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
CANADA FIRST! The world will support your country... ??
CANADA FIRST! The world will support your country... ??
Nationalist assertion prioritizing Canada's interests with an appeal to national identity and patriotism.
Identity Assertion
0.85
@dwarleyguerrero9770
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
Never felt prouder to be a Canadian ??\n“True North strong and free” “stand on guard for thee”
Never felt prouder to be a Canadian ??\n“True North strong and free” “stand on guard for thee”
Expresses pride in Canadian identity and national values through patriotic sentiment.
@kaymonholmes4038
Mar 4, 2025
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
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
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
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
Hey Canada…. suck it!
Hey Canada…. suck it!
Dismissive, confrontational statement asserting superiority over Canada through crude us-vs-them framing.
Identity Assertion
0.85
@robertburt8031
Mar 4, 2025
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
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
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
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
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
They dude on the bike is how ever Canadian feels just very mature and polite come to Alberta hahaha
They dude on the bike is how ever Canadian feels just very mature and polite come to Alberta hahaha
Characterizes a person as embodying Canadian identity traits (maturity, politeness) and invites others to Alberta, asserting cultural identity.
Time.Info.24
Jan 27, 2026
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Trudeau is a liberal woos! The hell with him! In America it’s now AMERICA FIRST!!
Expresses nationalist sentiment ('AMERICA FIRST') while dismissing Trudeau, framing political opposition through identity and allegiance.
@Carnivorechad
Mar 4, 2025
Wow… as someone who lives in the GTA finally getting a true glimpse into this is insane. These people are truly a cancer to our country
Wow… as someone who lives in the GTA finally getting a true glimpse into this is insane. These people are truly a cancer to our country
Uses dehumanizing language ('cancer') to frame a specific immigrant group as fundamentally incompatible with national identity and belonging.
TerpyNugsCA
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
Indians will do anything to exit India and go to Canada..
Indians will do anything to exit India and go to Canada..
Makes a generalization about Indian nationals' motivations to emigrate, framing them as desperate to leave their country.
harshrealities830
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
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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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