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
You can’t win this battle against the United States. That’s a fact. And your economy is weaker because the migrants you allowed entry are not getting misplaced — isn’t it many of them had left …
You can’t win this battle against the United States. That’s a fact. And your economy is weaker because the migrants you allowed entry are not getting misplaced — isn’t it many of them had left Canada too?
Asserts Canada cannot win against the US (power imbalance threat) and blames immigration for economic weakness, combining threat perception with economic critique.
@frankalbertyap9132
Mar 4, 2025
Come near my parents business and I’ll be forced to get down
Come near my parents business and I’ll be forced to get down
Expresses willingness to use force to protect family business, indicating security concerns and implicit threat.
@Leafsfan709
Feb 19, 2026
OMG ty for covering this as the country I was born in is lost.
OMG ty for covering this as the country I was born in is lost.
Speaker expresses despair about their birth country being 'lost,' combining personal connection with existential anxiety about national decline.
TiimBow
Jan 28, 2026
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
Expresses demographic anxiety about Muslim immigration using a fabricated anecdote, comparing Canada to England.
Iamnotsoverycool77
Feb 11, 2026
America is seriously risking becoming a backwater autocracy with this crap.
America is seriously risking becoming a backwater autocracy with this crap.
Expresses alarm about democratic decline and autocratic risk, comparing America's trajectory negatively.
@ethancoster1324
Mar 4, 2025
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Expresses cautious approval of deportation policy as insufficient response to perceived immigration threat, with patriotic framing.
Fear / Threat
0.79
trevorsabo1824
Jan 1, 2026
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
Expresses alarmist prediction that deportation policies will spread globally, framing immigration enforcement as an inevitable threat.
charlesdean03
Feb 25, 2026
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our …
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our environment is being destroyed from them all. If you move here then change how you are as a person, learn the traditions of the country and respect it. Please pray for us
Comment expresses anxiety about national decline and cultural erosion due to immigration, framing it as a threat to Canadian identity and quality of life.
OURWORLD4EVER
Jan 29, 2026
Once an Indian gets to the top they will only hire other Indians to top positions.
Once an Indian gets to the top they will only hire other Indians to top positions.
Unfounded claim about ethnic hiring practices that expresses demographic anxiety and threat perception.
Biddahsweet
Jan 27, 2026
They need to leave now ....we don't need them here to do like in FRANCE
They need to leave now ....we don't need them here to do like in FRANCE
Expresses alarm about immigration consequences by referencing France as a cautionary example, combining demographic anxiety with international comparison.
danielbojocescu8187
Feb 11, 2026
needs to be titled "global rat infestation"
needs to be titled "global rat infestation"
Dehumanizing language framing immigrants as pests/infestation, combining inflammatory rhetoric with threat expression.
xvxcascaxvx
Jan 27, 2026
I hope it breaks more.
I hope it breaks more.
Vague expression of hope for systemic collapse, suggesting apocalyptic concern about immigration impact.
Fear / Threat
0.79
eanerickson8915
Jan 21, 2026
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the …
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the third world dragging their impoverished socialist mentality with them.
Expresses demographic anxiety about birth rates and frames immigration from the Global South as a threat carrying 'impoverished socialist mentality.'
quacktuber1051
Sep 21, 2025
The Fall of Western civilization started decades ago 😢.
The Fall of Western civilization started decades ago 😢.
Expresses existential anxiety about Western civilization decline, framed as a threat narrative.
fgmeja8mso
Sep 30, 2025
what the hell is happening in north America!! from México, im very very worried.. we shoould work togethernot make comercial war
what the hell is happening in north America!! from México, im very very worried.. we shoould work togethernot make comercial war
Expresses worry and alarm about North American conditions while calling for cooperation rather than conflict.
@shiroumxm2052
Mar 4, 2025
I feel so bad for the canadians ngl.
I feel so bad for the canadians ngl.
Expression of sympathy for 'Canadians' implying demographic or cultural threat from immigration, with us-vs-them framing.
justaemptymall
Jan 27, 2026
79,000 missing, seems like a good excuse for digital I.D.
79,000 missing, seems like a good excuse for digital I.D.
Expresses concern about missing students as a pretext for surveillance expansion, combining anxiety with conspiratorial framing.
chachingchaching3278
Sep 29, 2025
Look into the ideology being spread and festered in concordia College against patriotic Canadians and the antisemitism coming out of our educational systems
Look into the ideology being spread and festered in concordia College against patriotic Canadians and the antisemitism coming out of our educational systems
Expresses concern about ideology and antisemitism in educational systems without specific evidence, framing as a threat to patriotic Canadians.
Tree74-b3s
Sep 28, 2025
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like …
Trump want the division between the USA and all of our traditional long term allies. However, Trump is doing exactly what Putin desires. Trump only answers to Putin. People wake up and stop acting like Trump is not a communist dictator.
Expresses alarm about Trump's alleged allegiance to Putin and threat to alliances, with unsubstantiated claims about communist dictatorship.
@garydingle
Mar 4, 2025
Geez you know its bad in the GTA when Tim Hortons looks like that
Geez you know its bad in the GTA when Tim Hortons looks like that
Expresses concern about demographic change in the GTA region, using a Tim Hortons observation as evidence of deterioration.
stevedesio7433
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)