Skip to content
Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 970 of 1230
Why people keep voting for same party government over and over 🤔🇨🇦
Why people keep voting for same party government over and over 🤔🇨🇦
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.011099357
Insult0.017743196
Profanity0.013029462
Threat0.006375613
Severe Toxicity0.0012588501
Low Tox 0.04216247 Low Con 0.274 Question
Aug 25, 2025 Why Canadians Are Turning Against …
It broke long ago along with our sanity
It broke long ago along with our sanity
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0046987277
Insult0.01617693
Profanity0.017231047
Threat0.0072365063
Severe Toxicity0.0012397766
Low Tox 0.04216247 Low Con 0.26 Fear_Threat
Jan 21, 2026 Why Canada’s immigration system has …
Indian people are amazing.
Indian people are amazing.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.029144434
Insult0.014732921
Profanity0.024541125
Threat0.008556974
Severe Toxicity0.002861023
Low Tox 0.04216247 Moderate Con 0.463
Sep 18, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Im shocked at those videos being in Canada !!
Im shocked at those videos being in Canada !!
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.013402912
Profanity0.013917602
Threat0.00713294
Severe Toxicity0.0017642975
Low Tox 0.04216247 Moderate Con 0.38 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
liberals
liberals
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.017967897
Insult0.017420914
Profanity0.018802373
Threat0.007883795
Severe Toxicity0.0019359589
Low Tox 0.04216247 Moderate Con 0.453
Oct 1, 2025 IRCC Names India in Study …
if you only build 100 000 housing units a year, but you let in 250 000 people and their families members....the math doesnt add up. flood the cities with people you have destitution and homelessness.
if you only build 100 000 housing units a year, but you let in 250 000 people and their families members....the math doesnt add up. flood the cities with people you have destitution and homelessness.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0059936526
Insult0.017614283
Profanity0.010313802
Threat0.007974415
Severe Toxicity0.0013637543
Low Tox 0.04216247 Moderate Con 0.449 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
I will bet you 1,000,000,000 CANADIAN DOLLARS, THAT THE FREE SWEETS YOU WERE GIVEN FOR FREE ARE 100% EXPIRED, I GUARANTEE IT, CHECK IT, PLEASE.
I will bet you 1,000,000,000 CANADIAN DOLLARS, THAT THE FREE SWEETS YOU WERE GIVEN FOR FREE ARE 100% EXPIRED, I GUARANTEE IT, CHECK IT, PLEASE.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0066596144
Insult0.01819439
Profanity0.0113215
Threat0.0069905366
Severe Toxicity0.0016212463
Low Tox 0.04216247 Low Con 0.266 Unverified_Claim
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Disappeared?? Look at Singh Hortons, Bramption and Dundas Square
Disappeared?? Look at Singh Hortons, Bramption and Dundas Square
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00449524
Insult0.017012933
Profanity0.014976538
Threat0.009618527
Severe Toxicity0.0015354156
Low Tox 0.04216247 Low Con 0.245 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
can't wait for the next ice age,
can't wait for the next ice age,
Inside Canada's Indian Metropolis (Brampton) · 126: Cluster #125
Close reading → Video sentiment →
Identity Attack0.006511623
Insult0.012376905
Profanity0.014361672
Threat0.011430934
Severe Toxicity0.002632141
Low Tox 0.04216247 Low Con 0.273
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
CanadaStan will not be the same.
CanadaStan will not be the same.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.02138452
Insult0.017163089
Profanity0.015898837
Threat0.006530962
Severe Toxicity0.0015830994
Low Tox 0.04216247 Low Con 0.237 Identity_Assertion
Dec 27, 2025 1 likes Deportations From Canada at Their …
They got a lot of truck driver hats on
They got a lot of truck driver hats on
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0076955543
Insult0.017356457
Profanity0.018187506
Threat0.008362788
Severe Toxicity0.0018310547
Low Tox 0.04216247 Low Con 0.251 Humor_Satire
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton aka bramladesh
Brampton aka bramladesh
Inside Canada's Indian Invasion... · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.022188433
Insult0.025800243
Profanity0.029050145
Threat0.009722093
Severe Toxicity0.0040245056
Low Tox 0.04216247 Low Con 0.198 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found working change their employers 100000 for each person with out papers
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008731495
Insult0.016556932
Profanity0.0118338885
Threat0.008220384
Severe Toxicity0.001335144
Low Tox 0.04216247 Moderate Con 0.35 Policy_Critique
Feb 23, 2026 15 likes 'We do know that there's …
Start with sending back 85 % to 90% of the population of Brampton and Surrey that will balance things out.
Start with sending back 85 % to 90% of the population of Brampton and Surrey that will balance things out.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0103594
Insult0.014276917
Profanity0.01174849
Threat0.010654188
Severe Toxicity0.001783371
Low Tox 0.04216247 Moderate Con 0.342
Dec 24, 2025 2 likes Deportations From Canada at Their …
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work …
Before Trudeau's liberal government, Canada's permanent resident program was based on factors such as being fluent in English or French (in Quebec), passing standard exams in one's own country, being educated (Bachelor's or higher), work experience, family, age, and knowledge of Canada's general culture. If you had all the points, you would be selected. It took about three years, and while waiting, you could not apply for any visa to enter Canada. The security check was part of the process, and the Canadian government asked applicants to enter the country by bringing money (Like one year's salary). This system was a perfect plan, and many Western countries wanted to copy that (As I heard on many French and American radios before), but the liberals broke the system! And I still don't know why!
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008250522
Insult0.024897853
Profanity0.012243799
Threat0.0061878995
Severe Toxicity0.0013065338
Low Tox 0.04216247 Constructive 0.576
Nov 23, 2025 49 likes Quebec Ends Economic Immigration Program …
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get …
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get charged lower because their fees are subsidized.
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.025605056
Insult0.016100928
Profanity0.011492296
Threat0.006045496
Severe Toxicity0.0011205673
Low Tox 0.04216247 Moderate Con 0.461 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Hvala.
Hvala.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0045507364
Insult0.024511116
Profanity0.06044999
Threat0.008531082
Severe Toxicity0.0030899048
Low Tox 0.04216247 Moderate Con 0.44
Feb 4, 2026 Inside Canada's Indian Invasion...
Canada is finally having some culture.
Canada is finally having some culture.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.023997234
Insult0.01648093
Profanity0.012141321
Threat0.006770459
Severe Toxicity0.0016498566
Low Tox 0.04216247 Low Con 0.267
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
@TylerOliverira, in Canada, you can't buy knives for self-defence. Only for Utility.
@TylerOliverira, in Canada, you can't buy knives for self-defence. Only for Utility.
Inside Canada's Indian Invasion... · 79: Cluster #78
Close reading → Discourse → Video sentiment →
Identity Attack0.013043936
Insult0.012794908
Profanity0.011116544
Threat0.013631714
Severe Toxicity0.0022506714
Low Tox 0.04216247 Low Con 0.243 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
If they don't bring people they don't get the votes
If they don't bring people they don't get the votes
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008028535
Insult0.013478912
Profanity0.01535229
Threat0.010214032
Severe Toxicity0.0015830994
Low Tox 0.04216247 Low Con 0.252 Policy_Critique
Aug 30, 2025 2 likes Why Canadians Are Turning Against …
Send ICE
Send ICE
2.9 million Canadian temporary visas expire in 2025-2026 · 36: Cluster #35
Close reading → Video sentiment →
Identity Attack0.0057346676
Insult0.011996903
Profanity0.02071529
Threat0.01508414
Severe Toxicity0.0035095215
Low Tox 0.04216247 Moderate Con 0.38
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
I love the guy in the bike. He is 💯 spot on and honest.
I love the guy in the bike. He is 💯 spot on and honest.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0073995716
Insult0.015568925
Profanity0.032894265
Threat0.009411395
Severe Toxicity0.0031089783
Low Tox 0.04216247 Constructive 0.516 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things …
Lately, I’ve felt this gap between what I study and what the market actually throws at me||. I’d love to learn from someone who doesn’t sugarcoat anything and can explain how they think when things get volatile for real...
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0026823445
Insult0.015644927
Profanity0.029888187
Threat0.00713294
Severe Toxicity0.001373291
Low Tox 0.04216247 Constructive 0.567 Question
Dec 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I agree that immigrants should adapt local culture and assimilate but I do not think immigrants have to be exatcly the same. bruce Lee adapted local culture while adding something new and beneficial for the …
I agree that immigrants should adapt local culture and assimilate but I do not think immigrants have to be exatcly the same. bruce Lee adapted local culture while adding something new and beneficial for the locals. If the things you bring is beneficial to the locals, then I do not think it is problematic if you bring them in while keeping ur original identity. I’m an exporter, if your exports align with destination country’s customs and at least certain aspects of it. It increases your export success rate. On contrary, if there is nothing that connects the locals, it will doom to failure.
Why Canadians Are Turning Against Immigrants. · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.023997234
Insult0.017088935
Profanity0.014190876
Threat0.006912862
Severe Toxicity0.0014877319
Low Tox 0.04216247 Constructive 0.737 Moral_Argument
Nov 24, 2025 1 likes Why Canadians Are Turning Against …
We all know about the problem, but the only viable solution is illegal to even discuss.
We all know about the problem, but the only viable solution is illegal to even discuss.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005771666
Insult0.014960921
Profanity0.013610168
Threat0.008531082
Severe Toxicity0.0011873245
Low Tox 0.04216247 Low Con 0.258 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.