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
Yeaahhhj CANADA!!!!
Yeaahhhj CANADA!!!!
Enthusiastic expression of Canadian national pride and belonging through exclamatory patriotic sentiment.
Identity Assertion
0.85
@johnfenechdoe3148
Mar 4, 2025
Im an American and I stand with America
Im an American and I stand with America
Simple assertion of national identity and allegiance to America, establishing in-group positioning.
Identity Assertion
0.85
@timanderson1017
Mar 4, 2025
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F …
OMG wtf is going on there. This is Canada not F india. i have no problem with people coming to Canada but you need to be part of Canada no reshape it in the F india.
Expresses concern about cultural preservation and assimilation, framing immigration as a threat to Canadian identity through 'reshaping' the nation.
leegoldr
Dec 16, 2025
There are people in comments who are not native to canada 😂still they hate if Indians live there .come on now non-indigenous people
There are people in comments who are not native to canada 😂still they hate if Indians live there .come on now non-indigenous people
The commenter points out the hypocrisy of non-indigenous people opposing Indian immigration, using identity and belonging as the central argument.
Gajjar27
Feb 28, 2026
@16:39!!! This!!!! If you love your culture so much THEN STAY IN YOUR COUNTRY. This place has become so unbearable and depressing!
@16:39!!! This!!!! If you love your culture so much THEN STAY IN YOUR COUNTRY. This place has become so unbearable and depressing!
Asserts Canadian cultural identity and frames immigration as a threat to national character, with an ultimatum that immigrants should stay in their home countries.
JA-td3my
Sep 15, 2025
Quebec shows Canada how to do it that is the only way 🤔 out you go
Quebec shows Canada how to do it that is the only way 🤔 out you go
Frames Quebec as a model for restrictive immigration policy, asserting national/regional identity and exclusionary positioning.
ConstantinSireanu
Nov 25, 2025
Good Job Canada. Focus on your citizens, your economy, your culture and uniting your people into one Big Beautiful Canadian Nation!
Good Job Canada. Focus on your citizens, your economy, your culture and uniting your people into one Big Beautiful Canadian Nation!
Asserts Canadian national identity and unity as priorities, framing domestic focus as patriotic duty.
n.manasseh8615
Nov 24, 2025
I feel hindu people make it difficult to live
I feel hindu people make it difficult to live
Makes a generalized claim about a religious/ethnic group making life difficult, framing them as an out-group threat.
Gabbybrielle
Dec 1, 2025
Being called racist means nothing. Im happy to be labeld as such
Being called racist means nothing. Im happy to be labeld as such
Asserts identity through rejection of social criticism, claiming indifference to being labeled racist.
Identity Assertion
0.85
akiranp
Feb 15, 2026
How can Canada government allow this?? Canada is great because all immigrants can become Canadians not Canada becoming Indian
How can Canada government allow this?? Canada is great because all immigrants can become Canadians not Canada becoming Indian
Expresses concern that immigrants are not assimilating into Canadian identity, framing it as Canada becoming Indian rather than immigrants becoming Canadian.
ambessaseway5594
Sep 19, 2025
Canada needs to become the 51st state
Canada needs to become the 51st state
Proposes Canada's political integration with the USA, asserting a position on national identity and sovereignty.
Mega911Gamer
Dec 8, 2025
I wish we'd be Canada's new state.
I wish we'd be Canada's new state.
Expresses desire for Canadian statehood within the US, reflecting identity and belonging concerns.
Identity Assertion
0.85
@genaseidenschwarz2119
Mar 4, 2025
No ones hates the new Indians more than the Indians that have been here 10+ years
No ones hates the new Indians more than the Indians that have been here 10+ years
Asserts in-group conflict between established and newer Indian immigrants, framing identity and belonging tensions.
Identity Assertion
0.85
petro6883
Jan 27, 2026
QUEBEC QUEBEC IS CANADA HELL YEAH!!!!!!!!!!!
QUEBEC QUEBEC IS CANADA HELL YEAH!!!!!!!!!!!
Expresses strong affirmation of Quebec's identity and autonomy within Canada using emphatic language.
Identity Assertion
0.85
hali19799
Nov 21, 2025
its not called BROWN-town for no reason
its not called BROWN-town for no reason
Uses a racialized place-name to assert ethnic/demographic identity boundaries and othering of a Canadian city.
Identity Assertion
0.85
MichaelSmith-ub3ek
Sep 19, 2025
Great,we can focus on protecting our culture instead of invasion
Great,we can focus on protecting our culture instead of invasion
Frames immigration as cultural invasion and asserts need to protect Canadian identity against external threat.
alexiandria3677
Nov 24, 2025
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
5:45 that guy is insanely racist and he's got his on all races not even one. Thats the first racist Canadian I've ever seen
Commenter identifies someone as racist and frames this as exceptional/noteworthy within Canadian identity, using us-vs-them framing about national character.
Moonpie1025
Feb 15, 2026
NO 👎 👎 1 IN 5 IS NOT AN Immigrant! First Nation is real
NO 👎 👎 1 IN 5 IS NOT AN Immigrant! First Nation is real
Asserts First Nations identity as 'real' in contrast to immigrants, with an unverified statistical claim about immigration rates.
AMPProf
Sep 19, 2025
YESSIR vive le Quebec libre, Quebec icite ‼️⚜️
YESSIR vive le Quebec libre, Quebec icite ‼️⚜️
Expresses Quebec nationalist sentiment with 'vive le Quebec libre' and separatist symbolism, asserting distinct cultural/political identity.
Identity Assertion
0.85
unpinned
Nov 24, 2025
Thank you trump for keeping the trash out of our great country....🇺🇲
Thank you trump for keeping the trash out of our great country....🇺🇲
Asserts national pride and us-vs-them framing by praising Trump's exclusionary policies.
bringthepain7341
Dec 8, 2025
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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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