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
Unfortunately well done Trudeau. ??
Unfortunately well done Trudeau. ??
Sarcastic criticism of Trudeau's policies or performance, though brief and somewhat ambiguous in specific target.
Policy Critique
0.85
@michellee8369
Mar 4, 2025
Pretty much alk of the world is realizing how dumb this is, and how dumb Trump really is... I only hope that the american ppl react quickly enough to get rid of the Trump administration …
Pretty much alk of the world is realizing how dumb this is, and how dumb Trump really is... I only hope that the american ppl react quickly enough to get rid of the Trump administration asap...These tariffs are good for no one, but will hurt everyone.
Criticizes Trump's intelligence and tariff policy while calling for American action to remove the administration.
@torparnorpan8362
Mar 4, 2025
Don't let this Dramatic Actor fool you as he reads his script, Justin is the worst Prime Minister in Canada's history.
Don't let this Dramatic Actor fool you as he reads his script, Justin is the worst Prime Minister in Canada's history.
Dismisses the Prime Minister as an actor and criticizes him as the worst in Canadian history, combining personal attack with policy judgment.
@glennelliottmann7723
Mar 4, 2025
Go for it, Canada! \nThe trade war trump started is stupid, and we the PEOPLE of USA do NOT support this stupid, costly trade war.
Go for it, Canada! \nThe trade war trump started is stupid, and we the PEOPLE of USA do NOT support this stupid, costly trade war.
Criticizes Trump's trade war policy as stupid and costly while expressing solidarity with Canada against the policy.
@bethr4850
Mar 4, 2025
Oh my god why is my government allowing this wtf how does it help us
Oh my god why is my government allowing this wtf how does it help us
Expresses frustration with government immigration policy and implicitly calls for policy change to protect national interests.
Babboonboots
Oct 5, 2025
for last many years Trudeau the idiot did bash trump & waisted time & money on ukiestan started wars with Saudi china india & ow russia accomplished nothing for Canadian economy
for last many years Trudeau the idiot did bash trump & waisted time & money on ukiestan started wars with Saudi china india & ow russia accomplished nothing for Canadian economy
Criticizes Trudeau's policy decisions and foreign relations while making unsubstantiated claims about economic harm and international conflicts.
@kerder8660
Mar 4, 2025
These people seem to have no idea what they are doing. Seems like they just show up at the office and waste time. No proper planning, no proper reporting or follow up action planning. They …
These people seem to have no idea what they are doing. Seems like they just show up at the office and waste time. No proper planning, no proper reporting or follow up action planning. They just shuffle paper and ge tnothing accomplished.
Criticizes government bureaucratic inefficiency, lack of planning, and accountability in immigration administration.
Policy Critique
0.85
AV8able
Oct 2, 2025
Canada should do everything in its power to reduce its dependence on the USA for trade and security to protect itself from a Trump administration gone crazy. There is a chance that the current policies …
Canada should do everything in its power to reduce its dependence on the USA for trade and security to protect itself from a Trump administration gone crazy. There is a chance that the current policies of the Trump administration will be carried forward by future Republican presidents given how the party is now dominated by MAGA people. We all need to consider the possibility that the USA will not be going back to normal anytime soon.
Advocates for Canadian policy changes to reduce US dependence, analyzing Trump administration as a systemic threat requiring strategic economic repositioning.
@slovokia
Mar 4, 2025
This trumps leadership only billionaires will survive not poor americans
This trumps leadership only billionaires will survive not poor americans
Criticism of Trump's leadership policies with focus on economic inequality and class impact.
@CatherineSakala-ej5os
Mar 4, 2025
The Canadian government sold us out to make themselves more and more money, post secondary schools have reaped benefits and grown exponentially since this crap started.
The Canadian government sold us out to make themselves more and more money, post secondary schools have reaped benefits and grown exponentially since this crap started.
Criticizes government immigration policy as financially motivated, noting economic benefits to post-secondary institutions.
joscot9081
Oct 4, 2025
This guy (Trump) is a FAILED BUSINESSMAN. All he’s trying to do is build up his own personal wealth brand.
This guy (Trump) is a FAILED BUSINESSMAN. All he’s trying to do is build up his own personal wealth brand.
Criticizes Trump's character and motives regarding business/wealth accumulation, framing it as a policy/leadership failure rather than a specific factual claim.
@DavidSmith-dm5ix
Mar 4, 2025
So he says he is going to lower grocery prices but goes out of his way to do the opposite. Who voted for this clown?
So he says he is going to lower grocery prices but goes out of his way to do the opposite. Who voted for this clown?
Criticizes a political leader's contradictory actions on grocery prices and questions voter judgment.
Policy Critique
0.85
@jordanryan5829
Mar 4, 2025
Having Justin Trudeau occupy the Top Job in Canada as PM was a mistake. Making him PM given his limited intellectual abilities didn't do Canada any favors really. His woke ideals simply aren't based in …
Having Justin Trudeau occupy the Top Job in Canada as PM was a mistake. Making him PM given his limited intellectual abilities didn't do Canada any favors really. His woke ideals simply aren't based in the realities in thinking that we'll all just get along. The past immigration policies filtered out those that weren't acceptable or weren't bringing anything worthwhile to Canada. What Trudeau did was allow third world countries to unload their undesirable citizens into Canada, ppl that have no idea of what it means to come to a new land and integrate and be a part of something good. Trudeau did not think this through at all.
Primarily critiques Trudeau's immigration policies as poorly thought-out and ideologically driven, with secondary identity-based framing about cultural integration and demographic concerns.
paulwojtala6425
Oct 3, 2025
Carbon tax 19% increase comin in April, thanks Justin ?
Carbon tax 19% increase comin in April, thanks Justin ?
Criticizes government policy (carbon tax increase) with implicit economic concern about rising costs.
@Honeybadger919
Mar 4, 2025
I believe restricting easy line of credit or loans on cars or any other item to newcomers might solve this out of proportion immigration problem.
I believe restricting easy line of credit or loans on cars or any other item to newcomers might solve this out of proportion immigration problem.
Proposes a specific policy restriction on credit access for newcomers as a solution to immigration, framed as addressing an 'out of proportion immigration problem.'
fazalshaikh422
Oct 2, 2025
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, …
It's not a Liberal or Conservative issue any longer. Unless someone is hiding under the rock, there is no way to avoid facing the effects of Liberal disastrous immigration over past 10 yrs. Before 2015, illegal immigration = 0 🟢By end of 2026, temporary residents with expired and illegal status = 2.6 million ⏳Illegal immigration is promoting a vast underground economy and destroying Canada each day.
*20,000 deportations/year is just a drop in the bucket-it needs to be 100,000+ for real change.* ✈💥
Provides specific statistics and policy analysis criticizing Liberal immigration policy, with calls for increased deportations and economic impact claims.
OrdinaryAlbertan
Feb 25, 2026
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Critiques Canada's immigration vetting process as insufficiently strict compared to the USA, with specific claims about unqualified Indian immigrants.
sidxpal
Oct 3, 2025
Nice job voting for the orange arangatang. Plays golf all the time and waste tax payers money going to the super bowl and Daytona, and causes tariff wars for no reason. Nice job maga morons, …
Nice job voting for the orange arangatang. Plays golf all the time and waste tax payers money going to the super bowl and Daytona, and causes tariff wars for no reason. Nice job maga morons, waste your money
Criticizes Trump's policies (golf trips, tariff wars, wasteful spending) while using derogatory language toward supporters, combining policy critique with dismissive identity framing.
@peternguyen6646
Mar 4, 2025
The problem is Canada doesn’t have the budget for enforcements
The problem is Canada doesn’t have the budget for enforcements
Critiques government capacity to enforce immigration policy due to budget constraints.
Policy Critique
0.85
Double_x22
Oct 1, 2025
Canada should fix the border problem which has caused the fentanyl problem in USA.
Canada should fix the border problem which has caused the fentanyl problem in USA.
Critiques Canadian border policy as causing downstream problems (fentanyl crisis in USA).
@killingtime5795
Mar 4, 2025
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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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