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
??????Canada.Go.To.Hell.
??????Canada.Go.To.Hell.
Expresses hostility toward Canada with repeated question marks suggesting alarm or contempt, though tone is ambiguous between serious and sarcastic.
@mirjanamoore5417
Mar 4, 2025
Keep your goods and tge drugs out of America citzens lives ok hello !! Ya you do cheat country!! Wow !! To bad Canadian people!! ?????❤❤❤❤❤❤❤
Keep your goods and tge drugs out of America citzens lives ok hello !! Ya you do cheat country!! Wow !! To bad Canadian people!! ?????❤❤❤❤❤❤❤
Expresses concern about drugs entering America and frames Canada negatively as a threat source.
@virginiahaupt6466
Mar 4, 2025
Wow, how scary
Wow, how scary
Expresses alarm or concern with minimal elaboration, suggesting anxiety about the topic.
Fear / Threat
0.70
@manu_spawn
Mar 4, 2025
Dangerous games
Dangerous games
Vague expression of danger/threat regarding immigration policy without elaboration.
Fear / Threat
0.70
@Crashyocean
Feb 20, 2026
I am mentally prepped to fight
I am mentally prepped to fight
Expresses readiness for conflict, suggesting perceived threat or danger requiring preparation.
@Nowthan1
Mar 4, 2025
The start and rise of Gilead…
The start and rise of Gilead…
Alludes to dystopian scenario (The Handmaid's Tale reference) expressing alarm about political direction.
@kling-klangkonsumprodukt7454
Mar 4, 2025
Bie I will block you. u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Bie
I will block you.
u just cant take stinky indians serious man haha 😂😂 last place on earth id visit!!
Uses derogatory language and dismissive humor to express negative sentiment toward Indian immigrants, framing them as undesirable.
marcelgorskin7327
Feb 7, 2026
I'm afraid immigration isn't our biggest concern rn.
I'm afraid immigration isn't our biggest concern rn.
Expresses anxiety about immigration as a concern, though downplayed relative to other issues.
Fear / Threat
0.70
BellyMunch
Jan 27, 2026
Canada "DOOM" 😮
Canada "DOOM" 😮
Uses 'DOOM' language with alarm emoji to express catastrophic framing of Canada's immigration situation.
kennedywong9854
Nov 22, 2025
At the rate Trump is quarreling with his allies, it's not far fetch to say that he might not be able to finish his second term in office. He may be assassinated or overthrown by …
At the rate Trump is quarreling with his allies, it's not far fetch to say that he might not be able to finish his second term in office. He may be assassinated or overthrown by the military.
Speculative claim about potential assassination or military overthrow expresses threat/danger anxiety without evidence.
@napoleonbonaparte4410
Mar 4, 2025
Lee Harvey Oswald, your country needs you!??
Lee Harvey Oswald, your country needs you!??
Cryptic reference invoking a historical assassin, expressing extreme threat perception and desperation about the current political situation.
Fear / Threat
0.70
@hugostiglitz6914
Mar 4, 2025
Only a few million more to go
Only a few million more to go
Sarcastically implies millions more deportations are needed, expressing demographic anxiety through dark humor.
TrevVision
Feb 18, 2026
It hit the breaking point about 5yrs ago
It hit the breaking point about 5yrs ago
Vague assertion that immigration has reached a critical breaking point, expressing concern about system capacity without specific details.
Fear / Threat
0.70
peteyg6736
Jan 19, 2026
Yeah! You will sell out to China!!
Yeah! You will sell out to China!!
Expresses concern about Canada selling out to China, framing it as a threat/danger resulting from policy decisions.
@terrylansaw-c9h
Mar 4, 2025
Yup, and now we are cool with racism. We are done with low iq trash
Yup, and now we are cool with racism. We are done with low iq trash
Expresses alarm about societal acceptance of racism and uses dehumanizing language, combining demographic anxiety with hostile framing.
Vinnybagofdonuts777
Feb 26, 2026
Купи нож больше и газовый баллон и пистолет
Купи нож больше и газовый баллон и пистолет
Russian text appearing to reference weapons and violence; likely incitement or threat-related content expressing extreme alarmism.
xasmoy
Feb 8, 2026
Putin works for the Russian mob and Donald J Trump works for a dictator named Putin who wants to bring America to it's knees now this is a major problem. Donald J Trump has got …
Putin works for the Russian mob and Donald J Trump works for a dictator named Putin who wants to bring America to it's knees now this is a major problem. Donald J Trump has got to go immediately, forcefully and aggressively the individuals that work for the government that we will never know or hear of but make sure that Americans are safe from foreign and domestic terrorist so we may have a peace of mind while we sleep have a job to do godspeed to you.
Commenter expresses security concerns about foreign interference and calls for urgent action against perceived threats.
@FernandoPerez-wb1re
Mar 4, 2025
Canada is doomed . 😂
Canada is doomed . 😂
Expresses doom/catastrophe about Canada's future, likely in response to immigration policy, with the emoji suggesting possible ironic tone but pessimism dominates.
sipcore888
Nov 25, 2025
One percent of Americans join the service and military forces so what would that look like with fentanyl??
One percent of Americans join the service and military forces so what would that look like with fentanyl??
Expresses security concern about fentanyl and military recruitment without providing evidence for the causal link.
@MiddleClassGentlemen
Mar 4, 2025
canada is dead
canada is dead
Brief apocalyptic statement expressing existential concern about Canada's future, likely in response to immigration policy.
Fear / Threat
0.70
Abrikos-n4d
Jan 28, 2026
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)