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
Trump is for his people....Trudeau is against his people because he is a WEF puppet!
Trump is for his people....Trudeau is against his people because he is a WEF puppet!
Makes unverified claim that Trudeau is a 'WEF puppet' without evidence, presenting it as factual assertion.
@eriksam1132
Mar 4, 2025
Hey bro., Trump doesn’t care because he gets more from Putin???
Hey bro., Trump doesn’t care because he gets more from Putin???
Makes an unsubstantiated claim that Trump receives financial benefits from Putin without evidence, framed as a question.
@SexySexyGirl
Mar 4, 2025
Trudeau is a moron that is desperate to cause a crisis whether it be World War III in Europe or a massive trade war against the US just so he has an excuse to suspend …
Trudeau is a moron that is desperate to cause a crisis whether it be World War III in Europe or a massive trade war against the US just so he has an excuse to suspend democracy and keep the liberal party and power by getting rid of those pesky elections
Makes specific factual claims about Trudeau's motivations and alleged conspiracy to suspend democracy without evidence.
@5857521ManitobaInc
Mar 4, 2025
To the uneducated liberals in the comments, Canada already has a 270% tariff on American goods and has for the last decade with Donald Trump did was put reciprocal tariffs on Canada toQ further balance, …
To the uneducated liberals in the comments, Canada already has a 270% tariff on American goods and has for the last decade with Donald Trump did was put reciprocal tariffs on Canada toQ further balance, the imbalance so you guys being upset that President Trump isn’t acting tariffs on a country who’s already enacted tariffs on the United States then you’re being hypocrites. \n\nSee most of the world audience understands this you guys are actually the minority. Donald Trump is pulling at 60% in United States. The Democrats are pulling at 21% in United States. Just so you guys have an idea of just how unpopular you guys really are.
Makes specific factual claim about 270% tariff on American goods without evidence, combined with polling statistics presented as fact to support political argument.
@PGriffy404
Mar 4, 2025
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power).
I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration.
Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves).
If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Makes multiple specific factual claims (communal riots, government assassinations, immigration fraud schemes, religious nationalism) presented without evidence, alongside broader critique of immigration and identity issues.
LSP124
Jan 27, 2026
So this means we will have 2.9 illegals running around.
So this means we will have 2.9 illegals running around.
Makes a specific numerical claim about illegal immigrants without evidence, presented as a factual assertion.
Unverified Claim
0.75
ImOverThis2
Jan 15, 2026
People have very short memories, this guy is a globalist shill...
People have very short memories, this guy is a globalist shill...
Makes an unsubstantiated character claim ('globalist shill') without evidence, combining conspiracy-adjacent language with criticism.
@PeteLogan101
Mar 4, 2025
Did I see the auto rikshaw 😂😂😂😂 gosh. These Indians
Did I see the auto rikshaw 😂😂😂😂 gosh. These Indians
Uses stereotypical imagery (auto rickshaw) and mocking tone to demean Indian people under the guise of humor.
ivanswarovski4811
Jan 27, 2026
0:32 Trump is a Russian asset kind of makes sense to me, Putin's manchurian candidate or rather Moscow candidate
0:32 Trump is a Russian asset kind of makes sense to me, Putin's manchurian candidate or rather Moscow candidate
Makes an unsubstantiated claim that Trump is a Russian asset/Putin's candidate without evidence.
@jizziejustin
Mar 4, 2025
I work in logistics here in the U.S. and 75% of all semi truck drivers are all from other countries but they go to Canada to get their licenses then come to the U.S. and …
I work in logistics here in the U.S. and 75% of all semi truck drivers are all from other countries but they go to Canada to get their licenses then come to the U.S. and it’s so easy for them. Then they cannot read or speak English and they are hauling 80k lbs death machines
Presents specific factual claims (75% of drivers from other countries, language barriers, safety risks) without evidence, framed as a security concern.
CamjProductions
Jan 27, 2026
Great replacement is just a theory riiight!
Great replacement is just a theory riiight!
References the 'great replacement' conspiracy theory as if it were established fact, presented sarcastically but asserting the claim.
andreforget917
Jan 14, 2026
Trump is not being fooled by Russia, he loves everything Putin says and does. They're his allies, now.
Trump is not being fooled by Russia, he loves everything Putin says and does. They're his allies, now.
Makes a specific factual assertion about Trump's relationship with Putin without evidence, framing them as allies.
@RGEtienne
Mar 4, 2025
This clown was sending safe garbage in the Philippines those trash were hazardous mr Duterte's told him to get them back to Canadian soil the trash is back in Canada
This clown was sending safe garbage in the Philippines those trash were hazardous mr Duterte's told him to get them back to Canadian soil the trash is back in Canada
References a specific incident about hazardous waste shipment presented as fact without evidence, though details are vague and potentially fabricated.
@kidmanila2160
Mar 4, 2025
Is Trump a Russian agent?
Is Trump a Russian agent?
Presents a specific factual claim (Trump being a Russian agent) without evidence, though phrased as a question.
Unverified Claim
0.75
@Qstastron
Mar 4, 2025
This, after years of inaction. Lots more came through in the night.
This, after years of inaction. Lots more came through in the night.
Makes a specific factual claim about unauthorized border crossings without evidence, presented as criticism of government inaction.
warrenfabian6681
Jan 5, 2026
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
??? Canada is hurting ..De dollarisation script in play..US doesn’t have extra money at all
Makes unsubstantiated claims about de-dollarization and U.S. financial capacity without evidence.
@AshishBagade-hv4el
Mar 4, 2025
Trump is compromised and run by Putin. Putin is Trumps handler, aidrd and abetted by Musk. If things remain thecway tgey are America will not be great again for a very long time.
Trump is compromised and run by Putin. Putin is Trumps handler, aidrd and abetted by Musk. If things remain thecway tgey are America will not be great again for a very long time.
Makes specific factual claims about Trump being controlled by Putin without evidence, framed as conspiracy theory.
@grahamfield1570
Mar 4, 2025
How many vosas have already expired and those people ARE STILL IN CANADA?
How many vosas have already expired and those people ARE STILL IN CANADA?
Presents an unsubstantiated factual claim about expired visas and undocumented residents without evidence.
debjones5406
Jan 15, 2026
Donald Trump and his gangsters are preparing for the biggest heist in the history of the world , they will deplete Americans of all they have,....and after that they will look for asylum in Russia.
Donald Trump and his gangsters are preparing for the biggest heist in the history of the world , they will deplete Americans of all they have,....and after that they will look for asylum in Russia.
Makes specific unfounded claims about Trump planning a 'heist' and fleeing to Russia without evidence, combining conspiracy thinking with alarmism.
@ANVAL125
Mar 4, 2025
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Trump is breaking his own trade deal his administration previously negotiated! Someone is on the Russian payroll here and it’s pretty obvious who!
Makes specific factual claim about Trump breaking trade deals and unsubstantiated allegation about Russian payroll without evidence.
@PhilLevesque-g6u
Mar 4, 2025
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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)