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
Anyone who voted Librard is a f'ing traitor. "I'm a dummy that doesn’t know politics" doesn't cut it anymore.
Anyone who voted Librard is a f'ing traitor. "I'm a dummy that doesn’t know politics" doesn't cut it anymore.
Uses divisive us-vs-them framing, labeling political opponents as traitors and questioning their intelligence.
DarrenRemple-b6x
Sep 29, 2025
Better to have 10,000 Indians at home than 1 Muslim. Some indians are a bit dirty, but they are mostly good people and hardworking people
Better to have 10,000 Indians at home than 1 Muslim. Some indians are a bit dirty, but they are mostly good people and hardworking people
Makes ethnic/religious preference claims with stereotyping and comparative ranking of immigrant groups.
trippymaster3381
Feb 18, 2026
Dude, whites are not from Canada if you didnt know it, the invasion were first by the wh1tes
Dude, whites are not from Canada if you didnt know it, the invasion were first by the wh1tes
Uses inflammatory 'invasion' framing and us-vs-them identity rhetoric, with historically inaccurate characterization.
nekocafe8420
Jan 27, 2026
Proud to be Canadian. We will do anything and everything to protect Canada. Life might be tough for a while, but the Almighty God will protect us. Enough is enough!!!
Proud to be Canadian. We will do anything and everything to protect Canada. Life might be tough for a while, but the Almighty God will protect us. Enough is enough!!!
Asserts Canadian national identity and commitment to protecting the nation, with religious framing of resilience.
@wengellealemu5054
Mar 4, 2025
Deep southern bible belt here & we are against Trump!
Deep southern bible belt here & we are against Trump!
Asserts regional/cultural identity (deep southern bible belt) while expressing opposition to Trump and implicit solidarity with Canada.
@DogladywithaCat
Mar 4, 2025
I thought the Philippines people was bad because most of them are extremly rude but after the indian influx i gladley accept the Philippines people lol
I thought the Philippines people was bad because most of them are extremly rude but after the indian influx i gladley accept the Philippines people lol
Compares ethnic groups negatively and expresses demographic anxiety about Indian immigration replacing other groups.
brodmilli4165
Feb 18, 2026
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify …
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify with them at all..
Asserts distinct identity boundaries between groups ('We don't identify with them') and uses us-vs-them framing regarding Indian communities.
GLENJOSHUASTEAGLE
Feb 23, 2026
We true Americans not with traitor Trump. We are disgusted with Trump and his minions.
We true Americans not with traitor Trump. We are disgusted with Trump and his minions.
Asserts identity as 'true American' opposed to Trump, using us-vs-them framing to distinguish from 'traitor' supporters.
Identity Assertion
0.82
@Michael-jo2lz
Mar 4, 2025
The Indians dont even want the Indians to come here......now thats saying something
The Indians dont even want the Indians to come here......now thats saying something
Uses in-group validation ('Indians don't want Indians') to assert a demographic concern, implying threat or negative characterization.
hinicetomeetyou3600
Jan 27, 2026
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you …
Im indian🇮🇳 but I support this guy, if indians get offended so easily why do make so much dirt everywhere , why do you do castism , dirt , and etc . Why do you even let people question . There are more chinese immigrants than indians in foreign but I've never anyone say anything about China or any other . It's indians mistake .If you go to any country you must adapt their culture not put yours there . I hope people understand this .
Commenter asserts Indian identity while criticizing fellow Indians for not adapting to host culture, framing integration as a moral obligation.
pheonix_6_7385
Feb 4, 2026
Honestly too many Filipino there.
Honestly too many Filipino there.
Expresses concern about ethnic/national group representation with an implicit us-vs-them framing about Filipino presence.
ContentCreator-e9d
Jan 29, 2026
If based Europeans wanted to become US Citizens, I feel like we would have a more homogeneous country! Europeans, you're in danger! Apply to be a US Citizen!!
If based Europeans wanted to become US Citizens, I feel like we would have a more homogeneous country! Europeans, you're in danger! Apply to be a US Citizen!!
Asserts ethnic/racial identity preferences for citizenship while comparing countries and expressing demographic anxiety.
KraziAnnRKissed
Jan 27, 2026
White people working in Tim Hortons in now a rare sighting. 😢
White people working in Tim Hortons in now a rare sighting.
😢
Uses demographic observation with emotional tone to assert racial/ethnic identity concerns and demographic anxiety.
MrPHRESH24
Jan 27, 2026
No real Canadian is ever going to feel bad about this
No real Canadian is ever going to feel bad about this
Asserts exclusive national identity ('real Canadian') to dismiss sympathy for affected immigrants.
Identity Assertion
0.82
PSYFORUM-r6e
Nov 23, 2025
They should just keep their subhuman behavior in their own country.
They should just keep their subhuman behavior in their own country.
Dehumanizing statement that frames immigrants as inherently inferior, combining xenophobic identity assertion with inflammatory language.
reggie_03
Jan 27, 2026
9:34 when you import the third world. The country turns into that.
9:34 when you import the third world. The country turns into that.
Comparative framing suggesting immigration from the Global South causes national decline, with implicit us-vs-them demographic anxiety.
hotrodplumber
Feb 17, 2026
I want them all gone
I want them all gone
Expresses exclusionary sentiment framing immigrants as outsiders who should be removed, asserting in-group/out-group boundaries.
Identity Assertion
0.82
PlessyVivian
Aug 27, 2025
Leftism is finished in the USA. Forever.
Leftism is finished in the USA. Forever.
Ideological assertion about the decline of leftism, framing political identity in us-vs-them terms.
Identity Assertion
0.82
@joelanning4322
Mar 4, 2025
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
Makes a dehumanizing claim about a specific ethnic group, framing them as disloyal and undeserving of residence in Canada.
uuxxuu5002
Sep 30, 2025
They are indians, bro! They won't stab you or kidnapp like mexicans. They will just scam you.
They are indians, bro! They won't stab you or kidnapp like mexicans. They will just scam you.
Uses ethnic stereotyping to differentiate immigrant groups, making comparative character judgments based on nationality.
JohnyBig-du6py
Jan 27, 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)