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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Identity Assertion
5,512 comments
immigrants are so ungrateful ,
immigrants are so ungrateful ,
Makes a generalized claim about immigrant behavior and gratitude, framing an us-versus-them distinction based on national belonging.
Identity Assertion
0.75
LorraineRicardo
Aug 28, 2025
it's hard for someone to change their spots , and strips ,
it's hard for someone to change their spots , and strips ,
Suggests immigrants cannot change their fundamental nature, implying inherent cultural incompatibility with Canadian society.
Identity Assertion
0.75
LorraineRicardo
Aug 28, 2025
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably …
To the guy at the 20 minute mark who claims to be a first generation even though he came here from somewhere else means his kids will be first generation not him, he is probably from Punjab and will always be Punjabi
Asserts ethnic/national identity distinctions and makes assumptions about someone's origin and cultural identity based on appearance.
thefonz2199
Aug 27, 2025
All you idiots that voted for that dumbass Trudeau can take some of the blame
All you idiots that voted for that dumbass Trudeau can take some of the blame
Assigns blame to voters based on political affiliation, using divisive us-vs-them framing.
dextergilmore953
Aug 27, 2025
Man is right when he says that we're losing our culture it's hard to keep your culture when you are persecuted for talking about your culture the number one thing that has happened in Canada …
Man is right when he says that we're losing our culture it's hard to keep your culture when you are persecuted for talking about your culture the number one thing that has happened in Canada that never was here before is racism thanks to our federal government telling us that we have no culture and lock us up for protesting peacefully against tyranny of the federal government
Asserts Canadian cultural identity is under threat and being suppressed by government, frames as persecution of native population.
TAllan-i3i
Aug 27, 2025
$21/hour x 40 hours/week is a lot of money, and she is complaining. As a visible minority, who is probably 10 times more intelligent than this complainer,I wish I made that much.
$21/hour x 40 hours/week is a lot of money, and she is complaining.
As a visible minority, who is probably 10 times more intelligent than this complainer,I wish I made that much.
Asserts visible minority identity while expressing frustration with wage complaints, positioning themselves as more deserving and implicitly critiquing the complainant's entitlement.
tubro541
Aug 27, 2025
I can get custard and chips for for 6.00 chips are more expensive now which isnt such a bad thing if you want a healthier population. Am still loyal to my canada 🇨🇦
I can get custard and chips for for 6.00 chips are more expensive now which isnt such a bad thing if you want a healthier population. Am still loyal to my canada 🇨🇦
Expresses loyalty to Canada and national identity through patriotic statement, with tangential comment about food prices.
Identity Assertion
0.75
almaalvarado6289
Aug 26, 2025
That girl who is preaching to the Indians has such a heavy accent, as is she arrived off the boat only yesterday.
That girl who is preaching to the Indians has such a heavy accent, as is she arrived off the boat only yesterday.
Makes disparaging observation about an immigrant's accent and recency of arrival, implying outsider status and lack of belonging.
Identity Assertion
0.75
PuppyLove-b9c
Aug 25, 2025
All suckers are immigrants to Canada
All suckers are immigrants to Canada
Broad statement asserting that all Canadians are immigrants, making a claim about national identity and belonging.
Identity Assertion
0.75
ndeivendran
Aug 25, 2025
Carney == Trudeau 2.0
Carney == Trudeau 2.0
Equates a political figure (Carney) with Trudeau in a dismissive comparison, suggesting ideological alignment criticism with implicit us-vs-them framing.
JaiShaha-i9y
Aug 25, 2025
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has …
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has had this conversation
Makes a claim about Indian immigration levels and asserts shared Canadian anxiety about demographic change, using us-vs-them framing.
711hudson
Jul 10, 2025
Canadians have always hated immigrants.
Canadians have always hated immigrants.
Makes a sweeping generalization about Canadian national character and historical attitudes toward immigrants.
Identity Assertion
0.75
justinejones97
Aug 25, 2025
Nobody wants to go vacation to donald country anymore. I don’t call it USA or America anymore.
Nobody wants to go vacation to donald country anymore. I don’t call it USA or America anymore.
Rejects association with the US and expresses negative sentiment about its reputation, combining identity distancing with concern about national image.
@dearace9991
Mar 5, 2025
We will work with Canada but not with you .
We will work with Canada but not with you .
Us-versus-them framing suggesting exclusion or rejection of a specific group/person in diplomatic context.
@scottbarnes9910
Mar 5, 2025
Immigrants are not the problem, the fake "refugees" and asylum seekers are.
Immigrants are not the problem, the fake "refugees" and asylum seekers are.
Distinguishes between 'legitimate' immigrants and 'fake' refugees/asylum seekers, making an unverified categorical claim while asserting boundaries of acceptable immigration.
dovoso5685
Apr 16, 2025
The whole world is suffering because some ignorant arrogant people in the U.S.believe that for the price of a cheap stupid red hat they will belong to a cult that tells them what to think …
The whole world is suffering because some ignorant arrogant people in the U.S.believe that for the price of a cheap stupid red hat they will belong to a cult that tells them what to think to fuel their discontent
Frames a political/cultural divide (U.S. Trump supporters vs. the rest of the world) as an us-vs-them identity conflict, with moral condemnation of the opposing group.
@jane-ju2op
Mar 5, 2025
A majority of us who DIDN’T vote for him “Don’t want this either”!
A majority of us who DIDN’T vote for him “Don’t want this either”!
Asserts group identity ('a majority of us') and positions the commenter against a political figure, emphasizing in-group solidarity.
Identity Assertion
0.75
@reginamaijala7077
Mar 5, 2025
Trump is not a smart man. He's a petulant, weak little moron.
Trump is not a smart man. He's a petulant, weak little moron.
Personal attack on Trump's character and intelligence, framing him as unfit, with implicit us-vs-them positioning.
@BacheweyChomp5150
Mar 5, 2025
Bring it on your French frog
Bring it on your French frog
Uses ethnic/national stereotyping ('French frog') in a confrontational tone, mixing identity assertion with sarcasm.
@DannyKrebs-b7o
Mar 5, 2025
The only blisters this Chinese Communist Party lap dog gives are the type that you get from the exchange of bodily fluids!
The only blisters this Chinese Communist Party lap dog gives are the type that you get from the exchange of bodily fluids!
Uses inflammatory language to frame the PM as aligned with an external adversary (China), asserting a national/political identity divide.
@jamiewilliamson3161
Mar 5, 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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Discourse Quality (Perspective API)