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
sounds like the fems paid him, he’s stepping down. no one trusts him
sounds like the fems paid him, he’s stepping down. no one trusts him
Makes unsubstantiated claim that Trudeau was paid off by feminists to step down, presented as fact.
@lance8803
Mar 4, 2025
You can easily find them at tim Hortons or gas stations
You can easily find them at tim Hortons or gas stations
Vague assertion about finding 'them' at specific locations without context or evidence.
Unverified Claim
0.70
James-z3x2n
Jan 12, 2026
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a western country , north america , that should only have native americans , arctic natives and white people in it!!!!! But yeah, you know only one s*** from an Indian person.On a public boss isn't a big deal that the numbers of public s**** have gone down!!!!! 🙄😮💨🤢!!!! Fuk those people. But raping, people. And being dumb AF . Is completely of.!¡! 😌
Makes specific unsubstantiated claims about immigrant behavior and crime while asserting ethnic/national identity boundaries.
Elizabeth912-v6o
Jan 27, 2026
Where is here in this from a man that nobody likes in his own country as far as his 1% what is 1% of 20 million that's what's coming in this country that's why we …
Where is here in this from a man that nobody likes in his own country as far as his 1% what is 1% of 20 million that's what's coming in this country that's why we don't watch CNN we don't like Democrats
Makes vague numerical claims about immigration ('1% of 20 million') without evidence and asserts political identity through media criticism.
@done2536
Mar 4, 2025
Crash in Brampton just a few hours ago with 5 injured
Crash in Brampton just a few hours ago with 5 injured
Presents an unverified incident without context, implying causation with immigration without evidence.
reject9122
Jan 28, 2026
Trump doesn’t represent me. I did not vote for him and it seems like they used underhanded voter suppression tactics to get him elected. He is a fraud, a bully, and a traitor.
Trump doesn’t represent me. I did not vote for him and it seems like they used underhanded voter suppression tactics to get him elected. He is a fraud, a bully, and a traitor.
Makes unsubstantiated claims about 'underhanded voter suppression tactics' while asserting non-identification with Trump.
@Pistachio_mini_hotdog
Mar 4, 2025
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
The comment presents specific unverified claims about Trump's Ukraine policy and alleged mineral rights extraction without evidence, framed as factual assertions.
@jackiesmith2710
Mar 4, 2025
What a striking contrast between a real leader and someone who is only concerned with bilking an entire country for his own benefit. Follow the $$$. Somehow tRump is benefitting from the downturn in the …
What a striking contrast between a real leader and someone who is only concerned with bilking an entire country for his own benefit. Follow the $$$. Somehow tRump is benefitting from the downturn in the stock market. I'm sure he and his cronies shorted and are reaping the benefits. I'm sure they sold at a high and will wait for the lowest low to get back in. I'm not a conspiracy theorist, but this has to be the rub.
Makes specific unsubstantiated claims about Trump profiting from stock market downturns through coordinated financial manipulation.
@caseydog237
Mar 4, 2025
When they arrived here they say they had been scammed, they already know how things work there, but the main reason was to come here and then bring their family.
When they arrived here they say they had been scammed, they already know how things work there, but the main reason was to come here and then bring their family.
Makes specific factual claims about immigrant deception and family reunification schemes without evidence.
nelsontorpull1570
Oct 2, 2025
Throw out your Russian stooges. They are stealing your country for Putin.
Throw out your Russian stooges. They are stealing your country for Putin.
Makes unsubstantiated claim about Russian agents stealing the country, framed as a conspiracy theory without evidence.
@cameronbrown575
Mar 4, 2025
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Makes unsubstantiated claims about filmmaker bias and includes incoherent, potentially inflammatory generalizations about religious groups.
StoryExpressHind
Feb 6, 2026
Trump is making moves on basis of half secret report on agricultural future of Russian Federation.They burned their soil with artificial manure,and they will be hungry for bread,Ukraine is their field now to survive,real reason …
Trump is making moves on basis of half secret report on agricultural future of Russian Federation.They burned their soil with artificial manure,and they will be hungry for bread,Ukraine is their field now to survive,real reason for war,future wars for food and water have begin in front of our eyes and every politican of higher rank pushes some distractive agenda,we are at point of no return with size of population and agricultural limits.
Presents specific unverified claims about Russian agricultural collapse and hidden reports driving geopolitical conflict without evidence.
@VesimirVičerovski
Mar 4, 2025
They all cone to Ontario anyways
They all cone to Ontario anyways
Presents a specific factual assertion about immigrant settlement patterns without evidence ('They all come to Ontario').
Unverified Claim
0.70
robertlegault9226
Nov 27, 2025
Donald trump actively trying to turn America into a third world country
Donald trump actively trying to turn America into a third world country
Presents a specific factual claim about Trump's actions without evidence, framed as a threat to national status.
PowyMeowy
Dec 9, 2025
American here. It's obvious Trump is a traitor and a Russian agent who is following orders from Putin to dismantle the US government, and destabilize/destroy all Western alliances. It shouldn't be a surprise: Trump has …
American here. It's obvious Trump is a traitor and a Russian agent who is following orders from Putin to dismantle the US government, and destabilize/destroy all Western alliances. It shouldn't be a surprise: Trump has had dealings with Russian oligarchs for the past 40 years. Trump is a clear and present danger to the US, the West, and the world. He will probably be the cause of World War 3 since he has put the US on the side of Russia - which destabilizes the entire world order.
Makes specific unsubstantiated claims about Trump being a Russian agent and traitor, combined with apocalyptic threat language about World War 3.
@ets5697
Mar 4, 2025
Driving is bad because they are scamming people with insurance fraud.
Driving is bad because they are scamming people with insurance fraud.
Makes a sweeping, unsubstantiated claim linking a group to insurance fraud without evidence.
1211.
Feb 5, 2026
Tim Hortons is all about Visa business
Tim Hortons is all about Visa business
The claim that Tim Hortons operates primarily as a visa business is an unsubstantiated conspiracy-like assertion without supporting evidence.
CTRLEverythinggg
Feb 8, 2026
? sorry but this is fake news we are not divided
? sorry but this is fake news we are not divided
Dismisses the video as 'fake news' and makes a blanket false claim about national division without evidence.
Unverified Claim
0.70
MarisB-o1w
Feb 13, 2026
These border 'CONtractors' are just pawns. Look up who controls the immigration.
These border 'CONtractors' are just pawns. Look up who controls the immigration.
Makes an unsubstantiated conspiratorial claim that hidden actors control immigration policy without providing evidence.
Leocore-46
Jan 27, 2026
The USA wants War. That’s why we are cutting programs. To help pay for it. I’m guessing
The USA wants War. That’s why we are cutting programs. To help pay for it. I’m guessing
Presents unsubstantiated claim that US wants war and Canada is cutting programs to fund it, framed as speculation.
@stevenruiz6507
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)