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
Rats invade your home and claim that this is their area.
Rats invade your home and claim that this is their area.
Dehumanizing metaphor comparing immigrants to invasive pests, expressing existential threat and territorial anxiety.
user-rd1od6tb2m
Feb 16, 2026
I hope Americans are happy with their choice of president. I could see this coming a mile away trump is a putin loving dictator that will destroy the free world in under 4 years.
I hope Americans are happy with their choice of president. I could see this coming a mile away trump is a putin loving dictator that will destroy the free world in under 4 years.
Expresses alarm about Trump's presidency as an existential threat to global freedom and democracy.
@erin8709
Mar 4, 2025
the invasion needs to stop
the invasion needs to stop
Uses inflammatory 'invasion' language to express demographic anxiety and existential threat perception.
OM-pu9yi
Feb 24, 2026
Prelude to Civil War 2 ? ?
Prelude to Civil War 2 ? ?
Expresses alarm about potential civil conflict, framing immigration/policy as an existential threat to national stability.
@noone5846
Mar 4, 2025
Stupid liberal party letting these people in Canada taking away our Canadian culture! We need a strong Leader and get out Islamist Muslims and India immigrants before they fuck up Canada!
Stupid liberal party letting these people in Canada taking away our Canadian culture! We need a strong Leader and get out Islamist Muslims and India immigrants before they fuck up Canada!
Expresses demographic anxiety and cultural threat narrative, combined with identity-based framing and inflammatory generalizations about immigrant groups.
ShadowMonarch-l5t
Feb 22, 2026
Trump is gonna be pissed! You know he's not going to like the call out. This whole shit about to be expensive as fuck for us all.
Trump is gonna be pissed! You know he's not going to like the call out. This whole shit about to be expensive as fuck for us all.
Expresses anxiety about Trump's reaction and predicts negative economic consequences ('expensive as fuck for us all').
@youngsplash85
Mar 4, 2025
As I am the 27,000th commenter, I know this won’t be read…but the REAL reason DJT is doing this is to knock us (Canada) down and weaken us so he can come in and take …
As I am the 27,000th commenter, I know this won’t be read…but the REAL reason DJT is doing this is to knock us (Canada) down and weaken us so he can come in and take what he wants afterwards. He knows he can do this, just like he did a few days ago with Ukraine. You are not our neighbours; you are not our friends. You are the new world predator country.
Expresses alarm about US predatory intentions toward Canada, comparing current situation to Ukraine invasion as evidence of threat.
@terrirideout9683
Mar 4, 2025
Far too many places in India are horribly dirty, polluted and just disgusting. I’m not calling Indians disgusting but their hygienic practices are disgusting in India.
Far too many places in India are horribly dirty, polluted and just disgusting. I’m not calling Indians disgusting but their hygienic practices are disgusting in India.
Makes sweeping negative generalizations about Indian hygiene practices, framing them as a threat or concern.
AlexisLopez-pb8ms
Feb 22, 2026
Stakes sense when you stop and realize this is about trump becoming a dictator. But he's really screwing it up as he had fired all the most important people leaving us without any security. Right …
Stakes sense when you stop and realize this is about trump becoming a dictator. But he's really screwing it up as he had fired all the most important people leaving us without any security. Right now, we are ripe for terrorists.
Expresses security anxiety about terrorist vulnerability due to perceived leadership failures, combining threat perception with criticism of Trump's personnel decisions.
@donnacaggiano4207
Mar 4, 2025
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
Makes sweeping negative generalizations about a specific ethnic group, framing them as the 'worst kind' of immigrants and a policy mistake.
krisxaero
Feb 22, 2026
Screwing up immigration was all by design to dilute our culture. #Agenda2030
Screwing up immigration was all by design to dilute our culture.
#Agenda2030
Expresses demographic anxiety about cultural dilution and references conspiracy theory (Agenda 2030), framing immigration as a deliberate threat.
daveburton3289
Feb 18, 2026
Man, I hate the fact that Canada is harbouring Khalistani te₹00₹!$t
Man, I hate the fact that Canada is harbouring Khalistani te₹00₹!$t
Expresses security threat concerns about alleged terrorists in Canada, with inflammatory language and unsubstantiated claims.
theindiandeist01
Feb 20, 2026
CLEARLY WE NEED MORE FENTANYL AND M.A.I.D TO MAKE WAY FOR THE ILLEGALS….
CLEARLY WE NEED MORE FENTANYL AND M.A.I.D TO MAKE WAY FOR THE ILLEGALS….
Expresses demographic anxiety and alarmism by linking immigration to drug deaths and euthanasia, using inflammatory language to suggest existential threat.
pierrettegagnon2627
Feb 17, 2026
The left will have a nice meltdown when the United States takes us over. Our economy is non existent, Canada is going bankrupt! Our neighbours across the border will have no choice but to rescue …
The left will have a nice meltdown when the United States takes us over. Our economy is non existent, Canada is going bankrupt! Our neighbours across the border will have no choice but to rescue us. U.S. will not tolerate a communist government next door. We shall thank all the liberal voters for making it happen.
Expresses alarmist predictions of economic collapse and US takeover, blaming immigration and liberal governance with apocalyptic framing.
RoseEveringham
Feb 18, 2026
That cop inside the house never passed his physical test period end of story, stop hiring these people they are not loyal to Canadians only to India and Pakistan and yes this has to be …
That cop inside the house never passed his physical test period end of story, stop hiring these people they are not loyal to Canadians only to India and Pakistan and yes this has to be looked at as this creates moles inside the Police and Government positions for these Criminal gangs from India and Pakistan to operate freely here.
Expresses security concerns about police hiring, alleges criminal gang infiltration, and makes unsubstantiated claims about loyalty based on national origin.
@danfuerthgillis4483
Feb 19, 2026
Mass immigration without assimilation is an invasion. We are being invaded and the worst part is that is that this is planned.😡
Mass immigration without assimilation is an invasion. We are being invaded and the worst part is that is that this is planned.😡
Uses 'invasion' rhetoric and conspiracy framing ('planned') to express demographic anxiety about immigration and cultural assimilation.
cathylab1
Feb 19, 2026
Whoever brought in ANY MUSLIMS and THIS MANY INDIANS has a LOT to answer for! ETHNIC CANADIANS should be paid to have more babies and we should NOT be paying child tax credit to muslims, …
Whoever brought in ANY MUSLIMS and THIS MANY INDIANS has a LOT to answer for! ETHNIC CANADIANS should be paid to have more babies and we should NOT be paying child tax credit to muslims, Indians or any other foreigner group that wants to replace us! How stupid are we?!
Expresses demographic anxiety about ethnic replacement, makes sweeping generalizations, and proposes discriminatory policies.
paulinegauthier1867
Feb 19, 2026
Putin and Xi just laughing it up RN.
Putin and Xi just laughing it up RN.
Expresses concern that geopolitical adversaries are benefiting from Canada-U.S. conflict.
Fear / Threat
0.85
@hoalanho
Mar 4, 2025
Thanks to your liberal Gov. letting UNKOWN WHO EVER across our boarder AND FLOWN IN allowed to stay sucking up YOUR paychq with extra taxes to pay for thier housing/rent, food, medical services. Here's is …
Thanks to your liberal Gov. letting UNKOWN WHO EVER across our boarder AND FLOWN IN allowed to stay sucking up YOUR paychq with extra taxes to pay for thier housing/rent, food, medical services. Here's is food for thought (I'm 65+) ww2. People would flee thier country so back then 10 people being caught coming into a unkown country 1 or 2 from that group were spys to destroy that country. Heres my point>> When Canada/bleeding hearts let thousands of unkown into our land how many ARE CRIMINALS, GANG CARTIL, and by the way the world is now looking at Canada as a NARCO country which means politics is now controled by CARTIL, GANG, CORRUPTION. CHECK IT OUT IN GOOGLE .... is canada a narco state>> The writing is on the wall.
Expresses security anxiety about unknown immigrants, invokes spy/criminal/cartel threats, and makes unsubstantiated claims about Canada becoming a narco state.
DonFowler-l7j
Feb 18, 2026
WHY DO WE EVEN NEED IMMIGRANTS ANYMORE? Every government for the past 50 years has ignored WHY our birthrates are declining. Every government in the past 50 years has ignored the cultural destruction occurring because …
WHY DO WE EVEN NEED IMMIGRANTS ANYMORE?
Every government for the past 50 years has ignored WHY our birthrates are declining.
Every government in the past 50 years has ignored the cultural destruction occurring because they flood us with people from 3rd world 💩 holes rather than white European Christians with shared values, heritage, & ethics.
Immigrants are not only of ZERO VALUE today, but are permanently destroying everything that made us a united, cohesive, safe, democratic, free society.
Expresses demographic anxiety and cultural destruction fears, uses dehumanizing language and false generalizations about immigrant value while asserting European Christian identity preference.
jeffnobl
Feb 17, 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)