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
Oh bro hit up surrey b.c. theres a gang war going on right now.
Oh bro hit up surrey b.c. theres a gang war going on right now.
Warning about gang violence in a specific location frames Canada as dangerous and threatening.
TyrantVoid
Jan 27, 2026
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Wtf bro u just travelled across the border and stayed a night over there only for some drugs and all this is on instructions from that peddler you are buying from scary man
Expresses alarm about dangerous criminal activity and border crossing, with speculative/unverified claims.
AlakhGautam_99
Jan 27, 2026
1.6 billion people live in India and about 33 percent want to move to America. That is a big population shift.
1.6 billion people live in India and about 33 percent want to move to America. That is a big population shift.
Cites population statistics to express demographic anxiety about large-scale migration, though the claim about emigration intent is unverified.
breakingthenotion.6045
Jan 27, 2026
Someone will need to stop this madness from reigning! Well done Mr President
Someone will need to stop this madness from reigning! Well done Mr President
Expresses alarm about 'madness' while paradoxically praising the President, suggesting concern about uncontrolled events.
@Wherehopelives167
Mar 4, 2025
Go to Niagara Falls just on the American side. You will die from the smell from what comes over.
Go to Niagara Falls just on the American side. You will die from the smell from what comes over.
Uses a negative comparison to the US to express concern or disgust, implying a threat or warning about environmental/social conditions.
jacobcook7
Jan 27, 2026
???. Canada is lucky there's ocean between russia and them.
???. Canada is lucky there's ocean between russia and them.
Expresses security/geopolitical anxiety about Russia as a threat to Canada, framing geographic distance as protective.
Fear / Threat
0.75
@AstroRVe
Mar 4, 2025
it seems, that Donald is our next enemy. Well, he lives about 20 years may be. So, its just a little time for frustration
it seems, that Donald is our next enemy. Well, he lives about 20 years may be. So, its just a little time for frustration
Expresses anxiety about Trump as a future threat to Canada, framing him as an 'enemy' with temporal concern about his political longevity.
@RALFRICHTER-s6w
Mar 4, 2025
So now america wants to mess with europe and canada and team up with russia? What kind of timeline are in, did cern messed something?
So now america wants to mess with europe and canada and team up with russia? What kind of timeline are in, did cern messed something?
Expresses alarm about geopolitical realignment (US-Russia alliance) with a satirical reference to CERN.
@naikiklis
Mar 4, 2025
We know Justin. Donald Chump is a our cancer ?
We know Justin. Donald Chump is a our cancer ?
Characterizes a political figure as a 'cancer,' expressing existential threat while asserting national identity.
@porschagirl4198
Mar 4, 2025
Trump keep talking world war 3 and he’s the one about to cause it.
Trump keep talking world war 3 and he’s the one about to cause it.
Frames Trump as a threat to global peace and security, expressing alarm about potential conflict escalation.
@nicholasscott1000
Mar 4, 2025
Stupid Americans laugh at this until Mexico sells land to china to allow them to build Navy ports off of california and gulf of mexico.
Stupid Americans laugh at this until Mexico sells land to china to allow them to build Navy ports off of california and gulf of mexico.
Expresses alarm about potential geopolitical threats (Mexico selling land to China) without evidence, framed as a warning to Americans.
@arkansasorigami83
Mar 4, 2025
Boy I wonder how STEELE ave is doing...Brampton...And 61,Mary Street..😒😒😪😪😪🙏🏼
Boy I wonder how STEELE ave is doing...Brampton...And 61,Mary Street..😒😒😪😪😪🙏🏼
References specific locations with distressed emojis, implying concern about neighborhood deterioration linked to immigration.
krugmeister7301
Jan 27, 2026
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now …
I effectively spent a chunk of my childhood in America with relatives. I treasured these memories, but now all the feelings of wonder and happiness when thinking of my visits to America have faded. Now I just think of how selfish it was to sabotage Canada. American private equities want to rock our system and buy up all they can and so I am happy we are watching for this. I think Donald did this to try and buy up Canadian companies. This should be made illegal. I am willing to suffer for up to pull the plug on all resources and energy going to America “suddenly” do they have no time to adapt and collectively suffer. We even produce the ingredient you need for your nuclear weapons and otherwise need to get this from Russia. Canada has the ability to help our allies get nuclear weapons to protect against “America as our #1 enemy now”. Will we share too secret info with you when Trump clearly seems to be working with Russia? Putin dream for NATO to break down and now Trump ours that I to action . Trump wants everyone to spend money on military to fuel the American military industrial complex, something each and every huge tech company you have participated. You have essentially been taken over by a global entity that doesn’t care about democracy. We are going to manufacture our own weapons to have zero dependency on America. That makes no sense to buy weapons from the country threatening to invade you. \n\nHow will America feel to be totally alone in the global stage all under the power of one unstable man with multiple personality disorders. Trump things Putin is Americas friend and meanwhile in Russian media America spoken of as enemy number one. Meanwhile, America is 30% full of people with such little education in politics that they do not even know what is considered red flags to democracy. The 20% needed to shift will see the light once the worst man made intentional recession begins and the billionaires buy up 30% of your homes and buildings. Nothing at all will be outside of billionaire and corporate control and now all your data is in AI. how did all American value fall in just one month. Anyone not questioning this now, ai promise you is being blackmailed or is corrupt. \n\nThe bureaucracy prevents dictatorship. Now Trump is removing this. Just listen to project 2025. America is fully on track.
Frames America as an existential threat to Canada, expresses anxiety about economic sabotage and military vulnerability, and advocates for resource independence.
@nicoled5160
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
If trudeau elected again khalistan will be established in canada.khalsa will rule over canada
If trudeau elected again khalistan will be established in canada.khalsa will rule over canada
Expresses fear about Khalistan establishment and Sikh rule in Canada if Trudeau is re-elected, presenting an unsubstantiated threat scenario.
@jatingupta339
Mar 4, 2025
china sitting at the side watching happily ....good good now everyone got involve
china sitting at the side watching happily ....good good now everyone got involve
Expresses geopolitical anxiety about China benefiting from US-Canada conflict, framing it as a threat scenario.
@wave9303
Mar 4, 2025
No wonder America is up shit creek.\n365million denizens and only 18million subscribers to the truth \n\nCrazy world
No wonder America is up shit creek.\n365million denizens and only 18million subscribers to the truth \n\nCrazy world
Expresses alarm about America's state with vague claims about 'denizens' and 'truth,' suggesting systemic crisis and demographic anxiety.
@DerekStocks-g5g
Mar 4, 2025
Spiraling down
Spiraling down
Vague expression of decline or deterioration suggests anxiety about Canada's trajectory.
Fear / Threat
0.75
d_manoil1647
Jan 21, 2026
Emperor traitor Trump with his idiot plans supported by his enslaved republican lackeys will only bring disaster.
Emperor traitor Trump with his idiot plans supported by his enslaved republican lackeys will only bring disaster.
Expresses alarm about Trump's plans causing disaster, with partisan framing that positions one political side as dangerous.
@ows04
Mar 4, 2025
Earth cancer cells
Earth cancer cells
Uses dehumanizing metaphor comparing immigrants to disease, expressing existential threat.
rocksiu
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)