Tweets Analysis - Keyword: @INSPQ

Overview

Total number of tweets analysed

247

Earliest tweet was on

2023-03-16

Latest tweet was on

2023-03-25

Tweets covering

8 days

Average age of authors' accounts

7 years


Summarization

A researcher discusses findings from Canadian data that suggest reinfections in people over 40 are associated with a 70% increased risk of mortality compared to the first infection, and highlights the need for regular seroprevalence and survey data to better understand the impact of COVID-19. They also mention the importance of hospitalization under-reporting rates, excess mortality data, and waste water data, and suggest that excess mortality patterns could be explained by first-time infections alone or in combination with reinfections. The researcher also praises the CIRANO/INSPQ survey program and updates on excess mortality tracking. Other tweets discuss issues with hospitalization and firearm homicide/suicide statistics, the damaging effects of COVID-19 on the immune system, and the importance of natural immunity.

Topic Modeling

  1. Reinfections and their impact on mortality rates
  2. Data collection and analysis related to COVID-19 in Canada
  3. The importance of seroprevalence and survey data
  4. Excess mortality due to COVID-19
  5. Immune system response and long-term effects of COVID-19

Emotional Analysis

The emotions expressed in these tweets range from concern and urgency to frustration and criticism. The author expresses concern about reinfections and their impact on mortality rates, while also calling for improved data collection and analysis. They apologize for disappearing and express their care for others. However, the author also expresses frustration with incomplete data and criticizes others for their handling of certain issues. Overall, the emotions in these tweets are focused on scientific analysis and advocacy for better public health practices.

Trend Analysis

- Repeated infections and their impact on mortality - Recommendations for data collection on COVID-19 cases and deaths - Analysis of excess mortality rates due to COVID-19 - Use of seroprevalence and survey data to estimate reinfection rates - Criticism and questioning of statistical data and reporting methods.

  1. Repeated infections and their impact on mortality
  2. Recommendations for data collection on COVID-19 cases and deaths
  3. Analysis of excess mortality rates due to COVID-19
  4. Use of seroprevalence and survey data to estimate reinfection rates
  5. Criticism and questioning of statistical data and reporting methods

Disclaimer: The text analysis on twtdata.com, powered by OpenAI, does not represent the views of twtdata.com or its affiliates. The analysis is for informational purposes only and not an endorsement of any viewpoint.

Types of Tweets

Number of Retweets

46

Percentage of total tweets

18%

Number of Original tweets

14

Percentage of total tweets

5%

Number of tweets that contain Mentions

247

Percentage of total tweets

100%

Number of tweets that were Replies

181

Percentage of total tweets

73%

Number of tweets that were Quotes

16

Percentage of total tweets

6%

Number of tweets that contain Hashtags

29

Percentage of total tweets

11%


Top 5 devices used to tweet

Source Count
Twitter Web App 99
Twitter for iPhone 74
Twitter for Android 56
Twitter for iPad 14
Twitter for Mac 2

What devices were used to tweet


Top 10 accounts with highest followers count

Username Name Bio Followers count
MoriartyLab Tara Moriarty 🏳️‍🌈🇨🇦Assoc Prof @UofT. Bloodborne infections, Lyme disease, misinfo. @COVID_19_Canada @ScienceUpFirst. Opinions mine. @MoriartyLab@med-mastodon.com 40,205
UQAM UQAM | Université du Québec à Montréal L'Université du Québec à Montréal (#UQAM) offre plus de 300 programmes d'études en plein cœur du centre-ville et est fermement engagée en recherche et création. 39,965
GicAriana ArianaGic/Аріянॳць Writer, activist, political and legal analyst sanctioned. Director, Direct Initiative International Centre for Ukraine. Sanctioned by Russia. 38,506
UnrollHelper Thread Reader Unroll Helper I'm a 🤖 bot that helps @threadreaderapp reply requests to unroll Twitter threads. 31,236
abigailstern1 abigail stern- artist artist;@ahandvanish @lauramiers @doctorasadkhan @zalaly @DrEricDing,@calirunnerdoc,@drclairetaylor, https://t.co/rMfx9EPA0s, https://t.co/0VdYxJMIYy 26,179
CMQ_org Collège des médecins du Québec 175 ans de protection du public en offrant une médecine de qualité. Nétiquette: https://t.co/Sod3mB1uP3… #SantéQc 12,066
Wikisteff Stef @wikisteff@mastodon.social Christensen Ph.D. in AI. Sr. Foresight Analyst, Horizons. Coder, numbers whiz, foresight expert. Sworn to use Evil powers only for Good. He/they. @wikisteff@mastodon.social 10,148
RIRE_CTREQ RIRE_CTREQ Le @CTREQ a pour but d’aider les milieux à s’approprier et à utiliser les connaissances scientifiques en éducation. 9,224
boisclairameli1 boisclair amelie médecine interne & soins intensifs de l’adulte,mom of 2, pasta friday love. ICU Covidland x 3/2020. Fière fille d’un papa prof et d’une maman infirmière. 9,106
GailSpeculates Gail Sproule Writer. Science fiction, Fantasy, and Children's books. Motto: Dum vivimus, vivamus! (While we live, let us live!) 8,881

Top 10 accounts with highest friends count

Username Name Bio Followers count
abigailstern1 abigail stern- artist artist;@ahandvanish @lauramiers @doctorasadkhan @zalaly @DrEricDing,@calirunnerdoc,@drclairetaylor, https://t.co/rMfx9EPA0s, https://t.co/0VdYxJMIYy 28,424
GailSpeculates Gail Sproule Writer. Science fiction, Fantasy, and Children's books. Motto: Dum vivimus, vivamus! (While we live, let us live!) 9,012
Polysesouvient PolySeSouvient / PolyRemembers Diplômés et étudiants de l'École #Polytechnique, familles de victimes de la tuerie du 6 décembre 1989, qui militent pour un meilleur contrôle des armes 7,518
Antagoniste_net Antagoniste The King’s son, Ferdinand, With hair up-staring—then like reeds, not hair— Was the first man that leaped; cried “Hell is empty, And all the devils are here.” 5,790
Wikisteff Stef @wikisteff@mastodon.social Christensen Ph.D. in AI. Sr. Foresight Analyst, Horizons. Coder, numbers whiz, foresight expert. Sworn to use Evil powers only for Good. He/they. @wikisteff@mastodon.social 5,281
DLFParis16 Debout la France Paris16 #LaPatrieAvantLesPartis 💙 🇫🇷 #SoutienArménie 🇦🇲 #NDA2022 5,021
DianeMcDCape Diane University of Ottawa From Cape Breton Island 5'10 inches Tall Green Eyes Clanranald McDonald 5,009
Voici_Mme_B (((Pia))) Daughter of a refugee, interested in current events, grassroots engagement in unions, language(s), intersectional feminism & hangin' out with cuddly creatures 5,000
ickiestvicki Scientist & N95 #DavosSafe 😷💉 tectonics! teacher! activist! northwestern Ontario in treaty 3 land! friend of 1st people! thoughts all mine! she/her/they/anything but he or him 4,999
GadflyQuebec Judyth Mermelstein☮️ freelance writer, editor, translator (francais-anglais) and semi-geek; omnivorous reader and news junkie lectrice omnivore GadflyQuebec@mstdn.ca 4,998

Most active users

Username Bio Number of tweets
MoriartyLab 🏳️‍🌈🇨🇦Assoc Prof @UofT. Bloodborne infections, Lyme disease, misinfo. @COVID_19_Canada @ScienceUpFirst. Opinions mine. @MoriartyLab@med-mastodon.com 15
DogLegault Québécois en couple ayant plus de respect pour le monde animal que la race humaine Non vacciné je suis gardien de l`humanité Source Luc Montagnier 16janv2022 8
KenSmith001 Just a stranger here in this place called Earth • Born @CO2=316ppm • I value my time; trolls will be blocked • #COVIDisAirborne 7
jvmlost COVID aware, citizen scientist, advocate, law talking guy, social justice warrior, grungeologist, analyst of stuff, raised by Tony Danza & Phylicia Rashad 4
Chris_Mann_2020 Insert random bio 3
MikeH2833 Just a regular guy. 3
ppc_westisland Association Régionale Parti Populaire du Canada Ouest-de-l'Île de Montréal. People's Party of Canada Regional Association Montreal West-Island. 🇨🇦 ⚜️ 3
coucou1111 Qc, 🇨🇦 2
i0livier 99% PhD geeky nerd curieux de tout: Technos, Politique, Télé, Cinéma, Arts, Histoire, Plein air... (Fr/Ang) #Rigoureux i0livier@me.com 2
DenisJ65 Faire ce qu il y a à faire aujourd'hui puisque demain est un autre jour. 2

Tweets per day


Top 10 tweets with highest Retweet count

ID Text Retweet count
1637995443132022789 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng I don't have time to explain now, and need to write it properly in a manuscript instead of here, but essentially I'm finding from Canadian data that at least in people older than 40 reinfections are associated with an additional 70% risk of mortality (30% less than risk of first) 183
1637994890507218945 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng The short answer is that reinfections matter, and have a fairly big influence on excess mortality in Canada, as I'm sure they do in other parts of the world. 88
1637996168297758721 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng On a whole population level, risk of death from an additional infection may be 50% on top of the risk from the first infection. I'm trying to detangle some of this for younger people, which is tougher. 44
1637991428780326913 Plus, I now know a couple of key things that provinces and/or @GovCanHealth can do. We need weekly seroprevalence data, which we have courtesy of @COVIDimmunityTF . We need weekly survey data, which we have, thanks to @INSPQ and @CIRANOMTL. Other provinces need the same. 29
1637992015530008578 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL We need to estimate hospitalization under-reporting rates in each province, which we can do courtesy of @CIHI_ICIS . We need excess mortality data, courtesy of @StatCan_eng . Plus waste water data (we use mainly PHAC but are trying to bring others on line). 23
1637997123886100481 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng But all of this also means we can predict how much excess mortality directly due to COVID would be expected in each province in the Omicron era, then compare to reported COVID deaths. Being able to do this matters for the Forecast--we need to distinguish reported from real. 22
1637995717934346240 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng It may be as high as 100%, and this is tougher to answer because death reporting is still really incomplete for the Omicron era past April 2022, when reinfections of older people ramped up. 22
1637992210460188673 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng And the usual TPR, case and death data from PHAC. If there's one thing every province could start doing, it's the weekly sampled surveys asking people if they've tested positive by RAT or PCR. 19
1638588501175279627 Avez-vous des allergies au pollen? Vous habitez sur l’île de Montréal? Nous avons besoin de vous! Pour participer à l'étude et améliorer les connaissances, rendez-vous à https://t.co/VIToF1DlbN #allergies #printemps #PEV2030 @UQAM @USherbrooke @INSPQ @CRSNG_NSERC https://t.co/5XtL3Wf9Mc 12
1637994449031634946 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng Once we have decent estimates of primary and reinfection rates for each wave, we can then start asking if excess mortality patterns can be explained by first-time infections alone, and/or first-time plus reinfections. 8

Top 10 tweets with highest Like count

ID Text Like count
1637995443132022789 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng I don't have time to explain now, and need to write it properly in a manuscript instead of here, but essentially I'm finding from Canadian data that at least in people older than 40 reinfections are associated with an additional 70% risk of mortality (30% less than risk of first) 619
1637998034222030849 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng Anyway, I'm back, we'll have the info I know you need in the next day or two, I'm sorry for disappearing into my alternate reality of non-communication while I had a slightly scary work streak. But despite all this, I do care. I broke for a bit but came back. Love to all y'all. 548
1637994890507218945 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng The short answer is that reinfections matter, and have a fairly big influence on excess mortality in Canada, as I'm sure they do in other parts of the world. 418
1637991428780326913 Plus, I now know a couple of key things that provinces and/or @GovCanHealth can do. We need weekly seroprevalence data, which we have courtesy of @COVIDimmunityTF . We need weekly survey data, which we have, thanks to @INSPQ and @CIRANOMTL. Other provinces need the same. 345
1637996168297758721 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng On a whole population level, risk of death from an additional infection may be 50% on top of the risk from the first infection. I'm trying to detangle some of this for younger people, which is tougher. 324
1637992015530008578 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL We need to estimate hospitalization under-reporting rates in each province, which we can do courtesy of @CIHI_ICIS . We need excess mortality data, courtesy of @StatCan_eng . Plus waste water data (we use mainly PHAC but are trying to bring others on line). 315
1637995717934346240 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng It may be as high as 100%, and this is tougher to answer because death reporting is still really incomplete for the Omicron era past April 2022, when reinfections of older people ramped up. 275
1637992210460188673 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng And the usual TPR, case and death data from PHAC. If there's one thing every province could start doing, it's the weekly sampled surveys asking people if they've tested positive by RAT or PCR. 274
1637997123886100481 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng But all of this also means we can predict how much excess mortality directly due to COVID would be expected in each province in the Omicron era, then compare to reported COVID deaths. Being able to do this matters for the Forecast--we need to distinguish reported from real. 274
1637998530672377856 @GovCanHealth @COVIDimmunityTF @INSPQ @CIRANOMTL @CIHI_ICIS @StatCan_eng PS....heads up @Wikisteff and @DFisman about the validation of the forecast against excess mortality. Working on the paper. Will send to you before posting preprint. 260

Top 3 Languages Used In Tweets


Top 10 Hashtags used

Hashtag Count
#polqc 5
#polcan 4
#fakenews 4
#pev2030 4
#allergies 2
#printemps 2
#montreal 2
#allergy 2
#spring 2
#tree 2

Top 10 Hashtags Used In Tweets

Top 10 mentions

Mention Count
@inspq 247
@govcanhealth 100
@covidimmunitytf 96
@ciranomtl 96
@cihi_icis 93
@statcan_eng 93
@moriartylab 81
@cmq_org 39
@polysesouvient 30
@cdube_sante 23

Top 10 mentions

Wordcloud of Tweets


Emojis

Average number of emojis used per tweet

57

Emojis used in tweets

Emoji Count Emoji Text
💉 22 syringe
🧐 10 face_with_monocle
🥵 8 hot_face
🤣 7 rolling_on_the_floor_laughing
🤦‍♂️ 6 man_facepalming
🤔 5 thinking_face
😂 5 face_with_tears_of_joy
😷 5 face_with_medical_mask
👏 5 clapping_hands
😡 4 enraged_face

Emojis groups

Emoji Group Count
Smileys & Emotion 77
People & Body 27
Objects 23
Animals & Nature 6
Symbols 5
Activities 4
Flags 1