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
Frogs boiling in a pot saying come on in the water is warm!
Frogs boiling in a pot saying come on in the water is warm!
Metaphorical warning about gradual danger (boiling frog) applied to immigration/policy acceptance, blending alarmism with dark humor.
@UnscheduledProgram
Mar 4, 2025
let's destroy the world!!! that is the plan idiots....
let's destroy the world!!! that is the plan idiots....
Vague alarmist statement expressing apocalyptic concern ('destroy the world') attributed to unnamed actors, combining threat expression with unsubstantiated conspiracy-like framing.
@MikeHurley-u5q
Mar 4, 2025
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Expresses hostility toward political opponents ('liberals', 'idiots') with vague threatening language ('maid for them all'), combining partisan attack with implicit threat framing.
JohnB-q8g
Feb 27, 2026
They're everywhere.
They're everywhere.
Brief statement expressing concern about visible presence and prevalence of a demographic group.
Fear / Threat
0.72
user-rp2we9nk2z
Jan 27, 2026
low intelligent, and rape, which world is he living in, all happening even at brat level of his own people kind.
low intelligent, and rape, which world is he living in, all happening even at brat level of his own people kind.
Makes inflammatory claims about crime and intelligence tied to ethnic/national identity, expressing security concerns.
SRms8195
Feb 27, 2026
India is better than lazy islamic jihadis trying to take over the world
India is better than lazy islamic jihadis trying to take over the world
Comparative statement expressing fear about religious/cultural groups taking over, using inflammatory language about jihadism.
DeltaProphetdbd
Jan 29, 2026
Bring it on ya pansies!! We ain’t scared if no canadiens. You can’t fight your way out of wet paper bag!! You ain’t hurting nothing! Can’t wait till yall become the 51st state ?
Bring it on ya pansies!! We ain’t scared if no canadiens. You can’t fight your way out of wet paper bag!! You ain’t hurting nothing! Can’t wait till yall become the 51st state ?
Expresses aggressive dismissal of Canadians as weak, predicts Canadian absorption into the US, and frames Canadians as a threat/rival group.
@chief4223
Mar 4, 2025
Don't forget about Kitchener, Cambridge, Hamilton, Toronto, Milton well basically all of Canada.
Don't forget about Kitchener, Cambridge, Hamilton, Toronto, Milton well basically all of Canada.
Expands geographic scope of perceived threat, implying widespread negative impact across Canadian cities.
Fear / Threat
0.72
antoniocar596
Feb 4, 2026
We can see dung flying festival in Canada near future
We can see dung flying festival in Canada near future
Commenter uses a derogatory reference to predict cultural degradation in Canada, mixing satire with xenophobic threat language.
manipulator-v6j
Jan 27, 2026
I even tried to give warnings 🤦🏻♂️
I even tried to give warnings 🤦🏻♂️
Vague reference to attempted warnings suggests concern about a perceived threat, though context is limited.
ChasingWho
Jan 29, 2026
Welcome to World War III trade version sad?
Welcome to World War III trade version sad?
Expresses alarm about trade conflict framed as war, with comparative international dimension.
@MasterNinjin
Mar 4, 2025
Like I give a shit what this corrupt covid tyrant thinks.
Like I give a shit what this corrupt covid tyrant thinks.
Expresses dismissive hostility toward a political figure using inflammatory language ('tyrant'), reflecting distrust and opposition.
rumblelloyd9491
Feb 22, 2026
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Expresses alarm about economic collapse and references third-world countries in a comparative context suggesting decline.
@SamahSinnan
Mar 4, 2025
There’s no fucking way this is real life..
There’s no fucking way this is real life..
Expression of shock and disbelief about the reality of events, with emotional intensity suggesting alarm or concern.
@jamesharris5156
Mar 4, 2025
THE\nWORLD ? \nLAUGHING ????????????????????????????CRIMINALS ????
THE\nWORLD ? \nLAUGHING ????????????????????????????CRIMINALS ????
Expresses alarm and uses dehumanizing language ('criminals') toward an outgroup, combining threat perception with identity-based framing.
@terrypayne6380
Mar 4, 2025
im so sick of em
im so sick of em
Brief expression of frustration and fatigue directed at an unnamed group, implying negative sentiment toward immigrants without elaboration.
Fear / Threat
0.72
firstchoiceautonb5400
Jan 29, 2026
Hating our own species in one not so epic way to go extinct at least nuclear war is a better way to go with a bang
Hating our own species in one not so epic way to go extinct at least nuclear war is a better way to go with a bang
Expresses existential anxiety about self-hatred and species extinction linked to immigration.
MasterAsteroid
Feb 12, 2026
SAVE YOUR WORDS TRUMP DOES NOT CARE WHAT YOU THINK OR WHAT YOU SAY
SAVE YOUR WORDS TRUMP DOES NOT CARE WHAT YOU THINK OR WHAT YOU SAY
Expresses futility and dismissal of diplomatic efforts, suggesting Trump is unresponsive to appeals.
Fear / Threat
0.72
@JacquelinePérez-m9g
Mar 4, 2025
They let them in,go figure
They let them in,go figure
Expresses vague concern about immigration policy implementation without substantive detail.
@BruceBright-e9b
Feb 20, 2026
Uhh demon gods on display everywhere 🤮
Uhh demon gods on display everywhere 🤮
Uses dehumanizing language and disgust emoji to express alarm about religious/cultural practices, framing them as threatening.
Fear / Threat
0.72
jonj.4702
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)