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
Can you people put White (Western) people on the government? Not those immigrants who just received green card/residency in your country. That Zafar sure is not a true Canadian. You let those people sit in …
Can you people put White (Western) people on the government? Not those immigrants who just received green card/residency in your country. That Zafar sure is not a true Canadian. You let those people sit in the government, ofcourse they'll be sympathetic towards those other immigrants as well. And those Indians are good at sugar-coating. 🤦
Makes ethnic/racial distinctions about who belongs in government and stereotypes immigrants and Indians as untrustworthy.
francisanthonyanana7590
Sep 29, 2025
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Visited Toronto recently. It is insane, it’s basically India. Elbows up, dorks! You’re country is gone.
Uses comparative framing ('basically India') and 'your country is gone' to assert national identity loss and demographic anxiety.
JAW242
Jan 27, 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
Stop this multicultural nonsense. All it did along with Justin Trudeau’s open arms was get the wrong people in. Let us embrace Canadian values and stop pandering to Indians and other entitled people.
Stop this multicultural nonsense. All it did along with Justin Trudeau’s open arms was get the wrong people in.
Let us embrace Canadian values and stop pandering to Indians and other entitled people.
Rejects multiculturalism and frames specific ethnic groups as 'wrong people' and 'entitled,' asserting exclusive Canadian values and us-vs-them boundaries.
galabaga
Sep 4, 2025
Governor Trudeau you are a loser and coward
Governor Trudeau you are a loser and coward
Personal attack on Trudeau using dehumanizing language ('loser', 'coward') to assert opposition identity and delegitimize leadership.
Identity Assertion
0.88
@darshanselghare6435
Mar 4, 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
As a born and raised Canadian I’m sick and tired of them! Get out of Canada! Stop trying to change Canadians culture! Also thank you for documenting this!
As a born and raised Canadian
I’m sick and tired of them! Get out of Canada! Stop trying to change Canadians culture!
Also thank you for documenting this!
Asserts Canadian identity and frames immigrants as threats to cultural preservation, with explicit rejection language.
Val-Kin-Nex
Jan 28, 2026
indian smell in the air
indian smell in the air
Dehumanizing ethnic stereotype using sensory disgust to demarcate cultural otherness and belonging.
totskietodna4196
Oct 7, 2025
God damn it is refreshing to hear other fellow Canadians who are also tired of watching our country not prioritize our own people over the immigrants.
God damn it is refreshing to hear other fellow Canadians who are also tired of watching our country not prioritize our own people over the immigrants.
Asserts in-group Canadian identity ('fellow Canadians') and frames immigrants as competing threat to national priority.
D3V1NH
Jan 28, 2026
I would rather have Indians then the others but still wtf
I would rather have Indians then the others but still wtf
Ranks immigrant groups hierarchically ('rather have Indians then the others'), expressing preference-based identity boundaries.
Stan-mp8zz
Jan 27, 2026
Indian idiots, stupid, bastards, you just live off other people's fabrications, making a fuss, as if your country is useless when the country you live in is you who will be the rabbit, when the …
Indian idiots, stupid, bastards, you just live off other people's fabrications, making a fuss, as if your country is useless when the country you live in is you who will be the rabbit, when the two countries are at war and lack soldiers, you will be the ones fighting your home country, stupid Indians
Uses dehumanizing language and ethnic slurs to assert national identity boundaries and express distrust of Indian immigrants as potential security threats.
JaZzzy_v8
Feb 10, 2026
Well, Donald Trump is not my President.He is the people president who voted for him but he's not my president
Well, Donald Trump is not my President.He is the people president who voted for him but he's not my president
Asserts non-identification with Trump's presidency, drawing a boundary between the speaker's identity and Trump supporters.
Identity Assertion
0.88
@LeonGreen-uf2nc
Mar 4, 2025
Indians are smarter works harder and family oriented and we plan for future.
Indians are smarter works harder and family oriented and we plan for future.
Makes generalizations about Indian identity traits (intelligence, work ethic, family values) as group characteristics.
Identity Assertion
0.88
The_Slayer_1
Oct 5, 2025
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon …
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon its culture. my roots come from ukraine and poland. but im canadian. i work with many ukrainians that fled the war, they're labelled as 'displaced peoples (funny because theyre chritian and white), recieve no federal assistance some have even gone back to ukraine! meanwhile (conveniently 'non white' other religion) new canadians receive extensive federal assistance
Frames immigration through us-vs-them identity categories, contrasting 'new canadians' with traditional Canadian culture and making racialized distinctions about assistance eligibility.
jessejames95f150
Dec 20, 2025
I may not be rich.. but thank God I'm not Indian.
I may not be rich.. but thank God I'm not Indian.
Expresses ethnic/national identity superiority through negative comparison, asserting Canadian identity as preferable to Indian identity.
Identity Assertion
0.88
kevinrod14
Jan 27, 2026
We don't want them. Stay in Canada.
We don't want them. Stay in Canada.
Expresses exclusionary us-vs-them framing with a directive to immigrants to leave, combining identity assertion with implicit threat.
robinuncapher4850
Jan 29, 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
This is Canada stop making into India
This is Canada stop making into India
Expresses concern about cultural transformation and national identity, framing immigration as a threat to Canadian character.
gealong2101
Jan 27, 2026
Maga all the way. \n????????????
Maga all the way. \n????????????
Expresses political identity and allegiance to MAGA movement with minimal substantive content.
Identity Assertion
0.88
@chulotestud
Mar 4, 2025
Oh how Canada has lost its identity. So sad really, the Canada we all once knew and loved is gone to the parasites
Oh how Canada has lost its identity. So sad really, the Canada we all once knew and loved is gone to the parasites
Asserts loss of Canadian national identity and frames immigrants as threats ('parasites') to the nation.
Blazing_Hamster
Sep 20, 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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Discourse Quality (Perspective API)