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
I guarantee you 100% World War III because of what this idiot Dump is doing! He is snugging up to Putin and Russia, eventually this will go sideways and war will break out. Maga and …
I guarantee you 100% World War III because of what this idiot Dump is doing! He is snugging up to Putin and Russia, eventually this will go sideways and war will break out. Maga and republicans probably thing Im a moron who has no clue. I give it 6 months!
Expresses alarmist predictions of World War III based on unsubstantiated claims about Trump's Russia ties, combining fear-mongering with conspiracy-adjacent assertions.
@svedalawoodcrafts
Mar 4, 2025
What else is new from another country that took it's citizen's weapons and Cucked them into the "AGENDA". We need a fkn wall on the North too.
What else is new from another country that took it's citizen's weapons and Cucked them into the "AGENDA". We need a fkn wall on the North too.
Expresses security and sovereignty concerns about Canada, with implicit call for border enforcement.
bw0mp3r44
Jan 27, 2026
Arrogance of these lack of melanin superiority complex. No wonder everyone wants them extinct
Arrogance of these lack of melanin superiority complex. No wonder everyone wants them extinct
Uses inflammatory language expressing existential threat and demographic anxiety toward a specific racial group.
tonyblackmore6767
Jan 27, 2026
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
Expresses alarm about Trump's economic coercion of Canada and invokes comparison to authoritarian tactics, framing it as a security threat.
@UncleWally3
Mar 4, 2025
Well they sure are 🤢🤮
Well they sure are 🤢🤮
Expresses disgust through emojis toward an unspecified group, conveying demographic anxiety and negative sentiment.
Oatsy360_Pubg
Jan 27, 2026
What about chinese invasion in Toronto?
What about chinese invasion in Toronto?
Frames immigration as an 'invasion,' using militaristic language to express demographic anxiety about a specific ethnic group.
dhaneshsharma2091
Jan 29, 2026
Go to the middle of nowhere northwest Ontario and they are there too
Go to the middle of nowhere northwest Ontario and they are there too
Expresses alarm about immigrant presence spreading to remote areas, framing geographic dispersal as a concerning demographic trend.
FootUnderground
Jan 27, 2026
What is it about? It's about creating enough panic, fear, emotion, hostility, booing anthems, etc to the point where he has an excuse to 'restore order'. Classic despot move. ?? ❤ ??
What is it about? It's about creating enough panic, fear, emotion, hostility, booing anthems, etc to the point where he has an excuse to 'restore order'. Classic despot move. ?? ❤ ??
Conspiracy-adjacent framing of government actions as deliberately creating panic to justify authoritarian control.
@DavidH-y4k
Mar 4, 2025
In America, kids 5 and younger whites are the minority. We can laugh at Canada, but they did it to us also.
In America, kids 5 and younger whites are the minority. We can laugh at Canada, but they did it to us also.
Expresses demographic anxiety about white minority status in America while comparing to Canada, framing immigration as a threat.
orangemanbad
Feb 3, 2026
Trump wants America to die from what it looks like! He's alienating us from our allies!
Trump wants America to die from what it looks like! He's alienating us from our allies!
Expresses alarm about Trump's actions damaging alliances, framed as a threat to international relationships.
@BrianPerry-z7n
Mar 4, 2025
Tyler, come to Surrey, BC on the west coast of Canada where we are having Indian extortion shootings almost every day! They are shootings at other Indian homes and Businesses.
Tyler, come to Surrey, BC on the west coast of Canada where we are having Indian extortion shootings almost every day! They are shootings at other Indian homes and Businesses.
Expresses security concerns and demographic anxiety by citing violent crime statistics tied to a specific ethnic group.
allywoodgate6916
Jan 27, 2026
They are coming to Canada and bringing all their vile culture with them...it's practically an invasion.
They are coming to Canada and bringing all their vile culture with them...it's practically an invasion.
Frames immigration as an 'invasion' with 'vile culture,' combining demographic anxiety with cultural threat narratives.
aliserdar-hi2oz
Jan 27, 2026
People who drive in countries like India don’t just switch up how they drive overnight, they are going to bring their bad driving habits like has anyone seen how they drive out there it’s crazy.
People who drive in countries like India don’t just switch up how they drive overnight, they are going to bring their bad driving habits like has anyone seen how they drive out there it’s crazy.
Expresses concern about immigrants bringing dangerous driving habits from their home countries, combining threat anxiety with an unverified behavioral claim.
kevinmiranda1769
Jan 27, 2026
Thats nothing, watch how many they will bring in this year.
Thats nothing, watch how many they will bring in this year.
Expresses alarm about future immigration numbers without evidence, implying demographic anxiety.
Steinback4452
Jan 18, 2026
Lately, it has also been an African/Caribbean invasion. Canada has accepted so many migrants from those areas without having done any due diligence.
Lately, it has also been an African/Caribbean invasion. Canada has accepted so many migrants from those areas without having done any due diligence.
Uses 'invasion' framing and expresses demographic anxiety about African/Caribbean migration with unsubstantiated claims about lack of vetting.
handzus19
Jan 27, 2026
Whatever I would never want to visit canada ever
Whatever I would never want to visit canada ever
Personal statement of refusal to visit Canada based on negative perceptions, expressing concern about the country's condition.
AintNoRookie
Jan 27, 2026
They destroyed India now they want to do the same in Canada.
They destroyed India now they want to do the same in Canada.
Comment expresses alarm about a group 'destroying' countries and threatening Canada, using comparative framing between India and Canada.
annacatania1214
Feb 4, 2026
Wait til you go to central California it’s all India
Wait til you go to central California it’s all India
Expresses alarm about demographic change by comparing California's Indian population to Canada's situation.
Weasel1432
Feb 4, 2026
Canada is done
Canada is done
Brief apocalyptic statement expressing existential concern about Canada's future, likely in response to immigration.
Meštar3468
Jan 27, 2026
taste the great replacement, what u did to the natives now happening with you
taste the great replacement, what u did to the natives now happening with you
Invokes historical injustice to frame current immigration as retributive demographic replacement, expressing demographic anxiety.
Rao54168
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)