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
They are flooding to Canada and Seattle
They are flooding to Canada and Seattle
Uses alarmist language ('flooding') to express demographic anxiety about immigration levels.
Fear / Threat
0.85
PNWRottweilers253
Feb 18, 2026
Im a nova scotia we are fucked these fuckjn people keep coming taking our jobs taking over canada isnt Canada we are not canada any more we are little India we are fucked tax has …
Im a nova scotia we are fucked these fuckjn people keep coming taking our jobs taking over canada isnt Canada we are not canada any more we are little India we are fucked tax has gone up since they have got here we aren't a free country and more we are not ina flourishing country Canada and nova scotia has gone to hell do not come here our country is fucked it's run by diaper heads
Combines demographic anxiety, economic grievances, and dehumanizing language expressing existential threat to national identity.
adammosher3330
Jan 28, 2026
Trudeau the loser talking shit on his way out.\nCanadians get ready to dig your graves.
Trudeau the loser talking shit on his way out.\nCanadians get ready to dig your graves.
Expresses apocalyptic threat ('dig your graves') combined with dismissive identity framing against political leadership.
@denisedsouza5711
Mar 4, 2025
WE NEED THEM GONE
WE NEED THEM GONE
Expresses a demand for removal of immigrants, framed as an existential concern with implicit call to action.
FourthChamberStudios
Jan 27, 2026
It's like Afghanistan every where in Canada now thanks to the liberal
It's like Afghanistan every where in Canada now thanks to the liberal
Expresses demographic anxiety by comparing Canada to Afghanistan and blaming liberal policy, framing immigration as an existential threat.
rileykacher526
Sep 20, 2025
You fools voted for this. Now that Ontario is a third world shit hole you complain. You will have to fight these people or they will fight you.
You fools voted for this. Now that Ontario is a third world shit hole you complain. You will have to fight these people or they will fight you.
Expresses demographic threat ('third world shit hole') and predicts violent conflict between groups, framed as inevitable consequence of voting choices.
davidgillette7109
Sep 20, 2025
MAGA American's and MAGA Republicans have elected a KING, Hitler Quoting, Wannabe Dictator.
MAGA American's and MAGA Republicans have elected a KING, Hitler Quoting, Wannabe Dictator.
Expresses alarm about authoritarian threat and dictatorial danger posed by Trump and supporters.
@CainIscariot-y4i
Mar 4, 2025
The Canadian Govt. must do something immediately - nobody must be swamped by immigrants- watching from India- just put a halt to the benefits and try to get the Govt. to pass laws that will …
The Canadian Govt. must do something immediately - nobody must be swamped by immigrants- watching from India- just put a halt to the benefits and try to get the Govt. to pass laws that will stop the mad rush ! I can understand the anguish- I would not like to be a minority in my land!
Expresses demographic anxiety ('swamped by immigrants', 'would not like to be a minority') combined with demands for policy action to halt immigration.
rukmanimanay6607
Sep 20, 2025
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Expresses alarm about demographic change and loss of control ('Canada is fcked'), framed as a threat to national identity.
lunarflytrap
Jan 28, 2026
They come here, fly their own flag, as if the country they come from is soooo good, but won't go back. We need 🧊 north of the boarder
They come here, fly their own flag, as if the country they come from is soooo good, but won't go back. We need 🧊 north of the boarder
Expresses demographic anxiety about immigrants maintaining allegiance to home countries while residing in Canada, with implicit threat language.
JakeTeertstra
Jan 28, 2026
Nuke India rn
Nuke India rn
Expresses extreme threat/danger rhetoric with a violent call, though presented in hyperbolic/potentially satirical form.
hotpapperbe7754
Feb 5, 2026
Such a threat to our humanity. Seems coordinated and international. Seems systemic and well organized and well funded! Its time to DRAIN THE SWAMP !!!! God protect our children, elderly! Protect our moral leaders and …
Such a threat to our humanity. Seems coordinated and international.
Seems systemic and well organized and well funded!
Its time to DRAIN THE SWAMP !!!! God protect our children, elderly!
Protect our moral leaders and help our Military!!!!
Alarmist conspiracy theory framing immigration as coordinated systemic threat, calling for action.
Araps111
Feb 18, 2026
??? what a little rat. Take care of your border and stop the drugs that come in from your country to kill our kids in the US.
??? what a little rat. Take care of your border and stop the drugs that come in from your country to kill our kids in the US.
Expresses security/drug threat concerns while criticizing border policy, with hostile personal attack framing.
@pauladam2853
Mar 4, 2025
As a Brampton resident, these people are ruining the city.
As a Brampton resident, these people are ruining the city.
Resident expresses concern about immigrants negatively impacting their city, combining personal location claim with threat-based framing.
sirkingjamz101
Jan 28, 2026
I can’t stand what my country has turned into. I hate it, and I hate them. They have no respect for the country they move to. Google why you’re not allowed to have tents on …
I can’t stand what my country has turned into. I hate it, and I hate them. They have no respect for the country they move to. Google why you’re not allowed to have tents on beaches in Ontario and you’ll understand why Canadians hate these “people”
User expresses strong negative sentiment about country changes, disrespect, and uses dehumanizing language ('these people'), reflecting demographic anxiety and threat perception.
jonek4731
Jan 28, 2026
That guy with the bike needs a delicate upper cut.. he'll lie down to think it over
That guy with the bike needs a delicate upper cut.. he'll lie down to think it over
Expresses hostility and suggests violence toward a person in the video, framing them as a threat.
Fear / Threat
0.85
malishan1986
Jan 28, 2026
Paj3et paj33t paj33txx everywhere i see i found pajeeetx
Paj3et paj33t paj33txx everywhere i see i found pajeeetx
Dehumanizing repetition of ethnic slur expressing demographic anxiety and xenophobic sentiment.
drwajidali6195
Jan 28, 2026
It's 😢sad that India 🇮🇳 people come try take over Canada 🇨🇦, terrorists, smugglers, scammers and liars most of it is Justin Trudeau fault and left for us to redeem back our country. That's all …
It's 😢sad that India 🇮🇳 people come try take over Canada 🇨🇦, terrorists, smugglers, scammers and liars most of it is Justin Trudeau fault and left for us to redeem back our country. That's all b""t and Mark carney not helping. Thats my opinion
Uses alarmist language about Indian immigrants as 'terrorists, smugglers, scammers' and frames immigration as a takeover threat.
genevievesemaganis9169
Jan 27, 2026
Giving them the taste of their own medicine
Giving them the taste of their own medicine
Phrase suggesting retaliatory or confrontational action, implying threat or conflict framed as reciprocal justice.
JAYJDrs
Jan 28, 2026
Why you're asking about this question in U k. Nasty wretched pigs re allover in Baytminghasm and manchester 😮
Why you're asking about this question in U k. Nasty wretched pigs re allover in Baytminghasm and manchester 😮
Expresses alarm about immigrant presence in UK cities using dehumanizing slurs and vague threat language.
sajeevankp2910
Feb 9, 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)