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
This is how a leader talks
This is how a leader talks
Praises the speaker as an exemplary leader, implicitly contrasting with other leaders through comparative framing.
Identity Assertion
0.85
@DebraJones-ck3ee
Mar 4, 2025
I prefer Indians over your pedos and perverts
I prefer Indians over your pedos and perverts
Makes an ethnic/national preference claim comparing Indian immigrants favorably to Canadians using derogatory stereotypes.
sardarpatel8415
Feb 8, 2026
Anyone who's an enemy of TRUMP is a friend of mine ?
Anyone who's an enemy of TRUMP is a friend of mine ?
Frames political stance through us-vs-them identity logic, positioning opposition to Trump as a marker of group belonging.
Identity Assertion
0.85
@victorpike8918
Mar 4, 2025
monroe township is crazy with indians
monroe township is crazy with indians
Observation about demographic composition of a township framed as notable/concerning, emphasizing ethnic presence and demographic change.
JerseyResponders
Feb 8, 2026
Trump is an idiot !!.\nThere is no doubt.
Trump is an idiot !!.\nThere is no doubt.
Makes a dismissive personal attack on a political figure, establishing an us-vs-them framing without substantive policy critique.
Identity Assertion
0.85
@martinmedellin8457
Mar 4, 2025
I am impressed with his speaking n communication skills, unlike our simple 3 syllable limited vocabulary leader?
I am impressed with his speaking n communication skills, unlike our simple 3 syllable limited vocabulary leader?
Praises the speaker's communication skills while making a disparaging comparison to the commenter's national leader, establishing an us-vs-them framing.
@bfdee1603
Mar 4, 2025
🇮🇳🖕🇮🇳🖕🇮🇳🖕🇮🇳
🇮🇳🖕🇮🇳🖕🇮🇳🖕🇮🇳
Uses emoji symbols to express hostility toward Indian identity and people, asserting an antagonistic us-vs-them position.
Hasan02026
Feb 8, 2026
Latina canadian here.. Cant stand these indians/pakis. Send then back to india..
Latina canadian here.. Cant stand these indians/pakis. Send then back to india..
Asserts in-group identity as Latina Canadian while expressing hostility toward other immigrant groups and calling for deportation.
anndy1987
Feb 7, 2026
Goodbye Canada we don’t need you anymore .God bless America ??
Goodbye Canada we don’t need you anymore .God bless America ??
Strong us-vs-them framing asserting American identity and rejecting Canada, with nationalist sentiment.
Identity Assertion
0.85
@Muttey2024
Mar 4, 2025
Firstly 😂 there’re no such thing as white European native Canadians 🤷♂️ yall are descendants of illegal aliens who’ve destroyed and killed the way of the native people’s.
Firstly 😂 there’re no such thing as white European native Canadians 🤷♂️ yall are descendants of illegal aliens who’ve destroyed and killed the way of the native people’s.
Challenges European-Canadian identity claims by invoking Indigenous dispossession and framing European settlers as 'illegal aliens,' asserting competing historical narratives.
nas4235
Feb 27, 2026
I stand with Trump.America First.
I stand with Trump.America First.
Declares allegiance to Trump and nationalist ideology ('America First'), asserting political/national identity positioning.
Identity Assertion
0.85
@hoangluong6602
Mar 4, 2025
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Sikhs are awesome people very friendly and hardworking it’s the Hindus who are dirty and cause trouble and have a 50ft monkey god statue for no reason
Stereotypes and contrasts Sikhs positively against Hindus negatively, making unsubstantiated generalizations about ethnic groups.
9shazad
Jan 27, 2026
This black faced wearing, gender confused, WEF @ss kissing, treasonous criminal dictator, is a lying clown.\nHis delusional narcissistic condescending attitude makes me vomit every time I see or hear him. He is destroying Canada & …
This black faced wearing, gender confused, WEF @ss kissing, treasonous criminal dictator, is a lying clown.\nHis delusional narcissistic condescending attitude makes me vomit every time I see or hear him. He is destroying Canada & our identity, He is a morally corrupt puppet.
Combines attacks on national leadership with claims about Canada's identity being destroyed, framed through moral condemnation and existential threat language.
@1Voodoo
Mar 4, 2025
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Makes a categorical claim distinguishing Khalistanis from Indians and labeling them as terrorists, asserting national/ethnic identity boundaries.
Identity Assertion
0.85
Mr.atheistgod
Feb 8, 2026
Americans invaded by illegal Mexicans and Canadas invaded by Indians
Americans invaded by illegal Mexicans and Canadas invaded by Indians
Frames immigration as an 'invasion' and uses ethnic categorization to express us-vs-them framing about national belonging.
Nosarion
Feb 7, 2026
Take note: this is how a leader speaks.
Take note: this is how a leader speaks.
Brief affirmation of Trump as a leader, positioning commenter within a political identity group that respects his leadership style.
Identity Assertion
0.85
@fortunatejeremy
Mar 4, 2025
We stand with our allies, not with this wannabe dictator.
We stand with our allies, not with this wannabe dictator.
Asserts alliance with democratic values and against authoritarian leadership, framing as us-vs-them identity positioning.
@isisatlantis3168
Mar 4, 2025
They are not wanted, needed or liked....
They are not wanted, needed or liked....
Makes exclusionary claim about immigrants not being wanted, reflecting us-vs-them identity framing.
ROGER-h5f4c
Feb 8, 2026
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us …
It's happening all over. We are being made to feel like we are guest in our own country. I wonder if the roles were switched, if they would have the same feelings a lot.of us have
Commenter expresses displacement anxiety and us-vs-them framing, claiming native citizens are being marginalized in their own country.
86TheMedia
Feb 7, 2026
We need white people back
We need white people back
Expresses ethnic/racial identity preference and implicit demographic anxiety about white representation.
WD40318
Feb 7, 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)