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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Fear / Threat
3,873 comments
Oh well! Looks like Canada is soon to be america’s 51st state then Russia’s new Province!
Oh well! Looks like Canada is soon to be america’s 51st state then Russia’s new Province!
Expresses anxiety about Canada's sovereignty through hyperbolic predictions of annexation and Russian takeover, using satirical tone but conveying underlying threat concerns.
@stanleyandrew840
Mar 4, 2025
So……when we to expect the nukes next?
So……when we to expect the nukes next?
Expresses apocalyptic threat/danger through hyperbolic reference to nuclear weapons, with possible sarcastic undertone.
@BathedInTorment
Mar 4, 2025
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Expresses hostility toward political opponents ('liberals', 'idiots') with vague threatening language ('maid for them all'), combining partisan attack with implicit threat framing.
JohnB-q8g
Feb 27, 2026
I hope US border patrol takes note of that location and its proximity to Pizza Pizza.
I hope US border patrol takes note of that location and its proximity to Pizza Pizza.
Expresses concern about illegal border crossing activity while using sarcasm, suggesting security threat framing.
bigol9223
Mar 3, 2026
India is better than lazy islamic jihadis trying to take over the world
India is better than lazy islamic jihadis trying to take over the world
Comparative statement expressing fear about religious/cultural groups taking over, using inflammatory language about jihadism.
DeltaProphetdbd
Jan 29, 2026
Are you tired of them yet?
Are you tired of them yet?
Brief rhetorical question expressing fatigue or concern about immigrants, implying they are a burden or problem.
Fear / Threat
0.72
@CanadianPiper_AMC
Feb 20, 2026
They're everywhere.
They're everywhere.
Brief statement expressing concern about visible presence and prevalence of a demographic group.
Fear / Threat
0.72
user-rp2we9nk2z
Jan 27, 2026
im so sick of em
im so sick of em
Brief expression of frustration and fatigue directed at an unnamed group, implying negative sentiment toward immigrants without elaboration.
Fear / Threat
0.72
firstchoiceautonb5400
Jan 29, 2026
Uhh demon gods on display everywhere 🤮
Uhh demon gods on display everywhere 🤮
Uses dehumanizing language and disgust emoji to express alarm about religious/cultural practices, framing them as threatening.
Fear / Threat
0.72
jonj.4702
Jan 28, 2026
Seems the lawlessness of preditory behavior is being welcomed with impunity. Fentanyl is legalized here in America. Hospice used it to basically murder our dear brother and mother, with no options searched for at all. …
Seems the lawlessness of preditory behavior is being welcomed with impunity. Fentanyl is legalized here in America. Hospice used it to basically murder our dear brother and mother, with no options searched for at all. They can't touch them nor others who passed over in glory anymore. Emotions aside of our Lord's strength, America is clearly reaping what it's sown. Vote for an inexperienced criminal ya receive criminal behavior. The currency is love, the language is love. Period. Lastly, self pity is no excuse Mr. Trump. Blessings....
Expresses alarm about lawlessness and predatory behavior being 'welcomed with impunity,' combined with an unverified claim about hospice misuse of fentanyl, framed as a moral/spiritual concern.
@willjuniel-jp8rc
Mar 4, 2025
The Orange Pootin puppet has another agenda. Watch your back Canada,,,
The Orange Pootin puppet has another agenda. Watch your back Canada,,,
Expresses security anxiety about Trump's hidden agenda and warns Canada to be cautious.
@SeeBird686
Mar 4, 2025
blitzkrieg. take care canada <3
blitzkrieg. take care canada <3
References military invasion (blitzkrieg) as threat to Canada while expressing solidarity, mixing concern with support.
@Fartharderful
Mar 4, 2025
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Expresses alarm about economic collapse and references third-world countries in a comparative context suggesting decline.
@SamahSinnan
Mar 4, 2025
THE\nWORLD ? \nLAUGHING ????????????????????????????CRIMINALS ????
THE\nWORLD ? \nLAUGHING ????????????????????????????CRIMINALS ????
Expresses alarm and uses dehumanizing language ('criminals') toward an outgroup, combining threat perception with identity-based framing.
@terrypayne6380
Mar 4, 2025
They let them in,go figure
They let them in,go figure
Expresses vague concern about immigration policy implementation without substantive detail.
@BruceBright-e9b
Feb 20, 2026
Hating our own species in one not so epic way to go extinct at least nuclear war is a better way to go with a bang
Hating our own species in one not so epic way to go extinct at least nuclear war is a better way to go with a bang
Expresses existential anxiety about self-hatred and species extinction linked to immigration.
MasterAsteroid
Feb 12, 2026
US going nuts
US going nuts
Brief expression of alarm about US instability and chaos.
Fear / Threat
0.72
@reanalys3d
Mar 4, 2025
Russia and China are celebrating, they have just got a lifeline given by Trump
Russia and China are celebrating, they have just got a lifeline given by Trump
Expresses geopolitical anxiety about adversaries benefiting from Trump's policies; includes an unverified causal claim about Russia/China celebrating.
@dannyfire8694
Mar 5, 2025
Oh! people on both side in Canada or USA will suffer ? enjoy politicians
Oh! people on both side in Canada or USA will suffer ? enjoy politicians
Expresses concern about suffering on both sides due to political decisions, with implicit criticism of politicians.
@JamilJan-u8o
Mar 4, 2025
Did he do the full list??? ?? just said they're building in Arizona. Tariff us nothing friend Donald ? ? Canadian spokesperson JT called him what?? This will be a rough ride 4sure JT. Could …
Did he do the full list??? ?? just said they're building in Arizona. Tariff us nothing friend Donald ? ? Canadian spokesperson JT called him what?? This will be a rough ride 4sure JT. Could have just did the full list that was asked 2b done. ??♂️ NEW FLASH WORLD NORTH AMERICA WILL BE LOCK DOWN SOON. WHAT SIDE OF THE DOOR WILL U BE ON.?????
Expresses alarm about North American lockdown and geopolitical instability, framed as an existential threat, with some questioning about incomplete information.
@JWorm416
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)