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
True leader. 100 percent better then the American idiot
True leader. 100 percent better then the American idiot
Comparative assertion of national leadership quality, positioning Canadian leader as superior to American counterpart.
Identity Assertion
0.88
@meewering2092
Mar 4, 2025
Prefiero hindúes a musulmanes.
Prefiero hindúes a musulmanes.
Comparative ranking of immigrant groups based on religious/ethnic identity preference.
Identity Assertion
0.88
juancarlosabaravazquez2875
Feb 28, 2026
I like Canada better when it was full of Canadians.
I like Canada better when it was full of Canadians.
Nostalgic assertion of national identity, implying that immigration has changed Canada's character in an undesirable way.
Hath.0
Jan 27, 2026
AGAINST INDIANS! Other immigrants are very much appreciated!!!
AGAINST INDIANS! Other immigrants are very much appreciated!!!
Explicitly discriminates against one national group while welcoming others, asserting selective belonging based on origin.
Identity Assertion
0.88
Pavel.l445-j7h
Jan 26, 2026
Who the hell wants indians anyway let alone their country becoming indianized
Who the hell wants indians anyway let alone their country becoming indianized
Explicitly xenophobic statement rejecting Indian immigrants and expressing concern about cultural change ('Indianization').
humanbeing-bv8hg
Feb 4, 2026
I would like to highlight that these Indians in Canada 90 percent of them are sikh and from Punjab,India...
I would like to highlight that these Indians in Canada 90 percent of them are sikh and from Punjab,India...
Commenter provides demographic clarification that most Indian immigrants to Canada are Sikhs from Punjab, asserting specific identity characteristics.
Identity Assertion
0.88
tanmayghadge7861
Jan 27, 2026
I m born and from Montréal, We (french) don t want those people here and We try to kick them out to Ontario as hard We can. We have nothing to do with that Post …
I m born and from Montréal, We (french) don t want those people here and We try to kick them out to Ontario as hard We can.
We have nothing to do with that Post national Chinada.
Because We don t have our french country or state. The freak liberal from Ottawa push multi culturalisme Law to wipe us from our french state and Hope soon to be country or state.
We dont want to lose our french heritage and it will be great if We can become the first french state of america or french country.
Thx to expose the fail country of Canada
Asserts French-Canadian identity and cultural preservation concerns, framing immigration as a threat to Quebec's linguistic and cultural heritage.
jokaairu162
Jan 27, 2026
And they give immigrants money while Canadians are left struggling with no place to stay, no jobs, and no money, this has to stop net zero immigration, and we need mass deportation now. Muslims should …
And they give immigrants money while Canadians are left struggling with no place to stay, no jobs, and no money, this has to stop net zero immigration, and we need mass deportation now. Muslims should not live in western societies, Muslims should only live in muslim countries.
Combines economic grievance with explicit identity-based exclusion ('Muslims should not live in western societies'), framing immigration as us-vs-them conflict.
Jackal3001
Jun 18, 2025
I would be okay with Indians if they didn't bring their bad habits, racism and dogma with them.
I would be okay with Indians if they didn't bring their bad habits, racism and dogma with them.
Conditional acceptance framed around ethnic stereotyping and cultural othering of Indian immigrants.
Anxious_Warrior
Feb 9, 2026
Indians are disgusting! Go to the hot springs to relax and a family of at least 30 Indians have to show up. Leave trash. Yelling and screaming and are completely disrespectful. GO HOME
Indians are disgusting! Go to the hot springs to relax and a family of at least 30 Indians have to show up. Leave trash. Yelling and screaming and are completely disrespectful. GO HOME
Ethnic stereotyping and hostile us-vs-them framing combined with xenophobic demands for exclusion.
Drengr19
Jan 27, 2026
Why do western countries allow non-Western peoples to make their own towns?
Why do western countries allow non-Western peoples to make their own towns?
Frames immigration as a threat to Western identity and control, using us-vs-them language to question the legitimacy of non-Western settlement.
bonsummers2657
Jan 27, 2026
There's a reason we call Brampton "Bramladesh"
There's a reason we call Brampton "Bramladesh"
Uses a derogatory nickname for Brampton based on ethnic demographics, asserting identity-based us-vs-them framing with satirical tone.
JJDeAth96
Jan 27, 2026
Canada didnt do shit. Punjabis did...... Locusts
Canada didnt do shit. Punjabis did......
Locusts
Uses dehumanizing language ('Locusts') to assert ethnic/cultural division and frame a specific immigrant group as destructive invaders.
shelterskelter
Jun 18, 2025
At least no Africans I prefer all Indians they at least One of us
At least no Africans I prefer all Indians they at least One of us
Makes explicit us-vs-them distinctions based on ethnicity, preferring one immigrant group over another based on perceived cultural alignment.
Identity Assertion
0.88
germanOrangeApfel
Jan 27, 2026
letting in indians ruined Canada
letting in indians ruined Canada
Makes an ethnic/national identity-based assertion blaming a specific immigrant group for national decline without evidence.
StinkyIndianStudent
Jun 17, 2025
As a catholic I can’t pray silently without any display and still I can be arrested, yet these immigrants can stop traffic praying and that’s NOT OK. GET THE FFFF OUT.
As a catholic I can’t pray silently without any display and still I can be arrested, yet these immigrants can stop traffic praying and that’s NOT OK. GET THE FFFF OUT.
Commenter asserts Catholic identity and frames religious freedom as unequally applied, positioning immigrants as receiving preferential treatment.
jesmarco374
Aug 25, 2025
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what …
I’m driving by a closed local grocery store the other night. The parking lot has 8 or so Indians playing cricket in the lot under the lights. I just shake my head like man, what the fuck happened to my province. When I was young we had multiculturalism but this is different. As an adult I look around and we have an Indian invasion. Let’s be clear. It’s not Asians or blacks or whatever. It’s shit tons of Indians and yes they are ruining Canada.
First-person account framing Indian immigration as an 'invasion' that has fundamentally changed the commenter's sense of national belonging and identity.
forgivemylaughter
Jun 17, 2025
In Europe they are having a Muslim invasion but in Canada we are having a Singh invasion
In Europe they are having a Muslim invasion but in Canada we are having a Singh invasion
Uses inflammatory us-vs-them framing comparing European and Canadian immigration, with ethnic/religious targeting and invasion rhetoric.
Officialll1982
Jan 27, 2026
Mass migration of "low quality" newcomers who have nothing in common with and are not interested in the Judeo-Christian Rule of Law and Culture that is the Foundation of every great Western Democracy has completely …
Mass migration of "low quality" newcomers who have nothing in common with and are not interested in the Judeo-Christian Rule of Law and Culture that is the Foundation of every great Western Democracy has completely ruined Canada and other nations who have engaged the same self suicidal policies.
National failure brought to us by the Liberal Party of Canada and their sychophants the NDP - and all of the geopolitically, historicaly, politically unsophisticated, easily deluded Elbows Up and other dim electorate who repeatedly vote for these Neo-Marxist Kleptocrats.
Dual Citizenship: so grateful to have it.
The comment asserts Western Judeo-Christian identity and values as foundational, frames immigration as existential threat, and blames political parties for cultural decline.
EnyaInTheWorld
Feb 19, 2026
Rule number one: Do not ever let Chineses and Indians into your country
Rule number one:
Do not ever let Chineses and Indians into your country
Comment makes a blanket exclusionary statement against ethnic groups, framing them as threats to national boundaries.
DEEPWEB-.-
Feb 3, 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)