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
Search & Filter
Policy Critique
5,980 comments
Your the reason why he put the tariffs on you clown. You've destroyed canada it's at its weakest point ever. Housing problems, immigration problems, too many people coming to fast Way to fast. Our borders …
Your the reason why he put the tariffs on you clown. You've destroyed canada it's at its weakest point ever. Housing problems, immigration problems, too many people coming to fast Way to fast. Our borders are a joke the drug problems in this country is out of control and this is all because of you and your liberal commie buddies shitty ass policies and terrible ideas.
Directly attacks government policies on immigration, housing, and borders while expressing alarm about national decline and drug problems.
@adamburnelle
Mar 4, 2025
Less than a week left in office and he finally grows a pair! What a joke! Punk
Less than a week left in office and he finally grows a pair! What a joke! Punk
Criticism of delayed government action with dismissive tone.
Policy Critique
0.85
@jamescollazo187
Mar 4, 2025
Rich coming from a man who froze canadian bank accounts because they were peacefully protesting.\n\nMy syrup comes from aunt Jemima
Rich coming from a man who froze canadian bank accounts because they were peacefully protesting.\n\nMy syrup comes from aunt Jemima
Criticizes government policy (bank account freezing) with sarcastic humor about syrup brands.
@edwardballiet2167
Mar 4, 2025
When do we start talking about the carbon tax this guy is putting on Canadians next month? I believe this is going to do more damage to Canadian families than the tariffs.
When do we start talking about the carbon tax this guy is putting on Canadians next month? I believe this is going to do more damage to Canadian families than the tariffs.
Criticizes government policy (carbon tax) and argues it will cause economic damage to families.
@jeannettedochstader3020
Mar 4, 2025
There was no fall of Canada's immigration system ...there was a purposeful change to allow unqualified / unvetted individuals into Canada ...
There was no fall of Canada's immigration system ...there was a purposeful change to allow unqualified / unvetted individuals into Canada ...
Critiques immigration policy as intentional rather than accidental, with conspiratorial undertones about deliberate vetting failures.
Heisenberg-src
Feb 17, 2026
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration …
Hello from Canada.
There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed.
There is no divide at all. Canadians overwhelming support much tighter immigration and for people overstaying visa holders to leave when they expire. Getting a student visa obviously doed not mean you get to stay. The previous immjgration system was a disaster and we are suffering for the damage done and will be for a long time.
Critiques immigration policy as a 'vicious evil lie' and claims widespread Canadian opposition to immigration, mixing policy analysis with unsubstantiated claims about public consensus.
derekaitken
Feb 14, 2026
With all due respect you should not have resign before fighting back now, you resign and fight like a coward from distance i bet you Trump will never do this to Canada in few weeks …
With all due respect you should not have resign before fighting back now, you resign and fight like a coward from distance i bet you Trump will never do this to Canada in few weeks he will stop this
Criticism of a political figure's resignation strategy and implicit call for more aggressive resistance.
@michealsholanke7547
Mar 4, 2025
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay …
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay for canadian degree and now canada deny work permit. Also prosecute those politicians and university owners who did this legalized human trafficking.
Criticizes government and university policies for allegedly misleading international students, framing it as 'legalized human trafficking' with moral condemnation.
deekshantbelwal1269
Feb 11, 2026
I do not trust Justin Trudeau.
I do not trust Justin Trudeau.
Expresses distrust of a political leader, implying criticism of their governance or trustworthiness.
Policy Critique
0.85
@sharronmorin8276
Mar 4, 2025
Can’t wait for Trudeau to finally leave office.
Can’t wait for Trudeau to finally leave office.
Expresses desire for change in political leadership, implicitly criticizing the current government.
Policy Critique
0.85
@jenbrena
Mar 4, 2025
Canada needs to fix this.
Canada needs to fix this.
Vague call for government action on immigration issues without specifying solutions or reasoning.
Policy Critique
0.85
Shok-s2t
Oct 9, 2025
JT is usually the one screwing over Canada. Must be weird for him to talk about someone else doing it.
JT is usually the one screwing over Canada. Must be weird for him to talk about someone else doing it.
Criticizes the Prime Minister's track record while commenting on current policy situation.
Policy Critique
0.85
@mmmaaasss
Mar 4, 2025
Trudeau has bailed. He is a narcissist and a failure and does not represent Canada.
Trudeau has bailed. He is a narcissist and a failure and does not represent Canada.
Criticism of Trudeau's leadership and representation of Canada, questioning his fitness for office.
@philgellner7766
Mar 4, 2025
If you are serious about working with Canadians to ease the impact of the tariffs then you will rescind the ridiculous Canadian carbon tax immediately
If you are serious about working with Canadians to ease the impact of the tariffs then you will rescind the ridiculous Canadian carbon tax immediately
Criticizes Canadian carbon tax policy and calls for its removal as a condition for cooperation on tariff relief.
@larrygates3737
Mar 4, 2025
Trudeau is a total fraud and a liar, just like the rest of the democrat party.
Trudeau is a total fraud and a liar, just like the rest of the democrat party.
Direct criticism of Trudeau's character and leadership, framed as political judgment rather than moral argument.
Policy Critique
0.85
@trevonwilson1
Mar 4, 2025
Trudeau is a weak poor leader. Why fight when we can work together to bring down these tariffs. This is why Canada is struggling.
Trudeau is a weak poor leader. Why fight when we can work together to bring down these tariffs. This is why Canada is struggling.
Criticizes Trudeau's leadership and advocates for negotiation over confrontation regarding tariffs.
Policy Critique
0.85
@haroldlee6448
Mar 4, 2025
What about entirely stopping the temporary foreign workers program, for every industry, other than agricultural. Canadians need jobs, too. It can't ALL benefit big business at the expense of unemployed Canadian citizens.
What about entirely stopping the temporary foreign workers program, for every industry, other than agricultural. Canadians need jobs, too. It can't ALL benefit big business at the expense of unemployed Canadian citizens.
Directly critiques the temporary foreign workers program and argues it disadvantages Canadian citizens seeking employment.
KarlBuckley-bw3vc
Jan 19, 2026
I am not a huge Trudeau fan, but that was a great speech!
I am not a huge Trudeau fan, but that was a great speech!
Expresses qualified approval of a speech while maintaining critical distance from the political figure, indicating nuanced policy evaluation.
Policy Critique
0.85
@Hellios92
Mar 4, 2025
It's all ur govt fault first they allow millions of immigrants for cheap labour and now locals are facing problems instead of harrassing immigrants ask ur govt why did they do it
It's all ur govt fault first they allow millions of immigrants for cheap labour and now locals are facing problems instead of harrassing immigrants ask ur govt why did they do it
Critiques government policy for allowing mass immigration for cheap labor, causing local problems; redirects blame from immigrants to government.
shubhamer2000
Nov 9, 2025
Trudeau is a joke. His own country wants to recall him.
Trudeau is a joke. His own country wants to recall him.
Criticizes Trudeau's leadership and references public dissatisfaction without providing specific policy analysis.
Policy Critique
0.85
@thomasmoffitt2353
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)