INSPQ - Tweet Data Analysis
Tweets Analysis - Keyword: @INSPQ
Published April 9, 2023
Overview
Tweets covering
8 days
Latest tweet was on
2023-03-25
Earliest tweet was on
2023-03-16
Total number of tweets analysed
247
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
- Reinfections and their impact on mortality rates
- Data collection and analysis related to COVID-19 in Canada
- The importance of seroprevalence and survey data
- Excess mortality due to COVID-19
- 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
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
18% of total
Number of Original tweets
14
5% of total
Number of tweets that were Quotes
16
6% of total
Number of tweets that were Replies
181
73% of total
Number of tweets that contain Hashtags
29
11% of total
Number of tweets that contain Mentions
247
100% of total
Devices Used to Tweet
Top 5 Devices
| Source | Count |
|---|---|
| Twitter Web App | 99 |
| Twitter for iPhone | 74 |
| Twitter for Android | 56 |
| Twitter for iPad | 14 |
| Twitter for Mac | 2 |
Device Distribution
Top 10 Accounts by Followers
| 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 by Friends
| 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 by Retweets
| 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 … | 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 … | 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. … | 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 … | 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 … | 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 … | 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 … | 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 … | 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 … | 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 … | 8 |
Top 10 Tweets by Likes
| 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 … | 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 … | 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 … | 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 … | 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. … | 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 … | 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 … | 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 … | 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 … | 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 … | 260 |
Top Languages Used
Top 10 Hashtags
| Hashtag | Count |
|---|---|
| #polqc | 5 |
| #polcan | 4 |
| #fakenews | 4 |
| #pev2030 | 4 |
| #allergies | 2 |
| #printemps | 2 |
| #montreal | 2 |
| #allergy | 2 |
| #spring | 2 |
| #tree | 2 |
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 |
Wordcloud of Tweets
Emoji Analysis
Average emojis per tweet:
57
Emojis Used
| 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 |
Emoji Groups
| Emoji Group | Count |
|---|---|
| Smileys & Emotion | 77 |
| People & Body | 27 |
| Objects | 23 |
| Animals & Nature | 6 |
| Symbols | 5 |
| Activities | 4 |
| Flags | 1 |
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