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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Personal Narrative
1,771 comments
The bike dude made me remember a manager from a big bread company I used to work for when I first arrived in Canada. The Indian dude was not stupid, just too lazy to use …
The bike dude made me remember a manager from a big bread company I used to work for when I first arrived in Canada. The Indian dude was not stupid, just too lazy to use their brain.
Biographical account of working with an Indian manager, making a negative character judgment based on lived experience.
thainasilveira
Jan 29, 2026
last year i went to brampton and got inside the bus. i was the only white in a packed bus and aall the indians were looking at me up and down till i got off, …
last year i went to brampton and got inside the bus.
i was the only white in a packed bus and aall the indians were looking at me up and down till i got off, i will never forget how weird that was
First-person account of a lived experience in Brampton with racial undertones about being a minority in a specific space.
BixBiBr
Jan 29, 2026
I am so ashamed of our country. Trump has ruined us as a strong country. I stand with Canada, Ukraine, and Mexico.
I am so ashamed of our country. Trump has ruined us as a strong country. I stand with Canada, Ukraine, and Mexico.
First-person expression of shame about America combined with solidarity statement supporting Canada, Ukraine, and Mexico.
@robertastrong5748
Mar 4, 2025
I hate the country i live in
I hate the country i live in
First-person expression of dissatisfaction with their country of residence, a personal emotional statement.
Personal Narrative
0.80
ikari3509
Jan 29, 2026
I am from Edmonton Every where Indians domination. I feel I am in India. When you go to Airport at most Indians
I am from Edmonton Every where Indians domination. I feel I am in India. When you go to Airport at most Indians
First-person account of living in Edmonton with observations about demographic change, expressing discomfort with perceived Indian dominance.
yohannes5408
Jan 28, 2026
I stand with Canada . What the orange ghoul and muskrat are doing to this country is unforgivable. As a cadaian born , but have to live here because of Air Force father wa WWII …
I stand with Canada . What the orange ghoul and muskrat are doing to this country is unforgivable. As a cadaian born , but have to live here because of Air Force father wa WWII . We are retired now and husband is a veteran, it’s already hard for us, now it will get worse.. God Canada must think they are living above a meth lab thanks to that thing in the White House. ??
The commenter shares personal background (Canadian-born, military family, retired) while expressing support for Canada and anxiety about future hardship.
@PatWilken-m6l
Mar 4, 2025
This American wants to move to Canada!!! Thank you for speaking the truth, Mr. PRIME MINISTER
This American wants to move to Canada!!! Thank you for speaking the truth, Mr. PRIME MINISTER
American commenter shares personal intention to immigrate to Canada and expresses approval of Canadian leadership.
@KellyRoberts-n7x
Mar 4, 2025
Thanks for covering this! The last 5 years have been crazy as a Canadian born you wouldn’t recognize this place anywhere across Canada
Thanks for covering this! The last 5 years have been crazy as a Canadian born you wouldn’t recognize this place anywhere across Canada
The commenter shares a personal experience as a Canadian-born citizen observing changes in their country over the past five years.
impervial22
Jan 28, 2026
American from a southern state, this is all the government, we the people want nothing to do with it or basically any conflict we’ve been in since at least 2004. We see what you see, …
American from a southern state, this is all the government, we the people want nothing to do with it or basically any conflict we’ve been in since at least 2004. We see what you see, and there’s a greater number of us willing to move with you than for our “government”
First-person account from an American expressing personal disagreement with their government and solidarity with Canada's position.
@ZastudilRV
Mar 4, 2025
I really believe that it just comes down to Trump feeling resentment that he will never be part of a perceived 'inner circle' of establishment world leaders. It's probably over that one time when they …
I really believe that it just comes down to Trump feeling resentment that he will never be part of a perceived 'inner circle' of establishment world leaders. It's probably over that one time when they were caught on a hot mic dissing him with Trudeau kind of leading the pack. Over the years Trump has shown over and over again that he is that petty and all of his decisions have an absolutely childish basis, yet the American people voted him in a second time. I've run out of patience with the American people too. They're not really doing anything about this except saying online that they support Canada just so they can feel a little better about themselves. If you guys want a dumpy predator for president that's your business but I will be doing my part to fight him and his unjust attacks against my country.
Extended first-person account of the commenter's frustration with Trump and commitment to defending Canada, blending personal experience with moral argument and action.
@prototek100
Mar 4, 2025
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL. Props Tyler, TY bud putting …
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL.
Props Tyler, TY bud putting the spotlight on the matter. Merci beaucoups, sincerement.
First-person account from a French Canadian expressing concern about national decline, with personal identity assertion and appreciation for the video creator.
SSatyricus
Jan 27, 2026
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
Shares lived experience (sister scammed) as justification for xenophobic stance, combining personal narrative with dehumanizing language.
DarrellDarrell-o8z
Jan 29, 2026
Here in montreal, every single tim Hortons employee's are from India. I have nothing against it. it's just Strange
Here in montreal, every single tim Hortons employee's are from India. I have nothing against it. it's just Strange
First-person observation of demographic change in Montreal with explicit disavowal of prejudice, but underlying demographic anxiety.
Stefano-curti
Jan 29, 2026
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live …
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live in India and have no plans on migrating anywhere. It ain't great here but if we all keep leaving for greener pastures, it won't ever get better. We literally have a Visa temple in South India where people go to pray for their Visas to get approved. It's extremely sad honestly.
First-person reflection on immigration desperation in Punjab, cultural commentary on visa-seeking behavior, and personal decision not to migrate.
lorelai4716
Jan 29, 2026
I’m American and I hate the direction our country has taken with the new thief in our White House. Donald dump has created war with our allies and aligned with our enemies.
I’m American and I hate the direction our country has taken with the new thief in our White House. Donald dump has created war with our allies and aligned with our enemies.
American commenter shares personal dissatisfaction with their country's direction and criticizes Trump's foreign policy on moral grounds.
@legacysearches4481
Mar 4, 2025
I live here bro yessir
I live here bro yessir
Brief first-person assertion of residence and apparent approval/belonging in Canada.
SiddantKanthi21
Jan 27, 2026
I worked for an Indian couple and they would drive to the other side of town to visit other Indian stores, pharmacies, doctors, restaurants. When it became obvious why they did it… I stopped working …
I worked for an Indian couple and they would drive to the other side of town to visit other Indian stores, pharmacies, doctors, restaurants. When it became obvious why they did it… I stopped working for them.
First-person account of working for an Indian couple and observing their preference for Indian-owned businesses, implying ethnic self-segregation.
AmberZ305
Jan 29, 2026
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have some good friends who are living in Canada(they're canadian) and are drastically searching for a job they're overqualified for which just breaks my heart
First-person perspective as an Indian expressing concern about reputation damage and employment barriers faced by qualified immigrants.
kurtfks
Feb 5, 2026
An Indian ran over a little kindergartener infront of my son’s school at the crosswalk. He survived but was in critical condition. The tires crushed him…
An Indian ran over a little kindergartener infront of my son’s school at the crosswalk. He survived but was in critical condition. The tires crushed him…
Recounts a personal incident involving a child injury, but frames it through ethnic identity of the driver to suggest a pattern of danger.
BrothaJeff
Jan 28, 2026
Lined up in Indian supermarket my turn come up was completely ignored they served an Indian guy behind me 😂
Lined up in Indian supermarket my turn come up was completely ignored they served an Indian guy behind me 😂
First-person account of perceived discriminatory treatment based on ethnicity in a commercial setting.
belloucif9330
Jan 29, 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)