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
Don't be fooled just because he has one good speech that wasn't written by him. He fucked our country up and he's resigning, the damage he has done is way worse than tariffs, do your …
Don't be fooled just because he has one good speech that wasn't written by him. He fucked our country up and he's resigning, the damage he has done is way worse than tariffs, do your research!
Criticizes the PM's policies and damage to the country, urging others to research before being persuaded by speeches.
@bibipow
Mar 4, 2025
Immigrants are not aliens, they are legal immigrants. On the other side, original Canadians are to be blame for their low birth rate, due to which government hasn't any choice but to have foreigners to …
Immigrants are not aliens, they are legal immigrants. On the other side, original Canadians are to be blame for their low birth rate, due to which government hasn't any choice but to have foreigners to run the businesses and dialy life course. The low birth rate is real issue. If the people of Canada didn't focus on this, sooner or later foreigners will overtake Canada. And of course when immigrants comes, surely they will bring their culture and living style too. Asking them to adopt Candian culture from the first day is senseless. There is no point of blaming immigrants for overtaking Canada.
Critiques government immigration policy as a response to low birth rates while expressing demographic replacement anxiety.
hani60pk
Sep 27, 2025
So refreshing listening to a head of state that sounds, speaks and acts like an adult and puts the interest of his country first. Canada ?? do what you have to. The idiot is stubborn …
So refreshing listening to a head of state that sounds, speaks and acts like an adult and puts the interest of his country first. Canada ?? do what you have to. The idiot is stubborn and incorrigible and his cult members are no different. The indoctrination runs deep. Maybe lost jobs, no power/fuel, hunger pains, sticker shocker and depleted 401k accounts will register. Too bad more of us did not vote for common sense.\n\nOnly an idiot starts a war with “friends” and bend over for an enemy who’s using him as a tool to only enlarge his empire and weaken America. The executive part of his brain ? is severely compromised. \n\nGod help us all.
Critiques Trump's economic understanding, trade policy decisions, and lack of coherent strategy while making moral judgments about leadership competence and national interest.
@yagga8885
Mar 4, 2025
I thought Canadians generally are not super-nationalistic like the Americans, and Trudeau is not exactly very popular too. But somehow the current US government external policy managed to change both of that. And if the …
I thought Canadians generally are not super-nationalistic like the Americans, and Trudeau is not exactly very popular too. But somehow the current US government external policy managed to change both of that. And if the course is not changed ASAP, it will take generations to recover the relationship.
Analyzes how US external policy has shifted Canadian national sentiment and warns of long-term diplomatic damage.
@eazymepeazyme3907
Mar 4, 2025
Liberal disaster government
Liberal disaster government
Partisan criticism of government framed as 'disaster,' combining policy critique with political identity assertion.
bertgreg007
Jan 3, 2026
Doesn't even scratch the surface. West Canada has become super dangerous and temporary foreign worker program has scammed tax payers worse then Minnesota
Doesn't even scratch the surface. West Canada has become super dangerous and temporary foreign worker program has scammed tax payers worse then Minnesota
Criticism of temporary foreign worker program and claims about safety deterioration in Western Canada.
capitallmike
Jan 27, 2026
Child at the WHEEL !! \n??? Trudeau !!
Child at the WHEEL !! \n??? Trudeau !!
Comment criticizes Trudeau's leadership using hyperbolic language about incompetence.
@tarrahbarker8809
Mar 4, 2025
lol that’s not going to help it needs to be halted all together. More liberal failures
lol that’s not going to help it needs to be halted all together. More liberal failures
Criticizes government policy ('liberal failures') with sarcastic tone ('lol'), combining policy critique with light satire.
Jumboisback-j1p
Jan 3, 2026
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better …
We all herw blaming them....but entire blame ve put on ircc and the govt.
Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better than indians in Canada. If you see them at Walmart l, dont even bother to ask for directions, you will confused more than before.
2. Ircc claim they prioritize experience approving people at the age of 50 years to 8 month program with all benefit of MS/PhD, tell me someone at the age of 40+, what contribution would that add to the economy than to populate the country compare to someone in their 20s. You all need to compare demographic of international student in US and Canada.
Why govt, 1. Allowing private institutions to grant degree confering to SOWP/PGWP/Dependent/parent sponsorship
Critiques IRCC's screening processes, institutional policies, and demographic selection criteria for international students.
WhatsMyName-t6g
Sep 29, 2025
as a seattle resident. canada is a great place but ran completely as a bureaucracy gov. \nthis is the same guy who shut down cities, took peoples money from there account,tore small businesses apart and …
as a seattle resident. canada is a great place but ran completely as a bureaucracy gov. \nthis is the same guy who shut down cities, took peoples money from there account,tore small businesses apart and went after who had a different opinion. there is so much more to the story. \ni would believe any this guys says
Combines personal experience as Seattle resident with criticism of Canadian government bureaucracy, pandemic policies, and alleged suppression of dissent.
@wildman3829
Mar 4, 2025
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
Criticizes government leadership (Carney and Starmer) as ineffective and idiotic, focusing on policy failure rather than immigration specifically.
Policy Critique
0.80
jivetalker4208
Jan 3, 2026
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . …
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . Then they fail upwards. You are a racist if you question any immigrant . Pure bullshit.
Criticizes Liberal immigration policy as corrupt and accuses ministers of failure, mixing legitimate critique with unsubstantiated claims.
Wolfman4freedom
Feb 26, 2026
You openly called Donald a misogynist and called him all sorts of things now you want to be teammates smh
You openly called Donald a misogynist and called him all sorts of things now you want to be teammates smh
Criticizes Trudeau for past rhetoric against Trump while now seeking cooperation.
Policy Critique
0.80
@selbee9025
Mar 4, 2025
I hope this forces Canada to actually diversify their relationships with other countries.
I hope this forces Canada to actually diversify their relationships with other countries.
Critiques Canadian trade policy as overly dependent on the US, advocating for diversification.
@championstatus
Mar 4, 2025
@3:24 welcome to canada where words are restricted by threat of unemployment.
@3:24 welcome to canada where words are restricted by threat of unemployment.
Critiques Canadian policy on speech restrictions while expressing concern about employment consequences.
gmunay420
Jan 27, 2026
We can't get mad at Canada this is exactly what Trump wanted you said once you said 100 times Trump does not give a damn about the American people
We can't get mad at Canada this is exactly what Trump wanted you said once you said 100 times Trump does not give a damn about the American people
Critiques Trump's policies and motivations, arguing his actions are intentional and harmful to American interests.
Policy Critique
0.80
@catgalloway4282
Mar 4, 2025
I’m a canadian and I wish the prime minister would stop talking out his a** and actually help stop illegal immigrants from stealing our jobs
I’m a canadian and I wish the prime minister would stop talking out his a** and actually help stop illegal immigrants from stealing our jobs
Commenter identifies as Canadian and criticizes government policy on illegal immigration while citing job competition as the concern.
@Ben-ff5rl
Mar 4, 2025
how is filing a fake refugee claim isn't criminal in and of itself? explain that to me why are ya'll always giving everyone the benefit of the doubt
how is filing a fake refugee claim isn't criminal in and of itself? explain that to me
why are ya'll always giving everyone the benefit of the doubt
Questions why false refugee claims aren't prosecuted and criticizes perceived leniency in immigration enforcement.
AbrahamHalfi
Dec 30, 2025
oh NOW this muppet is concerned about his countries people .....but not when hes been emptying their wallets....gotcha.
oh NOW this muppet is concerned about his countries people .....but not when hes been emptying their wallets....gotcha.
Uses sarcasm to criticize a political leader for hypocrisy—claiming concern for citizens while previously mismanaging finances—which is fundamentally policy critique.
Policy Critique
0.80
@outlawGFXaus
Mar 4, 2025
Canada should not only retalliate with tarrifs, but should challenge the lawfullness of American tarrifs under the GATT, the USMCA and in the US courts. The tarrifs are unlawful under American law. Canadians are generally …
Canada should not only retalliate with tarrifs, but should challenge the lawfullness of American tarrifs under the GATT, the USMCA and in the US courts. The tarrifs are unlawful under American law. Canadians are generally refusing to buy ANY American goods. This should continue. America: you f'd with the wrong country.
Critiques tariff policy and proposes legal/economic responses while urging continued consumer action.
@snit22
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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Discourse Quality (Perspective API)