://twitter.com/JHowardBrainMD/status/1495135194059362305
Prof Brendan Crabb. (2022, February 19). There’s some urgency to understand what’s going on here... #COVID19 https://t.co/cGY5JfQogJ [Tweet]. @CrabbBrendan. https://twitter.com/CrabbBrendan/status/1494961166954631169
Boris Johnson: Do not throw caution to the wind on Covid. (2022, February 20). BBC News. https://www.bbc.com/news/uk-60446908
Altarawneh, H. N., Chemaitelly, H., Hasan, M. R., Ayoub, H. H., Qassim, S., AlMukdad, S., Coyle, P., Yassine, H. M., Al-Khatib, H. A., Benslimane, F. M., Al-Kanaani, Z., Al-Kuwari, E., Jeremijenko, A., Kaleeckal, A. H., Latif, A. N., Shaik, R. M., Abdul-Rahim, H. F., Nasrallah, G. K., Al-Kuwari, M. G., … Abu-Raddad, L. J. (2022). Protection against the Omicron Variant from Previous SARS-CoV-2 Infection. New England Journal of Medicine, 0(0), null. https://doi.org/10.1056/NEJMc2200133
Freja Kirsebom. (2022, January 7). Today we publish our latest analysis where we stratify by age to investigate vaccine effectiveness (VE) against Omicron in adults aged 65 years and older in England. Https://t.co/y73uto6kll 1/14 [Tweet]. @freja_kirsebom. https://twitter.com/freja_kirsebom/status/1479528228079509516
Bill Hanage. (2022, January 7). So a brief thread on the state of the pandemic in the Boston area. It is quite plausible that about 10% of the population is currently infected, more in some age groups than others. A lot of omicron. What next? 1/n https://t.co/aXgc5GYk0V [Tweet]. @BillHanage. https://twitter.com/BillHanage/status/1479574053807697920
Dr. Peter Hotez: Omicron is like a fast-moving freight train. (n.d.). MSN. Retrieved February 20, 2022, from https://www.msn.com/en-us/news/us/dr-peter-hotez-omicron-is-like-a-fast-moving-freight-train/vi-AARPfVG
Eric Feigl-Ding. (2022, January 13). WATCH📺—Despite 97.5% of all adults in England🏴 with antibodies to #COVID19 (via vax/infection)–hospitalizations still surging. Why? Because variants like #Omicron are adapting. Need multivalent vax, plus ➡️N95 & ventilation are agnostic to variants—Key! Https://t.co/gDNRJIWojX [Tweet]. @DrEricDing. https://twitter.com/DrEricDing/status/1481732793482813443
Marc Veldhoen. (2022, January 18). US data via @OurWorldInData Let not anyone tell you that vaccines do not work https://t.co/N535pp1kGJ [Tweet]. @Marc_Veld. https://twitter.com/Marc_Veld/status/1483433139208962050
Mancini, D. P., & Smyth, J. (2022, February 16). Merck struggles to win European approval for Covid-19 antiviral pill. Financial Times. https://www.ft.com/content/2cf0b6cc-b07b-4ff9-a833-42eb1798a576
To achieve nimbleness, we can simplify the data landscape by using a semantic fabric, popularly called data fabric, based on a strong Metadata Management operating model.
data fabric
Wordle's spread on social media was enabled in part by its low-tech approach for e.g. sharing scores.
One low-tech approach that could've been used here for data persistence would be to generate and prompt the user to save their latest scorecard in PDF or Word format—only it's not a PDF or Word format, but instead "wordlescore.html" file, albeit one that they are able to save to disk and double click to open all the same. When they need to update their scorecard with today's data, you use window.open to show a page that prompts the user to open their most recent scorecard (using either Ctrl+/Cmd+O, or by navigating to the place where they saved it on disk via bookmark). What's not apparent on sight alone is that their wordlescore.html also contains a JS payload as an inline script. When wordlescore.html is opened, it's able to communicate with the Wordle tab via postMessage to window.opener, request the newest data from the app, and then update wordlescore.html itself as appropriate.
Alastair Grant. (2022, February 16). Samples likely to be BA.2 (SGT positive in TaqPath data) now make up 34% of COVID cases in England. The proportion has roughly doubled in a week. That represents a growth in absolute numbers of BA.2, even if overall infections are falling at the same rate as reported cases https://t.co/LNr5baChby [Tweet]. @AlastairGrant4. https://twitter.com/AlastairGrant4/status/1493880986660225024
Data Mining und Knowledge Discovery in Databases be-inhalten Methoden der Informations- und Wissensextraktion aus strukturierten Datensätzen [99].
Data Mining-Systeme
Entscheidungs- und Führungsinformationssysteme beruhen zumeist auf bereichsbezogenen, integrierten und zeitlich veränderli-chen Datensammlungen, sog. Data Warehouses.
Data-Warehouse-Systeme:
Nerd, G. M.-K. H. (2021, December 29). Ivermectin Didn’t Save Uttar Pradesh From Covid-19. Elemental. https://gidmk.medium.com/ivermectin-didnt-save-uttar-pradesh-from-covid-19-17684f49d8b3
Professor Susan Michie. (2021, December 27). We (UK) don’t have to be here: It’s a political (and harmful) choice. Https://t.co/gIL3bmA17i [Tweet]. @SusanMichie. https://twitter.com/SusanMichie/status/1475436150420656131
Deepti Gurdasani. (2022, January 10). Lots of people dismissing links between COVID-19 and all-cause diabetes. An association that’s been shown in multiple studies- whether this increase is due to more diabetes or SARS2 precipitating diabetic keto-acidosis allowing these to be diagnosed is not known. A brief look👇 [Tweet]. @dgurdasani1. https://twitter.com/dgurdasani1/status/1480546865812840450
Eric Topol. (2022, January 18). It seems the people who write the vaccines w/ a booster aren’t working against Omicron are completely out of touch with the data I’d consider ~90% effectiveness vs hospitalization pretty, pretty damn good https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/1046853/technical-briefing-34-14-january-2022.pdf Especially compared with 44% without a booster https://t.co/y8ixbmG8uH [Tweet]. @EricTopol. https://twitter.com/EricTopol/status/1483543711623512065
Eric Feigl-Ding. (2022, January 17). Pandemic leadership matters. #COVID19 mortality per capita by state. 📍Public health is policy, policy is politics. 📍Human behavior is often driven by misinformation. 📍Misinformation is often driven by politics. 📍Politics can be changed by voting—Unless voters can’t. Https://t.co/pFkndQZrfr [Tweet]. @DrEricDing. https://twitter.com/DrEricDing/status/1483181226815012867
APPG on Coronavirus. (2022, January 18). 🗣Dr.Claire Steves continued: “Looking in the national core studies, from cohort studies across the UK we’ve looked at 10 different longitudinal studies. Our best estimates are that about 5% of middle aged people are experiencing long term.. 27/ #APPGCoronavirus #LongCovid [Tweet]. @AppgCoronavirus. https://twitter.com/AppgCoronavirus/status/1483453895061999618
Adam Kucharski. (2022, January 18). Below analysis was two years ago (https://bbc.co.uk/news/health-51148303). As well as providing an early warning about the COVID threat, it’s a good illustration of what is often an under-appreciated point: If we want to make sense of epidemic data and dynamics in real-time, we need models… 1/ https://t.co/ZdpzOq3Bzp [Tweet]. @AdamJKucharski. https://twitter.com/AdamJKucharski/status/1483368504392880128
F. Perry Wilson, MD MSCE. (2022, February 4). If you, like me, are “skipping ahead” during the ACIP meeting re: Moderna vaccine—This slide really drives home the benefit / risk paradigm among the group at highest risk of myocarditis (men 18-35). 2 million shots = 1903 avoided hospitalizations, and 68 myocarditis cases. Https://t.co/3nzWXGXyD1 [Tweet]. @fperrywilson. https://twitter.com/fperrywilson/status/1489649379979972609
neuer Typ von Datenplattform für die Speicherung, Integrationund Analyse aller Arten von (Roh-)daten etabliert
Data Lake als ein neuer Typ von Datenplattform
Data-Lake-Management-Plattformen stellen Werkzeugen-Suiten dar, die auf der Basiseines Datenkatalogs weitere Funktionalitäten für das Datenmanagement im Data Lakeintegrieren. Typischerweise geht es um ergänzende Funktionalitäten für ETL, Self-Service-Data-Preparation und Datenföderation (engl. data federation), die eng mit dem Datenkatalogintegriert sind.
Data-Lake-Management-Plattformen
Den Kern für das Metadatenmanagement im Data Lake bilden originäre Data-Lake-Metadaten sowie Ergebnis-Metadaten
Kern für das Metadatenmanagement im Data Lake
Originäre Data-Lake-Metadaten sind Metadaten über die im Data Lake gespeichertenDaten, z.B. Daten in relationalen Datenbanken und Message-Queues des DataLake.
Originäre Data-Lake-Metadaten
Mit dem zunehmenden Einsatz von Data Lakes ergeben sich in der industriellen Praxiserweiterte Anforderungen, insbesondere hinsichtlich der Sicherstellung von Transparenz,Qualität und Compliance der Daten im Data Lake sowie der Unterstützung von Self-Service-Szenarien für Fachanwender. Diese Anforderungen machen Metadatenmanagement3imData Lake zum kritischen Erfolgsfaktor [QHV16, HGQ16]. Es soll damit verhindert werden,dass aus dem Data Lake ein Datensumpf (engl. data swamp) [HGQ16] entsteht, also eineDatenplattform mit nicht mehr sinnvoll nutzbaren Daten.
Metadatenmanagement für Data Lakes
Sie helfen beispielsweise, die heterogenen Datensilos eines Unternehmens zu erschließen, sie intelligent zu verknüpfen, neu zu interpretieren und im Firmen-Intranet gezielt bereitzustellen.
Potential von semantischen Technologien: Auflösung von heterogenen Daten-Silos Technologie: Linked Data
Darüber hinaus ist ein wichtiger Trend Linked Data im Unternehmensumfeld zu etablieren, um eine neue Generation semantischer, vernetzter Daten-Anwendungen auf Basis des Linked Data Paradigmas zu entwickeln, zu etablieren und erfolgreich zu vermarkten. Im BMBF Wachstumskernprojekt „Linked Enterprise Data Services“ entsteht hierfür beispielsweise eine Technologieplattform, die es Unternehmen ermöglichen soll, neue Dienstleistungen im Web 3.0 zu etablieren.
BMBF Wachstumskernprojekt „Linked Enterprise Data Services
Tom Moultrie on Twitter. (n.d.). Twitter. Retrieved February 13, 2022, from https://twitter.com/tomtom_m/status/1472561128240824324
Carl Baker. (2022, February 11). When I last updated this chart in September, the maximum y-axis value was ~120. Https://t.co/Fhywj3xweI [Tweet]. @carlbaker. https://twitter.com/carlbaker/status/1492096944390475798
Coronavirus (COVID-19) Infection Survey, UK - Office for National Statistics. (n.d.). Retrieved February 13, 2022, from https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/bulletins/coronaviruscovid19infectionsurveypilot/11february2022
Gabriel Hébert-Mild™ ⓥ. (2022, February 10). New epi data from Denmark 🧵🧵—Denmark has lost control. Rocketing covid+ hospitalizations for the elderly. New record for hospitalized babies 1/3 https://t.co/5RbuejEF5B [Tweet]. @Gab_H_R. https://twitter.com/Gab_H_R/status/1491723356315529217
Mahase, E. (2022). Covid-19: What do we know about omicron sublineages? BMJ, 376, o358. https://doi.org/10.1136/bmj.o358
Because CENS was an academic research lab, faculty members held a large amount of power to decide which projects students pursued and what issues students faced during design, testing, and implem
CENS seems like it takes its job seriously. Like I said in my other annotation for week 5. Just because data scientists are trying to root out bias in all forms doesn't mean it is always effective or that what is effective can't be improved.
A third introduced me to an app that allowed us to upload bibliographic data to our personal databases just by scanning a book’s ISBN number with a phone camera.
I'm pretty sure I can wire up something simple to do this to dovetail with Zotero.
Informing the Placement Continuum: Classifying Children in Out-of-Home Placement Using Integrated Administrative Data
American Medical Association (AMA). (2021, December 6). Peter Hotez, MD, PhD, on the omicron variant and Delta winter surge | COVID-19 Update for Dec. 6, 20. https://www.youtube.com/watch?v=WnfpC1_N2Mg
Claudia Sahm. (2022, January 5). “We, as experts, have a responsibility to policymakers and everyday people to match the strength of our recommendations to the strength of our data. When I read Oster, I see a tone and conviction that far exceeds the many limitations of her data.” https://t.co/NqWwj0hi28 [Tweet]. @Claudia_Sahm. https://twitter.com/Claudia_Sahm/status/1478532000441151488
COVID-19 takes serious toll on heart health—A full year after recovery. (n.d.). Retrieved February 11, 2022, from https://www.science.org/content/article/covid-19-takes-serious-toll-heart-health-full-year-after-recovery
Eine wesentliche Idee von Linked Data ist es, dass Daten und Informationen un-terschiedlichster Herkunft und Struktur auf Basis von Standards interpretiert, (weiter-)verarbeitet, verknüpft und schließlich dem User in einer Form präsentiert werden können,sodass dieser seine Aufwände zur Informationsgewinnung und -aufbereitung verringernkann
Leitidee von Linked Data
bbil-dung 2.8 zeigt einen Überblick über die sogenannte „Linking Open Data Cloud“
Abbildung
Peter R. Hansen. (2022, February 3). Weighting, is the answer. The only study to find lockdowns ⬆️mortality is given weight 91.8% = 7390/8030, and then you get -0.2% to be the estimate. To summarize: -0.2% META-STUDY ESTIMATE is based on 91.8% ONE STUDY and 8.2% ALL OTHER STUDIES. https://t.co/j6e7ziPNAI [Tweet]. @ProfPHansen. https://twitter.com/ProfPHansen/status/1489366528956919808
Large enterprises and organizations use a vast variety ofdifferent information systems, databases, portals, wikis andKnowledge Bases [KBs] combining hundreds and thousandsof data and information sources.
Problemstellung: Big Data
The unified approachhas the advantage, that the enterprise has more control overthe data and quality, and the data querying is significantlyfaster.
he transitionary approach is advisable when datasecurity plays a vital role.
COVID-19 vaccine doses donated to COVAX. (n.d.). Our World in Data. Retrieved February 10, 2022, from https://ourworldindata.org/grapher/covax-donations
James 💙 Neill - 😷 🇪🇺🇮🇪🇬🇧🔶. (2022, January 14). @Kit_Yates_Maths Update. Note @UKHSA has revised recent RSV downwards. Https://t.co/tkGQRivemE [Tweet]. @jneill. https://twitter.com/jneill/status/1482009727760539649
Charles #GetCovered-ba 🩺. (2022, February 10). Yup. Https://t.co/UyKb4IVxUn [Tweet]. @charles_gaba. https://twitter.com/charles_gaba/status/1491617409261838340
Seth Trueger. (2022, February 9). I don’t think it’s the time to stop masking yet but let’s not pretend the big line isn’t going down https://t.co/UNjeOCTAD0 [Tweet]. @MDaware. https://twitter.com/MDaware/status/1491254938114326532
Tulio de Oliveira. (2022, February 9). As expected, Omicron BA.2 takes over in South Africa, close to 100% of the new genomes. What does it mean? Https://t.co/SAb9mGYSjN [Tweet]. @Tuliodna. https://twitter.com/Tuliodna/status/1491483399265075202
Country State (belongs to country) City (belongs to State) Neighborhood (belongs to city)
Yaniv Erlich on Twitter. (n.d.). Twitter. Retrieved February 8, 2022, from https://twitter.com/erlichya/status/1482847821397176325
Willett, J. D. S. (n.d.). Omicron: Vaccines remain the best defence against this COVID-19 variant and others. The Conversation. Retrieved February 8, 2022, from http://theconversation.com/omicron-vaccines-remain-the-best-defence-against-this-covid-19-variant-and-others-174195
Krutika Kuppalli, MD FIDSA. (2022, January 14). If you had #COVID19 once you can get it again (and again). Risk of reinfection in England with #Omicron was ~5.4 fold higher compared to #Delta The relative risk were 6.36 & 5.02 for unvaxxd & vaxxd cases—Implies protection against reinfection by Omicron may be as low as 19% [Tweet]. @KrutikaKuppalli. https://twitter.com/KrutikaKuppalli/status/1482074117742288898
Campbell, D., & Davis, N. (2022, January 14). Covid booster jabs in England to be thrown away as demand falls. The Guardian. https://www.theguardian.com/society/2022/jan/14/covid-booster-jabs-in-england-to-be-thrown-away-as-demand-falls
PaedsHaemDoc. (2022, January 9). Had the misfortune (via @fatemperor) to come across Dr Paul Alexander -apparently credentialed yet in single blog post demonstrates perfectly either a disconnect from rational thought or deliberate misinformation spreading of the #masspsychosis of the anti-Vax crew let’s examine https://t.co/Ctd49cb1qK [Tweet]. @dr_barrett. https://twitter.com/dr_barrett/status/1479986071832248322
Jorge A. Caballero, MD (jorgecaballero.eth). (2022, January 10). 🧵/ I just spoke with two journalists about data that shows how the U.S. healthcare system is collapsing before our eyes. The million dollar question during both interviews was, “What else could we be doing right now?” The answer: Flatten the hospitalization curve. Now. [Tweet]. @DataDrivenMD. https://twitter.com/DataDrivenMD/status/1480607009867132928
Adam Kucharski. (2022, February 8). Below figure being widely shared (from: Https://cdc.gov/mmwr/volumes/71/wr/mm7106e1.htm), but think it’s important to include uncertainty (i.e. 95% confidence intervals) when reporting estimates: Cloth mask: 56% (-17%-83%) lower odds than no mask Surgical mask: 66% (10%-87%) N95/KN95: 83% (36%-95%) https://t.co/SkPhF7CAJf [Tweet]. @AdamJKucharski. https://twitter.com/AdamJKucharski/status/1490946644837543938
Yaneer Bar-Yam on Twitter. (n.d.). Twitter. Retrieved February 7, 2022, from https://twitter.com/yaneerbaryam/status/1474091037861761026
Jorge A. Caballero, MD (jorgecaballero.eth). (2022, January 3). NEW: Daily #COVID19 admissions among U.S. children are twice as high as they were during the peak of the Delta wave source: HHS, https://healthdata.gov/Hospital/COVID-19-Reported-Patient-Impact-and-Hospital-Capa/g62h-syeh https://t.co/JqCksJevoU [Tweet]. @DataDrivenMD. https://twitter.com/DataDrivenMD/status/1478086649271578626
Tyler Black, MD. (2022, January 4). /1 =-=-=-=-=-=-=- Thread: Mortality in 2020 and myths =-=-=-=-=-=-=- 2020, unsurprisingly, came with excess death. There was an 18% increase in overall mortality, year on year. But let’s dive in a little bit deeper. The @CDCgov has updated WONDER, its mortality database. Https://t.co/DbbvvbTAZQ [Tweet]. @tylerblack32. https://twitter.com/tylerblack32/status/1478501508132048901
Adele Groyer. (2022, January 8). Friday report is now out. Https://covidactuaries.org/2022/01/07/the-friday-report-issue-58/ I am struck that perception of a “mild” Covid situation is relative. In SA natural deaths were >30% higher than predicted in Dec. The last time weekly death rates in E&W were more than 30% above 2015-19 levels was in Jan 2021. Https://t.co/S9fkn2WFVk [Tweet]. @AdeleGroyer. https://twitter.com/AdeleGroyer/status/1479760460589191170
Gabriel Hébert-Mild™ ⓥ. (2022, January 17). Manaus, Brazil ⚠️ Hospitalizations—Herd immunity attempt #4665—What do you see? Https://t.co/aFwC2bTUk2 [Tweet]. @Gab_H_R. https://twitter.com/Gab_H_R/status/1483023177890643970
This looks like an interesting tool for moving from notes to an outline to a written document. Could be interesting for dovetailing with a zettelkasten.
How to move data from something like Obsidian to Ginko Writer though?
Dr Emma Hodcroft. (2022, January 28). Just to clarify some confusion about what “Omicron” is. “Omicron” has always applied to the whole family (BA.1-3—We’ve known about them all since late-Nov/early-Dec). But the prevalence of BA.1 meant that it got shorthanded as ’Omicron’—That’s causing some confusion now!🥴 https://t.co/M4FwzGbluo [Tweet]. @firefoxx66. https://twitter.com/firefoxx66/status/1486999566725656576
Dr Nisreen Alwan 🌻. (2022, January 21). 8% of UK primary school kids had covid last week. Eight percent. Https://t.co/RKP23YxcYd [Tweet]. @Dr2NisreenAlwan. https://twitter.com/Dr2NisreenAlwan/status/1484647167956598787
(((Howard Forman))). (2022, January 21). NYC update (GREAT news heading into weekend) Cases down 43% with positive rate 7.3% (Manhattan 6.2%). Lowest rate since December 15. Hospital census down 13% back to levels of January 2. All trends (except deaths) favorable. Thanks to everyone who has helped get us here. Https://t.co/MLmptWLxKv [Tweet]. @thehowie. https://twitter.com/thehowie/status/1484608013885480962
Mike Honey 💉💉💉. (2022, January 27). Here’s the latest variant picture for Australia. BA.1 (Omicron) is still very dominant. The new sub-lineage BA.1.1 (with the Spike R346K mutation) is significant, but not growing rapidly. Https://t.co/LsOCkUQhai [Tweet]. @Mike_Honey_. https://twitter.com/Mike_Honey_/status/1486654152939765766
Barnes, O., & Alabi, L. O. (2022, January 27). UK coronavirus cases tick up 10%, symptom tracker app shows. Financial Times. https://www.ft.com/content/f9833324-7986-48c4-a96c-153049ed9b5a