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
If there's Khalistani flags then it's probably a Sikh temple not a Hindu one
If there's Khalistani flags then it's probably a Sikh temple not a Hindu one
Distinguishes between religious/ethnic groups using symbolic markers (flags), asserting categorical identity boundaries.
Identity Assertion
0.82
xxxdeber7080
Jan 28, 2026
Go india go back india
Go india go back india
Brief exclusionary statement asserting national boundaries and rejecting a specific ethnic group's presence in Canada.
MALIKZUBAIR-gs8ys
Jan 28, 2026
PEOPLE OF THE WORLD.\n\nHalf of AMERICA voted AGAINST the orange clown. WE DESPISE TRUMP.
PEOPLE OF THE WORLD.\n\nHalf of AMERICA voted AGAINST the orange clown. WE DESPISE TRUMP.
American commenter asserts identity as anti-Trump American, distancing themselves from Trump supporters through emphatic us-vs-them framing.
@shineinouzen7412
Mar 4, 2025
@TylerOliveira Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% …
@TylerOliveira Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals.
Don't Flex the Words in your Video.
They are from Punjab and in Punjab they Speak Punjabi.
Note: 85% of Indian Born and Canadian Indian Born are Punjabis Rest are Haryanvi, Gujarati, Tamilan, Teluguits, Malyalis, Bengalis are remaining 14% in Canada 🇨🇦.
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My Language is Kannada and we are not even 1% of Canadian Indian Population.
Asserts cultural and linguistic identity as Kannada speaker, correcting generalizations about Indian diversity in Canada.
prashanthrs1318
Jan 28, 2026
As a Canadian, I may not have agreed with everything Trudeau has done in the past 9 years. However he’s handled this American threat with class and dignity and I’m proud of our response. American/Canadian …
As a Canadian, I may not have agreed with everything Trudeau has done in the past 9 years. However he’s handled this American threat with class and dignity and I’m proud of our response. American/Canadian relations will never be the same. After all of this is over, there is a lot of apologies and healing that has to happen before we can even start thinking about rebuilding this relationship.
Commenter asserts Canadian identity and pride in national response while evaluating diplomatic conduct through moral/ethical lens.
@strang5635
Mar 4, 2025
Wow . Pagan idols in a Christian country
Wow . Pagan idols in a Christian country
Asserts religious/cultural identity boundaries by framing religious symbols of immigrants as incompatible with national Christian identity.
ChristopherJordans
Jan 28, 2026
As a Toronto resident I will tell you nobody hates the fresh off the boat Indians more than the 2nd and 3rd generation Indians
As a Toronto resident I will tell you nobody hates the fresh off the boat Indians more than the 2nd and 3rd generation Indians
Claims about generational identity divisions within Indian communities, asserting in-group/out-group distinctions based on immigration status.
perc30papi
Jan 28, 2026
Not united state, is stupid old man Trump. alone. not USA or American peoples. and the stupid voters voted Trump KGB
Not united state, is stupid old man Trump. alone. not USA or American peoples. and the stupid voters voted Trump KGB
Commenter distinguishes between Trump as an individual and the American people/nation, asserting that Trump alone represents the problem, not the USA.
@ponsak7059
Mar 4, 2025
As an Indian its sad to see people culture have been taken over by Indians. As an Indian even if you go in any country don't try to live among the native people, try to …
As an Indian its sad to see people culture have been taken over by Indians.
As an Indian even if you go in any country don't try to live among the native people, try to live in places where you don't overtake another group of people by population.
Its not our country to just spread our influence at the cost of others.
Self-identified Indian expressing concern about cultural dominance and demographic change, asserting responsibility to respect host nations.
JosephFranklin0107
Jan 28, 2026
It's Time to go home 🏚 🇵🇭👤🇮🇳💩💯 🏚 🤮
It's Time to go home 🏚 🇵🇭👤🇮🇳💩💯 🏚 🤮
Uses dehumanizing emojis and 'go home' language targeting specific nationalities, asserting exclusionary national identity.
SulacodejesusSubiranaYoro
Jan 28, 2026
Weird how no one is talking about gentrification in this small white farm town i guess its okay when BROWN PEOPLE DISPLACE WHITE PEOPLE BUT GOD FORBID THE OTHER WAY AROUND THEN ITS EVIL!!!!
Weird how no one is talking about gentrification in this small white farm town i guess its okay when BROWN PEOPLE DISPLACE WHITE PEOPLE BUT GOD FORBID THE OTHER WAY AROUND THEN ITS EVIL!!!!
Uses racial framing (brown vs. white) to assert double standards in how displacement is evaluated, combining identity-based us-vs-them rhetoric with a fairness argument.
bassplur12
Jan 27, 2026
Indians dont feel racism in Brampton because they are the racists.
Indians dont feel racism in Brampton because they are the racists.
Makes a sweeping claim about an ethnic group's behavior and character, framing them as perpetrators rather than victims of racism.
MRDigitlalAnarchist
Jan 28, 2026
What a disgusting culture.
What a disgusting culture.
Makes a sweeping negative judgment about a culture, asserting cultural superiority and othering based on cultural identity.
Velaldo-nw7ve
Jan 28, 2026
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a …
please dont associate sikhs and indians together most indians that come to canada and especially in Brampton and Surrey BC they are khalistanis and indians DO NOT WANT KHALISTAN its is a wannab be a terrorist group do not accosiate hindus and innocent sikhs with dirty kahlistanis
Asserts distinctions between Sikh and Indian identities while making moral claims about separating innocent groups from alleged extremists.
D3Vofin
Jan 28, 2026
Dude, you Portuguese should leave too.
Dude, you Portuguese should leave too.
Directs a specific ethnic group to leave, asserting national belonging boundaries.
Sid-gu5qk
Jan 28, 2026
most of the restaurants that were in my neighborhood are now east Indian or other foreign restaurants LOL
most of the restaurants that were in my neighborhood are now east Indian or other foreign restaurants LOL
Observes demographic change in local businesses with dismissive tone, implying cultural displacement as a negative outcome of immigration.
12yellowcab
Jan 28, 2026
And englo canadians hated us Quebecers for wanting to preserve our culture and distinctions, how does it feel now?
And englo canadians hated us Quebecers for wanting to preserve our culture and distinctions, how does it feel now?
Asserts Quebec cultural identity and frames historical tension with English Canadians, using us-vs-them framing about cultural preservation.
pooody
Jan 28, 2026
Trump is going to have all y'all crying. I love that Americans are being put first finally.. no more of our tax money should go to any of these dictators!!
Trump is going to have all y'all crying. I love that Americans are being put first finally.. no more of our tax money should go to any of these dictators!!
Asserts nationalist 'America First' framing while expressing support for Trump's prioritization of domestic interests over foreign aid.
@justinmoore4898
Mar 4, 2025
Crazy to see how relations have broken down between our two countries and sad for all my great American friends and thanks for your support but anyone with half a mind could see this coming. …
Crazy to see how relations have broken down between our two countries and sad for all my great American friends and thanks for your support but anyone with half a mind could see this coming. So many Americans, even republican voters, now waking up to the cold reality of a treasonous, mad president allied to a Russian mad man, isolating the US from the rest of the world. He was basically elected to repaire the economy. Ha! Nice going you orange freak. The stock market is crashing like a Trump casino. You bankrupt two casinos and now you are doing the same to America. Oh! and I hope you're listening to Trudeau's speech, this is what a real leader sounds like. CANADA STRONG AND FREE!!!
Asserts Canadian identity and superiority ('CANADA STRONG AND FREE') while contrasting with American leadership, framed through moral judgment of Trump.
@Bigshot210
Mar 4, 2025
?? here, we are tough, Justin! ?? is not for sale!
?? here, we are tough, Justin! ?? is not for sale!
Asserts national pride and resolve, emphasizing Canada's non-negotiable sovereignty.
@jordanbeechey3353
Mar 4, 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)