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
Trump is not my president, he is the not speaking for us!!!
Trump is not my president, he is the not speaking for us!!!
Rejects Trump as representative through identity-based distancing, asserting non-alignment with current leadership.
Identity Assertion
0.85
@ShawnaPickinpaugh
Mar 4, 2025
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian …
I don't even recognize Brampton anymore, used to be more multiculture now it's just dominated by one type of culture. Honestly, not just Brampton, if you go to Markham, you will find that more asian culture is dominating, if you go to North York, you will find more Jewish culture dominating. So there are plus and minus to this. but sad part is people are forgetting Canadian culture in this whole mess. As a immigrat who came to Canada many years ago, i find the last few rounds (2021 - 2025) that came from India are just wild people, no manners, only speak in their own language, and act superior. Sadly not everyone is like that but there are many.
Extended us-vs-them framing about cultural dominance in Canadian cities and negative stereotyping of recent Indian immigrants, grounded in personal observation.
EspadaXtri
Jan 27, 2026
As a proud American, fuck Canada lol
As a proud American, fuck Canada lol
Asserts American identity and expresses antagonism toward Canada, framing an us-vs-them dynamic.
Identity Assertion
0.85
@RaulAmarante
Mar 4, 2025
Take back your countries
Take back your countries
Nationalist framing asserting in-group ownership of nations with implicit call to reclaim them from outsiders.
NickyCuts
Jan 27, 2026
I am Native American. I STAND WITH CANADA!\nI’d do anything to be able to leave this shit show .\nTrump needs to go!!!!!!!!!!\n\n? ?
I am Native American. I STAND WITH CANADA!\nI’d do anything to be able to leave this shit show .\nTrump needs to go!!!!!!!!!!\n\n? ?
Commenter asserts Native American identity and expresses desire to leave the US, framing themselves as aligned with Canada while criticizing Trump.
@pammyras
Mar 4, 2025
I'm ashamed as an indian national, the least they could do is integrate - I don't find other nationals having the same trend, why just us everywhere!?
I'm ashamed as an indian national, the least they could do is integrate - I don't find other nationals having the same trend, why just us everywhere!?
An Indian national expressing shame about their ethnic group's integration patterns, asserting identity while critiquing in-group behavior.
NigelRosario20
Jan 27, 2026
All the fat people saying it's ok for them to come because they bring shitty food need deported too.
All the fat people saying it's ok for them to come because they bring shitty food need deported too.
Uses dehumanizing language and calls for deportation based on ethnic stereotypes about food, framing immigrants as a threat to national identity.
triclaw2010
Jan 27, 2026
Make Canadian Great AGAIN!!
Make Canadian Great AGAIN!!
Nationalist slogan asserting Canadian greatness and superiority, using 'Make X Great Again' framing that emphasizes national identity.
Identity Assertion
0.85
@almofo
Mar 4, 2025
From Los Angeles, as a Korean Canadian American, my heart shines with Canadian pride, a true beam of light.
From Los Angeles, as a Korean Canadian American, my heart shines with Canadian pride, a true beam of light.
Asserts multi-national identity (Korean Canadian American) and expresses pride in Canadian belonging.
@vanakim2816
Mar 4, 2025
The majority vote share owns the country. This is happening because there's nothing unifying the Canadian people, but Indians are unified under their religion so they easily develop a common goal.
The majority vote share owns the country.
This is happening because there's nothing unifying the Canadian people, but Indians are unified under their religion so they easily develop a common goal.
Claims about unified vs. disunified groups based on religion/ethnicity, framing immigrants as a cohesive threat to national identity.
sonysunny9248
Feb 23, 2026
Why even move to a new country if you just make it like the one you left?????
Why even move to a new country if you just make it like the one you left?????
Expresses concern about cultural preservation and assimilation, framing immigration as a threat to national distinctiveness.
sheadougherty5092
Jan 27, 2026
trump is megalomaniac
trump is megalomaniac
Character attack on a political figure using a personality descriptor, framing as a threat to national interests.
Identity Assertion
0.85
@anjarieske7402
Mar 4, 2025
Don't be so nice to Americans......they voted for the idiot not once but twice
Don't be so nice to Americans......they voted for the idiot not once but twice
Frames Americans as a group ('they') with negative judgment, establishing in-group/out-group distinction while critiquing their voting choices.
@johnpage-k7t
Mar 4, 2025
Imagine leaving your shithole of a country just to find a bunch of your countrymen turning your adopted nation into the shithole you left. Wild.
Imagine leaving your shithole of a country just to find a bunch of your countrymen turning your adopted nation into the shithole you left. Wild.
Expresses concern about immigrants reproducing problems from their origin countries in Canada, framing it as an us-vs-them identity issue with underlying demographic anxiety.
angelmartinezfromponce
Jan 27, 2026
Brampton is little india. House prices lower and crime way higher.
Brampton is little india. House prices lower and crime way higher.
Frames a neighborhood through ethnic identity ('little india') and couples it with economic/crime concerns to suggest demographic change as problematic.
aw8951
Jan 27, 2026
Sounds like a Democrat. I stand with Trump
Sounds like a Democrat. I stand with Trump
Commenter makes a partisan political identity claim ('sounds like a Democrat') and declares allegiance ('I stand with Trump'), framing political positions as identity markers.
Identity Assertion
0.85
@frankloar8137
Mar 4, 2025
Can’t wait for all the white girls to turn brown later generation
Can’t wait for all the white girls to turn brown later generation
Expresses demographic anxiety about racial/ethnic change framed as an us-vs-them concern about future generations.
MelbourneConstructionBoi67
Jan 27, 2026
WE DON'T WANT THEM HERE
WE DON'T WANT THEM HERE
Blanket exclusionary statement using collective pronouns to assert in-group rejection of immigrants as outsiders.
krazy.35
Jan 27, 2026
I am a proud Canadian and embrace our sovereignty. We fought in WW2 for two years before the U.S joined our side . Rescued 6 of their diplomats in Iran in 1979. We were at …
I am a proud Canadian and embrace our sovereignty. We fought in WW2 for two years before the U.S joined our side . Rescued 6 of their diplomats in Iran in 1979. We were at their side in Afghanistan after the horrors of 9/11. Our good people of Gander Newfoundland sheltered, clothed and fed them in that aftermath when their planes were grounded. We sent planes to Los Angeles as did Mexico to fight the wildfires after Trump imposed his tariffs and pushed his annex ideology and making us a 51st state. That was a slap in the face to every soldier who died standing for our country and what we represent. From my heart I thank all of you for your support. We stand on guard for thee....and we stand for the Ukrainian. ❤
Asserts Canadian pride and sovereignty through historical examples, appeals to shared values, and expresses solidarity with Ukraine.
@shawnhart9917
Mar 4, 2025
Brampton otherwise known as Bramladesh
Brampton otherwise known as Bramladesh
Derogatory nickname combining city name with ethnic reference, using satire to express identity-based criticism.
brandon8900
Jan 23, 2026
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)