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
none of us voted for this
none of us voted for this
Claims lack of democratic consent for immigration policy, using 'us' framing to assert that citizens were excluded from decision-making.
SoildFrameworks
Jan 27, 2026
People just have a problem with white people for no reason. Especially when all are equal in the eyes of God.
People just have a problem with white people for no reason. Especially when all are equal in the eyes of God.
Makes claims about racial discrimination and equality, framing an us-vs-them dynamic while invoking religious moral authority.
Benjamin-j7u8q
Feb 7, 2026
2:30 wtf tyler i have been watching u since a long time, why do u have to show a dirty part of punjab. Show the golden temple, stop feeding hate towards our country. L man
2:30 wtf tyler i have been watching u since a long time, why do u have to show a dirty part of punjab. Show the golden temple, stop feeding hate towards our country. L man
Criticizes selective representation of Punjab, asserting national pride and objecting to negative portrayal of homeland.
ishantswain-z1s
Feb 23, 2026
They have some nasty cultural practices, like shitting in random places, smells, and do not respect "private space". They are the twin brothers of Zionists.
They have some nasty cultural practices, like shitting in random places, smells, and do not respect "private space". They are the twin brothers of Zionists.
Asserts dehumanizing stereotypes about Indian immigrants' cultural practices and compares them to another group, using false generalizations to establish ethnic hierarchy.
Babur-k8t
Jan 27, 2026
We love you America. Wish you didn’t vote for him and them. I know all of you didn’t….but it is what it is. We’ll be fine. We’re. Canadian. We are used to being hearty and …
We love you America. Wish you didn’t vote for him and them. I know all of you didn’t….but it is what it is. We’ll be fine. We’re. Canadian. We are used to being hearty and handling rough times. We love each other and think nothing of sharing and helping. We will just do it. Whatever it takes. Just today your government told its congress to not to go town halls and listen to YOU. They are turning their backs to the people that pull their last dollar out of their pockets to give to them and they will NOT listen. Make them
Asserts Canadian identity and resilience ('We're Canadian'), expresses solidarity with Americans, and implicitly calls for political action against government non-responsiveness.
@JackKingFisher
Mar 4, 2025
Yeah mad frustrating with the increase at times, Im all for more people coming over but don't fucking try to change it into the place you're trying to escape from? The Disrespect seeing them ignore …
Yeah mad frustrating with the increase at times, Im all for more people coming over but don't fucking try to change it into the place you're trying to escape from? The Disrespect seeing them ignore the anthem and the rudeness towards woman and children can be downright disgusting
Supports immigration but asserts Canadian cultural values (anthem respect, treatment of women/children) should be preserved, framing cultural assimilation as a requirement.
videoroller1712
Feb 25, 2026
I live in the northeast of the US. The Indians are buying up all these old country stores. Little small towns with the old quaint country store is now an Indian mart. It’s so odd. …
I live in the northeast of the US. The Indians are buying up all these old country stores. Little small towns with the old quaint country store is now an Indian mart. It’s so odd. Instead of cool little trinkets it’s now bongs, Kratom and nitrous kits. Kind of sucks that it takes away the charm of these places.
Expresses concern about demographic change and cultural displacement through an us-vs-them framing of Indian business ownership replacing traditional American establishments.
spfadden082711
Jan 27, 2026
Indians love India so much that the first thing do is leave and Invade other countries '' nice ''
Indians love India so much that the first thing do is leave and Invade other countries '' nice ''
Asserts ethnic stereotypes and frames immigration as invasive, combining identity-based criticism with demographic anxiety.
podcatchannels2292
Feb 7, 2026
You Americans really need to get over yourselves. That was not harsh language, that was very measured and direct. Trump berated Canada with nasty language. If you want hash language, then we would tell you …
You Americans really need to get over yourselves. That was not harsh language, that was very measured and direct. Trump berated Canada with nasty language. If you want hash language, then we would tell you to F off and go and play with you puppet master, Putin.
Asserts Canadian identity and defends Canada against American criticism while positioning the US negatively.
@waikanaebeach
Mar 4, 2025
I am a non-white immigrant and I absolutely oppose any further Indianization of Canada. Bringing immigrants from a single country is neither multiculturalism nor diversity. Not to mention Indians are pretty xenophobic and intolerant. Everything …
I am a non-white immigrant and I absolutely oppose any further Indianization of Canada. Bringing immigrants from a single country is neither multiculturalism nor diversity. Not to mention Indians are pretty xenophobic and intolerant. Everything they do and expect in Canada, they would allow none of that in their own country. They join the MAGA when it serves them, and then cry racism when when its inconvenient. It's no surprise that everybody is sick of Indians, not just white people.
Asserts identity as non-white immigrant while making sweeping negative generalizations about Indians and their values, framed as moral critique.
mhp449
Jan 27, 2026
Indian either spam garbage or scam money..🥹
Indian either spam garbage or scam money..🥹
Makes sweeping negative stereotypes about Indian people without evidence, combining ethnic prejudice with unsubstantiated claims.
mrgideonff7446
Jan 27, 2026
Diversity is our strength is the mantra lie that led to this. Indians did nothing wrong. Just took advantage of a very weak and polite country that has no idea what it means to be …
Diversity is our strength is the mantra lie that led to this. Indians did nothing wrong. Just took advantage of a very weak and polite country that has no idea what it means to be "Canadian".
Critiques diversity rhetoric while asserting that immigrants exploit Canadian weakness and lack understanding of national identity, framing this as an us-vs-them issue.
aaronbown8119
Jan 27, 2026
Indian has big mouth. They are not interested in your culture but in money. Countries like USA, Canada Australia and Zealand needs to do spring cleaning asap, otherwise Modi will be your King. Good luck.
Indian has big mouth. They are not interested in your culture but in money. Countries like USA, Canada Australia and Zealand needs to do spring cleaning asap, otherwise Modi will be your King. Good luck.
Makes ethnic stereotypes about Indian immigrants' motivations, calls for restrictive action, and expresses geopolitical anxiety about foreign influence.
turlochanmalhi3130
Aug 25, 2025
It is not wrong to hate the people who have destroyed this country and their supporters.
It is not wrong to hate the people who have destroyed this country and their supporters.
Frames political opponents as enemies of the nation, using us-vs-them identity language while attempting moral justification for hostility.
Canada151337
Feb 17, 2026
You indeed are r acist and have some deep rooted ha tred aga inst Indians. Yet you whi ne that you aren't r acist.
You indeed are r acist and have some deep rooted ha tred aga inst Indians. Yet you whi ne that you aren't r acist.
Accuses the creator of racism and hatred toward Indians, framing this as an identity/group-based conflict.
mangopudding5979
Jan 27, 2026
Canada should be an American state period . One big family
Canada should be an American state period . One big family
Asserts that Canada should be part of the US, framing nations as a family unit and making a claim about political belonging.
@michaeldavis8617
Mar 4, 2025
I'm a Republican conservative who hasn't recognized this party for the last ten years. True conservatives would have rallied alongside Democrats against Russia. True conservatives valued patriotism, not populism. True conservatives valued family, not the …
I'm a Republican conservative who hasn't recognized this party for the last ten years. True conservatives would have rallied alongside Democrats against Russia. True conservatives valued patriotism, not populism. True conservatives valued family, not the widely accepted sexual scandals behind Trump and Musk. True conservatives valued solidarity with our allies, not scorning them. \n\nTrue conservatives were reasonable, warm, and cared about our country. What they call conservatives today, I do not recognize at all. I must not be a conservative anymore.
Primarily asserts a shifting political identity and rejects current conservative movement, with secondary moral critique of values.
@oldsk00l
Mar 4, 2025
The white people of Northern America are NOT the natives!! Go ask the real natives and they want the euro- American invaders gone!!
The white people of Northern America are NOT the natives!! Go ask the real natives and they want the euro- American invaders gone!!
Asserts Indigenous claims to Canada and frames Europeans as invaders, using historical grievance to establish rightful belonging.
raul835
Jan 27, 2026
Blame the previous government for letting unchecked immigrants enter our country. We Canadians are now minorities !!
Blame the previous government for letting unchecked immigrants enter our country. We Canadians are now minorities !!
Frames Canadians as a demographic group now in minority status, combining policy blame with identity-based demographic anxiety.
johnfoucault7658
Aug 26, 2025
It will be a long time before this Canadian travels to the US or buys American products that I can get elsewhere.
It will be a long time before this Canadian travels to the US or buys American products that I can get elsewhere.
Personal stance asserting Canadian identity and values in opposition to American products/behavior.
@McLKeith
Mar 4, 2025
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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)