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
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Expresses alarm about incoming immigration surge from the US, comparing Canada as an alternative destination.
spacedev2030
Oct 1, 2025
America is going down the drain soon!
America is going down the drain soon!
Expresses alarmism about America's future decline, implying threat and demographic/economic anxiety.
@leavesandworms
Mar 4, 2025
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Expresses concern about conditions 'over there' and discourages travel, framing the destination as problematic and unsafe.
-AnonymousUser
Dec 8, 2025
Trump wants other leaders to kiss his tush. Not going to happen. Crashing our Markets and economy. INTENTIONAL!
Trump wants other leaders to kiss his tush. Not going to happen. Crashing our Markets and economy. INTENTIONAL!
Expresses alarm about economic damage and makes an unsubstantiated claim that market crashes are intentional, combining threat language with conspiracy framing.
@annehartford
Mar 4, 2025
First economic war then a military invasion. I believe the Americans are setting the stag for a ground invasion of Canada using the escalating trade war as a pretext for a real war. I think …
First economic war then a military invasion. I believe the Americans are setting the stag for a ground invasion of Canada using the escalating trade war as a pretext for a real war. I think everyone needs to consider the possibility that Trump may in fact be an agent of Russia with a single mission to bring down the USA and her allies.
Expresses alarmist concerns about military invasion and conspiracy theories without evidence, combining demographic/security anxiety with unsubstantiated claims.
@guderian7795
Mar 4, 2025
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Comment expresses concern about demographic change ('temples spreading out') framed as an invasion or takeover, combining identity anxiety with implicit threat perception.
GlombStar
Jan 27, 2026
Stupid Canadians.... Want EU war against Russia.... While living safely away from war.... Coca aine sniffing leadership has already ruined Canada.... We don't want Canada.... Hurt us....?
Stupid Canadians.... Want EU war against Russia.... While living safely away from war.... Coca aine sniffing leadership has already ruined Canada.... We don't want Canada.... Hurt us....?
Expresses anxiety about Canadian involvement in European conflict and criticizes leadership, with alarmist framing about national harm.
@jayv2596
Mar 4, 2025
Trump is deliberately helping the Enemy. Dropping out internet security and sabcyions against Russia? We re droppnng our gaurd ans wekeimh our alliws is a huhe threat to iur National security. We re safe. After …
Trump is deliberately helping the Enemy. Dropping out internet security and sabcyions against Russia? We re droppnng our gaurd ans wekeimh our alliws is a huhe threat to iur National security. We re safe. After attacing our allies, i wouldnt be surprised if Trump n Vance gets asainated. \n.
Expresses security concerns about Trump's policies toward Russia and allies, with alarmist language about national security threats.
@leejones3431
Mar 4, 2025
I ain’t racist but them dudes make our reality of death and taxes even more dogwater than it already is😮💨
I ain’t racist but them dudes make our reality of death and taxes even more dogwater than it already is😮💨
Uses dismissive language to suggest immigrants worsen quality of life, framing immigration as a threat to living conditions.
FirmLunchMeat
Jan 28, 2026
1:07, I hope none are in Kitimat-Stikine.
1:07, I hope none are in Kitimat-Stikine.
Expresses concern about immigrants arriving in a specific region, implying potential negative consequences or security anxiety.
Fear / Threat
0.75
SailorGreenTea
Oct 1, 2025
We can see what's happening...why can't you...why are Americans letting putin puppet weaken our alliances ??
We can see what's happening...why can't you...why are Americans letting putin puppet weaken our alliances ??
Expresses alarm about Trump weakening alliances and frames Americans as complicit, combining threat perception with identity critique.
@WarpMotor
Mar 4, 2025
The damage is done.....very sad 😔 for Canada 🇨🇦
The damage is done.....very sad 😔 for Canada 🇨🇦
Expresses concern about damage to Canada with emotional distress, framing immigration as a threat to national wellbeing.
pointnorth2456
Oct 2, 2025
This country is Broken
This country is Broken
Expresses broad systemic anxiety and despair about the country's state without specific policy details.
michaelofficial1023
Jan 22, 2026
Canada will kneel
Canada will kneel
Brief expression of vulnerability/submission anxiety regarding Canada's geopolitical position.
Fear / Threat
0.75
@silvesterfelix372
Mar 4, 2025
We are watching from home as the American empire crumbles from within.
We are watching from home as the American empire crumbles from within.
Expresses concern about American decline and internal collapse, framed as an observation from outside the country.
@HGoyas
Mar 4, 2025
You better watch your tone Governor your president ain't going to appreciate that
You better watch your tone Governor your president ain't going to appreciate that
Commenter warns the Canadian official about potential negative consequences from the US president, expressing threat/intimidation.
Fear / Threat
0.75
@louiealan-wx7zk
Mar 4, 2025
Poor Canada...
Poor Canada...
Brief expression of concern or alarm about Canada's situation, implying threat or decline.
Fear / Threat
0.75
ROK-ARMY123
Dec 21, 2025
Mississauga is next
Mississauga is next
Cryptic warning that Mississauga will experience similar immigration-related changes, expressing demographic anxiety without elaboration.
Fear / Threat
0.75
KG72
Oct 5, 2025
The Great Depression 2.0 ?
The Great Depression 2.0 ?
Expresses economic anxiety and catastrophic framing ('Great Depression 2.0') suggesting imminent danger to the economy.
Fear / Threat
0.75
@nickelwindow538
Mar 4, 2025
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike …
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike is describing... the states and cities surrouding me as well. With karen feminists making sure they destroy the rest of us and having the white men escape to find their kryptonite the tight asians im about the go study the torah to make sure i have atleast half italian kids that can look like me.
Expresses demographic anxiety about neighborhood composition, uses stereotyping language about various groups, and frames demographic change as a threat.
floda4835
Feb 3, 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)