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 1055 of 1230
It's being hidden because RCMP don't have the resources. There are fentanyl shop's setup all across Canada to boot. A great Vancouver born journalist exposes all of it. Forgot her name but look her up.
It's being hidden because RCMP don't have the resources. There are fentanyl shop's setup all across Canada to boot. A great Vancouver born journalist exposes all of it. Forgot her name but look her up.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0033298072
Insult0.015796926
Profanity0.010279642
Threat0.0067963502
Severe Toxicity0.0007581711
Low Tox 0.027324399 Constructive 0.679 Unverified_Claim
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
Manusmriti 11.149: States that a Brahmin who accidentally drinks water left by a Shudra must undergo a purification ritual (drinking water boiled with Kusa grass for three days).
Manusmriti 11.149: States that a Brahmin who accidentally drinks water left by a Shudra must undergo a purification ritual (drinking water boiled with Kusa grass for three days).
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.019274252
Insult0.011882903
Profanity0.018187506
Threat0.010188141
Severe Toxicity0.001783371
Low Tox 0.027324399 Low Con 0.258 Unverified_Claim
Feb 23, 2026 Inside Canada's Indian Invasion...
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut …
Please don't believe this report. I am from Canada, This issue is not dividing us at all . In fact the overwhelming majority agrees immigration numbers of recent years are unsustainable .These policies to cut immigration are driven by public pressure on the government..Fr24 is cherry picking and make it sound like there is huge backlash to these cuts.
Canada's tighter immigration policy divides the country • … · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.009545447
Insult0.011996903
Profanity0.010006369
Threat0.006589218
Severe Toxicity0.0007581711
Low Tox 0.027324399 Constructive 0.799 Policy_Critique
Feb 11, 2026 467 likes Canada's tighter immigration policy divides …
I had to leave Vancouver because it was too much, too fast!
I had to leave Vancouver because it was too much, too fast!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00673361
Insult0.012186904
Profanity0.0118680475
Threat0.007365964
Severe Toxicity0.0011014938
Low Tox 0.027324399 Moderate Con 0.466 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Jeetus currist
Jeetus currist
Inside Canada's Indian Invasion... · 90: Cluster #89
Close reading → Discourse → Video sentiment →
Identity Attack0.003089321
Insult0.020772645
Profanity0.021330157
Threat0.0060713873
Severe Toxicity0.0018024445
Low Tox 0.027324399 Low Con 0.214 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Welcome to Malaysia
Welcome to Malaysia
Inside Canada's Indian Invasion... · 162: Cluster #161
Close reading → Discourse → Video sentiment →
Identity Attack0.014953227
Insult0.009944891
Profanity0.017914234
Threat0.008815889
Severe Toxicity0.0022697449
Low Tox 0.027324399 Moderate Con 0.422 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
Funny how the government is finally realizing what the common Canadian has known for years.
Funny how the government is finally realizing what the common Canadian has known for years.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009693438
Insult0.014276917
Profanity0.009647697
Threat0.006058442
Severe Toxicity0.00078201294
Low Tox 0.027324399 Low Con 0.255 Identity_Assertion
Feb 22, 2026 Canadian immigration officers investigating hundreds …
Brampladesh.
Brampladesh.
Inside Canada's Indian Invasion... · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.009101473
Insult0.017088935
Profanity0.028913507
Threat0.009204263
Severe Toxicity0.0025749207
Low Tox 0.027324399 Low Con 0.282 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Did he said his own country?
Did he said his own country?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00847251
Insult0.010096892
Profanity0.012038844
Threat0.0066798385
Severe Toxicity0.0009918213
Low Tox 0.027324399 Moderate Con 0.311 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
They are all there because of the democratic votes
They are all there because of the democratic votes
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012061302
Insult0.011996903
Profanity0.016342908
Threat0.007081157
Severe Toxicity0.0012493134
Low Tox 0.027324399 Low Con 0.276 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro.. go check out Niagara Falls. Over run!
Bro.. go check out Niagara Falls. Over run!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0029598286
Insult0.013288911
Profanity0.012551232
Threat0.007754337
Severe Toxicity0.0011634827
Low Tox 0.027324399 Moderate Con 0.351 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone dont being it to a new place.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.014852738
Insult0.00983089
Profanity0.010672474
Threat0.0062267366
Severe Toxicity0.000872612
Low Tox 0.027324399 Moderate Con 0.489 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
These people need to support native American and stop identity politics. Canada is a native American name.
These people need to support native American and stop identity politics. Canada is a native American name.
Canada's tighter immigration policy divides the country • … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.015154205
Insult0.011160898
Profanity0.009468361
Threat0.0063238298
Severe Toxicity0.0008201599
Low Tox 0.027324399 Moderate Con 0.47 Identity_Assertion
Feb 16, 2026 Canada's tighter immigration policy divides …
this is an amazing video my friend,, thank you
this is an amazing video my friend,, thank you
Why Canadians Are Turning Against Immigrants. · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.009286462
Insult0.0105148945
Profanity0.024267852
Threat0.011586283
Severe Toxicity0.0034332275
Low Tox 0.027324399 Constructive 0.503
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00569767
Insult0.014504919
Profanity0.010347961
Threat0.0062332097
Severe Toxicity0.00081062317
Low Tox 0.027206551 Constructive 0.656 Fear_Threat
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Hopefully, they all can either run a motel or work at 7-eleven!
Hopefully, they all can either run a motel or work at 7-eleven!
Inside Canada's Indian Metropolis (Brampton) · 296: Cluster #295
Close reading → Discourse → Video sentiment →
Identity Attack0.0040327664
Insult0.012984909
Profanity0.011577694
Threat0.007586042
Severe Toxicity0.0011253357
Low Tox 0.027206551 Low Con 0.292 Humor_Satire
Jan 6, 2026 Inside Canada's Indian Metropolis (Brampton)
India is the futur economic powerhouse in the world
India is the futur economic powerhouse in the world
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01565665
Insult0.010476895
Profanity0.01764096
Threat0.008531082
Severe Toxicity0.002002716
Low Tox 0.027206551 Low Con 0.172 Comparative_Framing
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Don't go to your family doctor you will have a long wait go directly in the hospital and wait and they will do all your tests you need done
Don't go to your family doctor you will have a long wait go directly in the hospital and wait and they will do all your tests you need done
Why Canadians Are Turning Against Immigrants. · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.0029968263
Insult0.010362893
Profanity0.013302735
Threat0.008077981
Severe Toxicity0.0013160706
Low Tox 0.027206551 Moderate Con 0.427 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
7:56 XD
7:56 XD
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.004347248
Insult0.010210892
Profanity0.024814399
Threat0.008919456
Severe Toxicity0.0030136108
Low Tox 0.027206551 Low Con 0.264
Jan 28, 2026 Inside Canada's Indian Invasion...
BYYYYYYYEEEEEEE
BYYYYYYYEEEEEEE
Quebec Ends Economic Immigration Program | Your Morning · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0029413297
Insult0.010780896
Profanity0.024062896
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.027206551 Moderate Con 0.434
Nov 21, 2025 Quebec Ends Economic Immigration Program …
The world is finally going this route. Canada is finally catching up. Taxpayers shouldn't have to subsidize there stay here.Canadians who are here for generations should be prioritized..
The world is finally going this route. Canada is finally catching up. Taxpayers shouldn't have to subsidize there stay here.Canadians who are here for generations should be prioritized..
Quebec Ends Economic Immigration Program | Your Morning · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.012240025
Insult0.010932897
Profanity0.009869732
Threat0.007094103
Severe Toxicity0.0010061264
Low Tox 0.027206551 Constructive 0.505
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"): "Canada's aging population is a significant issue, creating major …
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"): "Canada's aging population is a significant issue, creating major challenges for the economy, healthcare, and social services, as more seniors require care while fewer younger workers support them, leading to potential labor shortages, strained budgets, and increased demand for healthcare and long-term support. The trend of more seniors than children under 15 puts pressure on economic growth and government finances, requiring substantial funding increases for health and care services. " For every positive to reduced immigration numbers, Canadians are going to discover that there will be negatives. The negatives might very well justify using the word "slash". Time will tell.
New rules, regulations take effect across Canada · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.008879486
Insult0.014808921
Profanity0.010757872
Threat0.006440342
Severe Toxicity0.00094890594
Low Tox 0.027206551 Constructive 0.648 Policy_Critique
Jan 3, 2026 New rules, regulations take effect …
India shines again!!!
India shines again!!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.013546381
Insult0.0118069025
Profanity0.018187506
Threat0.009074804
Severe Toxicity0.0024795532
Low Tox 0.027206551 Moderate Con 0.397 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …
Let's get it rolling .
Let's get it rolling .
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003866276
Insult0.010248893
Profanity0.018665737
Threat0.01101667
Severe Toxicity0.0019931793
Low Tox 0.027206551 Low Con 0.294 Call_To_Action
Feb 18, 2026 4 likes Canadian immigration officers investigating hundreds …
What’s the issue? It’s what NDP and Liberal voters voted for.
What’s the issue? It’s what NDP and Liberal voters voted for.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00673361
Insult0.014314918
Profanity0.010143006
Threat0.006058442
Severe Toxicity0.0008201599
Low Tox 0.027206551 Low Con 0.298 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
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.