Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Call to Action
2,768 comments
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections!
There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change!
But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind.
Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy?
I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for!
I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything.
I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Urges voting for alternative political parties and calls for citizen accountability and activism to demand change and protect freedoms.
Drollmos
Sep 10, 2025
Dear Americans! We love you! Please come out to the street and protest against “Dictator and Bully Donald Trump”. He will be the reason for the THIRD WORLD WAR!
Dear Americans! We love you! Please come out to the street and protest against “Dictator and Bully Donald Trump”. He will be the reason for the THIRD WORLD WAR!
Urges Americans to protest against Trump while expressing existential threat concerns about war.
@DipKD
Mar 4, 2025
Enjoy multiculturalism, Canadians. If you don't like it, stop voting for Lefties.
Enjoy multiculturalism, Canadians. If you don't like it, stop voting for Lefties.
Urges voters to change their voting behavior while framing multiculturalism as a negative outcome of left-wing politics.
KB24601
Aug 31, 2025
It's about time we wake up , remove them NOW 🤬
It's about time we wake up , remove them NOW 🤬
Urges immediate removal of immigrants with emotional intensity, combining a direct call to action with expressions of alarm.
PaulBurley-m2d
Aug 28, 2025
Dont talk if you want canada we should go revolution. Stupid Trudeau
Dont talk if you want canada we should go revolution. Stupid Trudeau
Calls for revolutionary action against the government and criticizes Prime Minister Trudeau's immigration policies.
esthermattar4912
Aug 28, 2025
I have no problem saying it.....SEND THEM BACK!.
I have no problem saying it.....SEND THEM BACK!.
Direct imperative urging deportation of immigrants, framed as a policy action to take.
bisaiah9797
Aug 26, 2025
Canada First! Enough is enough!
Canada First! Enough is enough!
Nationalist slogan ('Canada First') paired with imperative ('Enough is enough') urging action to prioritize national interests over immigration.
007D3VIN
Aug 26, 2025
Trucker freedom convoy are persecuted. Dont you think all the political leaders who we elected should be held accountable for this mess?
Trucker freedom convoy are persecuted. Dont you think all the political leaders who we elected should be held accountable for this mess?
Urges accountability for political leaders and frames a specific group (truckers) as persecuted, combining demands for action with identity-based framing.
varkeyabraham-gz9uk
Aug 26, 2025
I just shared this all over X. Hopefully, some of the sheep that don't understand why life is so difficult might wake up 😊
I just shared this all over X. Hopefully, some of the sheep that don't understand why life is so difficult might wake up 😊
Urges others to share content and 'wake up' the uninformed, with dismissive framing of those who disagree ('sheep').
terilynn_from_canada
Aug 26, 2025
Yup! It's time to fight back and not let it get to the point the UK found themselves in before they finally clued in.
Yup! It's time to fight back and not let it get to the point the UK found themselves in before they finally clued in.
Urges action against immigration by referencing UK's experience, framing it as a cautionary tale requiring preventive 'fight back' response.
IsabelleKislig
Aug 25, 2025
You voted for Liberals, even after ten years of them flooding immigrant into Canada. Stop voting Liberal Grow a Fking brain.
You voted for Liberals, even after ten years of them flooding immigrant into Canada. Stop voting Liberal Grow a Fking brain.
Urges voters to stop supporting Liberals and implicitly vote differently, framed as a call to action.
danielprice7521
Aug 25, 2025
We need to start making them want to leave , just saying...
We need to start making them want to leave , just saying...
Urges action to discourage immigrants from staying in Canada while expressing demographic anxiety about immigration levels.
LegBreakMMA
Jul 5, 2025
I am an Indian 🇮🇳 staying in Canada 🇨🇦 from past 20 years saying this..,,deport all Indians who are here after 2021 🙄🙄😡😡
I am an Indian 🇮🇳 staying in Canada 🇨🇦 from past 20 years saying this..,,deport all Indians who are here after 2021 🙄🙄😡😡
Self-identified Indian immigrant calling for deportation of recent Indian arrivals, framed as urgent action.
80CGK
Aug 25, 2025
Good it's about time that Canada 🇨🇦 fix it immigration problems 👏👏👏
Good it's about time that Canada 🇨🇦 fix it immigration problems 👏👏👏
Expresses approval for addressing immigration problems with applause emojis, implicitly calling for policy action.
kevingeorge2458
Apr 16, 2025
Let us free from the bullying from USA. Disgusting and shameless USA. \nNO TO ALL US PRODUCTS AND SERVICES
Let us free from the bullying from USA. Disgusting and shameless USA. \nNO TO ALL US PRODUCTS AND SERVICES
Urges boycott of US products while expressing anti-American sentiment and framing the US as a bully.
@ronaldosantiago396
Mar 5, 2025
I'm American, and Canadians should just instantly shut the oil pipe into the USA down...\nStart dealing with Europe, Asia, South America, and elsewhere throughout the world...\nCall trumps bluffs and I promise you he will fold …
I'm American, and Canadians should just instantly shut the oil pipe into the USA down...\nStart dealing with Europe, Asia, South America, and elsewhere throughout the world...\nCall trumps bluffs and I promise you he will fold like a cheap folding chair...
American commenter urges Canada to take specific economic action (shut oil pipeline) and reorient trade relationships, comparing Canada's negotiating position to Trump's weakness.
@krosario218
Mar 4, 2025
More leaders need to push back on Trump. Like most gutless bullies, Trump is a coward and when faced with resistance will crumble. Trump is an despicable animal and needs to be stopped, hard.
More leaders need to push back on Trump. Like most gutless bullies, Trump is a coward and when faced with resistance will crumble. Trump is an despicable animal and needs to be stopped, hard.
Urges leaders to resist Trump while characterizing him as a dangerous threat that must be stopped.
@michaelcunneen2665
Mar 4, 2025
this is war not against normal people but against a facist wannabe , run mr trump you and your little friends run you obviously dont care about our kids our families world peace you gotta …
this is war not against normal people but against a facist wannabe , run mr trump you and your little friends run you obviously dont care about our kids our families world peace you gotta go !!!!!!
Frames opposition as moral imperative against fascism and urges Trump to leave office.
@StephenCardinal-r3b
Mar 4, 2025
Don't worry. This joker will be out by the end of the year and replaced by Peirre. And finally the common sense plan will be in effect
Don't worry. This joker will be out by the end of the year and replaced by Peirre. And finally the common sense plan will be in effect
Expresses confidence in future political change and implicitly urges support for Pierre Poilievre's 'common sense plan.'
@johndorian473
Mar 4, 2025
Trump WTF ! IMPEACHMENT SHOULD START NOW FOR YOU TRUMP. MAGA IS A PROBLEM FOR ME BUT MONEY FOR YOU AND YOURS !!!
Trump WTF ! IMPEACHMENT SHOULD START NOW FOR YOU TRUMP. MAGA IS A PROBLEM FOR ME BUT MONEY FOR YOU AND YOURS !!!
Calls for impeachment of Trump while making moral criticism about MAGA movement.
@Jaime-e2o4x
Mar 4, 2025
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Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)