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
He was absolutely right it’s not about fentanyl it’s just an excuse that Trump wants to use for his dumb ssa supporters
He was absolutely right it’s not about fentanyl it’s just an excuse that Trump wants to use for his dumb ssa supporters
Critiques Trump's use of fentanyl as an excuse while making an unverified claim about his motivations.
@antwayne92
Mar 4, 2025
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is being invested by certain people groups that will help enrich the pockets of government or whatever the reason - has caused this country to descend to the dumps st a rate faster than it takes to say ‘Oh Canada’.
As an immigrant, I have seen the degeneration within the country (particularly Toronto & GTA) in 10 years. Sometimes it feels like you’re in a different country, with a different language other than English or French, individuals who refuse to adopt the traditional Canadian lifestyle, who are allowed in with little value for system and order, allowed to procreate and ‘raise’ children who don’t appreciate the Canadian values, both born and immigrants using crime as their currency to their warped perception of wealth and an whole history of issues that impact the lives of the average law and culturally abiding citizen.
Oh there’s so much more that can be said about the state of this nation, but if there are bold-faced chants about who will be ruling Canada by 2060, those that have the power to do something need to pay VERY CLOSE ATTENTION. That is not just wishful thinking. That is a threat that will come to pass if a blind eye and a deaf ear is turned which, the government seems bent on doing.
A word to the wise is sufficient.
Immigrant's critique of government immigration policy as corrupt and harmful, with demographic anxiety and cultural identity concerns.
iamthedesignersoriginal
Sep 9, 2025
Because the government is the problem
Because the government is the problem
Brief critique of government as the root problem, likely in immigration policy context.
Policy Critique
0.75
SurajSingh-mi3hk
Sep 7, 2025
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Criticizes Parliament's dysfunction and ineffectiveness while expressing frustration with government priorities, with some xenophobic framing blaming immigrants.
MASHA9521
Feb 5, 2026
If they don't bring people they don't get the votes
If they don't bring people they don't get the votes
Alleges government motivation (vote-seeking) behind immigration policy without evidence, combining conspiracy-like thinking with political criticism.
stephaniebrown5085
Aug 30, 2025
It’s not escalation it’s reaction.
It’s not escalation it’s reaction.
Disputes characterization of government action as escalation, reframing it as a justified response to prior actions.
Policy Critique
0.75
@dwvw
Mar 4, 2025
Wow it took 10 years 😅😅😅😅😅😅😅😅😅😅😅 idiots
Wow it took 10 years 😅😅😅😅😅😅😅😅😅😅😅 idiots
Criticizes the slow pace of government processing (10 years) and calls decision-makers 'idiots,' expressing frustration with bureaucratic inefficiency.
Policy Critique
0.75
gregfrie1458
Sep 9, 2025
The Gvmt is trying to divide us and it's working..
The Gvmt is trying to divide us and it's working..
Critiques government strategy as deliberately divisive, with an unsubstantiated claim about intentional division tactics.
danellebeaulieu352
Aug 30, 2025
Trudeau is a very nice person when call Trump “ you are smart “ , no he’s dumb as a rock!
Trudeau is a very nice person when call Trump “ you are smart “ , no he’s dumb as a rock!
Criticizes Trudeau's leadership and judgment through sarcastic comparison to Trump, mixing critique with mockery.
@cpalacioable
Mar 4, 2025
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Why didn’t you do this before trump if you cared so much about the people who are trafficking these drugs across???!?!?\nI know why???\nIt only affects the poor people who trump is trying to help!!!
Questions why drug trafficking action wasn't taken earlier, with an unsubstantiated claim that it only affects poor people Trump supports.
@physicsariel9237
Mar 4, 2025
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other …
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other injustices on its native population..The US will take care of itself...
Criticizes Canadian government policy on immigration and drugs while expressing concern about security and social issues, with some alarmist framing about national decline.
@devangerdthori3757
Mar 4, 2025
Trudeau is such a poser.
Trudeau is such a poser.
Dismissive criticism of the prime minister's authenticity and credibility, framed as a character judgment.
Policy Critique
0.75
@top5paranormal254
Mar 4, 2025
Since we here in the USA created this mess and can't seem to deal with the orange buffoon and his narcissistic nonsense, I think it is up to Canada and Mexico and Europe to try …
Since we here in the USA created this mess and can't seem to deal with the orange buffoon and his narcissistic nonsense, I think it is up to Canada and Mexico and Europe to try reigning him in somehow. I don't think they can succeed, but we can hope. We're barely 6 weeks into this. It's going to be a long 4 years.
Critiques Trump's leadership and appeals to international allies to help constrain his influence, combining criticism with an implicit call for coordinated action.
@GeraldH-ln4dv
Mar 4, 2025
parasites. Trudeau caused it.
parasites. Trudeau caused it.
Uses dehumanizing language to criticize immigration policy and blames the Prime Minister for causing it.
Policy Critique
0.75
yesican1571
Aug 27, 2025
Why is he still there Canada…closet allies…you have been robbing us for decades.
Why is he still there Canada…closet allies…you have been robbing us for decades.
Criticizes Trudeau's continued leadership and makes an unsubstantiated claim about decades of exploitation.
@GolfMissouri
Mar 4, 2025
If imagrint wanted to be treated as equal then thay should make it like the rest of us.On our own Marit no government help and see how fast thay will leave 😮
If imagrint wanted to be treated as equal then thay should make it like the rest of us.On our own Marit no government help and see how fast thay will leave 😮
Critiques government support programs for immigrants and argues they should be self-sufficient like other citizens, implying unfair preferential treatment.
davidhager1593
Aug 27, 2025
Maybe Trudeau can use the tariff incomes to expand Canadas military? I suggest pilot training and recruitment in the RCAF and RCN.
Maybe Trudeau can use the tariff incomes to expand Canadas military? I suggest pilot training and recruitment in the RCAF and RCN.
Suggests an alternative policy use for government revenue, implicitly critiquing current spending priorities.
@bluskies1000
Mar 4, 2025
Trudeau is a criminal!
Trudeau is a criminal!
Makes a strong accusation against political leadership, functioning as criticism of government rather than a factual claim.
Policy Critique
0.75
Momo-kq9hd
Aug 26, 2025
Why is this guy still in office. Let him defend his own boarder
Why is this guy still in office. Let him defend his own boarder
Criticizes the subject's fitness for office and questions their policy priorities regarding border defense.
@thaipham2276
Mar 4, 2025
There is nothing tight about Canada’s immigration policy
There is nothing tight about Canada’s immigration policy
Brief assertion that Canada's immigration policy is not sufficiently restrictive, critiquing government enforcement.
Policy Critique
0.75
evgenikolev2926
Feb 11, 2026
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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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