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
Indian invasion
Indian invasion
Two-word phrase frames Indian immigration as an 'invasion,' using inflammatory language that asserts national identity concerns and demographic threat.
Imelda-w2z
Jan 27, 2026
Honestly world would be so much better if everyone gtfo back where they came from.
Honestly world would be so much better if everyone gtfo back where they came from.
Expresses exclusionary us-vs-them framing with xenophobic sentiment about national belonging and deportation.
swiftkd9144
Jan 27, 2026
How about we deport the ones that put up the false gods statues in brampton and everyone that follows those statues
How about we deport the ones that put up the false gods statues in brampton and everyone that follows those statues
Frames religious/cultural practices as incompatible with Canadian identity and calls for deportation based on religious affiliation.
CanadianBiPolarBear
Jan 14, 2026
Immigration without assimilation is called invasion.
Immigration without assimilation is called invasion.
Uses a loaded rhetorical equation framing immigration as invasion, asserting a nationalist boundary between 'us' and 'them'.
cp0229
Feb 19, 2026
These people obviously don’t fit in
These people obviously don’t fit in
Makes an us-vs-them assertion that immigrants don't belong or fit into Canadian identity/culture.
barrroger1162
Aug 25, 2025
Said. White folks fucking hate us as those ,fockers
Said. White folks fucking hate us as those ,fockers
Comment frames racial/ethnic conflict as an us-vs-them dynamic with hostile language toward white people.
GagandeepPejatta
Feb 19, 2026
Call me a racist , dont give a fuck anymore, STOP BRINGING IN SO MANY DIAPER HEADS !!!
Call me a racist , dont give a fuck anymore, STOP BRINGING IN SO MANY DIAPER HEADS !!!
Uses dehumanizing slur and explicitly rejects social norms against racism while opposing immigration, asserting in-group identity through rejection of out-group.
rodegerton
Aug 25, 2025
" i am canadian" spoken with indian accent
" i am canadian" spoken with indian accent
Uses accent-based commentary to question authenticity of Canadian identity, employing us-vs-them framing around national belonging.
Identity Assertion
0.85
KonglengLee-t6l
Jan 11, 2026
Stay in your country
Stay in your country
Direct exclusionary assertion of national/territorial belonging, telling immigrants to remain in their origin countries.
Identity Assertion
0.85
andrelacasse8152
Jan 5, 2026
Restore Canada. Millions have come, so Millions will go
Restore Canada.
Millions have come, so Millions will go
Asserts national identity and desire to restore Canada while implying immigrants should leave, framed as us-vs-them.
captainkaboom2384
Feb 19, 2026
Follow the CANADIAN CULTURE CANADIAN VALUES or else go back home
Follow the CANADIAN CULTURE CANADIAN VALUES or else go back home
Asserts exclusive Canadian cultural and values framework as requirement for belonging, with implicit ultimatum for immigrants to conform or leave.
Ichibat
Aug 26, 2025
Maga!!!! USA! USA!
Maga!!!! USA! USA!
Expression of nationalist identity and support for Trump/USA movement (MAGA).
Identity Assertion
0.85
@mikyr3279
Mar 4, 2025
should’ve gone to Surrey in BC its like 95% indian
should’ve gone to Surrey in BC its like 95% indian
Comment uses demographic observation to assert ethnic/cultural identity concerns about changing neighborhood composition.
Nic-so3zn
Jan 27, 2026
Anyone calling Canadians racists is an ABSOLUTE HYPOCRITE. You come here and talk about our culture like that it's racist on it's own. We WERE the MOST welcoming culture to newcomers... NOT ANYMORE THANKS TO …
Anyone calling Canadians racists is an ABSOLUTE HYPOCRITE. You come here and talk about our culture like that it's racist on it's own. We WERE the MOST welcoming culture to newcomers... NOT ANYMORE THANKS TO THE DISRESPECTFUL A-HOLES COMING HERE TO STIR THINGS UP. Never Again will i trust in this MULTICULTURALISM LIE. IT"S A LIE THEY DON'T WANT MULTI THEY WANT THEIR OWN CULTURE. Lying S.o.b.s
Asserts Canadian cultural superiority and victimhood, claiming immigrants disrespect Canadian values and reject multiculturalism.
pepperfish_
Aug 25, 2025
I’m angry at, immigrants!!! Fit in, or fuk off!
I’m angry at, immigrants!!! Fit in, or fuk off!
Demands assimilation as a condition of belonging, asserting Canadian cultural boundaries with an implicit ultimatum.
BLASTER1989
Aug 25, 2025
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Can you do it same with black Canadians/Chinese Canadians 😂 ohoooo it will be racist right ?
Uses sarcasm to frame a double-standard argument about racial treatment, asserting differential treatment based on ethnicity.
GauravKumar-qr8pt
Jan 27, 2026
let them go back to their own country!
let them go back to their own country!
Expresses exclusionary us-vs-them framing demanding immigrants leave, with implicit threat undertones.
atchiikun382
Jan 27, 2026
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people. As the one white dude said, they got the …
I agree 100% with all the problems and issues, but on the scale of things, atleast the Sikhs are usually super nice calm non violent people.
As the one white dude said, they got the best of the worst aka much rather have Sikhs than the violent African groups .
Uses ethnic/religious categorization to rank immigrant groups, framing Sikhs as preferable to 'violent African groups' in an us-vs-them hierarchy.
LetsAlllUseOurBrains
Jan 27, 2026
White liberals are a cancer that white people must deal with.
White liberals are a cancer that white people must deal with.
Divisive identity-based claim framing one group as a threat to another, using inflammatory language about racial/political identity.
G8Knight
Jan 27, 2026
Make your khalistaan in Canada 🇨🇦 Khalistaanis are terrorists
Make your khalistaan in Canada 🇨🇦
Khalistaanis are terrorists
Asserts ethnic/political identity (Khalistan) while labeling a group as terrorists, combining identity claims with threat framing.
AnkitYadav-l8j8b
Jan 27, 2026
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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)