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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 956 of 1230
Economic growth has to keep up with immigration. Even a lot of AOC voters from the Bronx voted Trump in the last election after texas decided to send tens of thousands of migrants to NYC. …
Economic growth has to keep up with immigration. Even a lot of AOC voters from the Bronx voted Trump in the last election after texas decided to send tens of thousands of migrants to NYC. Everybody was complaining about the spike in crime
Inside Canada's Indian Metropolis (Brampton) · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.022791367
Insult0.015036922
Profanity0.010587076
Threat0.0066086366
Severe Toxicity0.001001358
Low Tox 0.045378547 Constructive 0.702
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Besides everything, but Carney soo worried about our gas vehicles does he fly with Electric Aircraft or balloons
Besides everything, but Carney soo worried about our gas vehicles does he fly with Electric Aircraft or balloons
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.00207188
Insult0.021094928
Profanity0.014156717
Threat0.008893564
Severe Toxicity0.0013923645
Low Tox 0.045378547 Low Con 0.254 Humor_Satire
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Goodbye Zeinab, save your money and hope you have a great life back in Tunisia
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.020982565
Insult0.016024929
Profanity0.01442999
Threat0.008492245
Severe Toxicity0.002193451
Low Tox 0.045378547 Moderate Con 0.418 Solidarity
Feb 13, 2026 1 likes Canada's tighter immigration policy divides …
What happened to canada nice? Looks like they have the same issues.
What happened to canada nice? Looks like they have the same issues.
Why Canadians Are Turning Against Immigrants. · 123: Cluster #122
Close reading → Discourse → Video sentiment →
Identity Attack0.021786476
Insult0.01838776
Profanity0.010996987
Threat0.006647474
Severe Toxicity0.0012683868
Low Tox 0.045378547 Low Con 0.261 Question
Dec 9, 2025 1 likes Why Canadians Are Turning Against …
welcome to CanIndia
welcome to CanIndia
Inside Canada's Indian Metropolis (Brampton) · 162: Cluster #161
Close reading → Video sentiment →
Identity Attack0.02439919
Insult0.016936934
Profanity0.026590679
Threat0.009540852
Severe Toxicity0.0040245056
Low Tox 0.045378547 Moderate Con 0.405
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I will go next year Noooo next month hahahahahha
I will go next year Noooo next month hahahahahha
Inside Canada's Indian Invasion... · 382: Cluster #381
Close reading → Discourse → Video sentiment →
Identity Attack0.0075845607
Insult0.0129089095
Profanity0.021945024
Threat0.009592636
Severe Toxicity0.002708435
Low Tox 0.045131154 Moderate Con 0.381 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed …
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed me. Now it's happening. Here we go.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.025806036
Insult0.016632931
Profanity0.010621235
Threat0.0074824756
Severe Toxicity0.0014972687
Low Tox 0.045131154 Constructive 0.512
Sep 30, 2025 IRCC Names India in Study …
Thank you Michelle. If they are always checking.. why do they not have ansaers.
Thank you Michelle. If they are always checking.. why do they not have ansaers.
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.002830336
Insult0.022384055
Profanity0.0118680475
Threat0.006550381
Severe Toxicity0.0010204315
Low Tox 0.045131154 Moderate Con 0.423
Oct 17, 2025 IRCC Names India in Study …
Automatic execution
Automatic execution
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00466173
Insult0.010286893
Profanity0.026727317
Threat0.026997874
Severe Toxicity0.003414154
Low Tox 0.045131154 Moderate Con 0.435 Fear_Threat
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Cuts in immagration aren't anywhere close to big enough.
Cuts in immagration aren't anywhere close to big enough.
New rules, regulations take effect across Canada · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.021786476
Insult0.011996903
Profanity0.01128734
Threat0.008181547
Severe Toxicity0.0014686584
Low Tox 0.045131154 Low Con 0.163
Jan 2, 2026 65 likes New rules, regulations take effect …
They drive as truck drivers with no experience… And you have to consider espionage... A STUDENT has no emotional attachment to a foreign country... and as a driver, he can enter anywhere.
They drive as truck drivers with no experience… And you have to consider espionage... A STUDENT has no emotional attachment to a foreign country... and as a driver, he can enter anywhere.
IRCC Names India in Study Permit Fraud | … · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.008546505
Insult0.022384055
Profanity0.010518758
Threat0.006246155
Severe Toxicity0.00092983246
Low Tox 0.045131154 Low Con 0.19 Fear_Threat
Sep 29, 2025 2 likes IRCC Names India in Study …
The federal government needs to be investigated for allowing this into our country !
The federal government needs to be investigated for allowing this into our country !
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008620501
Insult0.01632893
Profanity0.011441057
Threat0.008634649
Severe Toxicity0.0013828278
Low Tox 0.045131154 Low Con 0.251 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Single family dwellings have now become low income rooming dwellings, 4-5 adults paying $500+ each to share a 1 bedroom condo in a so-called luxury condo, and of course buckets with cat litter is used …
Single family dwellings have now become low income rooming dwellings, 4-5 adults paying $500+ each to share a 1 bedroom condo in a so-called luxury condo, and of course buckets with cat litter is used for washrooms 😂
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.0034777985
Insult0.020063626
Profanity0.013029462
Threat0.006045496
Severe Toxicity0.001206398
Low Tox 0.045131154 Moderate Con 0.385 Economic_Argument
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
This looks like NZ, same thing happening here
This looks like NZ, same thing happening here
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.019977676
Insult0.014124917
Profanity0.01941724
Threat0.008531082
Severe Toxicity0.0025367737
Low Tox 0.045131154 Moderate Con 0.358 Comparative_Framing
Feb 7, 2026 Inside Canada's Indian Invasion...
Thumbnail bit harsh😅
Thumbnail bit harsh😅
Inside Canada's Indian Invasion... · 222: Cluster #221
Close reading → Discourse → Video sentiment →
Identity Attack0.0076585566
Insult0.02373764
Profanity0.043165036
Threat0.01101667
Severe Toxicity0.0029563904
Low Tox 0.045131154 Moderate Con 0.363 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Good riddance!
Good riddance!
Quebec Ends Economic Immigration Program | Your Morning · 55: Cluster #54
Close reading → Video sentiment →
Identity Attack0.0029228306
Insult0.014808921
Profanity0.014942379
Threat0.011793415
Severe Toxicity0.0021839142
Low Tox 0.045131154 Moderate Con 0.364
Nov 24, 2025 Quebec Ends Economic Immigration Program …
8:20 describing himself
8:20 describing himself
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.006363631
Insult0.014960921
Profanity0.022149978
Threat0.010602405
Severe Toxicity0.002937317
Low Tox 0.045131154 Low Con 0.287 Meta_Commentary
Feb 10, 2026 Inside Canada's Indian Invasion...
Dont worry Canadians, once trump takes greenland, canada will be next! Trump will free you.
Dont worry Canadians, once trump takes greenland, canada will be next! Trump will free you.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.011839314
Insult0.018129934
Profanity0.010587076
Threat0.008582866
Severe Toxicity0.0016117096
Low Tox 0.045131154 Low Con 0.213
Jan 27, 2026 Inside Canada's Indian Invasion...
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than …
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than the average Canadian tax payer
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.017264472
Insult0.02051482
Profanity0.01084327
Threat0.0064468146
Severe Toxicity0.0011110306
Low Tox 0.045131154 Moderate Con 0.356 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.019575719
Insult0.020063626
Profanity0.011970525
Threat0.006492125
Severe Toxicity0.0013446808
Low Tox 0.045131154 Moderate Con 0.437 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I wonder what would happen if I put my dog as an individual on that app would it work with my dog make 82 grand a year and get special privileges at banks for mortgages …
I wonder what would happen if I put my dog as an individual on that app would it work with my dog make 82 grand a year and get special privileges at banks for mortgages and loans and credit😂
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0045322375
Insult0.016632931
Profanity0.017572641
Threat0.007029374
Severe Toxicity0.00166893
Low Tox 0.045131154 Moderate Con 0.406 Humor_Satire
Nov 20, 2025 7 likes Thousands of refugees allowed into …
I'm Canadian and I'm ready for this video!
I'm Canadian and I'm ready for this video!
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Video sentiment →
Identity Attack0.023193322
Insult0.012870909
Profanity0.026863953
Threat0.014566151
Severe Toxicity0.0041389465
Low Tox 0.045131154 Moderate Con 0.429
Jan 27, 2026 Inside Canada's Indian Invasion...
been waiting for this video
been waiting for this video
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.00880549
Insult0.011730902
Profanity0.027820412
Threat0.013165667
Severe Toxicity0.0038528442
Low Tox 0.045131154 Moderate Con 0.376 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Grim.
Grim.
Inside Canada's Indian Metropolis (Brampton) · 203: Cluster #202
Close reading → Video sentiment →
Identity Attack0.00362579
Insult0.020643732
Profanity0.019075647
Threat0.00814271
Severe Toxicity0.001745224
Low Tox 0.045131154 Low Con 0.28
Jan 9, 2026 Inside Canada's Indian Metropolis (Brampton)
Millions of people can’t buy food, homes, pay rent or even enjoy their lives. Drowning in debt for basic goods & we have tax payer money being wasted on this committee to potentially locate less …
Millions of people can’t buy food, homes, pay rent or even enjoy their lives. Drowning in debt for basic goods & we have tax payer money being wasted on this committee to potentially locate less than 50,000 people which reflects 0.12% of the population…. This money would have been better used giving low income ppl a random cash bonus 😩
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.003385304
Insult0.020579277
Profanity0.012073003
Threat0.0063432488
Severe Toxicity0.001168251
Low Tox 0.045131154 Moderate Con 0.449
Oct 1, 2025 IRCC Names India in Study …
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.