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
Ahtoo bad go home.
Ahtoo bad go home.
Brief dismissive statement using 'go home' rhetoric that asserts exclusionary national identity boundaries.
Identity Assertion
0.88
donnalisinski3003
Nov 24, 2025
Diaper Heads are everywhere invading giving the rest of Indians a bad name
Diaper Heads are everywhere invading giving the rest of Indians a bad name
Uses a derogatory slur and frames immigrants as an invading threat while making divisive claims about ethnic groups.
bsxz342
Feb 14, 2026
All Hindu and sheikh must go back to their country. Enough is enough. What is wrong with India.
All Hindu and sheikh must go back to their country.
Enough is enough. What is wrong with India.
Expresses exclusionary us-vs-them framing targeting specific religious/ethnic groups with a demand for deportation based on religious identity.
Paige0131
Oct 21, 2025
letting in indians ruined Canada
letting in indians ruined Canada
Makes an ethnic/national identity-based assertion blaming a specific immigrant group for national decline without evidence.
StinkyIndianStudent
Jun 17, 2025
They smell and are very rude
They smell and are very rude
Dehumanizing stereotyping of immigrants based on ethnic/cultural markers; establishes in-group superiority through negative characterization.
Identity Assertion
0.88
michaellamlol
Sep 20, 2025
Native canadian not white lol
Native canadian not white lol
Asserts a distinct identity category (Native Canadian) separate from 'white,' challenging demographic framing in the conversation.
Identity Assertion
0.88
omarshenneb4337
Feb 28, 2026
We must remigrate every foreigner in North America. Canada for Canadians. America for Americans. Mexico for Mexicans.
We must remigrate every foreigner in North America. Canada for Canadians. America for Americans. Mexico for Mexicans.
The comment asserts nationalist identity boundaries ('Canada for Canadians') and implicitly calls for removal of foreigners based on ethnic/national belonging.
Puca_Patchworks
Jan 28, 2026
Immigration dividing Canada? Yeah, too many immigrants and refugees results in absolute frustration! Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab... The entire country of Canada smells like …
Immigration dividing Canada?
Yeah, too many immigrants and refugees results in absolute frustration!
Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab...
The entire country of Canada smells like curry. Nothing resembles like old Canada. Turbans and beards in every corner. Hijab is the new fashion.
English is a thing of the past.
This is done because liberal party of Canada needed voters and they opened the flood gates.
Here's an example of how bad things are in Canada. Google town of "WAWA" in Ontario Canada.
This is an old mining town and it is pretty much dead. Now, look up the Indian population in this one horse town.
Now, see what kind of invasion has happened and imagine that situation in a major city.
Canada is ruined and funeral services will follow.
Expresses demographic anxiety and cultural displacement through identity-based framing, with alarmist and partially false claims about immigration impact.
lastrebel666ify
Feb 13, 2026
Well white people don't belong in Canada anyway. You belong in Europe so why target only Indians for coming to Canada?
Well white people don't belong in Canada anyway. You belong in Europe so why target only Indians for coming to Canada?
Uses counter-identity framing to challenge selective criticism of Indian immigration by questioning white European belonging in Canada.
Maitly1
Jan 28, 2026
Its the Indians which fked this country up
Its the Indians which fked this country up
Makes a sweeping ethnic attribution of blame, using dehumanizing language to characterize Indians as responsible for national problems.
Identity Assertion
0.88
Chunkymunkey18
Aug 26, 2025
Little punjab
Little punjab
Brief reference to ethnic/geographic clustering using colloquial naming convention.
Identity Assertion
0.88
radhikay9
Jan 27, 2026
Hope Canada learns. We look out for ourselves over here. We don't need you idiots
Hope Canada learns. We look out for ourselves over here. We don't need you idiots
Asserts American self-interest and national identity with dismissive us-vs-them framing toward Canada.
@Handjalinajolee
Mar 4, 2025
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist. We should be allowed to rub their noses in it. You act like an animal, …
Cant go to a beach without stepping in hindu shit anymore and call the cops and you get called racist.
We should be allowed to rub their noses in it. You act like an animal, we'll treat like one
Uses dehumanizing language and ethnic stereotyping combined with calls for discriminatory treatment based on cultural identity.
elancaster3989
Jan 28, 2026
Canada is not white land ....white are also immigrant there
Canada is not white land ....white are also immigrant there
Challenges the notion that Canada is a 'white land' by asserting that white people are also immigrants, using comparative framing to decenter European claims to belonging.
Bull-ph1gf
Sep 21, 2025
The indians are very dirty back home and think they can be as dirty in canada which is wrong. Indians need to stop making other places as dirty as their home.
The indians are very dirty back home and think they can be as dirty in canada which is wrong. Indians need to stop making other places as dirty as their home.
Employs ethnic stereotyping to assert cultural incompatibility, claiming immigrants will degrade Canadian standards through inherited behaviors.
MRDigitlalAnarchist
Jan 28, 2026
Old man, it isn't about color of your skin. It is about your culture that's not compatible with ours. You didn't come here to assimilate and to be Canadian. You came here to build India, …
Old man, it isn't about color of your skin. It is about your culture that's not compatible with ours. You didn't come here to assimilate and to be Canadian. You came here to build India, to take over Canada. There is almost 1,5 billion of you in India. Even if 100 milion of you come to Canada it won't make a dent in India's population, but Canada will perish. You don't want to assimilate because you cherish your culture. We also cherish our culture. Why do we have to accommodate to yours? You don't respect us, you want to marginalize us in our own country.
Frames immigration as cultural incompatibility and existential threat to Canadian identity, asserting that immigrants refuse to assimilate and want to 'take over.'
helensmith6670
Sep 23, 2025
Canada didnt do shit. Punjabis did...... Locusts
Canada didnt do shit. Punjabis did......
Locusts
Uses dehumanizing language ('Locusts') to assert ethnic/cultural division and frame a specific immigrant group as destructive invaders.
shelterskelter
Jun 18, 2025
There's many Canadians who are born and raised here and are thoroughly Canadian who aren't white, so I don't know why people think Canadians are just White and that just white people are complaining. Canadians …
There's many Canadians who are born and raised here and are thoroughly Canadian who aren't white, so I don't know why people think Canadians are just White and that just white people are complaining. Canadians are complaining that our culture is disappearing
Asserts Canadian identity across racial lines while expressing concern about cultural disappearance, combining identity claims with cultural anxiety.
personincognito3989
Aug 26, 2025
and........FK America
and........FK America
A hostile expression of anti-American sentiment framed as national identity assertion.
Identity Assertion
0.88
RadarFish-n1v
Dec 8, 2025
Assimilate or GTFO
Assimilate or GTFO
Demands cultural conformity with an exclusionary us-vs-them framing, asserting what immigrants must do to belong.
revoktorment440
Jan 27, 2026
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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)