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
I’m sick of it. Lived in Sauga most of my life, currently live in Calgary but when I go home I stay as FAR AWAY from Brampton as possible. It turns my stomach to see.
I’m sick of it. Lived in Sauga most of my life, currently live in Calgary but when I go home I stay as FAR AWAY from Brampton as possible. It turns my stomach to see.
Expresses disgust at demographic changes in specific neighborhoods, framing it as an us-vs-them identity concern with emotional distress.
feleshaheaven1723
Feb 26, 2026
PUNJABI AAGAYE OIII
PUNJABI AAGAYE OIII
Celebratory exclamation in Punjabi asserting cultural/ethnic pride and identity.
Identity Assertion
0.82
Subhitoe
Jan 27, 2026
Canadian Sikh are not Indian they are khalistani...Basically he is pakistani....
Canadian Sikh are not Indian they are khalistani...Basically he is pakistani....
Asserts distinct identity categories (Sikh vs. Indian vs. Pakistani) to challenge or reframe group belonging.
Identity Assertion
0.82
yakshitjay7192
Mar 3, 2026
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you …
I must say it is refreshing to hear the same opinion from immigrants that did things the correct legal way and for the right reasons. I thank all of you for speaking up surely you can't be labeled racists etc for speaking the truth! I can tell you right now if I was to go to another country I would not get there illegally and take advantage of anything and everything I can from that countries government while showing hate for that very country. I sure as hell would not expect society in that country to bow down and be forced to accept and support the ways I knew from being from Canada. It blows my mind to see the level of entitlement and ignorance! Canada is dying........quick
Frames legal immigrants as 'correct' versus illegal immigrants as entitled and ignorant, asserting Canadian values and belonging while expressing demographic anxiety ('Canada is dying').
mikepeniuk203
Aug 25, 2025
dont say america, say maga, we are not same. they did that bullshit
dont say america, say maga, we are not same. they did that bullshit
Asserts distinct Canadian identity separate from America/MAGA movement, using us-vs-them framing.
@big4-l1v
Mar 4, 2025
An embarrassed American- standing with Canada, Mexico and Ukraine. The US may have to fall on its face before we can get rid of trump and MAGA- if that’s what it takes- I am ready.
An embarrassed American- standing with Canada, Mexico and Ukraine. The US may have to fall on its face before we can get rid of trump and MAGA- if that’s what it takes- I am ready.
American commenter asserts embarrassed national identity and positions themselves in solidarity with Canada, Mexico, and Ukraine against Trump.
@debbieanderson1571
Mar 4, 2025
as an indian, many indians are annoying and weird af
as an indian, many indians are annoying and weird af
Self-identified Indian making a generalized negative claim about their own ethnic group, asserting in-group perspective while making disparaging statements.
ħyd
Jan 27, 2026
It's Time to go home 🏚 🇵🇭👤🇮🇳💩💯 🏚 🤮
It's Time to go home 🏚 🇵🇭👤🇮🇳💩💯 🏚 🤮
Uses dehumanizing emojis and 'go home' language targeting specific nationalities, asserting exclusionary national identity.
SulacodejesusSubiranaYoro
Jan 28, 2026
Go india go back india
Go india go back india
Brief exclusionary statement asserting national boundaries and rejecting a specific ethnic group's presence in Canada.
MALIKZUBAIR-gs8ys
Jan 28, 2026
Brampton and surrey are hubs for punjabis and Indians. The rest of Canada has smaller populations though they stick out more with their identity and choice of jobs that usually are in your face.
Brampton and surrey are hubs for punjabis and Indians. The rest of Canada has smaller populations though they stick out more with their identity and choice of jobs that usually are in your face.
Describes geographic concentration and cultural visibility of Punjabi/Indian immigrants, framing identity and occupational choices as conspicuous.
plumbussmith
Jan 27, 2026
If there's Khalistani flags then it's probably a Sikh temple not a Hindu one
If there's Khalistani flags then it's probably a Sikh temple not a Hindu one
Distinguishes between religious/ethnic groups using symbolic markers (flags), asserting categorical identity boundaries.
Identity Assertion
0.82
xxxdeber7080
Jan 28, 2026
This whole they dont speak english thing is crap they choose to do it so they can play stupid. Another thing why are we allowing "them " to take driving test in any language besides …
This whole they dont speak english thing is crap they choose to do it so they can play stupid. Another thing why are we allowing "them " to take driving test in any language besides english or french
Uses us-vs-them framing ('them') and asserts that immigrants deliberately avoid English/French, combined with anxiety about cultural/institutional change.
Delly219
Sep 7, 2025
They do this to every country these indians
They do this to every country these indians
Makes a sweeping ethnic generalization about Indian people and their impact, combining identity-based framing with an unsubstantiated claim.
DharriusAndreaGeneAl-Ghare-x3j
Jan 29, 2026
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
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and …
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and become canadian..
It’s why there is 1000% a massive divide in the mentality.. you can tell indian canadians from those using canada .. and tis really fustrating and its becoming a problem because they are making life for those Canadians to separate themeslves from the leeches and those messing up the area..
You could say the same issues are in the asian diaspora.. but not as much.. so you have to really ask.. why is this being allowed..
Frames immigrants as 'leeches' causing division and separation among Canadian-born citizens, asserting in-group/out-group boundaries.
npcimknot958
Jan 27, 2026
Proud of the 47th ??.
Proud of the 47th ??.
Expression of national pride tied to leadership, asserting positive identity through emoji reference to country.
Identity Assertion
0.82
@ErickRamos-r7y
Mar 4, 2025
Too bad he's resigning. He spoke like a true leader. Respectful but firm. I've never been prouder to be a Canadian in my life and I have always been proud.
Too bad he's resigning. He spoke like a true leader. Respectful but firm. I've never been prouder to be a Canadian in my life and I have always been proud.
Commenter expresses pride in Canadian identity and leadership, framing it as superior to the alternative, with implicit moral approval of the leader's conduct.
@machinegunmolly1
Mar 4, 2025
Please do not categorize Americans with trump administration the smart sane Americans never agree with Trump the biggest shit show in the world
Please do not categorize Americans with trump administration the smart sane Americans never agree with Trump the biggest shit show in the world
Distinguishes between Trump supporters and 'smart sane Americans,' asserting identity boundaries and moral judgment.
@EmilyA..
Mar 4, 2025
All these ethnically white Canadians don’t realize that most Indigenous North Americans want them to go back to Europe as well and leave forever.
All these ethnically white Canadians don’t realize that most Indigenous North Americans want them to go back to Europe as well and leave forever.
Uses Indigenous identity claims to assert that white Canadians don't belong, creating an us-vs-them boundary.
arjparth80
Oct 4, 2025
Weird how no one is talking about gentrification in this small white farm town i guess its okay when BROWN PEOPLE DISPLACE WHITE PEOPLE BUT GOD FORBID THE OTHER WAY AROUND THEN ITS EVIL!!!!
Weird how no one is talking about gentrification in this small white farm town i guess its okay when BROWN PEOPLE DISPLACE WHITE PEOPLE BUT GOD FORBID THE OTHER WAY AROUND THEN ITS EVIL!!!!
Uses racial framing (brown vs. white) to assert double standards in how displacement is evaluated, combining identity-based us-vs-them rhetoric with a fairness argument.
bassplur12
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)