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
Why does this little potato even get airtime? He's a corrupt globalist puppet for the WEF.\n\nJust look at Trudeau's horrible track record. He had essentially destroyed Canada. Let's not buy into his BS.
Why does this little potato even get airtime? He's a corrupt globalist puppet for the WEF.\n\nJust look at Trudeau's horrible track record. He had essentially destroyed Canada. Let's not buy into his BS.
Criticizes Trudeau's record and governance while making unsubstantiated claims about WEF connections and corruption.
@Sc00terNut
Mar 4, 2025
The governor needs to stay in his lane.
The governor needs to stay in his lane.
Criticism of a political figure overstepping their authority or jurisdiction, a form of governance critique.
Policy Critique
0.80
@Michael56011
Mar 4, 2025
This will hurt the United States much worse than Canada or Mexico because the Trump Administration is incompetent.
This will hurt the United States much worse than Canada or Mexico because the Trump Administration is incompetent.
Critiques Trump Administration's competence while comparing relative harm to different nations.
@idavidicus
Mar 4, 2025
Trudeau should have held up a paddle like the democrats to show how tough he is? What a liberal woke plonker.
Trudeau should have held up a paddle like the democrats to show how tough he is? What a liberal woke plonker.
Criticizes Trudeau's approach as insufficiently tough while using sarcasm and derogatory language about liberal policies.
@kennethbrennan2916
Mar 5, 2025
You have got to be kidding right? Trudy looks like what he/she is. Weak. Clueless. Worthless. When he got fired did he accept that or did he keep spending Kanadian money on useless projects? He …
You have got to be kidding right? Trudy looks like what he/she is. Weak. Clueless. Worthless. When he got fired did he accept that or did he keep spending Kanadian money on useless projects? He went on a celeberety tour instead of working with the US to address the problems he created. He played around, posturing and looking like a total I D I O T and then when he FAILS to meet the requirements to avoid tariffs, and he gets hit with them, he does this kind of worthless crap? This is NOT a leader.
Attacks Trudeau's leadership record, policy decisions, and handling of tariff negotiations while asserting weakness as a national leader.
@06colkurtz
Mar 4, 2025
These lawyers were milking the people
These lawyers were milking the people
Criticizes lawyers involved in immigration programs for exploitative practices.
Policy Critique
0.80
Shivavishnubrahma
Nov 22, 2025
Liberals are the biggest morons! Such a disconnection from reality.
Liberals are the biggest morons! Such a disconnection from reality.
Attacks government competence and accuses leaders of disconnection from reality.
Policy Critique
0.80
phildynerphotography5049
Feb 27, 2026
It isn't just immigration our whole system is broken
It isn't just immigration our whole system is broken
Broadens criticism beyond immigration to systemic government dysfunction.
Policy Critique
0.80
linnjensen7469
Feb 27, 2026
Thank you for the coverage on this issue that has been running rampant here. No one wants to speak up beacuse they dont want to be called racist
Thank you for the coverage on this issue that has been running rampant here. No one wants to speak up beacuse they dont want to be called racist
Thanks the creator for covering an issue and critiques the chilling effect of accusations of racism on public discourse about immigration.
t19890204
Jan 27, 2026
Trudeau is a puke Canada hates him. For some reason, they can't get rid of him.
Trudeau is a puke Canada hates him. For some reason, they can't get rid of him.
Expresses disapproval of Trudeau's leadership and inability to remove him, framed as political criticism rather than personal narrative.
@bernadettecoyne-ti2zx
Mar 4, 2025
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they …
Liberal cabinet is mostly made up of former trudeau DEI woke incompetents hired because of their skin colour or race and the more they lack abilities..the more chance they get hired ..it's not like they do anything..that's the consultants job that the liberals waste billions on .. Canadians are being robbed blind by these buffoons 🇨🇦
Criticizes government hiring practices and spending on consultants, though contains unsubstantiated claims about DEI-based incompetence.
speediesthesquirrel
Feb 28, 2026
Canada is basically an oligopoly. The politicians are intertwined with a wealthy ruling class that is extremely politically protected. The influx of immigrants was by design to repress wages and ensure that wealthy oligarchs could …
Canada is basically an oligopoly. The politicians are intertwined with a wealthy ruling class that is extremely politically protected. The influx of immigrants was by design to repress wages and ensure that wealthy oligarchs could continue to pay minimum wage for labor. The politicians get board positions in exchange for these favours. The media is heavily subsidized by government, and Donald Trump going off on Canada and threatening tariffs was all they needed to ensure our conservatives could be painted as traitors to the country and the Liberals could be guaranteed a win so the charade can continue.
Critiques government policy and political structures, though includes conspiratorial claims about deliberate wage suppression and media control that lack substantiation.
foxxygearreviews7754
Jan 28, 2026
canada voted for a far left socialist that focused on forced equality, and it drove talent and money out of
canada voted for a far left socialist that focused on forced equality, and it drove talent and money out of
Criticizes Canada's government policies as socialist and claims they caused economic harm through talent and capital flight.
@amin7361
Mar 4, 2025
Canadians are reasonable are you on drugs? Obviously, you are is that why when the truckers protested against Covid you locked them all up and took all their money you need to be with all …
Canadians are reasonable are you on drugs? Obviously, you are is that why when the truckers protested against Covid you locked them all up and took all their money you need to be with all the other corrupt politicians in the United States in jail
Criticizes Canadian government handling of trucker protests and asset seizure, with underlying moral argument about corruption and injustice.
@crzymike100
Mar 4, 2025
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
CNN should have said all this *before* the election. He is doing what he promised to do. There is no surprise here.
Criticizes CNN's timing and coverage while defending the PM's actions as consistent with campaign promises.
@witwisniewski2280
Mar 4, 2025
A single rule can solve the problem, every International student should go back after completion of Post Graduate work permit, then they can apply through Express Entry, Immigration should check their credentials before letting them …
A single rule can solve the problem, every International student should go back after completion of Post Graduate work permit, then they can apply through Express Entry, Immigration should check their credentials before letting them in again
Proposes specific policy reform requiring international students to return home before reapplying, with stricter credential verification.
ranjitbatth2365
Sep 13, 2025
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to …
Nearly half of the foolish American voters installed this verified criminal as a pretend president once again, knowing damn well the chaos this imbecile caused four years ago. But not all the blame goes to them, the Demo-rat politicians, with their shallow 2024 candidates along with zero support for struggling American Working Class help cause Trump. The corporate elites own the Democrats and the oligarchs control the Republicans. This is the sad state of affairs in 2024 in the United States.
Critiques voter choices and political leadership across parties, analyzing systemic failures in governance and economic policy while making moral judgments about institutional corruption.
@Thekarlskorner
Mar 4, 2025
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Federal immigration laws caused the problem to begin with . Ever notice the government and media never admit any wrong doing or take responsibility for any wrong doing .
Critiques federal immigration law as root cause while arguing government avoids accountability and responsibility.
travispolson6156
Feb 18, 2026
As a Canadian, \n\nTrudeau is stepping down because he is hated by the majority of this country. He has suspended parliament for his parties own special interest, making it it impossible to properly respond to …
As a Canadian, \n\nTrudeau is stepping down because he is hated by the majority of this country. He has suspended parliament for his parties own special interest, making it it impossible to properly respond to anything. \n\nTrudeau does not speak for Canada. He’s the reason we’re in this mess. You Americans do not want Trudeau as your president he has ruined this country.
Canadian identity claim combined with sustained critique of Trudeau's governance, parliamentary suspension, and national impact.
@Natg-o7u
Mar 4, 2025
Trudeau is clip farming and playing heartstrings. The Canadian government profits from a reciprocal tariff deal.\n\nAmerica is trying to balance the budget, which is what Americans voted for.
Trudeau is clip farming and playing heartstrings. The Canadian government profits from a reciprocal tariff deal.\n\nAmerica is trying to balance the budget, which is what Americans voted for.
Critiques Canadian government motives ('clip farming') and presents unverified claim about profit from tariffs, while defending American policy.
@DJPKFIRE
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)