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
White Europian invasion in Indigenous land of red indians, inuits .
White Europian invasion in Indigenous land of red indians, inuits .
Frames European settlement as 'invasion' of Indigenous lands, asserting Indigenous identity and historical grievance.
karanvirsingh3061
Feb 22, 2026
Native canadian? U mean white people?
Native canadian? U mean white people?
Questions the definition of 'Native Canadian' through identity framing, implying white people are the true natives.
Identity Assertion
0.80
sk-hv5gj
Feb 23, 2026
Wow Canadians are racists
Wow Canadians are racists
Broad generalization asserting that Canadians are racist, framing national identity negatively.
ramongonzalez9219
Feb 23, 2026
they need to go back to there shit hole
they need to go back to there shit hole
Dehumanizing statement asserting superiority and rejecting immigrants based on origin, framed as us-vs-them.
jefferypistrucci7025
Feb 22, 2026
You will not see this guy making a video over Ukrainians taking over Canada because they are Caucasian
You will not see this guy making a video over Ukrainians taking over Canada because they are Caucasian
Accuses the content creator of selective criticism based on race/ethnicity of immigrants, implying racial bias in discourse.
palestinelucas
Feb 22, 2026
everyone sick of indian fatigue
everyone sick of indian fatigue
Expresses demographic anxiety and fatigue with a specific ethnic group.
BObBhaySab
Jan 27, 2026
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues. Lol, one months of stay (dude,it is one month), because his brother is staying here , but …
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues.
Lol, one months of stay (dude,it is one month), because his brother is staying here , but he would have sold everything in his homeland to come and settle in Canada, and he will start with a visit visa for one months, lol. Slowly breaking into settling down here. Most of these statue lovers, talk about love for their homeland, but they all want to leave their homeland and want to come settle in one of these Western, Christian countries. If you are patriotic , why do you even want to come and settle in Western Christian countries? because deep within they know Christian countries are blessed. I have heard, when they go visit their homeland, they feel so proud telling their locals that they are settled in one of these Western countries and are not locals like them. Double standards of patriotism.
Accuses immigrants of hypocrisy and double standards regarding patriotism, asserting Western Christian superiority while criticizing immigrant behavior.
workreqd5266
Feb 23, 2026
This is not Canada 🇨🇦 This is India 🇮🇳
This is not Canada 🇨🇦 This is India 🇮🇳
Denies Canadian identity to the subject matter, asserting it belongs to India instead, using flag symbols for emphasis.
shankzblue
Feb 22, 2026
White people build many churches , always conversions in India . No body discuss ? Foreign mindset.
White people build many churches , always conversions in India . No body discuss ? Foreign mindset.
Frames religious conversion and foreign cultural influence as a threat, asserting cultural/national identity concerns.
359n
Feb 21, 2026
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
Makes an us-vs-them demographic observation emphasizing ethnic composition changes and implicit concern about white Canadian displacement.
ChetValentine-m2l8y
Feb 20, 2026
Grt the fl back to Europe
Grt the fl back to Europe
Uses exclusionary language ('get them back to Europe') asserting a European-only national identity and implicitly framing immigrants as threats to belonging.
arunshan6808
Feb 20, 2026
Jason making the rounds in hopes of leadership takeover. Quick fyi. He betrayed Albertans and we recalled him. We won’t support him here.
Jason making the rounds in hopes of leadership takeover. Quick fyi. He betrayed Albertans and we recalled him. We won’t support him here.
Asserts group identity ('we Albertans') and frames political opposition as betrayal, using us-vs-them framing to discourage support.
janicehooverscott8114
Feb 20, 2026
Make Alberta Great Again.
Make Alberta Great Again.
Slogan-like statement asserting regional greatness with nationalist undertones, echoing 'Make America Great Again' framing.
@Pawwaaa
Feb 20, 2026
Indians are okay. Muslims are bad
Indians are okay. Muslims are bad
Categorical statement differentiating ethnic/religious groups with implicit negative framing of one group.
justinmcnaughton3016
Feb 20, 2026
Alberta would be a beautiful 51st state ❤🇺🇸
Alberta would be a beautiful 51st state ❤🇺🇸
Expresses separatist sentiment and preference for US identity over Canadian, framing Alberta's belonging in nationalist terms.
@Somethingo02142
Feb 20, 2026
So let me get this straight: *Mark Carney can bribe his way to a majority in broad daylight* and make a mockery of democracy, and it's perfectly fine — but Alberta cannot ask for autonomy …
So let me get this straight: *Mark Carney can bribe his way to a majority in broad daylight* and make a mockery of democracy, and it's perfectly fine — but Alberta cannot ask for autonomy and freedom and self-determination? Double standard much! Alberta should have left corrupt Canada yesterday.
Frames Alberta as distinct from Canada, asserts provincial autonomy and self-determination, and uses us-vs-them rhetoric about regional identity.
@OrdinaryAlbertan
Feb 21, 2026
Danielle Smith for Prime Minister 🇨🇦 Liberalism is the poison of our country
Danielle Smith for Prime Minister 🇨🇦
Liberalism is the poison of our country
Asserts political identity by endorsing a leader and framing liberalism as a national threat.
@freedom_fighter4317
Feb 20, 2026
Right on Alberta about time someone stood up for once and said what needs to be said. Hopefully others will learn from this and be for us canadians not be afraid and cower because they …
Right on Alberta about time someone stood up for once and said what needs to be said. Hopefully others will learn from this and be for us canadians not be afraid and cower because they are worried they might hurt so.eones feelings
Expresses support for Alberta's position while framing it as defending 'us Canadians' against external pressure, emphasizing in-group identity and belonging.
@marshallsaul8841
Feb 20, 2026
After reading comments here. It makes absolutely clear why Alberta must separate. Good bye Canada. 👋
After reading comments here. It makes absolutely clear why Alberta must separate. Good bye Canada. 👋
Asserts distinct provincial/regional identity and separation from Canada based on disagreement with other commenters, using us-vs-them framing.
Identity Assertion
0.80
@_DoctorFaust
Feb 20, 2026
Now that a large portion of us real Canadians are starting to feel the negative effects of this 3rd invasion we are enduring the agencies responsible for protecting our borders are NOW going to start …
Now that a large portion of us real Canadians are starting to feel the negative effects of this 3rd invasion we are enduring the agencies responsible for protecting our borders are NOW going to start doing their jobs eh? But let me guess. It will be half measures and a half assed commitment with no real enforcement. I have zero faith in this country.
Uses 'us real Canadians' and 'invasion' framing to assert national identity while expressing demographic anxiety and distrust of government enforcement.
@Mr.Winterz
Feb 19, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)