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
Sounds like Canada needs Trump , run them illegals out
Sounds like Canada needs Trump , run them illegals out
The comment critiques Canadian immigration policy and implicitly calls for stricter enforcement, referencing a political figure associated with restrictive immigration positions.
WestbankGrassShrimp
Jan 27, 2026
Why the fuck did we tariff Canada?
Why the fuck did we tariff Canada?
Expresses frustration with tariff policy as a government decision, though phrased as a rhetorical question rather than detailed analysis.
Policy Critique
0.85
@TheeAllGameShootist
Mar 4, 2025
The government is literally destroying the country in real time.
The government is literally destroying the country in real time.
Expresses strong criticism of government actions with alarmist language about national destruction.
Henry-go9nm
Oct 4, 2025
Dont blame Indians....Blame your Government.
Dont blame Indians....Blame your Government.
Directs blame toward government policy rather than immigrant groups, implicitly calling for accountability.
abcdefghi9
Oct 4, 2025
Alberta is a province. Immigration to Canada is a federal responsibility. If Alberta wants to compete for those workers, they will need to improve public services, and assure workers are paid enough to afford to …
Alberta is a province. Immigration to Canada is a federal responsibility. If Alberta wants to compete for those workers, they will need to improve public services, and assure workers are paid enough to afford to live there. Alberta is an expensive place to live. I know that from experience. Alberta also benefits from the education and investments made by Canada. And Alberta benefits from the pipeline that Justin Trudeau forced through. SO STOP WHINING. AND stop sounding so much like trumpler the king of Kraznovia.
Detailed critique of Alberta's complaints about federal immigration policy, arguing the province has other responsibilities and benefits.
@carltonlarsen
Feb 20, 2026
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there? It is a cheating with the people who are paying huge …
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there?
It is a cheating with the people who are paying huge money as a students and getting no exposure of jobs, it is not because of education that students are coming it is because of exposure of an International companies which they are hoping to get, students are adding money to the economy how can you blame the students who are coming legally??
Critiques government visa policy during job crisis and argues students are economically beneficial, combining policy analysis with economic reasoning.
harshdeepsingh7883
Oct 5, 2025
increase oil royalties. you decreased oil royalties and are surprised we have a deficit?
increase oil royalties. you decreased oil royalties and are surprised we have a deficit?
Commenter critiques the politician's past fiscal decisions regarding oil royalties as the cause of current deficits.
@Xusemeh
Feb 20, 2026
I feel that the problem is the Trudeau government and the NDP allowed to many immigrants into Canada without doing any background research on their status and now we have a huge influx of criminals …
I feel that the problem is the Trudeau government and the NDP allowed to many immigrants into Canada without doing any background research on their status and now we have a huge influx of criminals from many countries. These people have no interest whatsoever in assimilating into our society, they are only interested in taking advantage of our country and generosity.
Criticizes government immigration policy and lack of background checks, makes unverified claims about criminals and lack of assimilation, and expresses fear about the influx.
dewayneclair7364
Oct 4, 2025
Trudeau is such a hump he needs to go. Trudeau has been tariffing Canadians for 9 years. Treason.
Trudeau is such a hump he needs to go. Trudeau has been tariffing Canadians for 9 years. Treason.
Attacks Trudeau's economic policies (tariffs) and calls for his removal from office.
@brycejohnson3273
Mar 4, 2025
Coming from a guy who crippled his country with taxes
Coming from a guy who crippled his country with taxes
Criticizes a political figure's tax policy while implying national damage, blending policy critique with nationalist framing.
@cuzocustoms
Mar 4, 2025
Trump trying to break up nato
Trump trying to break up nato
Direct criticism of a political figure's policy action regarding NATO, focusing on institutional/geopolitical consequences.
Policy Critique
0.85
@chefmic1330
Mar 4, 2025
Poor Justin. No matter what he does he just can't sound tough.
Poor Justin. No matter what he does he just can't sound tough.
Critiques the Prime Minister's rhetorical approach and perceived weakness in handling policy matters.
Policy Critique
0.85
@BeeSmarterPlease
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
Trump is using Fentanyl as an excuse to need get the money he has lost from the tax reductions he gave to the billionaires . He made the tax reductions for his own greed to …
Trump is using Fentanyl as an excuse to need get the money he has lost from the tax reductions he gave to the billionaires . He made the tax reductions for his own greed to make him a little richer. He was only thinking of his own greed.
Criticizes Trump's tax policy and motivations while invoking greed as a moral failing.
@BoBStrohm-r2s
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
Trump is a mad man
Trump is a mad man
Brief dismissive criticism of a political figure's character and judgment.
Policy Critique
0.85
@mSherjeelr
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
Remember the vaccine mandates. Trudeau is a lying murdering dictator. He needs to go. Y'all know you Canadians don't like him either.
Remember the vaccine mandates. Trudeau is a lying murdering dictator. He needs to go. Y'all know you Canadians don't like him either.
Criticizes Trudeau's policies and leadership with inflammatory language, framing him as a threat to Canada.
@danielheartfire614
Mar 4, 2025
Drug cartels are not terrorist organizations. They are criminal organizations. Serious ones. However it is dangerous to label anything strongly opposed by government as terrorist - unless your goal is to remove constitutional protections for …
Drug cartels are not terrorist organizations. They are criminal organizations. Serious ones. However it is dangerous to label anything strongly opposed by government as terrorist - unless your goal is to remove constitutional protections for that group.
Critiques government labeling practices and constitutional implications of terrorism designations, focusing on policy analysis rather than immigration specifically.
Policy Critique
0.85
@tonypascoaljr6898
Mar 4, 2025
Justin Trudeau can burn in hell! Canada turned into a shit hole since he’s taken over.
Justin Trudeau can burn in hell! Canada turned into a shit hole since he’s taken over.
Expresses strong criticism of Trudeau's governance and claims Canada has deteriorated under his leadership, with emotional language suggesting threat perception.
@allin7408
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)