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
What about the carbon tax Trudeau? That matters to us more
What about the carbon tax Trudeau? That matters to us more
Critiques Trudeau's carbon tax policy as more pressing than the speech topic, implying misplaced priorities.
@BitcoinFunds
Mar 4, 2025
The real question is why do so many Americans have drug habits? No demand, no sales.
The real question is why do so many Americans have drug habits? No demand, no sales.
Critiques U.S. drug policy by questioning root causes of American drug demand.
@LouisMingione
Mar 4, 2025
So you claim the tariffs will hurt the US economy, so that means thew tariffs you put in place will also hurt the Canadian economy. Make it make sense.
So you claim the tariffs will hurt the US economy, so that means thew tariffs you put in place will also hurt the Canadian economy. Make it make sense.
Comment critiques the logical inconsistency of tariff policy, pointing out contradictions in government economic reasoning.
Policy Critique
0.80
@pepperman9
Mar 4, 2025
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop …
Now Canada gets to feel how other sanctioned or tariffed countries feel...Fentanyl or illegal immigration are just an excuse if Canada stiill doesn't get it by now ???\nCan Canada please have some dignity and stop this BFF nonsense...
Commenter critiques Canada's diplomatic approach to tariffs and references fentanyl/immigration as policy concerns, with underlying anxiety about national dignity.
@jimmychoi5219
Mar 4, 2025
Perhaps the time has come for governments around the world to reconsider their friendship with the USA.
Perhaps the time has come for governments around the world to reconsider their friendship with the USA.
Critiques international relations policy and suggests governments should reconsider relationships with the USA.
@petermcculloch4933
Mar 4, 2025
This Canadian leader - Im not going to say his name- is a liar.
This Canadian leader - Im not going to say his name- is a liar.
Direct accusation of dishonesty against the Canadian leader, framed as criticism of credibility.
Policy Critique
0.80
@DKTT-p8m
Mar 4, 2025
Canadian higher education serves a double purpose now. 1. It attracts foreign students and large amounts of money and 2. It is used by most of those students as a backdoor door through the Canadian …
Canadian higher education serves a double purpose now. 1. It attracts foreign students and large amounts of money and 2. It is used by most of those students as a backdoor door through the Canadian immigration system.
Critiques Canadian higher education policy as serving dual purposes of profit and immigration backdoor, with implicit concern about system exploitation.
TheSleepLes
Oct 11, 2025
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
As a canadian , i soppurt the TARIFF .., the president offered bieng 51st state , so enjoy the consequences of your stubborness
Canadian commenter supports tariffs as policy response while comparing consequences of national stubbornness, framing as justified retaliation.
@alainmarceux6817
Mar 4, 2025
Im fully in support of immigrants. However, if you come for school? You leave when you're done. Then come back properly. If you think Canada is free? Its not. DO YOUR PART... PROPERLY.
Im fully in support of immigrants. However, if you come for school? You leave when you're done. Then come back properly. If you think Canada is free? Its not. DO YOUR PART... PROPERLY.
Expresses conditional support for immigration while critiquing current policy on student visas and integration expectations.
JSSKA73
Aug 29, 2025
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Only Courpt Liberals and uninformed NDPers would support the Immagration policies of this usless government. Carney is no different than Trudeau, only a better bullshitter.
Attacks government immigration policy and political opponents, with partisan framing and dismissive language.
brendastebeleski6168
Feb 18, 2026
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
Aint this the same guy who froze bank accounts of people who donated to truckers during their strike
References and critiques a specific past government action (freezing bank accounts), questioning consistency or legitimacy.
Policy Critique
0.80
@dennismorris106
Mar 4, 2025
The way to deal with Trump is to just give it to him. Do not give him material to walk all over PM Trudeau is giving the US president material that will easily portray him …
The way to deal with Trump is to just give it to him. Do not give him material to walk all over PM Trudeau is giving the US president material that will easily portray him in a wimpy manner. You're talking to a BULLY. ?????
Criticizes PM Trudeau's negotiation strategy as ineffective when dealing with Trump, framed as tactical advice.
@cleenegame
Mar 4, 2025
Except that our Parliament is at a stand still because of a scandal surrounding his party.. yeah great guy *fkn dumbasses*
Except that our Parliament is at a stand still because of a scandal surrounding his party.. yeah great guy *fkn dumbasses*
Critiques Canadian government dysfunction and leadership while expressing moral disapproval through sarcasm and insults.
@georgekinsella494
Mar 4, 2025
What a liar. For her to sit there straight faced and blame Ottawa for her immigration tactics is so on brand for her. It's not like there's a video of her saying she wanted to …
What a liar. For her to sit there straight faced and blame Ottawa for her immigration tactics is so on brand for her.
It's not like there's a video of her saying she wanted to double Alberta's population.
Criticizes a political figure for contradicting her own stated immigration goals and blaming federal government instead of taking responsibility.
@theKid87
Feb 20, 2026
There’s a significant distinction between immigration and uncontrolled migration without assimilation. The difference is evident in the assimilated Indians (now Canadians) and the ignorant newcomers attempting to transform the country that welcomed them into India.
There’s a significant distinction between immigration and uncontrolled migration without assimilation.
The difference is evident in the assimilated Indians (now Canadians) and the ignorant newcomers attempting to transform the country that welcomed them into India.
Critiques immigration policy by distinguishing between assimilation and 'uncontrolled migration,' while asserting that newcomers should adopt Canadian identity rather than maintain Indian culture.
Mis_Uszatek
Oct 14, 2025
No "Canada" didn't "open the doors, the government did and DID NOT HAVE THE PEOPLES PERMISSION!!!!!!!!!!¡
No "Canada" didn't "open the doors, the government did and DID NOT HAVE THE PEOPLES PERMISSION!!!!!!!!!!¡
Criticizes government immigration policy as undemocratic and lacking public consent, framing it as a betrayal of 'Canada' and 'the people.'
stephanielynnbeneficary-w9z
Dec 17, 2025
We as Americans need to get away from taking care of the world. Its our country and its our money that the Democrats are wasting to make the rich richer. \nThat's the Democrats way and …
We as Americans need to get away from taking care of the world. Its our country and its our money that the Democrats are wasting to make the rich richer. \nThat's the Democrats way and we need to get away from it before its too late.
Critiques Democratic fiscal policy as wasteful and calls for Americans to reject this approach before it's too late.
@DKTT-p8m
Mar 4, 2025
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
Advocates for strict legal entry requirements at official ports, critiquing current immigration procedures.
HOĐATKHO
Feb 12, 2026
When you keep your gates wide open for all to enter and then complain if bad ones come in. 🥱
When you keep your gates wide open for all to enter and then complain if bad ones come in. 🥱
Critiques open immigration policy as reckless while implying security/safety concerns about 'bad ones.'
mariaelda6271
Feb 18, 2026
Those numbers need to be higher. There's a lot of bogus claims.
Those numbers need to be higher. There's a lot of bogus claims.
Argues deportation numbers should be higher and makes an unsubstantiated claim about 'bogus claims' without evidence.
DenisDeLong
Dec 24, 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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