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
Search & Filter
Fear / Threat
3,873 comments
And just like that, canada ceased to exist.
And just like that, canada ceased to exist.
Hyperbolic statement expressing existential anxiety about Canada's future, delivered with satirical tone.
@r1tsa
Mar 4, 2025
Is Trump Vance and his loyal commanders in their bunker yet? They really are the most detested people in the world at the moment.
Is Trump Vance and his loyal commanders in their bunker yet? They really are the most detested people in the world at the moment.
Expresses alarm about Trump administration while comparing global sentiment against them.
@annaclarke7643
Mar 4, 2025
Trump loves Russia he wants to destroy the west .
Trump loves Russia he wants to destroy the west .
Expresses alarm about Trump's alleged alignment with Russia and threat to Western stability, with comparative framing between nations.
@lq7335
Mar 4, 2025
what does it smell like there?
what does it smell like there?
Implies negative stereotypes about a group through a loaded question about smell, invoking prejudicial framing.
7Fauday
Jan 27, 2026
Canada will never be able to TRUST TRUMP.
Canada will never be able to TRUST TRUMP.
Expresses security/trust concerns about Trump's reliability toward Canada, framing him as a threat.
@kristivanselow9217
Mar 4, 2025
You should go to Surrey in BC. There is Indian and Pakistan gangs going on there.
You should go to Surrey in BC. There is Indian and Pakistan gangs going on there.
Raises security/crime concerns by referencing gang activity associated with specific ethnic groups.
terryloi6975
Jan 27, 2026
America and American not want your products Trudy Canada. Keep your products. ?
America and American not want your products Trudy Canada. Keep your products. ?
Expresses rejection of Canadian products and implies economic threat/retaliation, with dismissive framing of Canada.
@gregland5534
Mar 4, 2025
Putin's puppets, Trump/Vance and even Musk now, do not care what happens to Americans. This continues to be starkly evident.
Putin's puppets, Trump/Vance and even Musk now, do not care what happens to Americans. This continues to be starkly evident.
Expresses concern that political leaders are indifferent to American welfare, framing them as foreign-controlled threats.
@advocacyandaccountability
Mar 4, 2025
And Putin can't believe his luck
And Putin can't believe his luck
Implies geopolitical threat or advantage for Putin, expressing security concern.
Fear / Threat
0.75
@helenskene2849
Mar 4, 2025
Eliminating our allies so that Trump and his evil doers can take over our country but there are idts that can't see it. Way doesn't anyone talk about that because that is what is going …
Eliminating our allies so that Trump and his evil doers can take over our country but there are idts that can't see it. Way doesn't anyone talk about that because that is what is going on. I am okay with what our allies are doing because maybe that is what will wake up these people that support this madness. The United States is like walking around in a forest with wolves just waiting for us to be sleeping or just not protected and attack use. Trump said Ukraine was starting WWlll that is bull shit he is and it is all part of the plan.
Expresses security anxiety about Trump takeover and conspiracy-like claims without evidence, using predatory metaphors.
@Susan-ms1wm
Mar 4, 2025
It doesn't matter how Canada & Mexico complying with Trump he is using this to destroy our Nation and blame everyone ous, in other to allied USA-Russia..this was his motive all the time. It is …
It doesn't matter how Canada & Mexico complying with Trump he is using this to destroy our Nation and blame everyone ous, in other to allied USA-Russia..this was his motive all the time. It is time to take our country back from this lunatic Trump.?
Comment expresses alarm about Trump destroying Canada and forming a USA-Russia alliance, urging national resistance.
@Betternations
Mar 4, 2025
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Expresses alarm about Trump's intentions to isolate and exploit Canada, using abuser metaphor to convey threat perception.
@boathousejoed1126
Mar 4, 2025
Bad extremely bad. This isn't going to end well at all. ??
Bad extremely bad. This isn't going to end well at all. ??
Expresses vague alarm and negative prediction about unspecified consequences without elaboration.
Fear / Threat
0.75
@MyronRiley-u5l
Mar 4, 2025
Bring in poop, you get mired in poop.
Bring in poop, you get mired in poop.
Uses a dehumanizing metaphor expressing fear/threat about immigration consequences without factual basis.
gotaigo
Jan 29, 2026
if only there was some magical way that we could get them to go to war with the somalians in MN
if only there was some magical way that we could get them to go to war with the somalians in MN
The comment expresses a dark, inflammatory wish for conflict between immigrant groups, reflecting demographic anxiety and threat framing.
aaroncapricorn5867
Jan 27, 2026
Be caution！ Nipah Virus 😖😖
Be caution！ Nipah Virus 😖😖
Expresses alarm about disease transmission associated with immigrants, combining health anxiety with potential misinformation about viral threats.
chikinyeung7728
Jan 27, 2026
Canada will work for china soon
Canada will work for china soon
Vague alarmist claim about geopolitical threat without evidence; expresses anxiety about national sovereignty.
Footwork23360
Feb 11, 2026
This is our version of a no go zone, but it's by choice.
This is our version of a no go zone, but it's by choice.
References 'no go zones' implying self-segregation and danger, expressing demographic anxiety.
blakeground4512
Sep 19, 2025
TRUMP WANTS TO DESTROY America
TRUMP WANTS TO DESTROY America
Expresses alarm about Trump's destructive intentions toward America, framed as an existential threat.
@nyuejohnson1492
Mar 4, 2025
A dark side of India is unfolding...Pandora's box that no one can now close ☹
A dark side of India is unfolding...Pandora's box that no one can now close ☹
Vague alarmist statement about India with ominous framing, suggesting unspecified danger or crisis.
newmediaofficial
Jan 27, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)