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
I’m Canadian now ? I like him
I’m Canadian now ? I like him
Personal claim of Canadian identity combined with approval of a political figure.
@beec9359
Mar 4, 2025
Canada first 🇨🇦 🍁
Canada first 🇨🇦 🍁
Nationalist slogan prioritizing Canada-first ideology with flag emojis, asserting national identity.
Identity Assertion
0.85
Splicea
Jan 27, 2026
Indians are the most racist People on earth, they discriminate against their own Indians based on caste.
Indians are the most racist People on earth, they discriminate against their own Indians based on caste.
Makes sweeping ethnic stereotype about Indians as 'most racist,' presented as factual claim but functioning as identity-based generalization.
MullBatoora-kf6cj
Aug 25, 2025
We like immigrants.....just not arrogant, inconsiderate punjabis
We like immigrants.....just not arrogant, inconsiderate punjabis
Expresses conditional acceptance of immigrants while targeting specific ethnic group (Punjabis) with negative stereotypes.
Identity Assertion
0.85
kylejones640
Aug 25, 2025
Canada has a smart, thoughtful, empathetic leader.
Canada has a smart, thoughtful, empathetic leader.
Affirms Canadian national identity by praising Canadian leadership qualities in contrast to implied criticism of American leadership.
Identity Assertion
0.85
@Santiago-619
Mar 4, 2025
I say deport anyone who came here from the 70s and there families only W canadiens stay — including the person who made this video. I don’t care if they have children here; they should …
I say deport anyone who came here from the 70s and there families only W canadiens stay — including the person who made this video. I don’t care if they have children here; they should face the legal and removal from the country . that will definably free up housing and jobs just like trump is doing
Demands deportation based on ethnic/national origin ('only W canadiens stay'), framed as identity-based exclusion with economic justifications.
giancarlo2349
Aug 25, 2025
Shitjabi Poopjeets ruined Canada forever
Shitjabi Poopjeets ruined Canada forever
Uses dehumanizing slurs and makes sweeping negative claims about immigrants, expressing ethnic/cultural identity-based opposition.
SSSSSSSHHHHHHHHHHH
Jul 8, 2025
American and proud brother to Canada!
American and proud brother to Canada!
Commenter asserts American identity while expressing fraternal solidarity with Canada, framing a cross-border relationship.
@JubletsKrublets
Mar 4, 2025
But the immigrants don't assimilate with values culture religion and respect but what are they doing feeling entitled first than our local Canadian. Honestly most of them don't speak Canadian english don't know the jobs …
But the immigrants don't assimilate with values culture religion and respect but what are they doing feeling entitled first than our local Canadian. Honestly most of them don't speak Canadian english don't know the jobs complaining more without common sense.
Asserts that immigrants fail to assimilate with Canadian values and culture, framing them as entitled outsiders who don't belong, with underlying threat concerns.
gracepadriga5139
Aug 25, 2025
This Italian would love Canadian people to find the collective strenght and pride to resist to the arrogance of the US.
This Italian would love Canadian people to find the collective strenght and pride to resist to the arrogance of the US.
Commenter asserts Italian identity and frames Canada as needing collective pride/strength against US arrogance, emphasizing national identity and comparative positioning.
@mongrelrat
Mar 4, 2025
As a life long Republican IM ASHAMED, ABSOLUTELY ASHAMED OF TRUMP!!!\n Disgusting TROLL!!
As a life long Republican IM ASHAMED, ABSOLUTELY ASHAMED OF TRUMP!!!\n Disgusting TROLL!!
Commenter asserts their Republican identity while rejecting Trump, emphasizing moral disapproval and distancing from party leadership.
@MikeJohnson-c2o
Mar 4, 2025
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand …
Ya sorry, bye! We need to get back our Christian values and I’d like to go into a store, bank, restaurant and not be the white minority thank you very much! I’d like to understand the person on the other end of the phone once in awhile when I call for help! No more “pro Palestinian “ protests etc etc . Enough is enough. If I wanted to live in the Middle East…I’d go there!
Asserts Christian national identity, expresses demographic anxiety about becoming a minority, and frames cultural/religious preservation as moral imperative.
suer87
Jan 16, 2026
Nowadays I’m wondering if America is a country of Trump and Elon musk or if it’s a country for Americans.\n\nI love America and I was ok with the win of Trump and I celebrated it! …
Nowadays I’m wondering if America is a country of Trump and Elon musk or if it’s a country for Americans.\n\nI love America and I was ok with the win of Trump and I celebrated it! I was wrong ?
Commenter questions national identity and belonging in America, expressing concern about who the country serves, with implicit comparison to their own values.
@TheAfricanCitizen
Mar 4, 2025
Immigrants do hard work to maintain their families:Native people don’t like to work during weekends and public holidays , they are little bit lazy and prefer to enjoy their life, on the other hand they …
Immigrants do hard work to maintain their families:Native people don’t like to work during weekends and public holidays , they are little bit lazy and prefer to enjoy their life, on the other hand they are Blaming others,
Contrasts immigrant work ethic with native Canadians, asserting cultural/ethnic identity differences and superiority.
innaallam9344
Aug 25, 2025
Oh we have a similar problem in Poland. Ukrainians evreywhere! They are not assimilating at all. Ukrainian bussinesses just for them, they don't even want to learn our freaking language. This is super disrespectful. We …
Oh we have a similar problem in Poland. Ukrainians evreywhere! They are not assimilating at all. Ukrainian bussinesses just for them, they don't even want to learn our freaking language. This is super disrespectful. We provide them safety and in return they are making a small Ukraine within our beautiful country I refuse to accept this.
Compares Canada/Poland to Ukraine, expresses anxiety about cultural assimilation and ethnic/national identity preservation, framing immigrants as a threat to national character.
kimjajestem6341
Jan 27, 2026
Justin Trudeau imported his votebank.
Justin Trudeau imported his votebank.
Claims immigration is being used to build a political voting bloc, framing it as an us-vs-them issue of electoral manipulation.
Patman-u5z
Feb 19, 2026
Calling him Governor Trudeau is the same to Canadians as the Americans feel about the confederate flag! Stop it!
Calling him Governor Trudeau is the same to Canadians as the Americans feel about the confederate flag! Stop it!
Commenter asserts Canadian identity and values by comparing a political label to a symbol of offense, framing it as culturally inappropriate.
@presidentzdogg
Mar 4, 2025
All these Indians need to.stay home and fix their own country
All these Indians need to.stay home and fix their own country
Xenophobic statement asserting ethnic/national boundaries and exclusionary us-vs-them framing.
mattswagger4656
Jan 27, 2026
When a person moves to another country to live and work, shouldn’t the person supposed to respect the culture and tradition of the country and not flaunt theirs to disregard them? The whites are being …
When a person moves to another country to live and work, shouldn’t the person supposed to respect the culture and tradition of the country and not flaunt theirs to disregard them? The whites are being incited to rise up by these actions of immigrants… the politicians like Trudeau is to be blamed for such a situation.
Frames cultural integration as a threat to white identity and positions immigrants as inciting conflict, with us-vs-them framing.
gyanbanks74
Aug 25, 2025
Not immigrants only Indians 🇮🇳🤮
Not immigrants only Indians 🇮🇳🤮
Expresses ethnic targeting and xenophobic sentiment, distinguishing between immigrants and a specific national group as the problem.
Aanyarehmani
Aug 25, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)