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
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even …
They are overpopulating my area too. When I walk around my Costco, there have been times where there are Indians in every single direction I look, as far as I can see. I'm not even exaggerating. If I forgot where I was, I would think I was in India. There are so many Indian restaurants around me. The area I live in is actually a nice newly built area (over the past 5 years.) It wasn't like this when I first moved to this area.
Expresses demographic anxiety and concern about overpopulation by a specific ethnic group, framing it as a threat to the commenter's area.
America-ev4rk
Jan 27, 2026
Trump is going to destroy our country. wake up!
Trump is going to destroy our country. wake up!
Expresses alarm about Trump destroying the country and urges awareness, combining threat perception with mobilization language.
@Patricia-l7l2k
Mar 4, 2025
Are we great now? Because what is happening in the country is shameful and dangerous—worse than it was four years ago.
Are we great now? Because what is happening in the country is shameful and dangerous—worse than it was four years ago.
Expresses alarm about the country's condition as 'shameful and dangerous,' framing current circumstances as a threat or crisis.
@yasnaborne3702
Mar 4, 2025
Thank you for covering this! We are being invaded and the Liberal Government has been allowing it!
Thank you for covering this! We are being invaded and the Liberal Government has been allowing it!
Expresses invasion anxiety and demographic threat while criticizing government policy.
yec4044
Jan 27, 2026
This is what Putin wants. He wants to weaken allies to the US to leave us open for them!!
This is what Putin wants. He wants to weaken allies to the US to leave us open for them!!
Expresses geopolitical threat/security concern (Putin weakening US allies) framed as a conspiracy without evidence.
@xxpotatolove1921
Mar 4, 2025
Im Canadian and this is truly getting a problem it smells like butter chicken everywhere they are taking all our jobs. The worst is most of them are truck drivers and have no experience driving …
Im Canadian and this is truly getting a problem it smells like butter chicken everywhere they are taking all our jobs. The worst is most of them are truck drivers and have no experience driving on the snowy mountains highways it's so dangerous to drive next to them. Thanks for shining a light on this.
Combines identity assertion ('I'm Canadian'), economic concerns (job displacement), and safety fears (dangerous driving) to express anxiety about immigration.
dabandpuke
Jan 27, 2026
This isn't the 1800s... the world CAN and WILL trade around us. We will be North Korea. Of my family suffers so will MAGAs that voted for this administration. No quarter.
This isn't the 1800s... the world CAN and WILL trade around us. We will be North Korea. Of my family suffers so will MAGAs that voted for this administration. No quarter.
Expresses alarm about economic isolation ('North Korea') and threat of suffering, combined with criticism of political decisions.
@clutchpimp
Mar 4, 2025
Elect globalists become the third world.
Elect globalists become the third world.
Expresses demographic anxiety and decline framed as a threat to national identity through electing 'globalists.'
Peter-p7u4k
Jan 26, 2026
When are they gonna crack down on the daily shooting/stabbings?
When are they gonna crack down on the daily shooting/stabbings?
Expresses security concerns about violence (shootings/stabbings) and implicitly links them to immigration policy failures.
neverloveagain-c5l
Feb 18, 2026
Not immigration it's an deliberate invasion
Not immigration it's an deliberate invasion
Uses inflammatory language characterizing immigration as an 'invasion,' expressing existential threat and alarmism.
Dan-k7w8f
Jan 19, 2026
Canada needs ICE to remove the illegals and criminals shooting up our homes and businesses.
Canada needs ICE to remove the illegals and criminals shooting up our homes and businesses.
Expresses security concerns linking immigrants to crime and calls for enforcement action (ICE removal).
johnn1250
Jan 22, 2026
Where's ICE when you need em. Ship them out in the next container ship outta here. Alive or not. Who cares
Where's ICE when you need em. Ship them out in the next container ship outta here. Alive or not. Who cares
Expresses violent sentiment toward immigrants, calling for deportation with indifference to harm.
HarryVaj
Feb 18, 2026
Trump is a dictator and the sooner people realize it the more swiftly we can deal with it. If somebody doesn’t reach in and stop him it will become too late. His hope is to …
Trump is a dictator and the sooner people realize it the more swiftly we can deal with it. If somebody doesn’t reach in and stop him it will become too late. His hope is to partner up with Putin and have the two countries work harmoniously. Imagine that Russia/USA almost has a ring to it. Trump is too stupid to know what he’s doing is going to result in his own demise. We can all see it coming I just hope somebody has enough balls to stop him
Expresses alarm about Trump as a dictator and danger, with urgent calls for intervention to prevent catastrophe.
@JennyHilker
Mar 4, 2025
He's destroying our country!
He's destroying our country!
Expresses alarm about national destruction without specific policy details, combining existential threat language with implicit criticism of leadership.
@angmarti64
Mar 4, 2025
Warning trump breaking up the USA for Putin , in six month you will be all in the gutter . GOOD BYE USA YOU VOTED FOR PUTIN GUY.
Warning trump breaking up the USA for Putin , in six month you will be all in the gutter . GOOD BYE USA YOU VOTED FOR PUTIN GUY.
Expresses alarm about national destruction and foreign influence, making unsubstantiated claims about Trump-Putin alignment.
@petersomthing9508
Mar 4, 2025
You cant scare us Justin, your country will go broke and collapse in a year
You cant scare us Justin, your country will go broke and collapse in a year
Expresses alarm about Canada's economic collapse while dismissing Trudeau's warnings as ineffective.
@Williewonders
Mar 4, 2025
Hopefully Canada will start looking like Canada again. Canada will be declared an Islamic country if we keep this up.
Hopefully Canada will start looking like Canada again. Canada will be declared an Islamic country if we keep this up.
Expresses demographic anxiety and existential threat to Canadian identity through alarmist language about religious transformation.
mrryan70
Dec 27, 2025
Canada vai virar comunista
Canada vai virar comunista
Expresses alarm about Canada's political direction, framing it as an existential threat to national identity.
@Iwanos1
Mar 4, 2025
Duhh really. Your just figuring this out now geeez. There needs to be hundreds of thousands of deportation so Canada and it's citizens can survive and thrive
Duhh really. Your just figuring this out now geeez. There needs to be hundreds of thousands of deportation so Canada and it's citizens can survive and thrive
Expresses existential threat to Canada and citizens, calling for mass deportations framed as necessary for national survival.
MerryCat-rw1ry
Feb 18, 2026
This shit like a movie it’s about to be a ww3
This shit like a movie it’s about to be a ww3
Expresses alarm about imminent catastrophe, comparing current situation to a movie and predicting world war.
Fear / Threat
0.85
@erichankins3531
Mar 4, 2025
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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