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
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no …
Yeah I respect your courage of fighting back but how? You are highly dependent on the US, you can't lose the US market. In the meantime you keep a 100B trade surplus, you have no weapon fighting back.
Acknowledges courage but critiques Canada's limited leverage due to economic dependence on the US, blending policy analysis with economic constraints.
@eamoncat
Mar 5, 2025
Now people see the difference between a world leader and a charlatan with his billionaire mates
Now people see the difference between a world leader and a charlatan with his billionaire mates
Contrasts leadership quality, implicitly criticizing one leader as a charlatan while praising another as a world leader.
Policy Critique
0.80
@angermanagementgreenwhite6369
Mar 5, 2025
Reduce Canadian's taxes Justin. Stop lecturing Americans.
Reduce Canadian's taxes Justin. Stop lecturing Americans.
Demands policy change (tax reduction) and criticizes government behavior (lecturing Americans).
@saltchuckwest
Mar 4, 2025
need a 100% tariff on Tesla
need a 100% tariff on Tesla
Advocates for specific protectionist trade policy (tariff on Tesla) as economic criticism.
@DirkGently-km3hn
Mar 4, 2025
You guys should stop whinging and cope. America is not going to be your sucker anymore
You guys should stop whinging and cope. America is not going to be your sucker anymore
Critiques Canada's reliance on US support and suggests a shift in geopolitical relationships and expectations.
@simplyizustic6122
Mar 5, 2025
Donald will not listen to Trudeau, no matter what Trudeau said or will say.
Donald will not listen to Trudeau, no matter what Trudeau said or will say.
Skeptical assessment of Trudeau's diplomatic effectiveness, suggesting his statements will have no impact on Trump.
Policy Critique
0.80
@Fortune-md5jk
Mar 4, 2025
Clown back again after messing up with india. Now with america. God bless canada!!! He will speak this now as if it is credible !!Then he will retract saying I do not have credible source!!
Clown back again after messing up with india. Now with america. God bless canada!!! He will speak this now as if it is credible !!Then he will retract saying I do not have credible source!!
Criticizes the leader's credibility based on past disputes with India and the US, while implying he makes unsubstantiated claims.
@prasannasuvarna9443
Mar 5, 2025
How much fentanyl comes into Canada from the States? Probably a hell of a lot more than goes the other way. Just stupid Trump being effing stupid!
How much fentanyl comes into Canada from the States? Probably a hell of a lot more than goes the other way. Just stupid Trump being effing stupid!
Criticism of Trump with an unsubstantiated comparative claim about fentanyl flows between countries.
@robertholmes1743
Mar 4, 2025
Hold on there, boy, questionable, immigration policies. Both Canada and the United States were built on immigration, unless you are part of the first nations these types of inflammatory statements, are historically illogical. Countries like …
Hold on there, boy, questionable, immigration policies. Both Canada and the United States were built on immigration, unless you are part of the first nations these types of inflammatory statements, are historically illogical. Countries like the United States of America, Canada, and Australia, New Zealand, and many parts of South America all grew with immigration. People in these countries that have been around a generation or more who decide to pull up the ladder have short memories from where they came. Regarding housing, it is always been and issue in many places and is affected by foreign investors and interest rates. Usually at some point there is a correction, some people win some people lose.
Critiques inflammatory immigration statements as historically illogical and addresses housing policy, while appealing to historical fairness principles.
@SuperMcgenius
Mar 5, 2025
and yet you called the unvaccinated racist...please dont pretend you stand for us, when all you have have for a decade plus is divide and tax the crap out of us...the election coming will show …
and yet you called the unvaccinated racist...please dont pretend you stand for us, when all you have have for a decade plus is divide and tax the crap out of us...the election coming will show just how unfavourable your leadership is for the average canadian...you even have the audacity to shut down our parliament right now, because you need another vacation...sick.
Criticizes government policies (taxation, vaccination mandates, parliament shutdown) and leadership performance with grievance framing.
@bradofsaa
Mar 4, 2025
The title is misleading. I thought he actually went to the USA and confronted Trump in person, but apparently not. This doesn’t really count. Come on, Trudeau! Go face Trump! Anyone can give a speech …
The title is misleading. I thought he actually went to the USA and confronted Trump in person, but apparently not. This doesn’t really count. Come on, Trudeau! Go face Trump! Anyone can give a speech nowadays it seems. it takes a real leader to confront him. At least Macron, Starmer and Zelensky had balls to face trump.
Critiques Trudeau's approach as insufficient, comparing him unfavorably to other leaders (Macron, Starmer, Zelensky) and calling for more direct confrontation.
@roomlynx4661
Mar 5, 2025
Reactive NOT Proactive !!!
Reactive NOT Proactive !!!
Critiques government approach as reactive rather than proactive, a direct policy evaluation.
Policy Critique
0.80
@ryanclarkwatt
Mar 5, 2025
Donnie still acts like a wannabe mobster. Absolutely not fit for the job but hey, he got elected by the MAGA idiots. This world has far bigger challenges ahead and doesn't need a Russian asset …
Donnie still acts like a wannabe mobster. Absolutely not fit for the job but hey, he got elected by the MAGA idiots. This world has far bigger challenges ahead and doesn't need a Russian asset in the White House. Clear words from Trudeau but I'm certain Donnie doesn't comprehend the message.
Critiques Trump's fitness for office and his political approach while expressing security concerns about Russian influence.
@thearchibaldtuttle
Mar 5, 2025
The damage is already done. USA citicens replace your foulty leader with sane one and we can renew our trust, otherwise i dont see path forward with usa
The damage is already done. USA citicens replace your foulty leader with sane one and we can renew our trust, otherwise i dont see path forward with usa
Critiques current US leadership and calls for replacement while expressing concern about bilateral relations.
@lttadas11
Mar 5, 2025
Woke doesn’t work…. President Trump finally is giving my country back to the people. It is time my tax dollars stop paying for other country benefits. Maybe your leader should stop talking out of both …
Woke doesn’t work…. President Trump finally is giving my country back to the people. It is time my tax dollars stop paying for other country benefits. Maybe your leader should stop talking out of both sides of his mouth. Finally proud again post forced illness. Wake up people!
Criticizes government spending priorities and leadership credibility while calling for public awareness, blending policy critique with mobilization.
@alvinbuch303
Mar 5, 2025
What a disgusting, moronic clown this utter idiot is. Total scum. Ruined a great country, and just won’t go away. Loathed through the country and beyond. Only the kind of idiot that watches CNN would …
What a disgusting, moronic clown this utter idiot is. Total scum. Ruined a great country, and just won’t go away. Loathed through the country and beyond. Only the kind of idiot that watches CNN would support this kind of vermin.
Harshly criticizes leader's competence and impact on the country while invoking in-group/out-group framing about supporters.
@cdobeson
Mar 5, 2025
Funny he destroys canada and dares call our president names
Funny he destroys canada and dares call our president names
Criticism of Trudeau's domestic policy record combined with nationalist framing of defending Canada.
@Jerry-m9n
Mar 5, 2025
this clown still has a job? ?
this clown still has a job? ?
Dismissive criticism of Trudeau's continued position in office, expressed with sarcastic tone.
@Ozo_Violet23
Mar 5, 2025
Now you are all taking your hats off to Trudeau, how fickle minded you all are, short memories, i guess that’s why he stood down? And now he is trying to make out like the …
Now you are all taking your hats off to Trudeau, how fickle minded you all are, short memories, i guess that’s why he stood down? And now he is trying to make out like the hero ???
Criticizes Trudeau's credibility and accuses him of hypocrisy regarding his resignation and public image.
@christheodore7772
Mar 5, 2025
You people of canada think this is just about canada and the well being it aint its about your politicians and ours and how fat there pockets get
You people of canada think this is just about canada and the well being it aint its about your politicians and ours and how fat there pockets get
Critiques politicians' motivations and corruption, suggesting policy decisions serve personal financial interests rather than public good.
@MikeLeo-h9y
Mar 5, 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)