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
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
imported third world into civilized countries....have fun
imported third world into civilized countries....have fun
Expresses demographic anxiety by framing immigration as importing problems into developed nations.
dariusforster4811
Feb 26, 2026
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
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
These people are fucking disgusting
These people are fucking disgusting
Dehumanizing language expressing disgust toward a group of people, reflecting xenophobic sentiment.
courtneyyoung6300
Jan 28, 2026
These fucking people are disgusting.
These fucking people are disgusting.
Expresses dehumanizing hostility toward immigrants with inflammatory language suggesting threat perception.
slyseparator7410
Jan 28, 2026
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE!
Trudeau and his stupid Liberal policies WRECKED immigrations.
Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc.
They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore.
I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years.
These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE.
Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Expresses demographic anxiety and safety concerns ('overrun', 'afraid', 'ruined'), blames immigration policy, and uses identity-based generalizations about immigrant behavior.
MsEternallyYours
Jan 28, 2026
Trump is going to totally destroy America in the end because the whole world can no longer trust America at all now
Trump is going to totally destroy America in the end because the whole world can no longer trust America at all now
Expresses alarm about Trump destroying America and loss of global trust, framed as a threat to national stability.
@brianpatrickjames
Mar 4, 2025
The all need to leave. If nothing is done they will destroy Canada.
The all need to leave. If nothing is done they will destroy Canada.
Expresses existential threat to Canada and calls for removal of a group, combining demographic anxiety with us-vs-them framing.
phil.l.1327
Jan 28, 2026
Immigration is ruining all the good places
Immigration is ruining all the good places
Expresses concern that immigration is degrading desirable places, framing it as a threat to quality of life.
Georgiamaeisgoingaway
Jan 27, 2026
India is not sending their best, India is sending their Sh!t.
India is not sending their best, India is sending their Sh!t.
Uses inflammatory language to express demographic anxiety and negative stereotyping of Indian immigrants.
YXXBruce
Jan 28, 2026
fukk you you dirty punjab
fukk you you dirty punjab
Hostile, dehumanizing language targeting Punjabi people, expressing xenophobic sentiment and ethnic animosity.
Fear / Threat
0.85
ManBearPigTroll69
Jan 28, 2026
CANADA FUTURE IS MASS IMIGRATION OR DEAD.
CANADA FUTURE IS MASS IMIGRATION OR DEAD.
Expresses existential anxiety framing mass immigration as necessary for national survival or decline.
Fear / Threat
0.85
gilsondekazan6852
Jan 28, 2026
Trump is trying to turn us into North Korea.
Trump is trying to turn us into North Korea.
Expresses alarm about Trump's policies by comparing them to authoritarian governance, framing it as a threat.
@phanatic215
Mar 4, 2025
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who …
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who both were very dirty but overall it was a decent place but past forward to 2025 the building got a lot more dirty because of other new Indian Neighbors u can’t even use the lifter because of the smell one of them brought his family from India and I think the dad peeid in the lifter and they brought bugs with them imagine how bad the situation was 🤮… also one them was literally walking barefoot with a weird disgusting towel he scared the shit out of me for a moment I felt so unsafe as a girl thank god I wasn’t alone otherwise I know he would’ve done something bad to me … I would never go back to that place ever again.. I spoke to Canadians who lived there they all had plans to move out to other areas they couldn’t stand them anymore like I went to asian and arabs / North Africans and sub Saharan Africans Jewish Mexican neighborhoods yeah they weren’t 100% clean but it’s clean nice smell and people aren’t loud like u see decent looking civilized people even tho some are very poor so it’s not about poverty
Extended personal account framing Indian immigrants as dirty, unsafe, and uncivilized, expressing demographic anxiety and safety concerns.
whdbndm8614
Mar 2, 2026
nah bro really came to the city lmaoo the invasion is pretty bad icl
nah bro really came to the city lmaoo the invasion is pretty bad icl
Uses militaristic language ('invasion') to frame immigration as a threat, with casual tone suggesting normalized alarmism.
K2Cut
Jan 28, 2026
Many americans might want to move to Canada because of Trump's authoritarian ambitions. Aligning with Putin, Trump will seek to learn more about how to be an effective dictator and kleptocrat.
Many americans might want to move to Canada because of Trump's authoritarian ambitions. Aligning with Putin, Trump will seek to learn more about how to be an effective dictator and kleptocrat.
Expresses alarm about Trump's authoritarian ambitions and dictatorial learning, framing him as a threat.
@davebergman3201
Mar 4, 2025
This is making me feel ill. I can’t stand what’s happening to Canada. Or should I say new, new deli
This is making me feel ill. I can’t stand what’s happening to Canada. Or should I say new, new deli
Expresses distress about immigration's impact on Canada and uses derogatory renaming ('new, new deli') to signal demographic anxiety and cultural displacement concerns.
lukezuccaro5441
Feb 15, 2026
GET OUT!!!!!!!!!!! IM SICK OF THEM ALL
GET OUT!!!!!!!!!!! IM SICK OF THEM ALL
Expresses strong emotional distress and rejection toward immigrants with an implicit call for removal or action.
liztowers1331
Sep 21, 2025
I’m from Peterborough Ontario and we get the Serians not the Indians and not to be racist but Canada is getting bad
I’m from Peterborough Ontario and we get the Serians not the Indians and not to be racist but Canada is getting bad
Expresses concern about demographic change in Canada while asserting local identity, with an underlying anxiety about national decline.
Jhonmarston_nga
Jan 28, 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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Discourse Quality (Perspective API)