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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Comparative
2,420 comments
the U.S is not a trustworthy ally anymore. The U.S has always had the best and smartest people in the world, but sadly U.S citizens chose to elect a dumb person as it's leader and …
the U.S is not a trustworthy ally anymore. The U.S has always had the best and smartest people in the world, but sadly U.S citizens chose to elect a dumb person as it's leader and now they all have to pay the price... really sad.
Comment compares U.S. past reputation to present decline, expressing geopolitical concern about American leadership.
@bosarama
Mar 4, 2025
Canadian immigration and recruitment of military people is the same as Russia - recruitment of mercenaries
Canadian immigration and recruitment of military people is the same as Russia - recruitment of mercenaries
Compares Canadian military recruitment practices to Russian mercenary recruitment, drawing a negative international parallel.
MelchorCatambing
Feb 27, 2026
Portugal made it much more difficult to apply bcos of uncontrolled numbers ..... now new applications might get delayed ...?.
Portugal made it much more difficult to apply bcos of uncontrolled numbers ..... now new applications might get delayed ...?.
Compares Canada's immigration policy to Portugal's stricter approach in response to high application numbers.
romalondra
Feb 27, 2026
Trudeau is the sort of president we need in the USA not a lying parasite like the one we have now. In 1956 Khrushchev, then leader of Russia said that they would not have to …
Trudeau is the sort of president we need in the USA not a lying parasite like the one we have now. In 1956 Khrushchev, then leader of Russia said that they would not have to fire a single shot to defeat America, that they would defeat America from within, and here we are.
Compares Canadian and American leadership favorably, includes unverified Cold War conspiracy claim about Soviet infiltration.
@jonwilliam3597
Mar 4, 2025
If Canadians are failing to stop drugs then evan Americans are also failing to stop it !
If Canadians are failing to stop drugs then evan Americans are also failing to stop it !
Compares Canada's drug policy failures to America's, implying shared responsibility and questioning differential blame.
@ap8672
Mar 4, 2025
Sooooo, we in America are not the only ones feeling the BS
Sooooo, we in America are not the only ones feeling the BS
Compares Canada's immigration situation to America's, suggesting shared frustration across countries.
626STAH
Aug 25, 2025
Indian and Canada are pretty much the same. So why did you come to Canada? Opportunity in Canada is better. What!?! 🤨
Indian and Canada are pretty much the same.
So why did you come to Canada?
Opportunity in Canada is better.
What!?! 🤨
Uses comparative framing between India and Canada while employing ironic/sarcastic tone to highlight the contradiction in the immigrant's reasoning.
coyoterx6002
Oct 10, 2025
Direct to the point. No BS. No rage. No thin skin. We are so far from having this kind of a leader now in America.
Direct to the point. No BS. No rage. No thin skin. We are so far from having this kind of a leader now in America.
Praises a leader's communication style by contrasting with American leadership, ranking nations/leaders.
@AN-cy7xm
Mar 4, 2025
18k Sounds like the United States on a Sunday morning
18k Sounds like the United States on a Sunday morning
Compares Canada's immigration numbers to the United States, with implied sarcastic tone.
thecoolguynamedal
Dec 24, 2025
Quite the stark contrast between Trudeau and Trump. People who listen to Trump’s vile gibberish and then think of him as a capable leader puzzle me.
Quite the stark contrast between Trudeau and Trump. People who listen to Trump’s vile gibberish and then think of him as a capable leader puzzle me.
Directly contrasts Trudeau and Trump as leaders, ranking their capabilities and moral fitness across national contexts.
@Gryzor88
Mar 4, 2025
If I was the President of the United States I would give what voters want cut off Canada.
If I was the President of the United States I would give what voters want cut off Canada.
Frames a hypothetical US policy position in comparison to Canada, suggesting isolationist action.
@jc7625
Mar 4, 2025
From Germany: This is what a leader talks like. Also it's nice to see how blunt yet still professional one can be when you are a capable politician who doesn't have to dance on eggshells …
From Germany: This is what a leader talks like. Also it's nice to see how blunt yet still professional one can be when you are a capable politician who doesn't have to dance on eggshells for fear of non-reelection. On a worldwide financial side though, I pulled my retirement fund out of North American investments this morning. Better safe than sorry.
Compares Canadian leadership favorably to other political contexts while sharing personal economic decision-making based on geopolitical concerns.
@Phelie315
Mar 5, 2025
The US of A put a malignant narcissist, racist rapist, convicted felon, gameshow host back into the White House. I mean, what could go wrong?
The US of A put a malignant narcissist, racist rapist, convicted felon, gameshow host back into the White House. I mean, what could go wrong?
Compares US leadership negatively through character attacks and expresses concern about consequences of Trump's presidency.
@timo.6634
Mar 4, 2025
Then why so much hate propaganda against only muslim in the media in the u.k even indian media doing propaganda against muslim Even muslim country doing biggest investment u.k
Then why so much hate propaganda against only muslim in the media in the u.k even indian media doing propaganda against muslim
Even muslim country doing biggest investment u.k
Compares media treatment across countries and religions, questioning selective bias in propaganda narratives.
azizmalik2818
Jan 27, 2026
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . …
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . On that note the current liberal party is not really liberal and the old voters don’t realize the Conservative Party is much closer to center than the liberals and the liberal left are smart enough to keep them voting . IF A LIBERAL FROM
1960 SHOWED UP IN
2025 HE'D BE CONSIDERED A CONSERVATIVE
IF A LIBERAL FROM
2025 SHOWED UP IN
1960 HE'D BE CONSIDERED A
DANGEROUS LUNATIC
Compares Liberal ideology across time periods, arguing modern Liberals are more radical than historical counterparts and Conservatives are now centrist.
Marvin-fn7ks
Feb 28, 2026
Could US take on the Veitcong or the Taliban or the Germans or the Italian's or anyone on there own???? Tell me what war the US has won on its own? They couldnt even take …
Could US take on the Veitcong or the Taliban or the Germans or the Italian's or anyone on there own???? Tell me what war the US has won on its own? They couldnt even take on tribes without serious losses ?. The amount of people laughing & mocking us when you arent even educated ????
Compares US military performance across historical conflicts to challenge American superiority claims and mock commenters' ignorance.
@Hmmm-n2v9h
Mar 5, 2025
Trump understands Putin, cos he wants to own the usa like Putin owns russia
Trump understands Putin, cos he wants to own the usa like Putin owns russia
Compares Trump's relationship to the US with Putin's control of Russia, using international comparison to make a political point.
Comparative
0.78
@alliegal45
Mar 4, 2025
Gli indiani studiano l'inglese già in asilo e sono i grandi alleati dell'Inghilterra, ultimamente hanno avuto anche il loro concittadino come primo ministro in UK quindi questi esodi sono studiati da decenni fermo restando che …
Gli indiani studiano l'inglese già in asilo e sono i grandi alleati dell'Inghilterra, ultimamente hanno avuto anche il loro concittadino come primo ministro in UK quindi questi esodi sono studiati da decenni fermo restando che non ho nulla contro di loro!
Compares Indian immigration patterns to UK and England, framing migration as strategically planned across decades.
PatrizioGuarino-v8l
Feb 25, 2026
Parallel societies are a problem regardless of where they are. Just look at Sweden
Parallel societies are a problem regardless of where they are. Just look at Sweden
Compares Canada's parallel societies problem to Sweden's, ranking nations on integration issues.
kimkristensen2816
Dec 9, 2025
Canada's biggest mistake is thinking America was ever an ally.
Canada's biggest mistake is thinking America was ever an ally.
Compares Canada-US relations and critiques the assumption of American alliance reliability.
@brettfavreify
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
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)