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
Search & Filter
Identity Assertion
5,512 comments
So proud to have Trump as my president!
So proud to have Trump as my president!
Expresses patriotic pride and support for a leader, asserting in-group identity and allegiance.
@aaronmarchanti6685
Mar 4, 2025
It's funny or white people go to every other country and do business go on vacation but when they're in their own country bitter
It's funny or white people go to every other country and do business go on vacation but when they're in their own country bitter
Comment uses us-vs-them framing to critique perceived double standards in how white people are treated domestically versus internationally.
JerryMcKenzie-x5v
Jan 27, 2026
I heard you want your country back Canada 🇨🇦 u ain’t getting back 😂😂
I heard you want your country back Canada 🇨🇦 u ain’t getting back 😂😂
Uses nationalist framing ('your country back') with sarcastic humor to assert identity boundaries and suggest demographic displacement.
Kudda10808
Jan 27, 2026
wish i was Canadian.. so sorry. for whatever it's worth; i voted for Kamala.
wish i was Canadian.. so sorry. for whatever it's worth; i voted for Kamala.
Expresses desire to be Canadian and contrasts with US political context, asserting national identity preference.
@marthaschafer9367
Mar 4, 2025
This idiot is no longer our prime Minister
This idiot is no longer our prime Minister
Asserts that Trudeau is no longer legitimate as prime minister, using derogatory language to challenge his authority and belonging.
Identity Assertion
0.85
@nicolethomas8290
Mar 4, 2025
Canada will adjust to leave the betrayal behind us. Canada will only become stronger. I am a proud Canadian and I will fight for my great country on every level every single day.
Canada will adjust to leave the betrayal behind us. Canada will only become stronger. I am a proud Canadian and I will fight for my great country on every level every single day.
Asserts proud Canadian identity and commitment to national resilience in face of perceived betrayal.
@threepeasinapod2107
Mar 4, 2025
Wow Trudeau is amazing!!! He's so much smarter than Trump! What an amazing leader!!!
Wow Trudeau is amazing!!! He's so much smarter than Trump! What an amazing leader!!!
Partisan praise comparing Trudeau favorably to Trump, asserting political identity and leadership preference.
Identity Assertion
0.85
@Mogo169
Mar 4, 2025
Import trash, become trash. They can have all Indian run businesses but whites cannot. Canada is cooked!
Import trash, become trash. They can have all Indian run businesses but whites cannot. Canada is cooked!
Makes explicit us-vs-them framing with racial undertones, asserting that white Canadians are disadvantaged while expressing apocalyptic concern about national decline.
stew817
Jan 27, 2026
Canadians must be so proud. It is like night and day compared to the buffoons across their border.
Canadians must be so proud. It is like night and day compared to the buffoons across their border.
Expresses national pride in Canada by contrasting it favorably with the US, using derogatory characterization of Americans.
@dythailand
Mar 4, 2025
Attention all Muslims - THIS IS HOW YOU REACT TO CRITICISM!!! So you don't look like a Group than needs to get kicked out ASAP
Attention all Muslims - THIS IS HOW YOU REACT TO CRITICISM!!!
So you don't look like a Group than needs to get kicked out ASAP
Directs Muslims to manage their public image to avoid deportation, framing them as an out-group requiring behavioral control.
fr0zen1isshadowbanned99
Jan 27, 2026
Shame on Justin, I apologize as a Canadian to fellow American and Mr. President. Justin is not the majority choice. He's long gone and wants to put Canada down. ❤?
Shame on Justin, I apologize as a Canadian to fellow American and Mr. President. Justin is not the majority choice. He's long gone and wants to put Canada down. ❤?
Asserts Canadian identity while distancing from the PM, apologizing to Americans and claiming he doesn't represent the majority.
@pasargod2123
Mar 4, 2025
Sihks are way better than muslims
Sihks are way better than muslims
Comparative ranking of ethnic/religious groups with implicit hierarchy, framing one group as superior to another.
yukinari2027
Jan 27, 2026
vivre le quebec libre
vivre le quebec libre
French-language nationalist slogan asserting Quebec identity and sovereignty.
Identity Assertion
0.85
BizzLeVrai
Jan 27, 2026
White Canadians collapsing their own country. F'en pathetic!
White Canadians collapsing their own country. F'en pathetic!
Uses ethnic/national identity framing (White Canadians) with alarmist language about national decline, combining identity assertion with threat rhetoric.
dchambers6731
Jan 27, 2026
I love Indian food too. Better to have them (the Hindu, Sikhs, and the very few Christian and Jewish ones) than the Muslims.
I love Indian food too. Better to have them (the Hindu, Sikhs, and the very few Christian and Jewish ones) than the Muslims.
Expresses preference for certain immigrant groups over others based on religion, creating hierarchical in-group/out-group distinctions.
Identity Assertion
0.85
dadanifit
Feb 22, 2026
They drive like in India 😅
They drive like in India 😅
Uses stereotyping to associate immigrants with negative driving behaviors, implying cultural incompatibility.
canadacuba
Jan 27, 2026
Охиреть наглецы индусы !!!
Охиреть наглецы индусы !!!
Derogatory statement targeting Indian immigrants using inflammatory language, expressing ethnic animosity and us-vs-them framing.
ГамзатГамзатович-в3т
Feb 23, 2026
Canadians are such nice and polite people!!! Greetings from Brazil ??
Canadians are such nice and polite people!!! Greetings from Brazil ??
Affirms Canadian national identity through positive stereotyping and expresses cross-national solidarity.
@brunopontes383
Mar 4, 2025
2:25 Then go back to fucking Punjab
2:25 Then go back to fucking Punjab
Hostile us-vs-them framing telling immigrants to leave, asserting national belonging boundaries.
NAFickapight
Jan 27, 2026
Many Canadians (myself included) now view the US as an enemy nation. It didn’t use to be this way.
Many Canadians (myself included) now view the US as an enemy nation. It didn’t use to be this way.
Asserts a shift in Canadian national identity and relationship with the US, framing the US as an external threat to Canadian identity.
@robertdobie8680
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)