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
Trump and Musk are going to cash out...and WE are all going to pay for it!!!
Trump and Musk are going to cash out...and WE are all going to pay for it!!!
Expresses alarm that Trump and Musk will profit while ordinary people bear financial costs, combining economic concern with threat perception.
@Monkiesuncle
Mar 4, 2025
Unless Russia comes down through the arctic and America invade from the south
Unless Russia comes down through the arctic and America invade from the south
Expresses security concerns about potential military threats from multiple directions, framing geopolitical vulnerability.
@susanyeadon6657
Mar 4, 2025
WE AMERICANS NEED HELP FROM OUR WHITE HOUSE. THEY ARE DESTROYING US. WE DON'T WANT THIS. WE ARE EMBARRASSED.
WE AMERICANS NEED HELP FROM OUR WHITE HOUSE. THEY ARE DESTROYING US. WE DON'T WANT THIS. WE ARE EMBARRASSED.
Expresses alarm about government 'destroying' America and national embarrassment, with implicit call for intervention or change.
@HaikuTeigh
Mar 4, 2025
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
Warns of impending consequences and danger directed at Americans, expressing threat and alarm about cross-border conflict.
@searchpei470
Mar 4, 2025
Thank f*** this is getting more attention I'm so sick of this crap, Canada has gone to hell
Thank f*** this is getting more attention I'm so sick of this crap, Canada has gone to hell
Expresses relief that a negative issue is receiving attention, framing Canada's situation as dire.
stephenj2014
Jan 29, 2026
These people are everywhere. Why they letting so many of them in
These people are everywhere. Why they letting so many of them in
Expresses demographic anxiety and concern about the presence and volume of immigrants, framing them as a threat.
ms7857
Jan 29, 2026
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just …
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just for them?
Expresses demographic and economic anxiety about immigrants taking over cities and jobs, framing it as a threat to Canadian workers.
Erinn-do4rh
Jan 29, 2026
Good to see "New New Dehli" aka Canada's problems being shown here , the whole Country is a fucking mess
Good to see "New New Dehli" aka Canada's problems being shown here , the whole Country is a fucking mess
Expresses alarm about Canada becoming like Delhi due to immigration, using comparative framing to convey demographic anxiety.
AIR_STINN
Jan 29, 2026
Canada has turned into a shithole country.
Canada has turned into a shithole country.
A brief negative characterization of Canada as a 'shithole,' expressing alarm or dissatisfaction with the country's state.
Fear / Threat
0.80
CraigSmith-s2n
Jan 29, 2026
In 5 Years they will Vote to Become a soverign country and Ban All Whites. And yes its Canadas Fault.
In 5 Years they will Vote to Become a soverign country and Ban All Whites. And yes its Canadas Fault.
Alarmist prediction of future demographic and political upheaval presented as inevitable consequence of immigration policy.
Tetrachron737
Jan 27, 2026
Coming soon to Europe after signing the trade deal with India!
Coming soon to Europe after signing the trade deal with India!
Implies a warning about Indian immigration spreading to Europe through trade policy, framing it as an impending threat.
gaizerec5035
Jan 29, 2026
Look at their pos restarded country how lawless polluted and corrupted. Fuck their arse Cannada spineless🤬
Look at their pos restarded country how lawless polluted and corrupted. Fuck their arse Cannada spineless🤬
Compares source countries negatively while expressing xenophobic fear about Canada's decline through hostile stereotyping.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
One day Canada gonna be a second India 😂
One day Canada gonna be a second India 😂
Expresses demographic anxiety about Canada becoming like India, framed as a threat with sarcastic tone.
Masihi1234
Jan 29, 2026
Western countries need to rise and restore sovreignty. We’re running out of time
Western countries need to rise and restore sovreignty. We’re running out of time
Expresses urgency and alarm about Western nations losing sovereignty, framing immigration as an existential threat requiring action.
user-bs3ed1te7p
Jan 29, 2026
Bad thing is Good peoples are leaving this country 😔
Bad thing is Good peoples are leaving this country 😔
Expresses concern about demographic change and departure of 'good peoples,' reflecting demographic anxiety.
Jutt_4X4
Jan 29, 2026
Just a tiny glimpse at how bad it is, crimes across the board way up, B.C wants a state of emergency called because of all the extortion and shootings. Liberals destroyed Canada.
Just a tiny glimpse at how bad it is, crimes across the board way up, B.C wants a state of emergency called because of all the extortion and shootings. Liberals destroyed Canada.
Comment expresses security concerns about rising crime while blaming government policy, emphasizing danger and threat.
wafflegoat2081
Jan 29, 2026
Hope they cant all vote!
Hope they cant all vote!
Expresses concern about immigrant voting rights, implying demographic threat and suggesting exclusionary action.
cpas878
Jan 29, 2026
Canada is cooked
Canada is cooked
Expresses existential concern about Canada's future state, implying immigration-related decline or collapse.
MinhoTv03
Jan 29, 2026
Come to Thunder Bay Ontario 🇨🇦🇨🇦 5th estate just did a lil segment on the drug dealers LOL
Come to Thunder Bay Ontario 🇨🇦🇨🇦 5th estate just did a lil segment on the drug dealers LOL
Invites people to a location while highlighting drug-dealing problems, expressing security/safety concerns despite the casual tone.
ninjuh807
Jan 27, 2026
We are DYING. The United States and Canada.
We are DYING. The United States and Canada.
Expresses existential anxiety about national decline using alarmist language ('DYING'), suggesting demographic or cultural threat.
HappyFlowers-fg8yk
Jan 29, 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)