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
We are watching Canada turn into a cow-shit factory
We are watching Canada turn into a cow-shit factory
Uses crude metaphorical language to express alarm about Canada's transformation due to immigration, with a sarcastic tone.
Anonymos-3
Feb 6, 2026
More immigrants bring More problems for Canada
More immigrants bring More problems for Canada
Expresses concern about immigrants causing problems, framing immigration as a threat without specific evidence.
premiumscents3558
Feb 11, 2026
Well this is what happens when radicals are not punished
Well this is what happens when radicals are not punished
Implies danger from unspecified 'radicals' and suggests punitive action is needed, framing immigration as a security threat.
recollectionofmemory
Feb 7, 2026
Bumpyism is a curse. This fool on his golf course is taking us to disaster. The Bumpy people in the US, morons, need to recognise their flaccid stupidity. You have given your freedom to a …
Bumpyism is a curse. This fool on his golf course is taking us to disaster. The Bumpy people in the US, morons, need to recognise their flaccid stupidity. You have given your freedom to a nazi.
Expresses alarm about political leadership leading to disaster, with moral condemnation of perceived stupidity and authoritarianism.
@janetrickwood2484
Mar 4, 2025
Idiocracy became true
Idiocracy became true
References the film 'Idiocracy' to express alarm about societal decline and poor leadership decisions.
Fear / Threat
0.75
@DanielCosta-xp2cx
Mar 4, 2025
??? Oh boy. Little Trudeau acting like a tough guy. Canada will come crawling. It's only a matter of time. Mexico? They're screwed too. Just wait and see.
??? Oh boy. Little Trudeau acting like a tough guy. Canada will come crawling. It's only a matter of time. Mexico? They're screwed too. Just wait and see.
Expresses alarmism about Canada's vulnerability and predicts negative outcomes, with dismissive framing of Trudeau as weak.
@mikehawk4714
Mar 4, 2025
US wants Canadian land. 51st state. Wake up!
US wants Canadian land. 51st state. Wake up!
Expresses alarm about alleged US territorial ambitions toward Canada, presenting an unverified conspiracy claim framed as a security threat.
@咕嚕肉
Mar 4, 2025
I mean Canada is also being invaded by Filipinos too 😂
I mean Canada is also being invaded by Filipinos too 😂
Uses the word 'invaded' to describe Filipino immigration with a laughing emoji, blending demographic anxiety with sarcastic tone.
marky_bruh
Feb 7, 2026
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . …
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . There is more to this story than the spin that Trudeau and CNN is presenting . Stop funding this war . Stop the killing . Stop laundering our tax dollars .
Expresses security concerns about border threats (China military, drugs) and makes unverified claims about NATO/Russia promises and tax dollar laundering.
@ron2494
Mar 4, 2025
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask …
These mfs turn b town into little India
Making insurance nearly impossible to get
They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor
N ask bout the multimillion speed camera building 😂😂
Expresses concerns about demographic change and housing/insurance impacts while using humor to frame immigrants as problematic, with undertones of ethnic stereotyping.
JohnDoe-l2i3w
Feb 7, 2026
President Trump is on a war path & him with Putin will fail terribly
President Trump is on a war path & him with Putin will fail terribly
Expresses alarm about Trump and Putin's actions, framing their partnership as a threat that will 'fail terribly.'
@georgiemaina2249
Mar 4, 2025
Trudeau is a parasite and a danger to his country just like Trump is. Who cares what he’s gotta say
Trudeau is a parasite and a danger to his country just like Trump is. Who cares what he’s gotta say
Characterizes Trudeau as a 'parasite' and 'danger,' expressing threat-based language about leadership competence.
@Kronicdice23
Mar 4, 2025
What about the NEW CANADIAN COMING IN TO TAKE YOUR PLACE ABOUT CARBON TAX?????
What about the NEW CANADIAN COMING IN TO TAKE YOUR PLACE ABOUT CARBON TAX?????
Expresses anxiety about new immigrants taking jobs, framed as a question but primarily conveying demographic/economic threat concern.
@joysankat2883
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
Canada sounds FÆKED
Canada sounds FÆKED
Expresses alarm about Canada's situation using hyperbolic language suggesting systemic failure or crisis.
Fear / Threat
0.75
hailstormshadow
Feb 7, 2026
It's not good up here.
It's not good up here.
Vague expression of concern or negativity about conditions in Canada, suggesting anxiety without specific details.
Fear / Threat
0.75
slynorth
Jan 27, 2026
This seems like Taiwan and China we might be invaded
This seems like Taiwan and China we might be invaded
Expresses security anxiety by comparing Canada's situation to Taiwan-China tensions and invoking invasion threat.
@joysankat2883
Mar 4, 2025
Too many of these people in Japan
Too many of these people in Japan
Expresses demographic anxiety about immigrant presence, framed as a threat or concern about numbers.
shinkuroishi5349
Feb 26, 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 a reflection of Hitler ww3
Trump is a reflection of Hitler ww3
Compares Trump to Hitler and invokes World War 3, combining moral condemnation with apocalyptic threat language.
@billharrell5672
Mar 4, 2025
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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