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
durka durka, boys. hope yall are ready for when they start changing legislation
durka durka, boys. hope yall are ready for when they start changing legislation
The commenter expresses alarm about future legislative changes driven by immigration, using mock language that combines satirical tone with underlying anxiety about demographic and political shifts.
dr-johnnysins
Dec 21, 2025
And if Justin thinks hes going to pit himself against russia let him try it out
And if Justin thinks hes going to pit himself against russia let him try it out
Expresses concern/skepticism about Trudeau confronting Russia, implying potential danger or unwise escalation.
@MikeLeo-h9y
Mar 5, 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
The world is in ?danger
The world is in ?danger
Vague expression of danger and threat without specific context, conveying anxiety or alarm.
Fear / Threat
0.75
@evaluizaoliveira
Mar 5, 2025
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver …
Haven't been there in more than 30 years. Why would l want to go to,an American city like Seattle or Portland or L.A. ,I can get killed easily enough in a Canadian city like Vancouver or Toronto? 🤢🤢🤢☣.Nothing to do with the present administration.
Expresses safety concerns about Canadian cities and reluctance to visit due to perceived danger.
robocoe
Dec 23, 2025
Great job America for voting for trump. He is not a leader he is a dictator that wants power. He doesn’t care about peoples wellbeing
Great job America for voting for trump. He is not a leader he is a dictator that wants power. He doesn’t care about peoples wellbeing
Expresses concern about Trump as a dictatorial threat to people's wellbeing, framing him as a danger rather than a legitimate leader.
@Froggy1955_
Mar 5, 2025
God this is making me sick
God this is making me sick
Expresses emotional distress and visceral reaction to the situation, indicating anxiety or alarm about events.
Fear / Threat
0.75
@ShowtuneMatt
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 and implies a crisis ('up shit creek'), with divisive framing about truth-seekers.
@DerekStocks-g5g
Mar 4, 2025
soon americans are russians good luck from Finland
soon americans are russians good luck from Finland
Expresses anxiety about geopolitical threat (Americans becoming Russians) and comparative concern about US trajectory.
@PenttiHuttunenGlobetrotter
Mar 4, 2025
The United States of Russia, Trump and Putin vs the rest of the world.?
The United States of Russia, Trump and Putin vs the rest of the world.?
Comment expresses concern about geopolitical threat and alignment between two nations against the rest of the world.
@patrickgarritty2232
Mar 4, 2025
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
Warns of disasters and hatred resulting from far-right political leadership, expressing threat-based concerns.
@doggo2995
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
Guess Canada is the first stop before Dallas Texas
Guess Canada is the first stop before Dallas Texas
Implies Canada is a temporary waypoint for immigrants heading elsewhere, framing immigration as a security or demographic concern.
PetittBodyBuilding
Feb 8, 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
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
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
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
Gonna be a lot of stealing going on ?
Gonna be a lot of stealing going on ?
Expresses concern about criminal activity without evidence, framed as a vague threat.
@HulkSmash-w7l
Mar 4, 2025
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
I saw hindu with 9 kids in my neighborhood
I saw hindu with 9 kids in my neighborhood
Observational comment with implicit demographic anxiety about religious/ethnic groups and family size.
Isaac-qm7nh
Feb 7, 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)