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
Sick what this corrupt government has done
Sick what this corrupt government has done
Criticizes government handling of immigration policy, characterizing it as corrupt without specific policy details.
Policy Critique
0.82
Stonesour1
Aug 25, 2025
Trudeau has worked hard the last 10 years to putting us Canadians down the toilet with rising taxes and driving industry out of the country to the US.. Makes me smile seeing Trump give him …
Trudeau has worked hard the last 10 years to putting us Canadians down the toilet with rising taxes and driving industry out of the country to the US.. Makes me smile seeing Trump give him a good spanking.
Criticizes Trudeau's economic policies (taxes, industry) while framing approval of Trump's confrontation as beneficial to 'us Canadians.'
@Folkboat11
Mar 4, 2025
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who …
https://www.youtube.com/shorts/XuWr9DoH1JI here's a better take on reality Brian, so quit trying to push your BS agenda of the dream that isn't, never was here's another one for your delusions https://www.youtube.com/shorts/Gyzd_0167AM then tell the guy who had to go to Australia 20 yrs ago, to become a Dr, then the US for Residency spot, that we had a wonderful immigration system/policy, lazy, incompetent politicians, leaders, that's what we've had for 50 years of lies
Commenter criticizes Canadian immigration policy as broken and incompetent, citing a personal anecdote about credential recognition barriers.
rona3393
Feb 17, 2026
Trudeau screwed Canada , props to him for taking a stance but we wouldn’t be in this situation if he did his job correctly over his last years in office
Trudeau screwed Canada , props to him for taking a stance but we wouldn’t be in this situation if he did his job correctly over his last years in office
Criticizes Trudeau's past governance while acknowledging his current stance, focusing on policy failures and bureaucratic mismanagement.
@shaazamir1261
Mar 4, 2025
10 years of Liberals in power, Justin Trudope opened the floodgates.
10 years of Liberals in power, Justin Trudope opened the floodgates.
Criticizes Liberal government policy on immigration, using derogatory language ('Trudope') to express disapproval of immigration levels.
Mean-Canuck
Dec 19, 2025
Can Michelle be the Immigration Minister? The current one is leading these 4 so called officers blindly.
Can Michelle be the Immigration Minister? The current one is leading these 4 so called officers blindly.
Criticizes current Immigration Minister's leadership and implicitly calls for replacement with a different person (Michelle).
dianajia4882
Oct 6, 2025
As usual, trump is playing to his MAGA base. He's pretty good at manipulating public sentiment. But he sure as hell isn't qualified for ANY public office, let alone POTUS. Sadly, the majority of my …
As usual, trump is playing to his MAGA base. He's pretty good at manipulating public sentiment. But he sure as hell isn't qualified for ANY public office, let alone POTUS. Sadly, the majority of my fellow americans have become so stupid that they don't even comprehend what's happening.\n\nI'm in my 70s, and have witnessed decades of cooperation between Canada and the US. This is a supremely disappointing development.
Criticizes Trump's political competence and manipulation tactics while sharing personal experience of US-Canada relations.
@robevans5222
Mar 4, 2025
I'm so ashamed to have oompa J loompa as our president, he's an absolute embarrassment. He's endangering our national security, he's ostracizing our allies and he's about to make a very poor economy even worse. …
I'm so ashamed to have oompa J loompa as our president, he's an absolute embarrassment. He's endangering our national security, he's ostracizing our allies and he's about to make a very poor economy even worse. This clown needs to be gone.
American criticizing Trump's policies as harmful to national security, economy, and alliances, with implicit call for his removal.
@commandlion8667
Mar 4, 2025
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, …
RUBBISH! Brampton, Ontario has not been "a small, farm town" since the early 1800's. Brampton is squarely located in the Golden Horseshoe which hugs the western shore of Lake Ontario, from Oshawa to Niagara Falls, in one of Canada's most densely-populated regions.
User fact-checks the video's characterization of Brampton's history and geography, critiquing the accuracy of the narrative presented.
buzzthruwith3193
Jan 28, 2026
As Canadian citizens we want our money back , this was the liberal government’s irresponsibility that caused this , we should not have to pay for their irresponsibility. The Biden administration opened their borders to …
As Canadian citizens we want our money back , this was the liberal government’s irresponsibility that caused this , we should not have to pay for their irresponsibility. The Biden administration opened their borders to spite trumps wall and the Canadian liberal party followed the same policy.
Criticizes government policy decisions and fiscal responsibility, blaming liberal administration for immigration costs.
levigne25
Dec 25, 2025
Such an unqualified, uneducated Minister. This is your Canada. Good luck with it.
Such an unqualified, uneducated Minister. This is your Canada. Good luck with it.
Criticizes the Minister's qualifications and competence in handling immigration policy.
Policy Critique
0.82
Ekim1976
Mar 2, 2026
Watching Trudeau attempt to speak tough from a position of weakness while simultaneously falling for a tit for tat tariff trap... Perfect?\n\nThe long term gains for the US here are massive.
Watching Trudeau attempt to speak tough from a position of weakness while simultaneously falling for a tit for tat tariff trap... Perfect?\n\nThe long term gains for the US here are massive.
Critiques Trudeau's weak negotiating position and suggests the US gains strategic advantage in the tariff dispute.
@BiblicallyAccurateToaster
Mar 4, 2025
I don’t believe anything that they are saying. And nobody should, until the visible evidence is proven, then when we all see in person day to day. The day that we can go through the …
I don’t believe anything that they are saying. And nobody should, until the visible evidence is proven, then when we all see in person day to day. The day that we can go through the process of ordering a coffee without having to have a translator, would be a good day.
Expresses distrust of government claims and cites observable concerns about language barriers in daily interactions, framing immigration as a credibility and integration issue.
michaelurban2815
Dec 30, 2025
Thank you for exposing this!!!! Canada's liberal government has sold out and destroyed this once great country
Thank you for exposing this!!!! Canada's liberal government has sold out and destroyed this once great country
Criticizes government immigration policy as destructive while framing it as a betrayal of the nation.
dirtydan9032
Jan 29, 2026
Falsedeau thinks Trump gives a s**t what he says. NOT!! This guy will be gone hopefully sometime in March. His soon to be replacement is very conservative! He and Trump will get along just fine. …
Falsedeau thinks Trump gives a s**t what he says. NOT!! This guy will be gone hopefully sometime in March. His soon to be replacement is very conservative! He and Trump will get along just fine. I believe most Canadians are fed up with falsedeau.
Criticizes Trudeau's relevance and predicts his replacement with a conservative leader; includes unverified claim about his departure timing and successor's alignment with Trump.
@garypyland8774
Mar 4, 2025
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Criticizes Trudeau's policies and governance while warning of consequences, with implicit call to resistance.
@rhyansimmons2691
Mar 4, 2025
SHAME ON OUR GOV . SHAME .SHAME SHAME . CANADIANS ARE GETTING FED UP
SHAME ON OUR GOV . SHAME .SHAME SHAME . CANADIANS ARE GETTING FED UP
Expresses frustration with government policy while claiming widespread public discontent and demographic anxiety.
Newfoundmindset2.0
Jan 27, 2026
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc …
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc before letting them settle. It is your country do something otherwise this is bad!
Critiques immigration policy and calls for stricter vetting standards while asserting national identity boundaries and urging government action.
EverythingyouliketoseebyDM
Jan 29, 2026
Don't be fooled by Trudeau he has economically devastated our country.\nHe doesn't care about Canadians he cares about the WEF agenda.
Don't be fooled by Trudeau he has economically devastated our country.\nHe doesn't care about Canadians he cares about the WEF agenda.
Criticizes Trudeau's economic policies and makes an unverified claim about WEF agenda influence without evidence.
@sherrimunroe3480
Mar 4, 2025
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
Criticizes the Liberal Party's policies as responsible for negative outcomes, implying Canadians bear responsibility for their electoral choices.
間宮レナ
Jan 29, 2026
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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)