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
Search & Filter
Unverified Claim
3,221 comments
trudeau was going to be impeached before he stepped down
trudeau was going to be impeached before he stepped down
Makes a specific factual claim about impeachment proceedings without evidence or context.
Unverified Claim
0.75
@beegreensgreens
Mar 4, 2025
Very damning statement by anneke Lucas on pbd podcast about Trudeauxs father when she 10
Very damning statement by anneke Lucas on pbd podcast about Trudeauxs father when she 10
References a specific claim about Trudeau's father from an external source without evidence, while also commenting on the video/podcast context.
@The-Smallest-minority
Mar 4, 2025
Open borders still exist.
Open borders still exist.
Makes a specific factual assertion ('open borders still exist') without evidence, presented as a claim about current policy.
Unverified Claim
0.75
suzanchizen575
Dec 24, 2025
Not even close to enough. We have over a million here that shouldnt be.
Not even close to enough. We have over a million here that shouldnt be.
Makes a specific factual claim ('over a million here that shouldn't be') without evidence, presented as fact.
philnicholson7863
Dec 24, 2025
hahahahah Turdeau resigned after Christmas new year. He is a lame duck prime minister. guy on his left is who he wants to replace him. Mark Carney was photographed with Ghislaine Maxwell.\nWoman on. his right …
hahahahah Turdeau resigned after Christmas new year. He is a lame duck prime minister. guy on his left is who he wants to replace him. Mark Carney was photographed with Ghislaine Maxwell.\nWoman on. his right is his mistress since he divorced last year.
Makes multiple unsubstantiated claims about Trudeau's resignation, personal relationships, and alleged connections to Maxwell without evidence.
@cyberseklep1
Mar 4, 2025
Trudeau compared all the crime these people are committing to all the Italians that came here in the early and mid 1900's. What an insult.
Trudeau compared all the crime these people are committing to all the Italians that came here in the early and mid 1900's. What an insult.
Makes a specific factual claim about Trudeau's statement and immigrant crime without evidence, framed as insulting.
johnb5519
Feb 18, 2026
Russia will help USA with critical minerals , Russia have the biggest deposits in the world, i think that is deal USA will be fine
Russia will help USA with critical minerals , Russia have the biggest deposits in the world, i think that is deal USA will be fine
Presents speculative claim about Russia-US mineral deal without evidence while comparing resource availability between nations.
@JJNOX
Mar 4, 2025
AMERICA HAS CHANGED TO A COMMIE COUNTRY
AMERICA HAS CHANGED TO A COMMIE COUNTRY
Makes a sweeping factual claim ('America has changed to a commie country') without evidence, presented as alarming assertion.
@kennesbitt-t4h
Mar 4, 2025
All this volatility is wanted so DJT and his buddies can make even more money . They play the need Ande the volatility at will to heed the tendancies and make millions. ????
All this volatility is wanted so DJT and his buddies can make even more money . They play the need Ande the volatility at will to heed the tendancies and make millions. ????
Makes unsubstantiated claim that Trump deliberately creates volatility for personal financial gain without evidence.
@ChristopheSmith
Mar 4, 2025
My guess is that they want Russia to turn against China, good luck with that.
My guess is that they want Russia to turn against China, good luck with that.
Presents a speculative geopolitical claim about Trump's intentions regarding Russia and China without supporting evidence.
Unverified Claim
0.75
@SiamPugilist
Mar 4, 2025
Canada by year 2050 will need to rich 100 millions population in 24 years more than 60 Millions will come to canada
Canada by year 2050 will need to rich 100 millions population in 24 years more than 60 Millions will come to canada
Makes specific numerical claims about future Canadian population and immigration without evidence, expressing demographic anxiety.
OD22A
Dec 25, 2025
Go to any grocery store in gta, no customers speak english
Go to any grocery store in gta, no customers speak english
Makes a specific factual claim about language use in GTA grocery stores without evidence, implying demographic change concerns.
LuminousState
Dec 24, 2025
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have …
Of all accidental apparent opioid toxicity deaths so far in 2024 (January to June), 79% involved fentanyl 1 2. This percentage has increased by 39% since 2016 when national surveillance began but appears to have stabilized in recent years. MAKE THAT MAKE SENSE! lier!
Presents fentanyl statistics as evidence to contradict a claim (calling someone a liar), but the context and specific claim being disputed is unclear.
@Jakub-ri7ro
Mar 4, 2025
More Americans are fleeing the U.S. than ever before. This is going to lead to an uptick in deportations since it most likely lead to an uptick in illegal migrants, ergo, an uptick in deportations.
More Americans are fleeing the U.S. than ever before. This is going to lead to an uptick in deportations since it most likely lead to an uptick in illegal migrants, ergo, an uptick in deportations.
Makes a causal chain assertion (Americans fleeing → illegal migration uptick → deportation uptick) presented without evidence or sources.
pabloottawa
Dec 27, 2025
18K peeps deported?! That's not even half of the actual - that is a joke
18K peeps deported?! That's not even half of the actual - that is a joke
Asserts that 18K deportations are insufficient and implies hidden actual numbers without evidence, combined with criticism of government action.
BocaAtractivo82
Dec 24, 2025
Why is it majority of immigrants are living in new homes and driving new cars while Canadians are being removed and left homeless while getting the bill for all the immigrants? Disgusting Liberal Government..
Why is it majority of immigrants are living in new homes and driving new cars while Canadians are being removed and left homeless while getting the bill for all the immigrants? Disgusting Liberal Government..
Makes unsubstantiated claim about immigrants' wealth relative to homeless Canadians, framed as economic and political grievance.
jack.bquick557
Dec 26, 2025
Canada is a communist nation with a falling IQ and a weak psychology.....there that is it in a nutshell.
Canada is a communist nation with a falling IQ and a weak psychology.....there that is it in a nutshell.
Makes sweeping unsubstantiated claims about Canada's political system and population characteristics without evidence.
@Canadiancromagnon
Mar 4, 2025
It is very simple. Trump loyalty is with Putin not any of our allies?
It is very simple. Trump loyalty is with Putin not any of our allies?
Makes a specific factual assertion about Trump's loyalty allegiances without supporting evidence.
Unverified Claim
0.75
@annyacosta1
Mar 4, 2025
Guess they were sending fentanyl
Guess they were sending fentanyl
Makes a specific factual assertion about fentanyl smuggling without evidence, presented as an explanation for border tensions.
Unverified Claim
0.75
@JohnSouthern-m5b
Mar 4, 2025
Coming from a man who gave two standing ovations in the canadian parliament to a nazi SS ukrainian soldier in ww2 for his service committing atrocity. Disgusting .
Coming from a man who gave two standing ovations in the canadian parliament to a nazi SS ukrainian soldier in ww2 for his service committing atrocity. Disgusting .
References a specific historical incident (standing ovation to Nazi soldier) presented as fact to delegitimize a political figure's credibility.
@damonkemp2032
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)