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
Search & Filter
Fear / Threat
3,873 comments
Hey Maga... U R about to learn a hard lesson. You think prices were bad under Biden? lol, wait for it. You screwed over the world and now the world is going to screw you!
Hey Maga... U R about to learn a hard lesson. You think prices were bad under Biden? lol, wait for it. You screwed over the world and now the world is going to screw you!
Warns of negative economic consequences and expresses threat/retribution framing regarding tariffs and global relations.
@dan9977
Mar 4, 2025
I have immense Indian fatigue.
I have immense Indian fatigue.
Expression of demographic anxiety and fatigue toward Indian immigration/presence.
boyiloveyouxamillion
Jan 27, 2026
This is the future of Europe.😢😢😢
This is the future of Europe.😢😢😢
Expresses demographic anxiety about Europe's future through comparison, with emotional distress markers.
ГригорійІванов-о4д
Jan 28, 2026
Coming soon to Europe after signing the trade deal with India!
Coming soon to Europe after signing the trade deal with India!
Implies a warning about Indian immigration spreading to Europe through trade policy, framing it as an impending threat.
gaizerec5035
Jan 29, 2026
In 5 Years they will Vote to Become a soverign country and Ban All Whites. And yes its Canadas Fault.
In 5 Years they will Vote to Become a soverign country and Ban All Whites. And yes its Canadas Fault.
Alarmist prediction of future demographic and political upheaval presented as inevitable consequence of immigration policy.
Tetrachron737
Jan 27, 2026
That orange? here in the US is a disgusting parasite... ?
That orange? here in the US is a disgusting parasite... ?
Uses inflammatory language characterizing a political figure as a 'parasite,' expressing threat/danger framing.
@jennyforonda4987
Mar 4, 2025
Racism is becoming more and more valid.
Racism is becoming more and more valid.
Provocative statement normalizing racism as a response to immigration, expressing xenophobic sentiment.
EmmyFoder-t3h
Jan 27, 2026
Canada has turned into a shithole country.
Canada has turned into a shithole country.
A brief negative characterization of Canada as a 'shithole,' expressing alarm or dissatisfaction with the country's state.
Fear / Threat
0.80
CraigSmith-s2n
Jan 29, 2026
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they …
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they want khalistan. I am sure day will come when this Canadian Sikh will address themselves as Brampton instead of Canadian once they grow in large numbers.
Expresses demographic anxiety about Sikh identity and separatist concerns, framing immigration as a threat.
georgefernandes848
Jan 28, 2026
that expiration date cannot come soon enough
that expiration date cannot come soon enough
References an 'expiration date' in ominous terms, suggesting demographic or existential anxiety about a group's presence.
Fear / Threat
0.80
BFRZ89
Jan 28, 2026
I can't make sense of why we're turning our backs on Canada and opening our arms wide in welcome to Russia. Any way you try to look at it, the optics are scary
I can't make sense of why we're turning our backs on Canada and opening our arms wide in welcome to Russia. Any way you try to look at it, the optics are scary
Expresses alarm about Canada's foreign policy direction and perceived alignment with Russia, framed as a security concern.
@diaryofachunkymainehiker2406
Mar 4, 2025
Good to see "New New Dehli" aka Canada's problems being shown here , the whole Country is a fucking mess
Good to see "New New Dehli" aka Canada's problems being shown here , the whole Country is a fucking mess
Expresses alarm about Canada becoming like Delhi due to immigration, using comparative framing to convey demographic anxiety.
AIR_STINN
Jan 29, 2026
Complete replacement
Complete replacement
Brief phrase invoking demographic replacement conspiracy theory expressing existential threat anxiety.
B1RD_DOG
Jan 27, 2026
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just …
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just for them?
Expresses demographic and economic anxiety about immigrants taking over cities and jobs, framing it as a threat to Canadian workers.
Erinn-do4rh
Jan 29, 2026
Thank goodness a few people are smart enough and brave enough to see the truth and say it out loud a lot of the issues we have in our country are people are scared to …
Thank goodness a few people are smart enough and brave enough to see the truth and say it out loud a lot of the issues we have in our country are people are scared to be canceled and it’s destroying our home and our traditional ways of life
Expresses anxiety about loss of traditional ways of life and cultural erosion due to immigration and perceived censorship.
chriscunningham6191
Jan 27, 2026
Theres gonna be alot morw voilence now watch
Theres gonna be alot morw voilence now watch
Expresses alarm about increased violence as a consequence of current policies, framing the situation as dangerous.
Fear / Threat
0.80
@mrmojorising4877
Mar 4, 2025
If you let them...they WILL take it from you.....wht ppl better quit being pzzys and blk folks need to stand with them and take back their homes instead of moving away.
If you let them...they WILL take it from you.....wht ppl better quit being pzzys and blk folks need to stand with them and take back their homes instead of moving away.
Expresses threat perception about property/resources being 'taken' and calls for racial/ethnic groups to mobilize defensively against perceived dispossession.
JoHatsu4me
Jan 28, 2026
gipsys invading Canada now 🤣😂 getting enriched enough?
gipsys invading Canada now 🤣😂 getting enriched enough?
Uses dehumanizing language ('invading') and sarcasm to express demographic anxiety about immigration, framed as a threat.
AnonimousSa
Jan 27, 2026
Get the f out wayyyyyyyyuuyyyyyyyy to many here
Get the f out wayyyyyyyyuuyyyyyyyy to many here
Expresses demographic anxiety about overcrowding and demands immigrants leave.
Fear / Threat
0.80
samdi8824
Jan 29, 2026
Lmfao all the people saying they’re not that bad are the problems. We don’t want or need them and they’re far from their best.
Lmfao all the people saying they’re not that bad are the problems. We don’t want or need them and they’re far from their best.
Expresses rejection and demographic anxiety about immigrants, framed as a threat to the nation.
travislagerwerf4174
Jan 28, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)