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
this guy bankrupted his own country and you all cheer him on ????
this guy bankrupted his own country and you all cheer him on ????
Criticizes the PM's economic management with an unsubstantiated claim about bankrupting the country, blending policy critique with an unverified assertion.
@Tonis197
Mar 4, 2025
There's more illegal immigrants that need to go back to their countries but we will if that will happen
There's more illegal immigrants that need to go back to their countries but we will if that will happen
Expresses concern about illegal immigration and calls for deportations, combining policy criticism with demographic anxiety.
michaellaclark1148
Feb 18, 2026
We don’t have a government we have an effing king ass
We don’t have a government we have an effing king ass
Harsh criticism of government legitimacy using crude language and hyperbolic comparison to monarchy.
@cheryl8493
Mar 4, 2025
if CBSA seizes anything its coming from the US what goes from Canada to the US is the USBC / CPB so US should fix their issues
if CBSA seizes anything its coming from the US what goes from Canada to the US is the USBC / CPB so US should fix their issues
Argues that US border agencies are responsible for seizures and should address their own issues, critiquing the framing of the problem.
@wesloucks3416
Mar 4, 2025
We have enough land to expand on ! We could try!
We have enough land to expand on ! We could try!
Offers a counterargument to immigration concerns by suggesting land availability as a solution to capacity concerns.
Policy Critique
0.75
wendyrimmer57
Jan 5, 2026
Wow, he just proved why Trump doesn't think he's a great ally. While Trump is trying to end the war in Ukraine, he's saying that Trump is on the side of a modern dictator. If …
Wow, he just proved why Trump doesn't think he's a great ally. While Trump is trying to end the war in Ukraine, he's saying that Trump is on the side of a modern dictator. If he was an ally, he would try to find ways to end the war, not putting more fuel to the fire by sending money with no plan, no end in sight.
Critiques Trump's foreign policy approach to Ukraine and characterizes it as counterproductive, while implicitly comparing desired vs. actual policy outcomes.
@caiorearte2451
Mar 4, 2025
Canadians are already crying thats why this guy resigned. I dont know what will chage for them as a result of tariff. Economy is bad, inflation is high and people cannot make their ends meet. …
Canadians are already crying thats why this guy resigned. I dont know what will chage for them as a result of tariff. Economy is bad, inflation is high and people cannot make their ends meet. So stop this useless rant and get on with your lives, and do what is necessary to make Canada great again.
Critiques Canadian leadership and economic conditions while dismissing current political rhetoric as ineffective given broader economic problems.
@AWM2099
Mar 4, 2025
You only get away with shooting up neighbourhoods of any kind when you know the government won’t let you own a pistol to shoot back … open carry solves problems
You only get away with shooting up neighbourhoods of any kind when you know the government won’t let you own a pistol to shoot back … open carry solves problems
Critiques gun policy as ineffective while expressing security concerns about neighborhood violence.
MrFallingfromgrace
Feb 18, 2026
Seems to me, Trump's doing his best to make the US a weaker country
Seems to me, Trump's doing his best to make the US a weaker country
Evaluates Trump's policies as weakening the US, a critical assessment of governance approach.
Policy Critique
0.75
@trufan7358
Mar 4, 2025
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
Criticizes government actions as theatrical deception while urging citizens to wake up and recognize the manipulation.
@Star-fc4ni
Mar 4, 2025
No one will leave and no one will be removed.
No one will leave and no one will be removed.
Critiques government enforcement policy, suggesting lack of follow-through on removals.
Policy Critique
0.75
joemathews4600
Jan 15, 2026
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
Criticizes immigration policy as having opened after 2021 elections under NDP-Liberal coalition, presenting a causal claim about government action without evidence.
VishnuKamath
Jan 20, 2026
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
The comment defends diplomatic engagement as preventing war rather than appeasement, critiquing the framing of negotiations as weakness.
@stankystuff5028
Mar 4, 2025
On his way out and will do even more damage
On his way out and will do even more damage
Brief criticism of Trump's actions and predicted future damage, without elaboration.
Policy Critique
0.75
@acr5113
Mar 4, 2025
Notice how Justin Trudeau dubs down his language when addressing Trump.
Notice how Justin Trudeau dubs down his language when addressing Trump.
Observes and critiques Trudeau's rhetorical strategy and diplomatic approach when dealing with Trump.
Policy Critique
0.75
@InverJaze
Mar 4, 2025
If the justification is that Canada is not fighting against fentanyl, but here's Trudeau saying they are, then can't Trump's tariff war stop?? We will all be asking him to stop it.
If the justification is that Canada is not fighting against fentanyl, but here's Trudeau saying they are, then can't Trump's tariff war stop?? We will all be asking him to stop it.
Questions the logical consistency of Trump's tariff justification regarding fentanyl while implying Canada is already addressing the issue.
@sfrobink
Mar 4, 2025
trudeau call Putin a dictator, hey truedau your a dictator making canadfians pay more tax than USA and you buy anew 5M house in costa rica, your hyprocite, typicl liberal nonesense, why do you only …
trudeau call Putin a dictator, hey truedau your a dictator making canadfians pay more tax than USA and you buy anew 5M house in costa rica, your hyprocite, typicl liberal nonesense, why do you only pay 1% tax and your ceo shits and someone making minium wage pay 15%, you ##@@#@, GET RID of truedau, lock him uup next to the illegals migarnts he lets in the country and see if he lasts 1 day
Criticizes Trudeau's tax policy and immigration stance with unverified claims about personal wealth and tax rates, calling for his removal.
@linnpelzes6869
Mar 4, 2025
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
Criticizes a leader's policy choices regarding fentanyl control while making an unverified claim about their indifference to American welfare.
@Barrelsmoke
Mar 4, 2025
You're sounding scared Truedo. ? besides all that we see how you treat your people for simple things like praying. Drown in your misery and quit trying to get Americans on your side
You're sounding scared Truedo. ? besides all that we see how you treat your people for simple things like praying. Drown in your misery and quit trying to get Americans on your side
Criticizes government treatment of citizens and religious freedom, with dismissive tone toward leadership.
@Hyperbole3889
Mar 4, 2025
As an American I can't believe that I'm supposed to accept what Trump is doing!
As an American I can't believe that I'm supposed to accept what Trump is doing!
Expresses disagreement with Trump's policies while asserting American identity and values.
@delroy64
Mar 4, 2025
Compare Videos
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)