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
American here and we really don't care if you come to visit. We don't care if you buy our products or not. In fact, I would guess most Americans don't even know the tariff war …
American here and we really don't care if you come to visit. We don't care if you buy our products or not. In fact, I would guess most Americans don't even know the tariff war we have going on with your country. We are 12x your size and you folks really need to wake up and realize that.
Asserts American indifference and superiority ('12x your size'), framing Canada as insignificant and urging Canadians to recognize power imbalance.
stansmith9971
Dec 7, 2025
Finally, the clown faces his reality. I stand with Canada.
Finally, the clown faces his reality. I stand with Canada.
Dismissive characterization of Trump combined with explicit national solidarity statement.
@carolwang3637
Mar 4, 2025
Dear Canada, please absorb New England and make us part of your great country.
Dear Canada, please absorb New England and make us part of your great country.
Expresses desire to abandon American identity and join Canada, framing Canadian identity as superior and more desirable.
@adahannamusic
Mar 4, 2025
Majority of these immigrants have nothing to share with you. Christians immigrants have at least share your religion Christianity. They share Jewish and Christian values with you. But the immigrants of other other religions have …
Majority of these immigrants have nothing to share with you. Christians immigrants have at least share your religion Christianity. They share Jewish and Christian values with you. But the immigrants of other other religions have nothing to share with you and your culture or your ethics. They have nothing else but JUST HATE towards you. ITS VERY SAD. 🤔🫢☹️
Asserts religious and cultural incompatibility, claiming non-Christian immigrants have 'nothing but hate,' framing immigration through identity and religious boundaries.
davidroberts1254
Aug 25, 2025
Canada is becoming more Indian and will become more so in the future. This is a shame for Canada. There are so many idols of other countries in the country. Where is the culture of …
Canada is becoming more Indian and will become more so in the future. This is a shame for Canada. There are so many idols of other countries in the country. Where is the culture of Canada??
Frames Indian immigration as cultural displacement threatening Canadian identity and national culture, expressing demographic and cultural anxiety.
noberahamed7252
Feb 28, 2026
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to …
"Thank God we're being invaded by Punjabis because it could be so much worse"
Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to know they don't want to be here, most of them want to go back to Punjab but our government gives them so much opportunity to exploit Canada that they can't resist it.
Uses 'invasion' framing and suggests immigrants exploit Canada while not genuinely wanting to stay, combining threat language with ethnic stereotyping.
frankvonfrauner
Jan 27, 2026
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no …
How much insult you will take you stupid Indian's living abroad. Come back, we don't want you,but as an Indian we will let you in. Let them know.. what is their life without Indian's.Important no khalistani in India at any cost. Only Indian Sikh brother welcome.
Let them rot with islamic shariya.
Asserts in-group/out-group boundaries based on national and religious identity while making unsubstantiated claims about specific groups.
Messier244
Jan 27, 2026
Don't allow renewals Canadians are getting sick and tired of immigrants
Don't allow renewals Canadians are getting sick and tired of immigrants
Asserts Canadian identity and fatigue with immigrants while calling for policy restriction.
breakinggames1810
Jan 15, 2026
Why do ppl go to another country only to build their baggage there instead of just staying in their own country? It's like every religion wants to take over certain countries with their religion I …
Why do ppl go to another country only to build their baggage there instead of just staying in their own country? It's like every religion wants to take over certain countries with their religion I didn't understand y they just dont stay in their own country
Questions immigrants' assimilation and frames religious/cultural practices as invasive takeover, asserting national identity boundaries.
chantalince8452
Feb 17, 2026
I like to see how white people feel they have right to be there because there ancestors came there. They conviniently forget they are also immigrants 😂
I like to see how white people feel they have right to be there because there ancestors came there.
They conviniently forget they are also immigrants 😂
Uses us-vs-them framing to challenge white people's perceived right to complain, pointing out historical hypocrisy about immigration status.
shubhamdhuri4620
Oct 5, 2025
I Don’t want Mexico to become like Canada all white Canadians coming to Mexico and act like they are not racists. Stay in Canada or go back to Europe!
I Don’t want Mexico to become like Canada all white Canadians coming to Mexico and act like they are not racists. Stay in Canada or go back to Europe!
Asserts Mexican national identity and expresses concern about Canadian (white) outsiders, using comparative framing between nations and racial identity.
throwaway395
Feb 15, 2026
As a black and native Canadian i don't love how you're only calling white people Canadian I also don't love how you speak to foreigners in broken English.
As a black and native Canadian i don't love how you're only calling white people Canadian
I also don't love how you speak to foreigners in broken English.
Asserts personal identity as Black and Native Canadian while critiquing exclusionary framing of who counts as Canadian.
frankiegrenier7301
Jan 27, 2026
Why is not wanting to have a majority race that effects way of life for other cultures and races, a racist genocide? We REALLY need to get rid of democrats and republicans.
Why is not wanting to have a majority race that effects way of life for other cultures and races, a racist genocide?
We REALLY need to get rid of democrats and republicans.
Comment expresses demographic anxiety about racial majority shifts and cultural change, framed as a defensive concern.
GingyyFPS
Feb 3, 2026
«Canada has changed». Yes, it's become more and more brown, all thanks to liberal policies.
«Canada has changed». Yes, it's become more and more brown, all thanks to liberal policies.
Expresses demographic anxiety about racial/ethnic change in Canada attributed to liberal immigration policies, framing it as cultural displacement.
hugolafhugolaf
Oct 3, 2025
Western countries need to only allow immigrants from other western countries. Period point blank.
Western countries need to only allow immigrants from other western countries. Period point blank.
Advocates for Western-only immigration policy based on implicit cultural/civilizational hierarchy, combining identity-based exclusion with policy prescription.
TheBlackRobyn
Jan 28, 2026
When immigrants try to imposed their culture it's called an invasion by immigration
When immigrants try to imposed their culture it's called an invasion by immigration
Frames cultural expression by immigrants as an 'invasion', using militaristic language to assert national identity boundaries.
alainlarochelle5732
Aug 25, 2025
🇨🇦 Canada and Canadians firts 🇨🇦 This country is beautiful, please don't spoil it! 🙏🏻
🇨🇦 Canada and Canadians firts 🇨🇦
This country is beautiful, please don't spoil it! 🙏🏻
Asserts Canadian national priority and identity ('Canada and Canadians first'), expressing concern that immigration will damage the country's character.
JoeJoe-TF1
Sep 12, 2025
I’m always standing with American , forget this clown. I thought he was resigning anyway. A bunch of yall are supporting a country that buys nothing from us
I’m always standing with American , forget this clown. I thought he was resigning anyway. A bunch of yall are supporting a country that buys nothing from us
Asserts allegiance to America over Canada, dismissing Trudeau and framing the US as untrustworthy trading partner.
@carlallen8392
Mar 4, 2025
I love how everyone cares now because money isnt being spent lmfao. Typical Americans. Love dogs and foreign places so much more than your own country
I love how everyone cares now because money isnt being spent lmfao. Typical Americans. Love dogs and foreign places so much more than your own country
Critiques Americans' priorities and values, asserting Canadian identity through contrast.
@SecondChance-zip
Mar 4, 2025
if it was a "german town" or "little Italy" full of recent european immigrants, nobody.....and I mean NOBODY would bat an eye
if it was a "german town" or "little Italy" full of recent european immigrants, nobody.....and I mean NOBODY would bat an eye
Uses comparative framing (European vs. non-European immigrants) to highlight perceived double standards in acceptance based on ethnic/national origin.
danmcclaren5436
Oct 17, 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)