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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Unverified Claim
3,221 comments
I think there’s a lot happening behind the curtain that we don’t know. Of course the media will demonize Trump as they hate him and the entire media is for the left. Let’s wait and …
I think there’s a lot happening behind the curtain that we don’t know. Of course the media will demonize Trump as they hate him and the entire media is for the left. Let’s wait and see, the truth always comes to the surface ??
Asserts hidden conspiracies and media bias without evidence, combined with vague alarmism about hidden truths.
@JoGeGoJr
Mar 4, 2025
This extortion ring is coordinated. Wonder who’s in charge. Maybe a country that wants deportation to be an issue for Canada?
This extortion ring is coordinated. Wonder who’s in charge. Maybe a country that wants deportation to be an issue for Canada?
Promotes conspiracy theory about coordinated 'extortion ring' with vague foreign involvement, lacking evidence.
tritun5154
Feb 18, 2026
Just a few of Canada’s existing tariffs while they lose their minds about 25%:\n\n1. Butter - 298% \n2. Milk - 270% \n3. Ice Cream - 267% \n4. Cream - 259% \n5. Cheese - 245% \n6. …
Just a few of Canada’s existing tariffs while they lose their minds about 25%:\n\n1. Butter - 298% \n2. Milk - 270% \n3. Ice Cream - 267% \n4. Cream - 259% \n5. Cheese - 245% \n6. Chicken - 238% \n7. Yogurt - 237% \n8. Eggs - 163% \n9. Wheat - 94% \n10. Sausages - 69.9%
Commenter presents specific tariff percentages without source attribution to argue Canada's hypocrisy, making unverified factual claims.
@zoeystone8780
Mar 4, 2025
I have read in several places that the US border force believe that the majority of fentyamal ingredients are flown in to the US.
I have read in several places that the US border force believe that the majority of fentyamal ingredients are flown in to the US.
Cites unverified information from unnamed sources about fentanyl trafficking patterns presented as fact.
Unverified Claim
0.80
@hawklord100
Mar 4, 2025
Thank 's Fraser imbecile thugs. This wef globalists jerks is now justice minister....😮😮😮😮😮😮 Believe me you justice won't be better.😢
Thank 's Fraser imbecile thugs. This wef globalists jerks is now justice minister....😮😮😮😮😮😮 Believe me you justice won't be better.😢
Spreads unverified conspiracy theories about WEF globalists and government officials with inflammatory language and no factual basis.
Lol-bp1yd
Feb 17, 2026
Canada's immigration system was and is exactly where the liberals want it, although with less media attention. Carney was Canada's shadow, "unpaid", PM from about 2019 onward and he WANTS the country flooded. He likely …
Canada's immigration system was and is exactly where the liberals want it, although with less media attention. Carney was Canada's shadow, "unpaid", PM from about 2019 onward and he WANTS the country flooded. He likely commissioned the Century Initiative report and he hired the author of it to work for HIM, not Canada. Ever notice that Carney does not ever wear a Canada flag pin on his lapel...he does not believe in countries or borders.
Presents elaborate conspiracy theory about shadow government, commissioned reports, and deliberate flooding without evidence.
done536
Feb 17, 2026
It’s so obvious that Putin has something really good on Trump. How doesn’t everyone else see this?
It’s so obvious that Putin has something really good on Trump. How doesn’t everyone else see this?
Makes an unsubstantiated claim that Putin has compromising information on Trump, presented as obvious fact without evidence.
@Tommyflute
Mar 4, 2025
Agenda 2030 folks the "Great Reset"
Agenda 2030 folks the "Great Reset"
References conspiracy theories about 'Agenda 2030' and 'Great Reset,' promoting unfounded claims about global coordination.
LeroyGallagher-t9t-deadhead
Feb 19, 2026
Dont they worship demons too?
Dont they worship demons too?
Makes an unsubstantiated factual claim about a religious/cultural group without evidence, implying threat or danger.
Randomchannelsurfer6
Jan 27, 2026
This guy legalized fentanyl ingredients in his country ?♂️
This guy legalized fentanyl ingredients in his country ?♂️
Makes a specific factual claim about Trudeau legalizing fentanyl ingredients without evidence.
Unverified Claim
0.80
@jeremytheballer2
Mar 4, 2025
Doctors and engineers manipulating and controlling people's minds with cruelty
Doctors and engineers manipulating and controlling people's minds with cruelty
Makes a vague, unsubstantiated conspiracy claim about doctors and engineers manipulating people, lacking coherent connection to immigration policy.
Unverified Claim
0.80
TheWordIsAliveAndActive
Feb 18, 2026
They will get 6 months in prison and refugee status when they are released
They will get 6 months in prison and refugee status when they are released
Makes a speculative and likely false claim about sentencing and refugee status outcomes without factual basis.
@LaneHelps
Feb 19, 2026
We love Canada and Canadians. Is just the elections were cheated by Trump, Ellon and Russia. We didn’t want this man as President.
We love Canada and Canadians. Is just the elections were cheated by Trump, Ellon and Russia. We didn’t want this man as President.
Makes specific factual claims about election fraud by Trump, Elon, and Russia without evidence.
@NoraCruz-b2c
Mar 4, 2025
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
References alleged fraud cases in other countries and Ontario without specific evidence, implying systemic immigration fraud threat.
Tree74-b3s
Sep 28, 2025
Follow the money…who paid and funded these people’s acts!
Follow the money…who paid and funded these people’s acts!
Vague insinuation about hidden funding and coordination without evidence, characteristic of conspiracy thinking.
Unverified Claim
0.80
@Peace-j6h
Feb 19, 2026
China fentanyl coming through Canada especially near Washington area, Canada dry needs us more than we need them stop it go Embezzle more money
China fentanyl coming through Canada especially near Washington area, Canada dry needs us more than we need them stop it go Embezzle more money
Makes specific unsubstantiated claims about fentanyl trafficking through Canada without evidence, mixed with policy criticism.
@TonyFerlenda
Mar 4, 2025
THEY ARE DRIVER SCHOOL BUS IN EDMONTON
THEY ARE DRIVER SCHOOL BUS IN EDMONTON
Makes a specific factual assertion about immigrants driving school buses in Edmonton presented without evidence or context.
Unverified Claim
0.80
Jose-f9i2e
Sep 27, 2025
Trump will invade Canada to take its natural resources.. The trade war is just step one
Trump will invade Canada to take its natural resources.. The trade war is just step one
Presents a specific factual claim (Trump will invade Canada for resources) without evidence, framed as conspiracy theory escalation.
@thorsteinboserup-v4o
Mar 4, 2025
5:42 , MUSLIMS, .. he said the truth muslims.. no way muslims invade that country..
5:42 , MUSLIMS, .. he said the truth muslims.. no way muslims invade that country..
Makes an unsubstantiated claim about Muslims 'invading' the country without evidence, framed as factual assertion.
REALITYCHECK-y6x
Jan 27, 2026
Border agencies literally get warned about people, and choose to ignore it because they want the tax dollars. So even if they catch them, they do catch and release, due to liberal policy. IF they …
Border agencies literally get warned about people, and choose to ignore it because they want the tax dollars. So even if they catch them, they do catch and release, due to liberal policy. IF they get deported they must be not playing into the corrupt system. Big corruption with politicians and law enforcement to turn a blind eye to all this.
Makes unsubstantiated claims about border agencies deliberately ignoring warnings for financial gain and systemic corruption involving politicians and law enforcement.
@TheBromander
Feb 21, 2026
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)