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 1178 of 1230
The question is who is going to pay for the pension, education and health system if there is less workers???
The question is who is going to pay for the pension, education and health system if there is less workers???
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00258985
Insult0.007341875
Profanity0.009869732
Threat0.0064532873
Severe Toxicity0.0006723404
Low Tox 0.011749268 Low Con 0.272 Question
Jan 20, 2026 3 likes Why Canada’s immigration system has …
There's always hope it's true
There's always hope it's true
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0035147965
Insult0.0074558756
Profanity0.013610168
Threat0.0073918556
Severe Toxicity0.0011777878
Low Tox 0.011749268 Low Con 0.265
Dec 29, 2025 Deportations From Canada at Their …
Thank you. Got 20/20 on my test today 🤩
Thank you. Got 20/20 on my test today 🤩
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0027193425
Insult0.007493876
Profanity0.014839902
Threat0.007521313
Severe Toxicity0.0011253357
Low Tox 0.011749268 Constructive 0.516 Meta_Commentary
Feb 18, 2026 2 likes Canadian Citizenship Test 2025 – …
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.003866276
Insult0.008329881
Profanity0.009468361
Threat0.005948403
Severe Toxicity0.0005030632
Low Tox 0.011749268 Low Con 0.265 Policy_Critique
Nov 14, 2025 IRCC Names India in Study …
A good move .
A good move .
Quebec Ends Economic Immigration Program | Your Morning · 24: Cluster #23
Close reading → Video sentiment →
Identity Attack0.0027933381
Insult0.007645877
Profanity0.013883443
Threat0.007314181
Severe Toxicity0.0011587143
Low Tox 0.011749268 Moderate Con 0.406
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Admire the man's view of things at 12:00... and at 14:40.
Admire the man's view of things at 12:00... and at 14:40.
Inside Canada's Indian Metropolis (Brampton) · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.0017296498
Insult0.00817788
Profanity0.010774951
Threat0.0069516995
Severe Toxicity0.0007534027
Low Tox 0.011749268 Moderate Con 0.438 Meta_Commentary
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
What how is it a middle class tax cut. I just did my hire on forms and taxes federal and provincial both went up over 1200 each
What how is it a middle class tax cut. I just did my hire on forms and taxes federal and provincial both went up over 1200 each
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0027193425
Insult0.007949878
Profanity0.010689554
Threat0.005883674
Severe Toxicity0.00056028366
Low Tox 0.011749268 Constructive 0.552
Jan 14, 2026 1 likes Canada’s new rules in 2026
Canadians should be glad they are even let in. All the drug smuggling is coming from the north. Our military is blowing up boats at the south. Nothing is getting in at the southern border. …
Canadians should be glad they are even let in. All the drug smuggling is coming from the north. Our military is blowing up boats at the south. Nothing is getting in at the southern border. So if there is drugs in America, it can only come from the north. Our so called friendS from Canada. Wasn't a Canadian Olympian the biggest drug smuggler caught?
· 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.0058678384
Insult0.0021849244
Profanity0.00007391613
Threat0.00023666167
Severe Toxicity0.000004027586
Low Tox 0.011741031 Unverified_Claim
Dec 10, 2025
Good.
Good.
2.9 million Canadian temporary visas expire in 2025-2026 · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0025343532
Insult0.0075508766
Profanity0.012722028
Threat0.0070552654
Severe Toxicity0.00094890594
Low Tox 0.011686437 Moderate Con 0.473
Jan 16, 2026 2.9 million Canadian temporary visas …
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry …
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry deep respect and gratitude for that generosity. But Canada today is not the Canada of 25, or even 15, years ago. Our nation has changed profoundly. And because I love this country, I believe we must not be afraid to speak up, to protect the values and culture that make Canada the home we cherish.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005956655
Insult0.007797878
Profanity0.009801413
Threat0.0062137907
Severe Toxicity0.0006246567
Low Tox 0.011686437 Constructive 0.733 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Did you know conservatives won the popular vote last two elections but the House of Commons said “nah”
Did you know conservatives won the popular vote last two elections but the House of Commons said “nah”
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0026453468
Insult0.007892879
Profanity0.010587076
Threat0.006194372
Severe Toxicity0.0004887581
Low Tox 0.011686437 Low Con 0.274 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Canada by year 2050 will need to rich 100 millions population in 24 years more than 60 Millions will come to canada
Canada by year 2050 will need to rich 100 millions population in 24 years more than 60 Millions will come to canada
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0048837173
Insult0.007189874
Profanity0.009579378
Threat0.006589218
Severe Toxicity0.000667572
Low Tox 0.011686437 Low Con 0.211 Unverified_Claim
Dec 25, 2025 Deportations From Canada at Their …
Good.
Good.
Quebec Ends Economic Immigration Program | Your Morning · 24: Cluster #23
Close reading → Video sentiment →
Identity Attack0.0024973555
Insult0.0075508766
Profanity0.012687869
Threat0.0070552654
Severe Toxicity0.0009393692
Low Tox 0.011686437 Moderate Con 0.473
Nov 25, 2025 Quebec Ends Economic Immigration Program …
Thank God you covered this.
Thank God you covered this.
Inside Canada's Indian Invasion... · 254: Cluster #253
Close reading → Discourse → Video sentiment →
Identity Attack0.0030523231
Insult0.0072468747
Profanity0.012517073
Threat0.0065827454
Severe Toxicity0.0008916855
Low Tox 0.011686437 Moderate Con 0.454 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You go Quebec your doing the right thing 👏 i wish all of canada 🇨🇦 would do this
You go Quebec your doing the right thing 👏 i wish all of canada 🇨🇦 would do this
Quebec Ends Economic Immigration Program | Your Morning · 74: Cluster #73
Close reading → Video sentiment →
Identity Attack0.0040327664
Insult0.0072658747
Profanity0.011389818
Threat0.007547205
Severe Toxicity0.001039505
Low Tox 0.011686437 Constructive 0.52
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Good.
Good.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0024973555
Insult0.0075508766
Profanity0.012687869
Threat0.0070552654
Severe Toxicity0.0009393692
Low Tox 0.011686437 Moderate Con 0.473
Dec 30, 2025 Deportations From Canada at Their …
Moncton NB is the same way.
Moncton NB is the same way.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003607291
Insult0.00819688
Profanity0.011492296
Threat0.006647474
Severe Toxicity0.0008249283
Low Tox 0.011686437 Moderate Con 0.358 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank Trudeau, Carney, and the Liberals
Thank Trudeau, Carney, and the Liberals
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003903274
Insult0.009013886
Profanity0.009920971
Threat0.006356194
Severe Toxicity0.0008249283
Low Tox 0.011623607 Low Con 0.299 Call_To_Action
Jun 17, 2025 22 likes How Canada broke its immigration …
I read this in 3 hours and passed with 16/20. I had no time to revise or practice. But anyone can get 19-20 with these questions.
I read this in 3 hours and passed with 16/20. I had no time to revise or practice. But anyone can get 19-20 with these questions.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0024048607
Insult0.0074178753
Profanity0.011936366
Threat0.0069905366
Severe Toxicity0.0008201599
Low Tox 0.011623607 Constructive 0.518 Advertisement_Spam
Oct 5, 2025 17 likes Canadian Citizenship Test 2025 – …
Family members can file for social assistance been when sponsored. The only consequence is they cannot sponsor again
Family members can file for social assistance been when sponsored. The only consequence is they cannot sponsor again
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0022661188
Insult0.0075888764
Profanity0.009818493
Threat0.006051969
Severe Toxicity0.00049591064
Low Tox 0.011623607 Moderate Con 0.321 Policy_Critique
Dec 30, 2025 How much do refugees and …
Where is ICE after this hearing?!?
Where is ICE after this hearing?!?
IRCC Names India in Study Permit Fraud | … · 126: Cluster #125
Close reading → Video sentiment →
Identity Attack0.0016001574
Insult0.0072658747
Profanity0.010194245
Threat0.0067769317
Severe Toxicity0.0007867813
Low Tox 0.011623607 Low Con 0.215
Sep 29, 2025 IRCC Names India in Study …
Michelle is correct.
Michelle is correct.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0032743104
Insult0.007607877
Profanity0.012380436
Threat0.006699257
Severe Toxicity0.00096321106
Low Tox 0.011623607 Moderate Con 0.395 Meta_Commentary
Feb 24, 2026 10 likes 'We do know that there's …
But but but doctors and engineers.
But but but doctors and engineers.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0025343532
Insult0.008234881
Profanity0.011014067
Threat0.0064532873
Severe Toxicity0.0007343292
Low Tox 0.011623607 Moderate Con 0.303 Humor_Satire
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
Trudeau's administration was not following our regulations, criteria and laws. The difference now is that authorities are doing their job.
Trudeau's administration was not following our regulations, criteria and laws. The difference now is that authorities are doing their job.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0019238886
Insult0.009374888
Profanity0.009032831
Threat0.005780108
Severe Toxicity0.00046491623
Low Tox 0.011623607 Moderate Con 0.368
Dec 26, 2025 1 likes Deportations From Canada at Their …
Keep it up, Tyler. Love from croatia!!!!
Keep it up, Tyler. Love from croatia!!!!
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.0044582416
Insult0.007892879
Profanity0.012243799
Threat0.007262398
Severe Toxicity0.0010061264
Low Tox 0.011623607 Moderate Con 0.448 Solidarity
Jan 27, 2026 4 likes 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.