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
Canadians! Arm yourselves now! This administration is capable of absolutely everything. And if Vance takes over, he’s even more dangerous than Trump.
Canadians! Arm yourselves now! This administration is capable of absolutely everything. And if Vance takes over, he’s even more dangerous than Trump.
Expresses alarm about government danger and calls for armed self-defense, representing security threat framing.
Matty06001
Jan 3, 2026
FYI Canada will fold like Bidens lawn chair. Trump never loses!
FYI Canada will fold like Bidens lawn chair. Trump never loses!
Expresses anxiety about Canada's vulnerability and predicts defeat, framing Trump as an unstoppable threat.
@PokeBroze
Mar 4, 2025
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the …
Bro the amount of fraud, immigration fraud, the drugs etc…. It’s fucking bullshit, it’s all across Canada and it’s fucked our taxes system …. Like straight out country is fucked because of this immigration….. the amount of people I deal with daily in sales that can’t speak a single word of English yet drive off in brand new car, live in a nicer house….. bro? What’s happening?! How do I get that shit working 80 hours?!
Expresses anxiety about immigration's impact through unsubstantiated claims about fraud and economic disadvantage, combining alarmism with economic grievance.
thorNEEEEE
Jan 27, 2026
kinda need them to all go back home at some point
kinda need them to all go back home at some point
The comment expresses demographic anxiety by suggesting immigrants should leave, implying they are a threat to the nation.
thinncrispyy9570
Jan 29, 2026
Maple magats. Brampton is infested.
Maple magats. Brampton is infested.
Uses inflammatory language ('infested') to express demographic anxiety and threat perception regarding the city's population.
erpulst
Sep 20, 2025
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
Expresses alarmist concern about immigration as a threat to Canada by comparing it to perceived negative outcomes in America and Europe.
the.koochmeister
Jan 27, 2026
Fuck Brampton and how our country is turning to shit.
Fuck Brampton and how our country is turning to shit.
Expression of alarm about national decline and demographic change, with strong emotional language indicating anxiety.
williamsawyer18
Sep 19, 2025
Canada, Australia and UK are all heading in the same direction. Controlled by leftist governments virtue signalling. Existing citizens are being extinguished and they don't even do anything about it? Like lobby government and vote …
Canada, Australia and UK are all heading in the same direction. Controlled by leftist governments virtue signalling. Existing citizens are being extinguished and they don't even do anything about it? Like lobby government and vote appropriately
to limit immigration, especially family reunion of old relatives and males that the country will have to look after for decades.
Exactly the same thing is happening to all our countries. I personally believe for Australia, Canada and the UK in the next 10 years the Western cultures in these countries are finished if the leftist virtue signalling governments are not removed.
Expresses existential anxiety about Western culture being 'extinguished' and calls for political action to limit immigration, framing demographic change as threat.
roons1068
Sep 23, 2025
It's like this in Minnesota. I took a cross country road trip not too long ago and Minnesota of all places was flooded with Indians. What the f*** are giant groups of Indians doing in …
It's like this in Minnesota. I took a cross country road trip not too long ago and Minnesota of all places was flooded with Indians.
What the f*** are giant groups of Indians doing in Minnesota lol
Personal anecdote about encountering Indian immigrants in Minnesota, framed as surprising/alarming demographic observation with rhetorical questioning.
TellMeMore-j4v
Feb 10, 2026
The orange face Nazi is truly trying to destroy the poor and middle class citizens of America and all over the world. \nTrump is a walking genocide. \nThank you MAGA you f”ing ignorant fool's.
The orange face Nazi is truly trying to destroy the poor and middle class citizens of America and all over the world. \nTrump is a walking genocide. \nThank you MAGA you f”ing ignorant fool's.
Uses extreme language ('Nazi,' 'genocide') to express alarm about Trump's policies and their perceived destructive impact on vulnerable populations globally.
@josephmooney7196
Mar 4, 2025
Never in history has Russia laughed at our military.! Until today.Thanx Trudeau. It's all your fault.
Never in history has Russia laughed at our military.! Until today.Thanx Trudeau. It's all your fault.
Expresses anxiety about national military weakness and frames it as a threat to Canada's standing, blaming political leadership.
@mikeduncan792
Mar 4, 2025
yk its bad when you see indians more then the Canadians in their own country
yk its bad when you see indians more then the Canadians in their own country
Expresses demographic anxiety about Indian immigrants outnumbering Canadians, framing immigration as a threat to national composition.
untechgaming1858
Feb 28, 2026
10 - 15 - 20 years from now there will be people deported after being finally found and there will be a media outcry about people who are being deported.
10 - 15 - 20 years from now there will be people deported after being finally found and there will be a media outcry about people who are being deported.
Expresses anxiety about future deportations and media backlash, presenting a speculative scenario designed to evoke concern about demographic or policy consequences.
RobertTorontoYYZ
Sep 28, 2025
They are a problem in all western British countries .
They are a problem in all western British countries .
Frames immigrants as a problem across Western nations, expressing concern about their presence in British Commonwealth countries.
deagnasakaadam7840
Jan 27, 2026
They are all in Brampton and Surrey. Smashing jewellery stores and shooting up the neighbourhood in extortion schemes and gang violence.
They are all in Brampton and Surrey. Smashing jewellery stores and shooting up the neighbourhood in extortion schemes and gang violence.
Comment makes sweeping claims about criminal behavior tied to specific geographic locations and immigrant groups, expressing security concerns and potentially exaggerating threats.
davidkendall1614
Feb 3, 2026
Canada has fallen to Ghetto garbage.
Canada has fallen to Ghetto garbage.
Expresses alarmist sentiment about Canada's decline, using dehumanizing language to characterize the country as degraded by immigration.
DemonicVodNic
Jan 27, 2026
They drive as truck drivers with no experience… And you have to consider espionage... A STUDENT has no emotional attachment to a foreign country... and as a driver, he can enter anywhere.
They drive as truck drivers with no experience… And you have to consider espionage... A STUDENT has no emotional attachment to a foreign country... and as a driver, he can enter anywhere.
Expresses security and espionage concerns about international student truck drivers without evidence, framing them as potential threats.
wd2862
Sep 29, 2025
They already invaded UK and biw it is time to invade Canada!!!
They already invaded UK and biw it is time to invade Canada!!!
Uses alarmist language about African 'invasion' of Canada, framing immigration as a threat.
godoff.5304
Mar 3, 2026
Catch and Release, Vancouver streets are worse than Houston, Texas. Especially, Surrey. New Delhi has less crime than Surrey.
Catch and Release, Vancouver streets are worse than Houston, Texas. Especially, Surrey. New Delhi has less crime than Surrey.
Expresses security concerns by comparing Canadian cities unfavorably to U.S. and Indian cities in terms of crime, attributing it to immigration policy.
@m.necatisepetcioglu4391
Feb 19, 2026
You should see the state of the GTA at this point, it's ridiculous. I grew up there, in the span of just 30 years it's like a night and day difference in demographics. We went …
You should see the state of the GTA at this point, it's ridiculous. I grew up there, in the span of just 30 years it's like a night and day difference in demographics. We went from a high-trust society that could leave our doors unlocked during the day to the exact opposite. You can't walk around at night in some areas anymore, there is just so much violence now. Especially from gangs or wannabe fake gansters.
Personal account of demographic change framed as decline, emphasizing safety concerns and social deterioration.
chrismcintyre5445
Jan 27, 2026
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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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