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
Armageddon is approaching and we will see the end
Armageddon is approaching and we will see the end
Expresses apocalyptic anxiety and existential threat without specific policy or factual claims.
Fear / Threat
0.85
@angelspiky234
Mar 4, 2025
Wanted to visit Canada in some day 😂 now I have doubts
Wanted to visit Canada in some day 😂 now I have doubts
Expresses hesitation about visiting Canada due to immigration concerns, reflecting demographic anxiety and deterrence.
Tuspeliculasfavoritas.
Jan 27, 2026
Their like mosquitos in the bayou in the middle of summer.. invasive
Their like mosquitos in the bayou in the middle of summer.. invasive
Uses dehumanizing language ('mosquitos') and frames immigration as an invasive threat, expressing demographic anxiety.
wildernessexplorer999
Jan 27, 2026
I noticed that almost every combini in Japan is an indian/pakistani worker. This madness has to stop.
I noticed that almost every combini in Japan is an indian/pakistani worker. This madness has to stop.
Expresses alarm about immigrant workers in Japan and calls for stopping immigration, framing it as a crisis.
nico5179
Jan 27, 2026
Grew up in Brampton, horrible what has happened to this country. Canada is over the third world has taken over. Grandparents came here worked hard the Canadian way, if they saw what happened to this …
Grew up in Brampton, horrible what has happened to this country. Canada is over the third world has taken over. Grandparents came here worked hard the Canadian way, if they saw what happened to this country it would be a disgrace. Canadians are tired and are feeling the impact on mass immigration. Government has failed us miserably.
Combines personal experience with demographic anxiety, claiming the country has been 'taken over' and expressing nostalgia for a previous era.
JackRodney-n7i
Jan 27, 2026
No one on here care about the new immigration policy lol already a health care crisis and housing crisis and this is totally gonna put the final nail in the coffin.
No one on here care about the new immigration policy lol already a health care crisis and housing crisis and this is totally gonna put the final nail in the coffin.
Expresses anxiety about immigration policy exacerbating existing crises, using catastrophic language ('final nail in the coffin').
lasttry99
Jan 11, 2026
To all indians and african's, muslims how does it feel that most of people around the world have a comun opion that wherever you guys go people are sick and tired of you??
To all indians and african's, muslims how does it feel that most of people around the world have a comun opion that wherever you guys go people are sick and tired of you??
Expresses demographic anxiety and negative stereotyping toward specific ethnic/religious groups, framing them as unwelcome globally.
24HOURSLATER
Jan 27, 2026
Trump want war, not peace. Off with this trumpy scam at the White House!
Trump want war, not peace. Off with this trumpy scam at the White House!
Expresses alarm about Trump's intentions toward war and calls for his removal from office.
@i-dg3yr
Mar 4, 2025
Our infrastructure can't handle the rapid influx of immigrants. Watching from Guelph, ON. Just up the road from Brampton
Our infrastructure can't handle the rapid influx of immigrants.
Watching from Guelph, ON.
Just up the road from Brampton
Expresses concern about infrastructure capacity being overwhelmed by rapid immigration, framed as a threat to system sustainability.
mornostic8327
Jan 27, 2026
Trump is on the verge of starting a world war
Trump is on the verge of starting a world war
Expresses alarm about Trump posing an existential threat of global conflict.
Fear / Threat
0.85
@jancomoatshe9534
Mar 4, 2025
Trump about to start WW3. And I suspect this is exactly what him and his supporters want.
Trump about to start WW3. And I suspect this is exactly what him and his supporters want.
Commenter expresses alarm about Trump starting war and suggests his supporters desire conflict, reflecting demographic/security anxiety.
Fear / Threat
0.85
@jonny5ive13
Mar 4, 2025
Been waiting for this, thanks for exposing this nonsense. “Good food” ain’t worth losing your country
Been waiting for this, thanks for exposing this nonsense. “Good food” ain’t worth losing your country
Expresses existential concern about losing national identity and culture through immigration.
LeBigMac-hf8db
Jan 27, 2026
Trump will put 100% tariffs on canadian products now! Have you learned anything from the zelensky debacle? Calling trump dumb will not be good for you?
Trump will put 100% tariffs on canadian products now! Have you learned anything from the zelensky debacle? Calling trump dumb will not be good for you?
Expresses anxiety about economic consequences (tariffs) and warns of negative outcomes from criticizing Trump, framed as a threat.
@bigups
Mar 4, 2025
its too late Canada crime is out of control
its too late Canada crime is out of control
Expresses alarm about crime being 'out of control,' framing it as a security threat.
Fear / Threat
0.85
@nickf6447
Feb 19, 2026
The worst people in the world.. I feel bad for Canada. 🤢
The worst people in the world.. I feel bad for Canada. 🤢
Expression of alarm and negative sentiment toward a group, framed as concern for Canada's wellbeing.
JohnDoe-k5v2t
Jan 27, 2026
I actually like Indian folks, but there are simply too many of them in western countries and there is no sign of the flood stopping, there is essentially an infinite amount of them. In the …
I actually like Indian folks, but there are simply too many of them in western countries and there is no sign of the flood stopping, there is essentially an infinite amount of them. In the US they have become the second-largest immigrant group in many states. Big business/globalists like them for cheap labor and demographic change, and their fellow Indians of course support them out of ethnic/cultural loyalty.
Canada with its small population has been completely overrun in just a handful of years by both them and the Chinese. Same thing in Australia.
Expresses demographic anxiety about immigration 'flooding' and being 'overrun,' framed as an existential concern about population replacement and cultural change.
johnromanempire
Jan 27, 2026
I'm worried in the UK as we generally follow American trends. I can only imagine who we will elect next. They will have to be well known, have lost fortunes, be a criminal, be a …
I'm worried in the UK as we generally follow American trends. I can only imagine who we will elect next. They will have to be well known, have lost fortunes, be a criminal, be a serial predator (and a rapist) and be obnoxiously hubristic. I don't know who this is but I can guarantee over half the population here will vote for them. Time to prep.
Expresses anxiety about following American political trends and predicts election of a criminal, predatory leader, framed as demographic/political threat.
@atrociousliar3314
Mar 4, 2025
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN …
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN JUST VANCOUVER CITY....... ITS EVERY SINGLE CITY within a 1-2 hour drive outside of Vancouver City................. THEY LITERALLY ARE TAKING OVER....... and I am NOTTT a racist person........ but man..... its not the same vancouver that I grew up in I tell you that, MY SON IS ONE OF ONLY 6 WHITE KIDS IN HIS ENTIRE SCHOOL (a elementary school of 400-450 kids BY THE WAY)...................... since grade 1 (he is now in grade 3) ........ HE HAS BEEN THE ONLY WHITE KID IN HIS CLASS SINCE HE STARTED GOING TO SCHOOL THERE................. AND AGAIN!!!!!!!!! NOTHING WRONG WITH CHINESE OR ASIAN PEOPLE................. I JUST CAN NOT HELP BUT WONDER THAT 15-30 YEARS FROM NOW............. IS THERE GOING TO BE ANYYYYY WHITE PEOPLE LEFT HERE????????? MY THOUGHTS ARE NO........ WHITE PEOPLE WILL BE LESS THEN 5%
Expresses demographic anxiety about Chinese/Asian population growth and white population decline, grounded in personal observation of school demographics.
RealCanadanMan
Jan 27, 2026
Everyone sit back and watch Canada implode !!!!
Everyone sit back and watch Canada implode !!!!
Expresses apocalyptic concern about Canada's future collapse, conveying demographic and systemic anxiety.
@vsFY2023
Mar 4, 2025
Theyre Cancer. I drove from NS to AB in the spring, theyre everywhere... all across the country, even in WAY northern Ontario.
Theyre Cancer. I drove from NS to AB in the spring, theyre everywhere... all across the country, even in WAY northern Ontario.
Personal observation framed as evidence of widespread, invasive presence ('everywhere') expressing demographic anxiety and alarm.
newporg6887
Jan 27, 2026
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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)