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
All that shit needs to be taken down in Canada this is sicking!
All that shit needs to be taken down in Canada this is sicking!
Expresses alarm and disgust about Canadian immigration policy, framed as a security/moral threat.
Felix-hj3tv
Feb 13, 2026
Hope the U.S learns that allying with Russia won’t be a good thing for them
Hope the U.S learns that allying with Russia won’t be a good thing for them
Expresses concern about US-Russia alliance as a threat, implicitly warning against this geopolitical outcome.
@joseeloisa538
Mar 4, 2025
Import the worst and Become the worst
Import the worst and Become the worst
Expresses demographic anxiety that accepting certain immigrants will degrade Canada's character and quality.
Kevin-sq1fk
Dec 8, 2025
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
We are shocked... If Donald Trump is not careful, he will go down in history as the destroyer of the free West!! Where are you Americans, we were friends?!?! Greetings from Germany...
Expresses alarm about Trump destroying the Western alliance and appeals to American identity as former allies.
@simonfrank7348
Mar 4, 2025
Mind you trump wants the whole of canada as a state of US
Mind you trump wants the whole of canada as a state of US
Expresses territorial anxiety about US annexation of Canada, framed as an unsubstantiated threat.
@robertmalaba5028
Mar 4, 2025
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
Makes stereotypical claims about immigrant competence and safety concerns regarding driving, with unsubstantiated generalizations.
jennifercollins3171
Mar 3, 2026
I am surprised to know that we have an immigration system. Because Canada went to the shits.
I am surprised to know that we have an immigration system. Because Canada went to the shits.
Uses ironic tone to express concern that Canada's deteriorating condition contradicts the existence of a functioning immigration system.
Fear / Threat
0.76
tedr1657
Jan 19, 2026
Jeesuz these people are invading every friggin country! They're taking over towns like Frisco, TX and Harrisburg, PA... their attitude is absolutely disgusting. They're into every scam you can imagine. Say no to their bullshit
Jeesuz these people are invading every friggin country! They're taking over towns like Frisco, TX and Harrisburg, PA... their attitude is absolutely disgusting. They're into every scam you can imagine. Say no to their bullshit
Expresses alarm about demographic 'invasion,' makes sweeping negative generalizations about a group's behavior and criminality.
wisdomcards7695
Feb 28, 2026
We need I.C.E in Brampton A.S.A.P.
We need I.C.E in Brampton A.S.A.P.
Calls for immigration enforcement (I.C.E) in a specific city, expressing concern about immigration as a threat requiring urgent action.
fnanderson6637
Jan 11, 2026
What a time to be alive when the US is going after Canada.
What a time to be alive when the US is going after Canada.
Expresses alarm and concern about the US targeting Canada, framing it as an unusual and threatening development.
Fear / Threat
0.75
@nilocblue
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
RECESSION COMING SOON!! Sucks they only hit his ear!
RECESSION COMING SOON!! Sucks they only hit his ear!
Expresses economic anxiety about recession while making an unverified claim about economic causation, with a tangential reference to an assassination attempt.
@RicardoValdez-g6m
Mar 4, 2025
Indian fatigue is real
Indian fatigue is real
Expresses demographic anxiety about Indian immigration using the phrase 'Indian fatigue,' suggesting concern about the scale or impact of Indian immigration.
jonpaul3868
Sep 24, 2025
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Expresses demographic anxiety about immigration saturation ('when is enough enough') while making qualified ethnic observation.
4RedDwarf3
Jan 27, 2026
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
It’s not just Brampton but now Toronto and soon to be all of Canada
It’s not just Brampton but now Toronto and soon to be all of Canada
Expresses demographic anxiety and alarmism about geographic spread of an unspecified problem from Brampton to all of Canada.
marcusf7710
Jan 27, 2026
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
US has gone rogue :(
US has gone rogue :(
Expresses concern that the US has 'gone rogue,' framing the situation as a threat or loss of control.
@carloswong5495
Mar 4, 2025
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
Expresses anxiety about AI and automation eliminating jobs, implying immigration is poorly timed given technological displacement.
TL....
Jan 15, 2026
I guess Trump is doing something he wants to invade Canada
I guess Trump is doing something he wants to invade Canada
Expresses alarm about Trump's intentions toward Canada, presenting an unsubstantiated claim about invasion.
@Syed-FahimUddin
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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