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 996 of 1230
Christ Jesus is coming back soon folks. May we all repent and live for him before its to late ⏳️ ✝️
Christ Jesus is coming back soon folks. May we all repent and live for him before its to late ⏳️ ✝️
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.011321344
Insult0.010742896
Profanity0.017299367
Threat0.009281937
Severe Toxicity0.0021457672
Low Tox 0.036870047 Moderate Con 0.36
Dec 24, 2025 1 likes Deportations From Canada at Their …
yeah i live here and every store is ran by them, hard to communicate man
yeah i live here and every store is ran by them, hard to communicate man
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007732552
Insult0.01617693
Profanity0.017504321
Threat0.0071588317
Severe Toxicity0.0013446808
Low Tox 0.036870047 Moderate Con 0.434 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
We called it a selection now, not an election. You can picked any of the three main parties safely...they're all leftist anyway.
We called it a selection now, not an election. You can picked any of the three main parties safely...they're all leftist anyway.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.012240025
Insult0.018581128
Profanity0.01174849
Threat0.0064985976
Severe Toxicity0.0010156631
Low Tox 0.036870047 Moderate Con 0.346
Aug 27, 2025 Why Canadians Are Turning Against …
I am Indian and Canadian people what ever you say thing and say 1.4 billion are waiting to hear
I am Indian and Canadian people what ever you say thing and say 1.4 billion are waiting to hear
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.013948337
Insult0.012946909
Profanity0.012073003
Threat0.0076119336
Severe Toxicity0.0016593933
Low Tox 0.036870047 Constructive 0.514 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
If you can be a devotee of a devotee, can you be a devotee of a devotee of a devotee?
If you can be a devotee of a devotee, can you be a devotee of a devotee of a devotee?
Inside Canada's Indian Invasion... · 28: Cluster #27
Close reading → Discourse → Video sentiment →
Identity Attack0.006030651
Insult0.016556932
Profanity0.013131939
Threat0.0067769317
Severe Toxicity0.0011873245
Low Tox 0.036870047 Low Con 0.245 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Australia is the same
Australia is the same
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.020882076
Insult0.014276917
Profanity0.01887069
Threat0.0082074385
Severe Toxicity0.001964569
Low Tox 0.036870047 Low Con 0.279 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
Why Canadians Are Turning Against Immigrants. · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.008028535
Insult0.014314918
Profanity0.020920247
Threat0.009100696
Severe Toxicity0.0021266937
Low Tox 0.036870047 Constructive 0.635 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …
They are all now working everywhere go to dollarama tim hortons poppoye no frills selling offering credit cards domino pizza concierge and also inside pearson airport
They are all now working everywhere go to dollarama tim hortons poppoye no frills selling offering credit cards domino pizza concierge and also inside pearson airport
IRCC Names India in Study Permit Fraud | … · 181: Cluster #180
Close reading → Discourse → Video sentiment →
Identity Attack0.0027563404
Insult0.019741343
Profanity0.012346277
Threat0.005971058
Severe Toxicity0.0010299683
Low Tox 0.036870047 Constructive 0.542 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
There are neighborhoods of that starwars language written all over the place where I'm at
There are neighborhoods of that starwars language written all over the place where I'm at
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009545447
Insult0.012034904
Profanity0.02303812
Threat0.009411395
Severe Toxicity0.0022220612
Low Tox 0.036870047 Moderate Con 0.371 Personal_Narrative
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying …
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying for this.....
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0012579272
Insult0.020256994
Profanity0.012073003
Threat0.006420923
Severe Toxicity0.0011110306
Low Tox 0.036870047 Constructive 0.58 Economic_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
brambladesh*
brambladesh*
Inside Canada's Indian Metropolis (Brampton) · 81: Cluster #80
Close reading → Video sentiment →
Identity Attack0.0073995716
Insult0.013972916
Profanity0.033645786
Threat0.009955117
Severe Toxicity0.0027275085
Low Tox 0.036870047 Moderate Con 0.318
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The Camp of the Saints
The Camp of the Saints
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.009471451
Insult0.012642908
Profanity0.021466793
Threat0.0097738765
Severe Toxicity0.0022602081
Low Tox 0.036870047 Low Con 0.237 Unverified_Claim
Jan 20, 2026 3 likes Why Canada’s immigration system has …
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
Inside Canada's Indian Metropolis (Brampton) · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.017264472
Insult0.016784932
Profanity0.010740792
Threat0.006272047
Severe Toxicity0.0009012222
Low Tox 0.036870047 Constructive 0.636 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Us Torontonians call it BRAMledesh.
Us Torontonians call it BRAMledesh.
Inside Canada's Indian Invasion... · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.01656105
Insult0.016784932
Profanity0.017845914
Threat0.0070552654
Severe Toxicity0.0018596649
Low Tox 0.036870047 Moderate Con 0.334 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Absolute tragedy this stuff is taking place.
Absolute tragedy this stuff is taking place.
Inside Canada's Indian Invasion... · 168: Cluster #167
Close reading → Discourse → Video sentiment →
Identity Attack0.0020533812
Insult0.0142009165
Profanity0.01442999
Threat0.0067963502
Severe Toxicity0.0011920929
Low Tox 0.036870047 Moderate Con 0.325 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Right we are. 😡
Right we are. 😡
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.014352918
Profanity0.019212283
Threat0.008272167
Severe Toxicity0.001964569
Low Tox 0.036870047 Moderate Con 0.363 Meta_Commentary
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Thats not enough. It should be 0.
Thats not enough. It should be 0.
New rules, regulations take effect across Canada · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.0032743104
Insult0.0113889
Profanity0.016547862
Threat0.010265815
Severe Toxicity0.001745224
Low Tox 0.036870047 Low Con 0.165 Policy_Critique
Jan 3, 2026 1 likes New rules, regulations take effect …
So now we're gonna use AI!! 😂
So now we're gonna use AI!! 😂
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00449524
Insult0.012376905
Profanity0.01846078
Threat0.009307829
Severe Toxicity0.0020599365
Low Tox 0.036870047 Low Con 0.279 Humor_Satire
Jan 22, 2026 Why Canada’s immigration system has …
How about we close the borders for the next 10 years??
How about we close the borders for the next 10 years??
Canada’s new rules in 2026 · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.013345404
Insult0.009507888
Profanity0.011150704
Threat0.0089712385
Severe Toxicity0.0015544891
Low Tox 0.036870047 Low Con 0.213 Call_To_Action
Jan 11, 2026 41 likes Canada’s new rules in 2026
This is totally biased piece, typical of CBC. The last statscan review of refugee claimants had 90% on social assistance after the first year and 50% on welfare after 5 years. Using the Vietnamese boat …
This is totally biased piece, typical of CBC. The last statscan review of refugee claimants had 90% on social assistance after the first year and 50% on welfare after 5 years. Using the Vietnamese boat people as an example is plain wrong as it was a different time and demographic.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.011617327
Insult0.017936565
Profanity0.009733095
Threat0.0059322207
Severe Toxicity0.0007534027
Low Tox 0.036870047 Constructive 0.613
Jan 19, 2019 How much do refugees and …
I hope Pierre Polievre gets forwarded this video. Carney too. But Pierre will actually call it out, that's why send it to Pierre first.
I hope Pierre Polievre gets forwarded this video. Carney too. But Pierre will actually call it out, that's why send it to Pierre first.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005956655
Insult0.013326911
Profanity0.019348921
Threat0.011327368
Severe Toxicity0.0017738342
Low Tox 0.036634352 Constructive 0.537 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Go Immigration Officers! ❤
Go Immigration Officers! ❤
Canadian immigration officers investigating hundreds identified by extortion … · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.02238941
Insult0.012528907
Profanity0.013029462
Threat0.0069516995
Severe Toxicity0.001821518
Low Tox 0.036634352 Moderate Con 0.409 Solidarity
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Guy on the bike is BASED. Where is his Amelia?
Guy on the bike is BASED. Where is his Amelia?
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0034592997
Insult0.01838776
Profanity0.011594773
Threat0.0067834044
Severe Toxicity0.0011444092
Low Tox 0.036634352 Moderate Con 0.421 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
how did this happen you ask…? THE LIBERALS !!! & TRUDEAU
how did this happen you ask…? THE LIBERALS !!! & TRUDEAU
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.009360458
Insult0.017292
Profanity0.010723713
Threat0.006589218
Severe Toxicity0.0013446808
Low Tox 0.036634352 Low Con 0.175
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc …
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc in the last century and continue to do so, their culture is equal to western culture, i don’t worry that they are here one bit, but immigration from anywhere has to be balanced and fair.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.029917859
Insult0.012148905
Profanity0.019348921
Threat0.007922632
Severe Toxicity0.0019741058
Low Tox 0.036634352 Constructive 0.722
Sep 29, 2025 43 likes Inside Canada's Indian Metropolis (Brampton)
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.