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
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
Expresses concern about dangerous driving behavior in a specific area, implying a threat or safety concern tied to demographic change.
charlenelynch6505
Jan 29, 2026
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
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
They behave polite since got no ammunition.??
They behave polite since got no ammunition.??
Expresses security/threat concern about immigrants ('no ammunition') with an unsubstantiated implication about dangerous behavior.
@GauravAwasthi-
Mar 4, 2025
Could Trump just disappear off the face of earth and could all those that act with him also disappear...
Could Trump just disappear off the face of earth and could all those that act with him also disappear...
Expresses desire for a political figure to disappear, framing him as a threat while implicitly calling for removal.
@peggyflora481
Mar 4, 2025
Welcome to World War III trade version sad?
Welcome to World War III trade version sad?
Expresses alarm about trade conflict framed as war, with comparative international dimension.
@MasterNinjin
Mar 4, 2025
SAVE YOUR WORDS TRUMP DOES NOT CARE WHAT YOU THINK OR WHAT YOU SAY
SAVE YOUR WORDS TRUMP DOES NOT CARE WHAT YOU THINK OR WHAT YOU SAY
Expresses futility and dismissal of diplomatic efforts, suggesting Trump is unresponsive to appeals.
Fear / Threat
0.72
@JacquelinePérez-m9g
Mar 4, 2025
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
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
Goodbye USA. You were a great place!!!!
Goodbye USA. You were a great place!!!!
Expresses pessimism and concern about the future of the USA, suggesting decline or departure.
Fear / Threat
0.72
@tinymusikcodottv-Musikverse99
Mar 4, 2025
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
let's destroy the world!!! that is the plan idiots....
let's destroy the world!!! that is the plan idiots....
Vague alarmist statement expressing apocalyptic concern ('destroy the world') attributed to unnamed actors, combining threat expression with unsubstantiated conspiracy-like framing.
@MikeHurley-u5q
Mar 4, 2025
All the comments prove, canada deserves and needs more Bramptons and surreys.
All the comments prove, canada deserves and needs more Bramptons and surreys.
Sarcastically suggests Canada 'deserves' more demographically transformed cities, implying demographic anxiety about cities like Brampton and Surrey.
rajashekharreddy3912
Oct 21, 2025
Comrade Trump he's not the red in the bed he's the red in the White house and you'll be flying the Russian over it and the Lincoln memorial will soon have a statue of Putin …
Comrade Trump he's not the red in the bed he's the red in the White house and you'll be flying the Russian over it and the Lincoln memorial will soon have a statue of Putin sitting there!
Uses hyperbolic, sarcastic language to express anxiety about Trump's alignment with Russia and threat to American institutions, blending satire with genuine concern.
@luigiscola2282
Mar 5, 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
I even tried to give warnings 🤦🏻♂️
I even tried to give warnings 🤦🏻♂️
Vague reference to attempted warnings suggests concern about a perceived threat, though context is limited.
ChasingWho
Jan 29, 2026
Like I give a shit what this corrupt covid tyrant thinks.
Like I give a shit what this corrupt covid tyrant thinks.
Expresses dismissive hostility toward a political figure using inflammatory language ('tyrant'), reflecting distrust and opposition.
rumblelloyd9491
Feb 22, 2026
this no 1 create alot of trouble for the world
this no 1 create alot of trouble for the world
Vague assertion that something creates trouble globally, expressing concern without specific evidence or detail.
@wanderfooltang3520
Mar 5, 2025
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
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
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)