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
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
Not only Brampton. Every other city too. Look around
Not only Brampton.
Every other city too.
Look around
Vague warning about demographic changes across multiple Canadian cities, expressing demographic anxiety.
sandroandoes4787
Jan 29, 2026
Way too much Indians in Toronto it’s nuts lol
Way too much Indians in Toronto it’s nuts lol
Expresses demographic anxiety about Indian population concentration in Toronto, delivered with casual tone that may be satirical but conveys underlying concern.
Russeljohnson776
Jan 28, 2026
3:54 non hoe ever in my small town they have started to take over
3:54 non hoe ever in my small town they have started to take over
Expresses demographic anxiety about a specific group 'taking over' a small town without evidence, combining threat perception with unsubstantiated claim.
kendalarley2277
Jan 27, 2026
ooooooo Im a canadian scared of puiti
ooooooo Im a canadian scared of puiti
Expresses fear or anxiety about external threat (Putin), though comment is fragmented.
Fear / Threat
0.75
@ChingChang-p3p
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
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
America new friends North Korea/Russia/china and Iran, you voted for a man who don't have ?️ head
America new friends North Korea/Russia/china and Iran, you voted for a man who don't have ?️ head
Expresses alarm about America's geopolitical alliances with authoritarian regimes and questions the mental fitness of the leader.
@frankkyereme7125
Mar 4, 2025
They’re gonna start shitting on the beach 🎉
They’re gonna start shitting on the beach 🎉
Uses crude stereotyping and xenophobic humor to express cultural anxiety and disgust toward immigrants.
oskarwow
Jan 29, 2026
The automatic destruction of America has begun?
The automatic destruction of America has begun?
Expresses alarm about America's trajectory with apocalyptic language suggesting existential threat.
Fear / Threat
0.75
@H33HDS
Mar 4, 2025
Well... have a taste of your own medicine!
Well... have a taste of your own medicine!
Cryptic reference to retribution or reciprocal harm, framing immigration as a form of comeuppance or threat.
tejashwarrana9834
Jan 29, 2026
Western countries are cooked lol
Western countries are cooked lol
Expresses pessimism about Western countries' future, implicitly comparing them unfavorably and suggesting systemic decline or threat.
matthewr7413
Jan 28, 2026
Bro they were shitting on our beaches
Bro they were shitting on our beaches
Vague accusation of harmful behavior by an unspecified group, expressing concern about negative impacts on public spaces.
isaacbarber1901
Jan 28, 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
Brampton is fallen
Brampton is fallen
Expresses concern about decline of Brampton (a Canadian city), framing immigration as a threat to community stability.
apvenczel
Dec 25, 2025
Pero al menos ya no comen basura 😂😂😂 lo peor es que se reproducen como conejos y luego le piden al gobierno ajeno beneficios.
Pero al menos ya no comen basura 😂😂😂 lo peor es que se reproducen como conejos y luego le piden al gobierno ajeno beneficios.
Uses humor to express demographic anxiety about reproduction rates and welfare dependency, combining satire with underlying threat narrative.
mav5267
Feb 21, 2026
Most ppl the are mental druggies are what? And who wants them? Not even there own ppl
Most ppl the are mental druggies are what? And who wants them? Not even there own ppl
Expresses concern about undesirable immigrant populations with vague, inflammatory language suggesting security/social threat.
jhova247
Jan 27, 2026
Yeah, what he wants is that Canada becomes the 51 state of and then once it becomes the 51 state Canada no longer will be making decision in anything and then everything that the Canada …
Yeah, what he wants is that Canada becomes the 51 state of and then once it becomes the 51 state Canada no longer will be making decision in anything and then everything that the Canada has worked or owns will be his for his own purpose haha. What does he thinks that Canada are bunch of idiots? well lets see. they will be like Puerto Rico with no right to do anything and like he told the Governor of the state of maine, you better comply or you get nothing from us because I am the federal government haha.
Expresses alarm about Canada losing sovereignty and autonomy to the US, framed as a threat scenario, with unsubstantiated claims about annexation plans.
@noahlcastello4568
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
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)