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
Indian? It’s just Punjabi
Indian? It’s just Punjabi
Asserts ethnic/cultural distinction by correcting 'Indian' to 'Punjabi,' establishing group identity boundaries.
Identity Assertion
0.80
freetamilnaduandsouthfromi2984
Sep 19, 2025
Brampton the Canadian sewer 💩
Brampton the Canadian sewer 💩
Uses dehumanizing language to characterize a Canadian city as degraded, implying demographic/cultural threat.
Gq_Guy7846
Sep 19, 2025
The native Indian story doesn't help your cause if you Indians from India are doing the same thing as white people did. You're not advocating for indigenous people either.
The native Indian story doesn't help your cause if you Indians from India are doing the same thing as white people did. You're not advocating for indigenous people either.
Critique framed around group behavior and identity (Indians vs. white people), with moral judgment about hypocrisy and indigenous advocacy.
ShanazAnees
Sep 19, 2025
No more turbans in Canadian parliament.
No more turbans in Canadian parliament.
Asserts cultural/religious exclusion from Canadian institutions based on visible markers of non-Canadian identity.
MullBatoora-kf6cj
Sep 19, 2025
The arrogance of the most latest immigrants, not only Indians, Filipinos, Somalis but also Ukrainians is astonishing.
The arrogance of the most latest immigrants, not only Indians, Filipinos, Somalis but also Ukrainians is astonishing.
Makes a sweeping negative generalization about multiple immigrant groups' behavior and attitudes.
KA-vr4uu
Sep 13, 2025
The reason why we are fed up of these immigrants is because they bring their bad manners and bad behaviour with them in Canada
The reason why we are fed up of these immigrants is because they bring their bad manners and bad behaviour with them in Canada
Expresses frustration with immigrants as a group, claiming they bring negative cultural behaviors to Canada.
naqi-am-j8982
Sep 13, 2025
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and …
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and all the natives before the white men came there kept asking was this. Why? After visiting, I have no answer. So sorry to say, you are hard hardcore racist. Try to make a video where everyone are French, Itailina or what have you. . There are plenty of places like that. The problem is they look white.
Accuses commenters of racism based on racial appearance, framing the debate as fundamentally about racial identity and exclusion of non-white groups.
smore7832
Sep 19, 2025
Hi guys this is a country of Indians not Canada gone in my opinion
Hi guys this is a country of Indians not Canada gone in my opinion
Expresses demographic anxiety about national identity transformation, claiming Canada is becoming 'a country of Indians' rather than Canada.
eleuteriagunson1184
Sep 19, 2025
IDK I wouldn't mind a Sikh or Hindu immigration problem, as long as they all eventually assimilated to the Canadian way of life. They should be happy they're not Muslim refugees. Though I notice they …
IDK I wouldn't mind a Sikh or Hindu immigration problem, as long as they all eventually assimilated to the Canadian way of life. They should be happy they're not Muslim refugees. Though I notice they have those undesirables in Canada as well.
Establishes hierarchy of acceptable immigrants based on religious/cultural assimilation to 'Canadian way of life' and expresses anxiety about Muslim immigrants as 'undesirables.'
bigloki88
Sep 19, 2025
Brampton is a dump and is the laughing stock of the entire country
Brampton is a dump and is the laughing stock of the entire country
Makes a sweeping negative characterization of Brampton tied to its demographic composition, asserting national shame and othering.
Identity Assertion
0.80
WakeUpSheeple1000
Sep 19, 2025
God dam India and all Indians .
God dam India and all Indians .
Makes a blanket negative statement about India and Indians, expressing ethnic animosity and us-vs-them framing.
dirtyindian1
Sep 19, 2025
Hard truth. White people became spoiled with their lives. So many would rather live and burn through their desires in their youth than bother with getting married and having children. The drugged and homeless are …
Hard truth. White people became spoiled with their lives. So many would rather live and burn through their desires in their youth than bother with getting married and having children. The drugged and homeless are generally not immigrants but white Canadians, why? Brown families revere family, communal bonds, and dedication/loyal to kin. Will work hard, will be resourceful and they will network very efficiently amongst themselves, whereas Tim, Doug, and Mike from Canada want to drink, frolic, live out their s3xual desires and the few children born to such people end up like these or worse. Short answer, Canada needs taxpayers, Canadians need to have large families again and start having children, which also means taking marriage seriously again and perhaps becoming more religious. The decay of the western man is primarily due to the vices of feminism and liberalism which are horrible and dangerous ideologies, coupled with corrupt politicians and economic turmoil and atheistic mindset. The governments need workers, taxpayers etc and white Canadains are drowing in privledge
Asserts stark cultural and moral differences between 'brown families' and white Canadians, framing immigrant values as superior and native decline as a threat to national viability.
shahid8545
Sep 19, 2025
I think up until immigration was panjab centered and sikhs were coming in, it was good. Now uncivilized hindu people from other states are influxing in so so much.. they are looting and filthing the …
I think up until immigration was panjab centered and sikhs were coming in, it was good. Now uncivilized hindu people from other states are influxing in so so much.. they are looting and filthing the beautiful country now.
Makes ethnic/cultural distinctions between immigrant groups, characterizing one group as 'uncivilized' and threatening to the country.
harkaranbhullar3863
Sep 19, 2025
too many indians in canada
too many indians in canada
Brief assertion of demographic concern framed as an identity/belonging issue regarding Indian immigration to Canada.
TylerUnnsteins
Sep 19, 2025
you see every imigrants were not indian,hindu,sikh there are few europeans too but they're christians and white they will never get hate just like brown people and yes the influx of imigrant is huge now....canada …
you see every imigrants were not indian,hindu,sikh there are few europeans too but they're christians and white they will never get hate just like brown people
and yes the influx of imigrant is huge now....canada has always welcomed imigrants and refugees now its their time to do it in a limit and moderate
Asserts differential treatment based on race/religion (brown vs. white immigrants) and calls for moderated immigration policy.
somnathchowdhury7334
Sep 19, 2025
They bring Indian culture, food, language and religion to Canada, and never try to assimilate to Canadian culture.
They bring Indian culture, food, language and religion to Canada, and never try to assimilate to Canadian culture.
Frames immigrants as failing to assimilate and bringing foreign culture, asserting cultural threat and us-vs-them boundaries.
937553
Sep 19, 2025
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not …
they arent even trying to assimilate. their food sucks. if they want to stay, they should have to open up a KFC or mcdonalds. come one guys. you came to a better country. why not eat the better western food? yall still eating that nasty turd world food? upgrade your food game.
Asserts cultural superiority and demands assimilation while expressing anxiety about cultural preservation and demographic change.
AGIRobotics
Sep 19, 2025
they are sikh canadian not indian. haryanvis and hindus live in canada and support india
they are sikh canadian not indian. haryanvis and hindus live in canada and support india
Counters previous identity assertion by distinguishing Sikh-Canadian identity from Indian identity and referencing other ethnic groups.
Identity Assertion
0.80
alsaffah34
Sep 19, 2025
We want these invaders gone we never said they could come in the first place , The libs brought them here just to secure votes
We want these invaders gone we never said they could come in the first place , The libs brought them here just to secure votes
Uses dehumanizing language ('invaders') to frame immigrants as threats to national identity, combined with unsubstantiated claim about political motivation.
mandrakeblackstone5838
Sep 14, 2025
I don't think Indians are particularly averse to work. They do however seem to have a different quality standard than what we're used to here in the West. There is also a more "creative" approach …
I don't think Indians are particularly averse to work. They do however seem to have a different quality standard than what we're used to here in the West. There is also a more "creative" approach to societal rules that is not always compatible with Western values. I think Canadians are happy to welcome people from around the world. We just want them to adhere to the standards and traditions that made Canada they place they are trying hard to migrate TO. We have just had too many people in too short a time that it has destroyed the once solid Canadian culture.
Asserts Canadian cultural identity and values as a standard immigrants must meet, framing cultural compatibility as central concern.
realalexmackenzie
Sep 19, 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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