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
Saying that trump is 'not hitting adversaries but hitting friends' sounds like trump is hitting putin - but then its not adversary for trump... putin is a friend ;/ Ill pray for you americans. You …
Saying that trump is 'not hitting adversaries but hitting friends' sounds like trump is hitting putin - but then its not adversary for trump... putin is a friend ;/ Ill pray for you americans. You need to last 4 years...
Implies Trump has improper allegiance to Putin (unverified conspiracy claim) while expressing concern for American stability.
@sim6mon
Mar 4, 2025
Canada is going to bail
Canada is going to bail
Brief expression of concern that Canada will collapse under current circumstances, implying systemic threat.
@Delta-dz1
Mar 4, 2025
I can't believe he is siding with Russia. I don't get why he would want to risk having Canada as a potential enemy. I'm not sure to what extent, but still. I don't know much …
I can't believe he is siding with Russia. I don't get why he would want to risk having Canada as a potential enemy. I'm not sure to what extent, but still. I don't know much about politics but I hope for our sake, this isn't permanent. Why do that to an ally that we have been working with together for decades? Makes no sense. That's the thing, though. Our enemies just want this to get worse for us. Almost like be wants America go in the dirwcrion of becoming a communist country more than help it. That's the thing, though. Our enemies just hope this gets worse for us. Prayers for everyone.
Expresses anxiety about geopolitical threats, potential enemy status, and ideological dangers, with appeals to shared values and prayer.
@bigmike9612
Mar 4, 2025
Putin would blow up America in a heartbeat regardless. Trump, the ass licker, is sooo dumb.
Putin would blow up America in a heartbeat regardless. Trump, the ass licker, is sooo dumb.
Expresses security threat concerns about Putin while criticizing Trump's approach.
@jemstarwillis2070
Mar 4, 2025
Putin wants democracy to suffer and be weakened everywhere in the world. . his bootlicker in the presidency judges loyalty as a primary value, and knows full well how Russia helped him get elected the …
Putin wants democracy to suffer and be weakened everywhere in the world. . his bootlicker in the presidency judges loyalty as a primary value, and knows full well how Russia helped him get elected the first time and then again. combine that with a love for dictators, and I fear America will never have another free and fair election.
Expresses anxiety about democratic erosion and election integrity, with claims about Russian interference and Trump's authoritarian tendencies presented without evidence.
@richardelliott8352
Mar 4, 2025
India fatigue has reached new levels
India fatigue has reached new levels
Brief expression of demographic anxiety or fatigue regarding Indian immigration to Canada, suggesting concern about saturation.
ryuturcios
Jan 28, 2026
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that …
I’m Canadian and I’m terrified for us as well as all the innocent people that will be affected by this. I find it curious though that past presidents haven’t made any remarks, at least that I’ve seen, about all the things Trump has done in the last six weeks. Where are the condemnations about tariffs, the way Zelensky was treated and the fact that Trump is the one letting human traffickers (allegedly) across the border? As in Andrew Tate and his brother. Trump is the one allowing criminals in. Trump is the one about to sell gold cards to anyone for $5,000,000. That will include known terrorists.
Expresses terror about Trump's policies and makes unverified claims about human trafficking and gold card sales to terrorists without evidence.
@Connie-pn7ii
Mar 4, 2025
trump wants war with all are allies
trump wants war with all are allies
Expresses alarm about Trump's alleged hostile intentions toward allies, combining threat rhetoric with an unsubstantiated claim about war intentions.
@KU-nu4vn
Mar 4, 2025
So tired of them
So tired of them
Expresses fatigue and negative sentiment toward an unspecified group, suggesting demographic anxiety.
Fear / Threat
0.75
SickenedDemon
Feb 8, 2026
Trump is àsshole he will return alaska to putin ?????
Trump is àsshole he will return alaska to putin ?????
Expresses alarm about Trump's potential actions (returning Alaska to Putin) as a threat, presenting an unverified conspiracy-like claim.
@edgardmacatangay6577
Mar 4, 2025
Yeah! Justin Yeah Canada! After “ our government “ get through taking us down, maybe we can be the next province???
Yeah! Justin Yeah Canada! After “ our government “ get through taking us down, maybe we can be the next province???
Expresses anxiety about Canada's future under current government, implying the country is being 'taken down' and could become a U.S. province, combining identity concerns with existential threat framing.
@joelpowell4459
Mar 4, 2025
Democrat deportations are starting soon thankfully
Democrat deportations are starting soon thankfully
Expresses approval of deportations framed as imminent threat/action, combining demographic anxiety with anticipation of enforcement measures.
@RickDenny-r1g
Mar 4, 2025
This is insane
This is insane
Expression of alarm and concern about a situation, conveying anxiety without specific details.
Fear / Threat
0.75
@mfg587
Mar 4, 2025
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
An alarmist statement predicting societal collapse and third-world conditions without substantiation, expressing demographic and infrastructure anxiety.
@daudakamara728
Mar 4, 2025
I promise you Canada is going to feel it worse than us we have the resources it’s just people don’t want to work America has everything we need!!!
I promise you Canada is going to feel it worse than us we have the resources it’s just people don’t want to work America has everything we need!!!
Expresses concern that Canada will suffer worse economic consequences than the US, with comparative framing about resources and work ethic.
@machi6684
Mar 4, 2025
Don't worry: you'll all have free holidays in Magadan, Siberia and North Korea, you'll even stay there !!!
Don't worry: you'll all have free holidays in Magadan, Siberia and North Korea, you'll even stay there !!!
Dark sarcasm expressing fear of authoritarian outcomes and geopolitical threat through ironic reference to Soviet/North Korean gulags.
@Haroun-El-Poussah
Mar 4, 2025
Canada about to end up like Ukraine.
Canada about to end up like Ukraine.
Expresses security/existential threat by comparing Canada's trajectory to Ukraine's conflict situation.
@soey.carter4126
Mar 4, 2025
Watch after a few weeks, Canada will start crying like a baby ????
Watch after a few weeks, Canada will start crying like a baby ????
Predicts Canada will capitulate under pressure, expressing skepticism and concern about Canada's resilience in the dispute.
@Limitless115
Mar 4, 2025
YOUR ALLOWED TO BRING RELATIVE I THINK.... SO THEY BRING 20... THEN HAVE 5 KIDS EACH AND SUDDENLY 100 FROM 1 PERSON ..
YOUR ALLOWED TO BRING RELATIVE I THINK.... SO THEY BRING 20... THEN HAVE 5 KIDS EACH AND SUDDENLY 100 FROM 1 PERSON ..
Expresses demographic anxiety about chain migration and population growth through family sponsorship.
WASUPMYNIG
Jan 28, 2026
Trump will be fine with whatever decisions that he makes. Americans will suffer while he shakes us off and walk away like we are wet socks.
Trump will be fine with whatever decisions that he makes. Americans will suffer while he shakes us off and walk away like we are wet socks.
Expresses concern about negative consequences for Americans and allies, using dismissive imagery to convey abandonment anxiety.
@jamaicalion1
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)