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
And everyone who warned that this was coming was called racist for the last 20 years.
And everyone who warned that this was coming was called racist for the last 20 years.
Claims that warnings about immigration were dismissed as racism, framing a narrative of silenced concerns and us-vs-them dynamics.
MisterTelepathic
Jan 19, 2026
Greetings from Poland. Decent polish ppl working hard and telling the TRUTH.
Greetings from Poland. Decent polish ppl working hard and telling the TRUTH.
Assertion of Polish national identity and work ethic, with ambiguous framing that could support or critique immigration depending on context.
redwind47
Dec 25, 2025
I have no sympathy for any Canadian that crosses the border at this point. Just as brainless as the Yankee doodles.
I have no sympathy for any Canadian that crosses the border at this point. Just as brainless as the Yankee doodles.
Uses derogatory language to assert national identity boundaries and express judgment about Canadians crossing the border.
Elizabeth-vw1vb
Dec 10, 2025
Why do they call it Brampton? Needs a new name and change all street names please?
Why do they call it Brampton?
Needs a new name and change all street names please?
Questions the city's name and calls for renaming streets, implying cultural/demographic concerns about identity and belonging in the space.
Identity Assertion
0.75
canadianloon6433
Dec 15, 2025
And when they cry I will be persuaded for my religious beliefs sucks to be you
And when they cry I will be persuaded for my religious beliefs sucks to be you
Asserts religious/cultural identity position and dismisses others' emotional appeals based on belief system.
TrevorS-b3u
Dec 24, 2025
i liked when the GTA actually felt diverse
i liked when the GTA actually felt diverse
Nostalgic reference to past diversity implying current demographic change is unwelcome, asserting preference for a different ethnic composition.
kcvswrld
Dec 18, 2025
Import third world get treated like third world
Import third world get treated like third world
Uses dehumanizing language to assert cultural hierarchy and frame immigration as importing decline, with an unsubstantiated causal claim.
OJizzy
Dec 8, 2025
The 'invasion' bit refers to latin americans. Moderately inconvenienced Canadians will get over it, i'm sure.
The 'invasion' bit refers to latin americans. Moderately inconvenienced Canadians will get over it, i'm sure.
Clarifies that 'invasion' rhetoric targets Latin Americans, asserting Canadian identity as distinct from this concern.
T0MapleLaughs
Dec 8, 2025
Bramptonpur, India
Bramptonpur, India
Appears to be a place-name assertion ('Bramptonpur, India') suggesting ethnic/cultural identity framing or us-vs-them geographic distinction.
Identity Assertion
0.75
yohanneslong1970
Dec 3, 2025
They can now go back, I’m sure citizens of Quebec won’t miss them
They can now go back, I’m sure citizens of Quebec won’t miss them
Expresses exclusionary sentiment suggesting immigrants should leave Quebec, framing them as outsiders unwelcome in the province.
Identity Assertion
0.75
Hdhfhhdh
Nov 21, 2025
This is treasonous to us Canadians.
This is treasonous to us Canadians.
Frames immigration policy as a betrayal of Canadian identity and national interests, invoking patriotic language.
rosewinter633
Nov 21, 2025
Good. Let them go home. Bye Bye
Good. Let them go home. Bye Bye
Dismissive statement asserting in-group/out-group boundary, implying immigrants should leave Canada.
Identity Assertion
0.75
savannahthomas9841
Nov 22, 2025
We will train our own
We will train our own
Assertion of self-sufficiency and implicit rejection of immigration, framed as national capability.
Rossonerrorosso
Nov 20, 2025
Dirty smelling, i don't want an associate 😮
Dirty smelling, i don't want an associate 😮
Makes a dehumanizing stereotype about immigrants' appearance and expresses unwillingness to associate, reflecting xenophobic identity-based rejection.
abdiabdi4390
Feb 25, 2026
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi …
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi also portrait inside as Indian
Asserts distinctions between Indian and Khalistani identities, making claims about group definitions and geopolitical affiliations.
tejaspatil9775
Feb 26, 2026
fuck india!!!
fuck india!!!
Hostile expression targeting India/Indians, reflecting xenophobic sentiment and us-vs-them framing without substantive argument.
thecoinwebreborn3537
Feb 26, 2026
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by …
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by a East Indian
Makes an ethnic-based claim about work visa office ownership with conspiratorial undertones, framing it as an us-vs-them issue.
EricjSchuh
Feb 17, 2026
18:14 Entre ellos se estafan... son una verguenza.....
18:14 Entre ellos se estafan... son una verguenza.....
Spanish-language comment making derogatory generalizations about a group's character and trustworthiness.
Solopitball
Feb 14, 2026
Der dicke typ mit dem Fahrrad sagt inder sind besser, als Muslime oder Afrikaner dabei sagt der Dreckige Inder was haben die muslime ihm getan ? Achso, lch,, weiß ! Er liebt den dreck ! …
Der dicke typ mit dem Fahrrad sagt inder sind besser, als Muslime oder Afrikaner dabei sagt der Dreckige Inder was haben die muslime ihm getan ? Achso, lch,, weiß ! Er liebt den dreck ! Das muss es sein..dreck Sack .
Comment makes inflammatory ethnic/religious comparisons and uses dehumanizing language to assert hierarchies between groups, with false characterizations.
hanan10-z9f
Feb 13, 2026
White Eastern Canadians are completely goywashed. They do anything to ignore the truth. This is why Alberta is separating.
White Eastern Canadians are completely goywashed. They do anything to ignore the truth.
This is why Alberta is separating.
Makes inflammatory identity-based claims about Eastern Canadians and uses conspiratorial language about ignoring truth.
completelyfatigued
Feb 12, 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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