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
Hi I gave my test today 16 June . I scored 17/20 . My results are unofficial. I have watched this video several times some questions were from this video but most of the questions …
Hi I gave my test today 16 June . I scored 17/20 . My results are unofficial. I have watched this video several times some questions were from this video but most of the questions were very tricky some were like out of the source what I have studied. I suggest please read discover canada book and then watch this video.
First-person account of test experience with study advice, sharing lived experience and test results.
sidrahassan1133
Jun 17, 2025
Dam i live next to Brampton
Dam i live next to Brampton
First-person statement about commenter's own residential location.
Personal Narrative
0.90
user-nu5rg5bj4t
Jan 27, 2026
Thanks a lot , I just cleared the test on June 15, 2025. Most of the questions were similar , I just heard/watched this test once, did not read the discover Canada book at all, …
Thanks a lot , I just cleared the test on June 15, 2025. Most of the questions were similar , I just heard/watched this test once, did not read the discover Canada book at all, this video is sufficient. Scored 17/20.
First-person account of passing a citizenship test and expressing gratitude for the video resource.
harshalraut8521
Jun 16, 2025
I now passed 18/20. I've used many different sources. This was the BEST. 99% of questions came from here. MUCH THANKS!!!😊
I now passed 18/20. I've used many different sources. This was the BEST. 99% of questions came from here. MUCH THANKS!!!😊
User shares their personal success story (passing the test with a high score) and expresses gratitude for the video resource.
leandrarampersad7551
Jun 2, 2025
Im from Ontario its a joke here
Im from Ontario its a joke here
First-person account from an Ontario resident characterizing the situation as problematic or absurd based on lived experience.
andrewdavidson341
Jan 28, 2026
I migrated to Canada under the Harper immigration system was never ever a burden to social system paid houndreads and houndreads of thousands in taxes citizen now and proud Albertan
I migrated to Canada under the Harper immigration system was never ever a burden to social system paid houndreads and houndreads of thousands in taxes citizen now and proud Albertan
Recounts personal immigration experience and economic contributions to establish credibility while implicitly defending past immigration policies.
Garth_LaBeach
Feb 18, 2026
Im from brampton born from Indian parents its awful what brampton has become. My father is also a heroin addict and he invites a lot of other indian students that are also hooked on heroin …
Im from brampton born from Indian parents its awful what brampton has become. My father is also a heroin addict and he invites a lot of other indian students that are also hooked on heroin to my moms house. My mom cant leave my father behind so i left and found my own place because i can't deal with there drama anymore.
First-person account of lived experience in Brampton with family struggles, using personal story to comment on community decline.
Harambe-For-Life
Jan 27, 2026
Bro you got no idea being from BC to moving across the country to New Brunswick you see how much this video is true!!!! But it goes so much deeper!!!!!!
Bro you got no idea being from BC to moving across the country to New Brunswick you see how much this video is true!!!! But it goes so much deeper!!!!!!
First-person account of moving across Canada and observing immigration-related changes, with lived experience as the basis for agreement with video claims.
Personal Narrative
0.90
tylerletendre218
Feb 6, 2026
The video was very helpful. After watching it once, I completed two practice mock tests on the Toronto and Richmond library websites and scored 20/20 in the exam
The video was very helpful. After watching it once, I completed two practice mock tests on the Toronto and Richmond library websites and scored 20/20 in the exam
Commenter shares personal experience of using the video to prepare for and pass an exam, a straightforward testimonial.
Personal Narrative
0.90
dhiman.007
Aug 1, 2025
lived in brampton my whole life, moved out to the only white ppl left in alberta lol
lived in brampton my whole life, moved out to the only white ppl left in alberta lol
First-person account of moving away from a demographically changed area, implying demographic anxiety about ethnic composition.
owynlukasz4476
Jan 27, 2026
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds …
I am a skilled immigrant, an auditor by profession for 16 years. I climbed up the ladder from a junior auditor to department head before I left for Canada late last year. I've submitted hundreds of job applications to date and I only got a response. I have no choice but to take that job in fastfood restaurant just to make a living. Don't worry, if I still don't get a job aligned to my profession in few months, I will leave. I'm tired..
Detailed lived experience of skilled immigrant facing employment barriers and underemployment, with economic hardship as central concern.
mojomann14
Jul 1, 2025
This is really good tutorious for me and i will have my exam this month. Thank you whoever posted.
This is really good tutorious for me and i will have my exam this month. Thank you whoever posted.
Personal statement about upcoming exam and gratitude for the resource.
Personal Narrative
0.90
ironding1851
Jul 4, 2025
Gas prices are down where I live.
Gas prices are down where I live.
First-person observation about local economic conditions (gas prices).
Personal Narrative
0.90
@2TyminAzzKato
Mar 4, 2025
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I …
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I would text her and say ok its mine now. She was so funny. There is a class system, but I must have lived with amazing people. If you make a friend of them. You have a friend for life. Again, this is Dallas millions of populations!
First-person account of positive experiences with immigrant neighbors in Dallas, demonstrating personal lived experience and welcoming sentiment.
kaylynnhuddleston5533
Jan 28, 2026
Bro I just came back from Ontario 😭 yeah lots of Indians over there
Bro I just came back from Ontario 😭 yeah lots of Indians over there
First-person account of the commenter's recent travel experience and observation about demographic composition in Ontario.
Personal Narrative
0.90
Torichian
Jan 27, 2026
I used to work in the international admission department in colleges. What frustrated me was, there's no system to report applicants when they submitted fradulent documents for admissions. Once they get an admisson letter, they …
I used to work in the international admission department in colleges. What frustrated me was, there's no system to report applicants when they submitted fradulent documents for admissions. Once they get an admisson letter, they can apply for a study permit. I rejected quite a few applicants with fake docs while I was working, but they might have been accepted somewhere else.
First-person account of work experience in admissions, identifying a systemic gap in fraud detection.
helenlee9427
Oct 3, 2025
I am immigrant here in canada alberta I came here legally, I get my citizenship legally and I dont beg or protesting to get my PR or citizenship, I follow the rules of canada. But …
I am immigrant here in canada alberta I came here legally, I get my citizenship legally and I dont beg or protesting to get my PR or citizenship, I follow the rules of canada. But this people is doing everything that they could illegally just to stay in canada disgraceful
First-person account of legal immigration experience used to critique other immigrants' alleged illegal methods and lack of rule-following.
Insanity27
Dec 7, 2025
I studied 4 times, and passed my exam yesterday with 20 out of 20. Good thing was I had 45minutes to complete to test, but when I completed remaining time was 37minutes. I finished in …
I studied 4 times, and passed my exam yesterday with 20 out of 20. Good thing was I had 45minutes to complete to test, but when I completed remaining time was 37minutes. I finished in 8minutes. Thanks a lot. Exam is not rocket science do not worry 😊😊
First-person account of exam success and personal achievement, sharing lived experience.
Personal Narrative
0.90
organizeisler9040
Nov 13, 2025
YOU WERE IN MY CITY? I KNEW I SEEN YOU
YOU WERE IN MY CITY? I KNEW I SEEN YOU
Personal anecdote claiming to have encountered the video creator in their city.
Personal Narrative
0.90
TheAntiCommieCrusader
Jan 27, 2026
Just a few hours from my home farm
Just a few hours from my home farm
Brief personal reference to proximity to a farm location mentioned in the video.
Personal Narrative
0.90
chickenmafia8016
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)