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
Canadian here. Wake up Canadians. Many people are praising Trudeau for this speech. Don't. He is out as Liberal leader within the week. He doesn't have to follow through on anything he said. Plus, he …
Canadian here. Wake up Canadians. Many people are praising Trudeau for this speech. Don't. He is out as Liberal leader within the week. He doesn't have to follow through on anything he said. Plus, he just stated that he's smart enough to suggest that Trump just put a 25% tax on Canadian goods for Americans but he also thinks that you are dumb enough not to realize that he just put a 25% tax on Canadians for American goods. Trudeau basically created the situation for these tariffs (open border to let anyone come here). He loves this as he gets to take the apparent moral high ground for the first time in his life and wants this speech to be the way he is remembered rather than years of failing Canada. Forget about the last 9 years and vote Liberal if you are a fool.
Canadian commenter provides detailed critique of Trudeau's policies and political motives, with personal identity assertion ('Canadian here').
@alexlongfield2113
Mar 4, 2025
Immigration policy is a federal responsibility, ensuring fairness. Why is it so confusing to so many to understand that Alberta is a province, not a country? A province that undermines consistent national standards weakens the …
Immigration policy is a federal responsibility, ensuring fairness. Why is it so confusing to so many to understand that Alberta is a province, not a country? A province that undermines consistent national standards weakens the sense of unity that holds a country together. When one province seeks to separate itself from the shared framework, divisions will arise, and policies will be driven by local political pressures rather than the broader national interest.
Analyzes federal vs. provincial jurisdiction in immigration policy and argues provincial deviation undermines national unity and standards.
@heddic3
Feb 20, 2026
I don’t hate Indians. I just don’t want to live in India. I’m thankful I don’t live in Brampton but how long before my town turns into Brampton. Liberal government is too blame and if …
I don’t hate Indians. I just don’t want to live in India. I’m thankful I don’t live in Brampton but how long before my town turns into Brampton. Liberal government is too blame and if you voted liberal again you are as well. When conservatives were in power immigration was capped
Criticizes Liberal government immigration policy as causing unwanted demographic change, blaming political leadership while expressing anxiety about community transformation.
richardramfire3971
Jan 28, 2026
Mr. Trudeau, we've asked you to secure the border and stem the flow of drugs entering the U.S. But you want to cause chaos in our country. We don't appreciate you harming our country.
Mr. Trudeau, we've asked you to secure the border and stem the flow of drugs entering the U.S. But you want to cause chaos in our country. We don't appreciate you harming our country.
American commenter criticizes Trudeau's border and drug policies while expressing concern about harm to the US.
Mar 4, 2025
So Canada can’t manage there economy so they blame America ?
So Canada can’t manage there economy so they blame America ?
Questions Canada's economic management and suggests blame-shifting to America.
@naturalathomefurniture5129
Mar 4, 2025
Justin ??? Spreading leftist propaganda obviously
Justin ??? Spreading leftist propaganda obviously
Accuses the speaker of spreading propaganda with ideological framing ('leftist propaganda').
@UrbanMonk-pd9sv
Mar 4, 2025
How pathetic it is that we handed over the keys to man that needs constant flattery to not stage an all out war. We know Donald dickhead is a dumbass.
How pathetic it is that we handed over the keys to man that needs constant flattery to not stage an all out war. We know Donald dickhead is a dumbass.
Criticizes the decision to hand power to Trump, framing it as a policy/leadership failure with personal attacks.
@lordfarquad229
Mar 4, 2025
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be …
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be blamed...
Critiques government policy for attracting migrants with false promises and then blaming them for integration issues.
quantum-entanglement-string
Jan 27, 2026
Americans did not ask for this, did not vote for this, this was never on the table, AND YET, Donald has chosen to ignore billion of people that he, as president, is subjugated to, to …
Americans did not ask for this, did not vote for this, this was never on the table, AND YET, Donald has chosen to ignore billion of people that he, as president, is subjugated to, to enact a trade war that literally has NO benefit other than causing friction and fallout between America and our allies. This is to weaken us. This is to destroy America. WAKE UP!
Criticizes Trump's trade war policy as undemocratic and harmful, with an urgent call for Americans to recognize the threat.
@hank_430
Mar 4, 2025
If 79,000 students go missing, I assume this is 79,000 cases of fraud. The Canadian Govt should be arranging mass deportation for these individuals using smart systems available.
If 79,000 students go missing, I assume this is 79,000 cases of fraud. The Canadian Govt should be arranging mass deportation for these individuals using smart systems available.
Criticizes government inaction on student visa fraud and calls for mass deportation as a policy solution.
whoknowstrand732
Sep 29, 2025
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, …
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, in one of Canada's most densely-populated regions.
User fact-checks the video's characterization of Brampton's history and geography, critiquing the accuracy of the narrative presented.
buzzthruwith3193
Jan 28, 2026
I don’t know why so many people in this country didn’t educate themselves about Trump. This was so predictable. This is the business practice of someone who has gone bankrupt six times, a hot head …
I don’t know why so many people in this country didn’t educate themselves about Trump. This was so predictable. This is the business practice of someone who has gone bankrupt six times, a hot head who just doesn’t think ahead or listen to common sense.
Critiques Trump's decision-making competence and business practices, analyzing policy implications of his leadership style.
Policy Critique
0.82
@johnsalter5412
Mar 4, 2025
Please keep in mind, that all the issues we have in Canada are because of Trudeau. He's been in power for almost a decade. The widespread drug abuse and crime is because of him being …
Please keep in mind, that all the issues we have in Canada are because of Trudeau. He's been in power for almost a decade. The widespread drug abuse and crime is because of him being weak on policy and handing out drugs like candy paid by tax payers. More people died from fentanyl in Canada than our soldiers in WWII. That is all on his watch. He is only making these changes because of Trump. What kind of a leader is Trudeau to only become Canada first when a person from outside the country threatens him? He is a horrible leader and a traitor to the Citizens and the Country we call Canada. Regardless of what his speech is, he cannot be trusted with his globalist agenda. He has stepped down (thank goodness!!) and Canada is looking forward to having Pierre Poilievre as our PM.
Primarily critiques Trudeau's governance and policy decisions, with embedded unverified claims about fentanyl deaths and drug distribution.
@Universal.G
Mar 4, 2025
Thank you for exposing this!!!! Canada's liberal government has sold out and destroyed this once great country
Thank you for exposing this!!!! Canada's liberal government has sold out and destroyed this once great country
Criticizes government immigration policy as destructive while framing it as a betrayal of the nation.
dirtydan9032
Jan 29, 2026
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc …
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc before letting them settle. It is your country do something otherwise this is bad!
Critiques immigration policy and calls for stricter vetting standards while asserting national identity boundaries and urging government action.
EverythingyouliketoseebyDM
Jan 29, 2026
Mr. Tiptoe can shove it. Trump didn't start this trade war, Canada has been tariffing USA for decades. The whole world does... Starving out the one country that actually has freedom. Freedom to kick out …
Mr. Tiptoe can shove it. Trump didn't start this trade war, Canada has been tariffing USA for decades. The whole world does... Starving out the one country that actually has freedom. Freedom to kick out government when it becomes corrupt and against the people. The western side of Canada is more than welcome to stop subsidizing the east, and pay like half the taxes. Instead of stars we will throw a couple maple leafs on it and call it a day.... In the interest of international security.
Critiques Canadian government policy on tariffs and subsidies, asserts national identity and autonomy, and implies separatist sentiment.
@artwithdcrockete9909
Mar 4, 2025
This is not immigration problem,this is dictatorship problem ,arrest job problem,those people do not PHD degree,they work at the top level,educated people work as cleaner ,Canada should focus on the merit base program,to remove illiterate …
This is not immigration problem,this is dictatorship problem ,arrest job problem,those people do not PHD degree,they work at the top level,educated people work as cleaner ,Canada should focus on the merit base program,to remove illiterate people,Canada is place of educated people especially into government institutions which be police department,which be army department,which be intelligent department,parliament members should focus on merit base and democracy.
Argues for merit-based immigration policy and criticizes current system for hiring unqualified people in government institutions.
Policy Critique
0.82
A.mirzayee
Sep 28, 2025
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
Criticizes the Liberal Party's policies as responsible for negative outcomes, implying Canadians bear responsibility for their electoral choices.
間宮レナ
Jan 29, 2026
It’s so funny this government is blindly allowing false refugee claims Even in countries where there are no violence whatsoever many have claimed refugee status . And this liberal government even without proper encouery let …
It’s so funny this government is blindly allowing false refugee claims Even in countries where there are no violence whatsoever many have claimed refugee status . And this liberal government even without proper encouery let them get that status are now enjoying our hard earned tax money free housing cash dental schooling college furniture even laptops??? accepted them as real refugees leaving real genuine refugees and law abiding educated hard working emigrants in the fray . Shocking Canada 🇨🇦
The emigration minister should resign cause some of them may have police records gangsters rapists we do not know Time Canada imported good decent hard working emigrants without police record
Criticizes government refugee policy and immigration practices while making unverified claims about false claims and security risks, expressing alarm about potential criminals.
shivnaryan9620
Dec 21, 2025
Wow obviously censored comments. Emperor trudeau is universally hated in Canada for destroying our once great nation
Wow obviously censored comments. Emperor trudeau is universally hated in Canada for destroying our once great nation
Criticizes Trudeau's governance and impact on Canada, framed through national identity concerns about the nation's decline.
@toolaholicsanonymous
Mar 4, 2025
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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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