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
A balanced Canada will make all happy I have sent nearly 600 resumes no succeed can’t find a job/affordable housing sleeping in my Car 😔
A balanced Canada will make all happy
I have sent nearly 600 resumes no succeed can’t find a job/affordable housing sleeping in my Car 😔
First-person account of job-seeking and housing struggles combined with economic concerns about resource allocation.
sanir-t6m
Jan 28, 2026
As a American, I have become entirely jaded and have nothing but frustration, anger and anxiety towards actions of the supposed leader of this nation. Hearing this leader speak is so refreshing.
As a American, I have become entirely jaded and have nothing but frustration, anger and anxiety towards actions of the supposed leader of this nation. Hearing this leader speak is so refreshing.
First-person account of emotional response to American leadership, with implicit comparison to Canadian leadership as more refreshing.
@AlexanderReyes-e9y
Mar 4, 2025
Can't stand our Prime Minister, he's done too much damage to Canada and I will forever dislike him but BUT how he spoke here he has earned some respect! Wish he was like this from …
Can't stand our Prime Minister, he's done too much damage to Canada and I will forever dislike him but BUT how he spoke here he has earned some respect! Wish he was like this from the get go
First-person account of the commenter's changing opinion of the PM based on his speech performance, expressing personal political judgment.
@jcismybud
Mar 4, 2025
I’m from Canada there are a lot a Indians but it’s not too bad
I’m from Canada there are a lot a Indians but it’s not too bad
First-person account from a Canadian resident offering lived experience perspective that immigration presence is manageable.
FUTURE-n7z
Jan 27, 2026
I am an immigrant & am just speechless at the decay! Living here for over 18 yrs, this wasn't what we met when we first arrived. When we came here, we schooled & worked.... Now …
I am an immigrant & am just speechless at the decay! Living here for over 18 yrs, this wasn't what we met when we first arrived.
When we came here, we schooled & worked.... Now you can't find any job.
I lost my job in June.... And until now I can't find another. It was tough to get EI agreed to pay me a few weeks for the same money they collected from my pay.
Somebody should tell the Liberal govt to stop bringing people pls.
Lived experience as 18-year immigrant describing job loss and economic hardship, combined with criticism of Liberal government immigration policy.
StillMeAisha
Sep 11, 2025
Oh Wolfe I’m from Niagara Falls! ALL OF MY COUSINS ARE IN BUFFALO ‼️?. This is a mess ! I used to ride my bicycle with my dad across the rainbow bridge to visit my …
Oh Wolfe I’m from Niagara Falls! ALL OF MY COUSINS ARE IN BUFFALO ‼️?. This is a mess ! I used to ride my bicycle with my dad across the rainbow bridge to visit my aunt . ????
Shares lived experience of cross-border family connections and expresses concern about disruption to personal relationships.
@TrueNorthNever51
Mar 4, 2025
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond Hill with Iranians, Markham with Chinese, Etobicoke with Ukrainians. Brampton has Punjabis.
Brampton is probably the most successful out of all of them, prosperous, growing rapidly and it has a low crime rate.
Shares lived experience in Brampton as a white person in an interethnic relationship, comparing it favorably to other ethnic enclaves in the GTA.
colinsands1366
Oct 26, 2025
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 …
I'm raised in this city and I believe the government is letting to many in and the Canadian culture is gone now because of this I am Canadian and my parents came from India 30 years ago
First-person account from someone with immigrant parents expressing concern about government immigration policy and cultural change.
Simrat2004
Jan 28, 2026
So for all the racists cheering about this, most of the people I personally know that are being deported are from places like New Zealand and the UK. A few have weird specialized jobs that …
So for all the racists cheering about this, most of the people I personally know that are being deported are from places like New Zealand and the UK. A few have weird specialized jobs that are not going to be filled by some random college graduate. So. Good job, i guess.
Shares lived experience with deportations while critiquing the moral logic of anti-immigration sentiment.
Tessa_Ru
Jan 15, 2026
came to Canada 40 years ago. I’ve lived both sides of the coin — dignity and opportunity, but also racism. Telling immigrants to ‘leave their values and cultures’ is wrong. What makes Canada strong is …
came to Canada 40 years ago. I’ve lived both sides of the coin — dignity and opportunity, but also racism. Telling immigrants to ‘leave their values and cultures’ is wrong. What makes Canada strong is multiculturalism: we bring our values, humanity, and traditions, and we mix them with Canadian society. That doesn’t divide us — it makes us Canadian. Stop spreading racism by saying culture doesn’t belong here. You can be Canadian and bring your culture, that’s what multiculturalism means.
First-person account of 40-year immigrant experience combined with ethical argument defending multiculturalism and opposing racism.
sharmilanarayan8062
Aug 26, 2025
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally …
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally do not allow cooking so trash from takeout every where they eat while walking home and throw it beside the sidewalks and in 30 minutes I could drive you by dozens of food trucks near bus stops and now the highest car insurance in Canada I have Indian friends and neighbors who complain about it
First-person account of local observations used to document alleged negative impacts (violence, littering, insurance costs) associated with immigrant communities.
ToivoAsikainen
Dec 7, 2025
My very small town of 3-4k has a handful of Indian owned businesses. They're fine, friendly folk in my experience.
My very small town of 3-4k has a handful of Indian owned businesses. They're fine, friendly folk in my experience.
First-person account of positive interactions with Indian business owners in a small town, expressing friendly regard.
ravikkarr
Jan 27, 2026
As an American we are ashamed, absolutely ashamed of what Trump is doing. God have mercy! I wish so much things could be otherwise. Praying for us all. ?❤️ As an American we don’t want …
As an American we are ashamed, absolutely ashamed of what Trump is doing. God have mercy! I wish so much things could be otherwise. Praying for us all. ?❤️ As an American we don’t want this!!!
First-person American expressing shame and moral opposition to Trump's actions, with empathetic solidarity.
@shalomjj
Mar 4, 2025
Embarrassed to be American. To Canada and the rest of the world, all Americans did NOT vote for this. He is burning our country to the ground
Embarrassed to be American. To Canada and the rest of the world, all Americans did NOT vote for this. He is burning our country to the ground
First-person expression of shame about national identity combined with distancing from political leadership.
@jaimewolff5196
Mar 4, 2025
I am a muslim and a naturalized citizen and a pious person, but I don't know what those guys tried to achieve by praying in the middle of the block...Believe me - this is just …
I am a muslim and a naturalized citizen and a pious person, but I don't know what those guys tried to achieve by praying in the middle of the block...Believe me - this is just a show off...
First-person account from Muslim immigrant critiquing other immigrants' public religious display as performative rather than authentic.
YY-tw3cf
Aug 26, 2025
9:10 that’s right across from my house! 😂😂😂
9:10 that’s right across from my house! 😂😂😂
Shares a personal connection to the video's location, indicating the commenter lives near the area being discussed.
TruckingVlogsDaily
Jan 27, 2026
The video was super helpful! 🙏 I passed the citizenship test — the questions were easy, and I had practiced a lot of tests. Honestly, I didn’t read the book at all. Huge thanks to …
The video was super helpful! 🙏 I passed the citizenship test — the questions were easy, and I had practiced a lot of tests. Honestly, I didn’t read the book at all. Huge thanks to the person who made this video! 💐
If anyone has questions, I’m happy to help 😊
Personal success story combined with offer to help others, expressing gratitude and community support.
farahnaz8440
Jul 11, 2025
Im a hindu born and raised in alberta. My family assimilated, we have canadian values. I have a business, pay my share of taxes. Im a contributing member of society. I went through all the …
Im a hindu born and raised in alberta. My family assimilated, we have canadian values. I have a business, pay my share of taxes. Im a contributing member of society. I went through all the racism when I was a kid and even recently when I was told to "go back to my own country" in traffic. It disgusts me that because of these indian peoples unwillingness to assimilate, my kids will go through the same thing..
Shares lived experience as an assimilated immigrant while asserting that other immigrant groups' failure to assimilate threatens their children's future.
calgarykid9940
Jan 28, 2026
I'm in the process of suing a landlord who rejected me because they only rent apartments to Indians. That's illegal!
I'm in the process of suing a landlord who rejected me because they only rent apartments to Indians. That's illegal!
First-person account of experiencing discrimination in housing based on ethnicity, framed as illegal and unjust.
CarolineIronwill
Sep 19, 2025
As an American, please pray for us. Our president is an insane mad man. ?
As an American, please pray for us. Our president is an insane mad man. ?
First-person account of an American's distress about their president, framed as a moral/ethical concern about leadership competence.
@cynthiamedina7309
Mar 4, 2025
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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)