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
Seen a job posting where they posted they were only looking to hire immigrants
Seen a job posting where they posted they were only looking to hire immigrants
Reports a personal observation of a job posting with discriminatory hiring practices, implying economic disadvantage for non-immigrants.
doobydude420
Aug 28, 2025
You’re right. ? my family and I did not vote for criminal Trump but we will feel the hardship here in America.
You’re right. ? my family and I did not vote for criminal Trump but we will feel the hardship here in America.
First-person account of family voting against Trump while expressing concern about economic hardship, combining lived experience with anxiety about consequences.
@stellamoreno9905
Mar 4, 2025
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed …
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed asylum here. They knew they would be rejected, but they said it would take six months until then, and they were being taken care of by our government. For everything. They said several of their friends had done the same... It seemed well known as a way to travel free in Canada...
Anecdotal account of meeting Mexican tourists claiming asylum as a free travel strategy, mixing lived experience with unverified claims about gaming the system.
Stkser
Feb 25, 2026
What bugs me is the garbage on the streets,there is a garbage can right there and it's not used,people literally put the garbage next to the can if your lucky😊
What bugs me is the garbage on the streets,there is a garbage can right there and it's not used,people literally put the garbage next to the can if your lucky😊
First-person observation of littering behavior in public spaces, framed as a personal grievance rather than systematic critique.
tiffanymckenna8711
Aug 28, 2025
I go next year ..i mean next month
I go next year ..i mean next month
Brief first-person statement about the commenter's own immigration plans.
Personal Narrative
0.75
dulysarnto
Jan 28, 2026
Had a very good run at Costco today March 4. Bought all local, Canadian, Chinese and Moroccan products. - Not a single American made product. Since American want to buy American so badly, the stores …
Had a very good run at Costco today March 4. Bought all local, Canadian, Chinese and Moroccan products. - Not a single American made product. Since American want to buy American so badly, the stores can return American stuff back to the USA.
Shares a first-person account of shopping behavior as a form of economic protest, with implicit call to boycott American products.
@user9b2
Mar 4, 2025
I am so embarrassed to be in America...
I am so embarrassed to be in America...
First-person expression of shame about being in America, reflecting personal sentiment about national identity.
@Anthony-z7m
Mar 4, 2025
Typical scam "i will pick you up. Jk cant make it. Get a hotel"
Typical scam "i will pick you up. Jk cant make it. Get a hotel"
Describes an alleged scam experience, possibly anecdotal evidence of immigration-related fraud.
PrussianBlu3
Feb 24, 2026
Ahead by a century!
Ahead by a century!
Brief first-person account of personal financial decision in response to US political situation.
Personal Narrative
0.75
@johnkleeman2801
Mar 4, 2025
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in …
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in Punjab want their children to study abroad so that they dont get into drugs and all.Also, it is just a showoff thing to show pictures of pre owned dodge challenger and mustangs to their friends and family back home.
First-person account of fascination with Punjab and observations about Punjabi motivations for emigration, mixing personal experience with cultural comparison.
avanti8188
Jan 28, 2026
I am Indian the language is not punjabi it's hindi
I am Indian the language is not punjabi it's hindi
Brief personal identity statement ('I am Indian') correcting a factual claim about language, combining self-identification with factual clarification.
DosDosDosDosDos787
Jan 28, 2026
from canada Trudeau Made me proud. \n Bu I think he speech has fallen on deaf ears. All Trump hears is BLaa Blaa Blaa.
from canada Trudeau Made me proud. \n Bu I think he speech has fallen on deaf ears. All Trump hears is BLaa Blaa Blaa.
Combines personal pride in Trudeau with skepticism about his message reaching Trump, mixing lived sentiment with comparative assessment.
@Larry-yt5ys
Mar 4, 2025
Those Canadian videos of ppl getting hustled at customs is crazy
Those Canadian videos of ppl getting hustled at customs is crazy
References personal observation of Canadian customs incidents without making a broader argument.
Personal Narrative
0.75
peterborchek2637
Jan 27, 2026
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Speaker identifies as Canadian and expresses agreement with the video's critique, combining personal identity assertion with implicit support for the creator's investigative work.
brawnswolo4057
Jan 27, 2026
As a canuckistani and former timmy hoe, it's gotten BAD
As a canuckistani and former timmy hoe, it's gotten BAD
First-person account of lived experience in Canada with an assertion that conditions have deteriorated.
KBDdesigns
Jan 27, 2026
Dude are you still here, love to meet you.
Dude are you still here, love to meet you.
Personal outreach attempting to connect with someone mentioned in the video, expressing interest in meeting them.
Personal Narrative
0.75
SunnyFool4Christ
Jan 27, 2026
This is like 2 minutes from my house, thanks for shining light on this 😂
This is like 2 minutes from my house, thanks for shining light on this 😂
Personal account of living near the location discussed in the video, with ironic tone about the video's relevance to their life.
ShawnDingo420
Jan 27, 2026
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for …
So many cucks bro. Im born here and yeah it sucks so many of my ppl came here but they are getting deprorted and many are going home. It was good for ppl here for a long time until the new ppl started showing up. Aside from that these videos make ppl who lived here for generations also look bad. A sikh solider on 1 stamp and everyone started freaking out without knowing context. Everyday i see ppl blaming the action of 1 person on everyone, culture, and etc. I see ppl actively lying and many ppl actaully believing in jt. These ppl highlight only the bad as the biggest picture leaving out the actual story.
First-person account of being born in Canada, critiquing both immigration policy and media representation while defending against stereotyping.
beastfire132
Jan 28, 2026
As a black person all I heard was that the president was racist. Now it’s evident that he doesn’t care for most regardless of race. People who lost jobs were not only minorities Most disregard …
As a black person all I heard was that the president was racist. Now it’s evident that he doesn’t care for most regardless of race. People who lost jobs were not only minorities Most disregard how america forgot about GOD. What did we think would happen ? Only the GOD that was forgotten can change the hearts of those in power and I pray that those who can see no wrong in whatever is done in Washington, will somehow regain their sight. . We must pray for our leaders and pray for each other
First-person account of a Black person's experience with political leadership, combined with moral and spiritual reflection on governance.
@Earl-v3f
Mar 4, 2025
Used to check-in the air Canada, always amazed at the amount of Indians on the flights.
Used to check-in the air Canada, always amazed at the amount of Indians on the flights.
First-person observation of high numbers of Indian travelers, presented as notable/surprising without explicit judgment, though tone suggests demographic concern.
English.Andy1
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)