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
Come to Thunder Bay Ontario 🇨🇦🇨🇦 5th estate just did a lil segment on the drug dealers LOL
Come to Thunder Bay Ontario 🇨🇦🇨🇦 5th estate just did a lil segment on the drug dealers LOL
Invites people to a location while highlighting drug-dealing problems, expressing security/safety concerns despite the casual tone.
ninjuh807
Jan 27, 2026
We are DYING. The United States and Canada.
We are DYING. The United States and Canada.
Expresses existential anxiety about national decline using alarmist language ('DYING'), suggesting demographic or cultural threat.
HappyFlowers-fg8yk
Jan 29, 2026
This is even Brampton anymore it’s literally happened to all of Canada.
This is even Brampton anymore it’s literally happened to all of Canada.
Claims that demographic/cultural change has affected Brampton and all of Canada, expressing anxiety about national transformation.
skootymcbooty7021
Jan 29, 2026
Basically every developed country is dealing with this problem of infinite third worldlers coming in
Basically every developed country is dealing with this problem of infinite third worldlers coming in
Frames immigration as a widespread 'problem' with dehumanizing language ('third worldlers'), expressing demographic anxiety.
jeff35741
Jan 27, 2026
Britain had to fight to conquer India. Canada by contrast invited in the invaders and paid them to come and colonize them
Britain had to fight to conquer India. Canada by contrast invited in the invaders and paid them to come and colonize them
Frames immigration as an 'invasion' and colonization threat, comparing Canada unfavorably to Britain's historical conquest of India.
anthonyrinaldi1331
Jan 29, 2026
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
Personal account of living near Brampton combined with concern that demographic change is spreading nationwide, expressing demographic anxiety.
GrayAreaMedia
Jan 27, 2026
Becareful you will loose that city get rid of them
Becareful you will loose that city get rid of them
Expresses alarm about losing the city and demands removal of immigrants, framing them as a demographic threat.
womanspliter12
Jan 28, 2026
No wonder the usa wants to get canada, all these 1st world countries specially in europe turning poop. Think twice before who you vote for.
No wonder the usa wants to get canada, all these 1st world countries specially in europe turning poop. Think twice before who you vote for.
Expresses alarm about Canada's trajectory by comparing to other countries, warning about voting consequences.
rtcivic
Jan 29, 2026
All the countries around the world have enough people to destroy western populations and still have higher pop in their country
All the countries around the world have enough people to destroy western populations and still have higher pop in their country
Expresses demographic anxiety about global population imbalance threatening 'western populations' without evidence, framing immigration as existential threat.
jaymay7957
Jan 27, 2026
People are dying in car accident and getting stabbed walking home from work and Canadians response is "hahaha yeah it sucks eh" fucking embarrassing
People are dying in car accident and getting stabbed walking home from work and Canadians response is "hahaha yeah it sucks eh" fucking embarrassing
Comment highlights violent crimes and expresses frustration about public safety, framing the situation as a threat requiring urgent response.
LibertyPlusTV
Jan 29, 2026
Invasion in action!😂😂
Invasion in action!😂😂
Uses 'invasion' language to express demographic threat, with emoji suggesting ironic tone but underlying alarmist framing.
alehandrodel817
Jan 28, 2026
My company actively won’t do business with Brampton. It’s the armpit of Canada. Scammers and cheats.
My company actively won’t do business with Brampton. It’s the armpit of Canada. Scammers and cheats.
Makes sweeping negative claims about a city and its residents, framing them as dangerous/untrustworthy with ethnic undertones.
puppiesandhorsepower
Jan 28, 2026
Canada is a shithole country now
Canada is a shithole country now
Dismissive statement expressing negative sentiment about Canada's current state, suggesting decline or deterioration.
PaulAllen-rm1in
Jan 28, 2026
This is all of canada, by the way. There might be areas that are more concentrated. But I would go to say that there's places that are at least forty creeping up on fifty percent …
This is all of canada, by the way. There might be areas that are more concentrated. But I would go to say that there's places that are at least forty creeping up on fifty percent east India. Now in all parts of Canada. Not to say there isn't chinese filipino.Everything else here.But, yeah, east indian is number one right now 🎉
Presents specific demographic percentages ('forty creeping up on fifty percent') without evidence while expressing demographic anxiety about East Indian immigration.
Danareality11
Jan 27, 2026
Buddy on the bike spike truthfully. Thanks for coming to Canada and exposing how we're being invaded. I don't know about this human smuggling exposure, you should prob be safer than this for content!
Buddy on the bike spike truthfully. Thanks for coming to Canada and exposing how we're being invaded. I don't know about this human smuggling exposure, you should prob be safer than this for content!
Uses language of invasion and human smuggling to express security/demographic anxiety about immigration.
Balgore8
Jan 28, 2026
snitching is crazy bro gone get himself hurt
snitching is crazy bro gone get himself hurt
Comment expressing concern about physical danger or retaliation, using colloquial language about consequences.
Fear / Threat
0.80
INWITHNEW
Jan 28, 2026
Get out while you still can!
Get out while you still can!
Urgent warning framed as existential threat, urging departure from Canada due to immigration concerns.
Screamingforvengeancee
Jan 28, 2026
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Sidhu! I wish you luck! Help as many Indians get into the USA as you possibly can we are full!
Expresses capacity anxiety ('we are full') while addressing immigration to another country.
sc0tte416
Jan 28, 2026
save Canada😭
save Canada😭
Emotional plea expressing existential concern about Canada's future with implicit urgency to prevent demographic change.
maxvirusyt3728
Jan 28, 2026
fucking disgusting. this is san francisco and seattle as well the guy on the bike should be canada's PM
fucking disgusting. this is san francisco and seattle as well
the guy on the bike should be canada's PM
Expression of disgust and alarm about conditions in Canada and other cities, with comparative reference to US cities and implicit threat framing.
kokakolagodcomp-vi2yv
Jan 27, 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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