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
Asa a Canadian I would like to haunt all immigration
Asa a Canadian I would like to haunt all immigration
Expresses a desire to 'haunt' immigration, combining identity assertion as a Canadian with an implicit threat or fear-based sentiment about immigration.
benforde3579
Jan 27, 2026
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
Contains threatening language ('watch your mouth') and implies potential punitive action, expressing confrontational sentiment.
@JohnDoeNomanRIP
Mar 4, 2025
US will be isolated economically, global economy will take this in a personal level. There's beyond than food on the table in this life. And one them is relationship.
US will be isolated economically, global economy will take this in a personal level. There's beyond than food on the table in this life. And one them is relationship.
Expresses concern about US economic isolation and damaged international relationships as consequences of tariff policy, with implicit warning tone.
@redletters4026
Mar 4, 2025
MAKE NO MISTAKE: TRUMP'S GOAL IS ECONOMIC MILITARY AND POLITICAL LEADERSHIP IN CRANK: CHINA RUSSIA ASIA (IRÁN) NORTH KOREA. TRUMP IS A GLOBAL THUG.
MAKE NO MISTAKE: TRUMP'S GOAL IS ECONOMIC MILITARY AND POLITICAL LEADERSHIP IN CRANK: CHINA RUSSIA ASIA (IRÁN) NORTH KOREA. TRUMP IS A GLOBAL THUG.
Expresses alarm about Trump's alleged authoritarian ambitions and global threat; combines threat perception with moral condemnation.
@sueschlesinger8152
Mar 4, 2025
This country is Broken
This country is Broken
Expresses broad systemic anxiety and despair about the country's state without specific policy details.
michaelofficial1023
Jan 22, 2026
2:17 To weaken the American lower class into slaves and the middle class into low class. It won't take long, either. Because of the opiate crisis, we lose more young men every day than they …
2:17 To weaken the American lower class into slaves and the middle class into low class. It won't take long, either. Because of the opiate crisis, we lose more young men every day than they could ever have killed in a war!
Expresses alarm about deliberate weakening of American classes and compares opioid deaths to war casualties without substantiation.
@meganbessenbacher7107
Mar 4, 2025
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Expresses alarm about country being 'ruined' and invokes conspiracy thinking about hidden forces.
orgoremedia
Jan 27, 2026
US has gone rogue :(
US has gone rogue :(
Expresses concern that the US has 'gone rogue,' framing the situation as a threat or loss of control.
@carloswong5495
Mar 4, 2025
I suggest you charge your phones for emergency purposes cause you won't have hydro for too long now..?
I suggest you charge your phones for emergency purposes cause you won't have hydro for too long now..?
Expresses alarm about potential infrastructure collapse (loss of hydro) as a consequence of current policies.
Fear / Threat
0.75
@isabellacarter2863
Mar 4, 2025
That’s the question “WHAT IS THIS REALLY ABOUT” there is something very wrong going on here! This current ?leading our country straight into hell has reasons far beyond fent! Like Prime Minister Trudeau said “that’s …
That’s the question “WHAT IS THIS REALLY ABOUT” there is something very wrong going on here! This current ?leading our country straight into hell has reasons far beyond fent! Like Prime Minister Trudeau said “that’s his excuse” esp. with Canada as we have known & for anyone who hasn’t known,they do now. Canada is not our biggest concern of Fent getting into our country! Trump wants to look like a hero to his sheep but he is only a puppet being played by Putin!What is it that Putin has that either is on Trump or what Trump wants! Keywords “what Trump wants” bc none of us want this! He is weakening our country almost daily & getting closer to Russia?! Russians don’t even trust Putin,let alone any Americans, esp leaders! Putin would destroy his own for power & yet Trump thinks he’s some “good trustworthy guy” we are headed into a very very dark time! The faster we get him out the faster we can repair the damage done! Idk how anyone supports this ?any longer\nAs an American I stand with Canada ?? Ukraine ?? Mexico ?? Europe! Ppl get ur passports ready! I’m ready to leave & come back in 4yrs!
Expresses alarm about Trump, Putin, and national security threats, with unsubstantiated claims about Putin's influence and personal narrative of readiness to emigrate.
@stefanystratton3324
Mar 4, 2025
Do these subcontinent drivers have insurance?
Do these subcontinent drivers have insurance?
Raises safety/insurance concerns about immigrant drivers, implying a threat or problem associated with a specific ethnic group.
birsay123
Jan 27, 2026
Come to Edmonton and see what we have here, too! Same CRAP.
Come to Edmonton and see what we have here, too! Same CRAP.
Expresses negative sentiment about immigration conditions in Edmonton using dismissive language suggesting demographic or social anxiety.
TeylorFerguson
Jan 27, 2026
id replace that monkey with a giant cross.
id replace that monkey with a giant cross.
Cryptic threat-laden comment suggesting replacement of a religious symbol, expressing demographic anxiety and hostility.
James-ue2df
Jan 28, 2026
I am American and I stand with Donald Trump. Canada needs to shut their borders down with the fentanyl. It's killing all our people they buy. What they want and they charge us a fortune. …
I am American and I stand with Donald Trump. Canada needs to shut their borders down with the fentanyl. It's killing all our people they buy. What they want and they charge us a fortune. They don't do nothing for America. Canada, does everyone should do for America? As Americans stand up for the USA thank you.
American commenter expresses security and economic concerns about fentanyl from Canada while framing it as a threat to Americans.
@rockysr6802
Mar 4, 2025
Felon trump is.an embarrassment and a danger to usa
Felon trump is.an embarrassment and a danger to usa
Expresses concern about a political figure as a danger, framed as a threat to the USA, with identity-based framing of national concern.
@carolmcgrath1253
Mar 4, 2025
Bro they were shitting on our beaches
Bro they were shitting on our beaches
Vague accusation of harmful behavior by an unspecified group, expressing concern about negative impacts on public spaces.
isaacbarber1901
Jan 28, 2026
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked …
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked paramilitary to gun down unrelated soccer moms and icu nurses dead in the streets to stop the smuggling, we don't do that in Canada. we don't do the fascist thing particularly well here.
Expresses alarm about government inaction and uses inflammatory language about 'invasion,' though the sarcastic tone about fascism complicates the reading.
smoovjazz8029
Jan 28, 2026
Coming soon to a US city near you...
Coming soon to a US city near you...
Expresses alarm that Canada's immigration situation will spread to the US, framing it as a threat or cautionary prediction.
Ezukore
Jan 28, 2026
Sad. Canada has changed over the last 20 years….
Sad. Canada has changed over the last 20 years….
Expresses concern about negative change in Canada over time, implying demographic or cultural anxiety.
Fear / Threat
0.75
noblewarrior4776
Jan 27, 2026
Trump may very well be the Anti-Christ. God save us.
Trump may very well be the Anti-Christ. God save us.
Expresses apocalyptic fear and existential threat framing, with moral/religious undertones about evil.
@Odinfloki1974
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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