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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Policy Critique
5,980 comments
Unfortunately not answering questions is the LIEBERAL WAY.I think that if ministers don't answer questions they should be heavily fined and if they are proven to be lying they should be fired period!!!!
Unfortunately not answering questions is the LIEBERAL WAY.I think that if ministers don't answer questions they should be heavily fined and if they are proven to be lying they should be fired period!!!!
Criticizes government non-responsiveness and proposes punitive measures (fines, firing) for ministers who don't answer questions or lie.
ToddDickson-t2e
Feb 26, 2026
Fentanyl is just an excuse for the tarriffs as only 0.2% of Fentanyl crosses the border into the U.S. It’s drug cartels from South America that are trafficking the majority of drugs as well as …
Fentanyl is just an excuse for the tarriffs as only 0.2% of Fentanyl crosses the border into the U.S. It’s drug cartels from South America that are trafficking the majority of drugs as well as gangs in the U.S. as well. \n\nBut it’s telling that Trump just ignores the fact that Americans themselves have a huge opioid crisis or what he’s doing to stop it but instead he’s blaming Canada which is just BS!\n\nTrump is a traitor to American Allies!
Presents specific factual claim (0.2% fentanyl statistic) without evidence while critiquing tariff justification and policy logic.
@bellabana
Mar 4, 2025
Jetzt muss ich leider auf deutsch schreiben damit meine meinung so rüber kommt wie ich es meine......\nDieser idiot sucht immer nach gute deals.... deswegen war er früher pleite.... den seine deals machen null sinn.... aber …
Jetzt muss ich leider auf deutsch schreiben damit meine meinung so rüber kommt wie ich es meine......\nDieser idiot sucht immer nach gute deals.... deswegen war er früher pleite.... den seine deals machen null sinn.... aber jetzt macht dieser vollidiot deals für ganz amerika oder sogar für die ganze welt...... woe kann ein so dummer mensch für die welt entscheiden? Der dümster president ever..... welcher vollidiot hat sowas gewählt? Ihr seid verloren, denn jetzt könnt ihr diese idiotie nicht mehr stoppen....
German-language critique of Trump's decision-making competence and deals, expressing alarm about global consequences of his leadership.
@socico75
Mar 4, 2025
STOP THE FLOW OF FENTANYL COMING ACROSS YOUR BORDER AND THIS ENDS!!! We are also very aware of how YOU treat your own citizens, so don’t address our nation as if you know good from …
STOP THE FLOW OF FENTANYL COMING ACROSS YOUR BORDER AND THIS ENDS!!! We are also very aware of how YOU treat your own citizens, so don’t address our nation as if you know good from evil. In other words SHUT UP!
Criticizes Canadian border policy on fentanyl and domestic treatment of citizens, with confrontational tone and moral judgment.
@LightwingsTWENTY2
Mar 4, 2025
This coming from a boy who no longer has a job because he tanked our economy ? go away trudeau, pls.
This coming from a boy who no longer has a job because he tanked our economy ? go away trudeau, pls.
Criticizes Trudeau's economic management and calls for his removal, citing job loss and economic damage.
@chick8066
Mar 4, 2025
So Canadian housing and economy is in the toilet, Canada restricts our mineral and energy rights consistently, Canada and Europe supports a NATO caused war, and America is insane? The same guy that Canadiens voted …
So Canadian housing and economy is in the toilet, Canada restricts our mineral and energy rights consistently, Canada and Europe supports a NATO caused war, and America is insane? The same guy that Canadiens voted out, is being praised for his leadership?
Critiques Canadian domestic and foreign policy while comparing Canada's situation to America's, questioning the praise for leadership.
@Alex-vb5if
Mar 4, 2025
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
Criticizes federal government immigration policy as harmful to Canadians, framing it as a policy failure.
charlietuna7545
Jan 27, 2026
0 new hospitals built in the last 5 years Almost no new schools built in the last 5 years “Alberta is calling” Geee, why didnt things just fix themselves, Marlaina?
0 new hospitals built in the last 5 years
Almost no new schools built in the last 5 years
“Alberta is calling”
Geee, why didnt things just fix themselves, Marlaina?
Critiques government's failure to build infrastructure while promoting immigration, using sarcasm to highlight policy inconsistency.
@ZinnaProductions
Feb 20, 2026
Greedy and power hungry politicians who sacrificed all of us for their own sickness.
Greedy and power hungry politicians who sacrificed all of us for their own sickness.
Criticizes politicians for prioritizing personal interests over public welfare, combining policy critique with moral judgment.
Bardic_Entropy-pu3rv
Feb 17, 2026
Carney plans to continue mass immigration all while artificially propping up the housing market to avoid a price crash.
Carney plans to continue mass immigration all while artificially propping up the housing market to avoid a price crash.
Criticizes government policy of continuing mass immigration while artificially supporting housing market to prevent economic correction.
mrbilly9917
Jun 18, 2025
This clown taxes Canadians to death now hes criticizing Trump for making things more expensive. ?
This clown taxes Canadians to death now hes criticizing Trump for making things more expensive. ?
Criticizes Trudeau's taxation policies while comparing his hypocrisy to Trump's economic impact.
@Nathan-p1y
Mar 4, 2025
Trudeau its time Canada starts innovating, extracting the loads of natural resources we have, trim down the government and corrupt waste, and use carbon tax money to Produce our own Green energy. Electric cars, buses, …
Trudeau its time Canada starts innovating, extracting the loads of natural resources we have, trim down the government and corrupt waste, and use carbon tax money to Produce our own Green energy. Electric cars, buses, rail, solar. Were is the billions of tax and carbon tax going. Our infostructure is piss poor, high utility bills, food, cost of living and housing is unaffordable
Commenter critiques Canadian government spending, infrastructure, and policy priorities while discussing economic concerns like housing and cost of living.
@devilious123
Mar 4, 2025
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Criticizes visa enforcement and calls for deportation of expired visa holders.
ItsTonyLindo
Jan 27, 2026
This is a weak leader! Trudeau your country is burning and crumbling from inside. Fix your country before you start throwing jabs at the United States! You punk liberal
This is a weak leader! Trudeau your country is burning and crumbling from inside. Fix your country before you start throwing jabs at the United States! You punk liberal
Commenter criticizes Trudeau's leadership competence and priorities, arguing he should focus on domestic issues before international disputes.
@eddyrivera7287
Mar 4, 2025
we don't want this either. our government is licking donald and elons boots.
we don't want this either. our government is licking donald and elons boots.
Criticizes Canadian government policy for perceived subservience to Trump and Elon Musk, framing it as a failure of leadership.
@Twiztid.Tragedy
Mar 4, 2025
Wow, Trudeau we actually want peace for Ukrainian people and for Russian people. You chose not to want to meet the U.S. to establish fair trade deals. I would consider you not a friend or …
Wow, Trudeau we actually want peace for Ukrainian people and for Russian people. You chose not to want to meet the U.S. to establish fair trade deals. I would consider you not a friend or ally. When you misrepresent the Truth that tells us alot about you!
Commenter criticizes Trudeau's diplomatic choices and accuses him of misrepresenting truth, questioning his alliance credibility.
@brendahastings3985
Mar 4, 2025
I hope we return back to a world praised Immigration System. Jason Kenney and Stephen Harper can get us back to realistic approach to Immigration, all we have to do is look back.
I hope we return back to a world praised Immigration System. Jason Kenney and Stephen Harper can get us back to realistic approach to Immigration, all we have to do is look back.
Commenter advocates for returning to a previous immigration approach under Harper/Kenney, implicitly critiquing current policy through historical comparison.
elizabethcloutier8093
Feb 17, 2026
Trudeau is a complete moron! He is unable to negotiate a deal and is fear-mongering and threatening the US. This is the end of Canada and Trudeau is to blame.
Trudeau is a complete moron! He is unable to negotiate a deal and is fear-mongering and threatening the US. This is the end of Canada and Trudeau is to blame.
Criticizes Trudeau's negotiation abilities and accuses him of fear-mongering while predicting negative consequences for Canada.
Policy Critique
0.83
@johnfreeman858
Mar 4, 2025
Every week we see the inefficiencies of our Police and Immigration system on display. Lazy, corrupt, and pathetic!
Every week we see the inefficiencies of our Police and Immigration system on display. Lazy, corrupt, and pathetic!
Criticizes police and immigration system inefficiency and corruption while expressing security concerns.
TorontoSportsNut
Feb 18, 2026
I’m all for immigration but not this one sided Immigration. This is destroying our great reputation of multiculturalism.
I’m all for immigration but not this one sided Immigration. This is destroying our great reputation of multiculturalism.
Critiques immigration policy as one-sided while invoking Canada's multiculturalism identity as a standard being violated.
yourboyTJ1
Feb 4, 2026
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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)