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
30,738 comments · Page 967 of 1230
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Identity Attack0.0066596144
Insult0.018581128
Profanity0.013951761
Threat0.008738215
Severe Toxicity0.0017547607
Low Tox 0.04290464 Moderate Con 0.495 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
You invited them over when you needed to populate your country and when you needed labor and specialists
You invited them over when you needed to populate your country and when you needed labor and specialists
Identity Attack0.014551271
Insult0.014884921
Profanity0.012858666
Threat0.0069387536
Severe Toxicity0.0013256073
Low Tox 0.04290464 Low Con 0.237 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
5:30 I love this guy😂 He isn’t wrong I just love his way of speech.
5:30 I love this guy😂 He isn’t wrong I just love his way of speech.
Identity Attack0.00984143
Insult0.0140109155
Profanity0.030389199
Threat0.010188141
Severe Toxicity0.003376007
Low Tox 0.04290464 Moderate Con 0.414 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Keep voting Liberal, eh!
Keep voting Liberal, eh!
Identity Attack0.013345404
Insult0.018516673
Profanity0.012107162
Threat0.0068028234
Severe Toxicity0.001449585
Low Tox 0.04290464 Low Con 0.279 Humor_Satire
Jan 20, 2026 5 likes Why Canada’s immigration system has …
At this rate all of Canada is going to be like this. Sad to see but unless we smarten up separate here in Alberta there’s no hope for the future.
At this rate all of Canada is going to be like this. Sad to see but unless we smarten up separate here in Alberta there’s no hope for the future.
Identity Attack0.015958117
Insult0.018710041
Profanity0.009903891
Threat0.006770459
Severe Toxicity0.0013065338
Low Tox 0.04290464 Moderate Con 0.386 Fear_Threat
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
5:27 bro is literally me
5:27 bro is literally me
Identity Attack0.010137413
Insult0.014086916
Profanity0.029460056
Threat0.0103175985
Severe Toxicity0.0030708313
Low Tox 0.04290464 Moderate Con 0.347 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it? They don’t have any accountability for their actions and a job they’re supposed to be doing do it poorly and get bonuses and raises
Why is it? They don’t have any accountability for their actions and a job they’re supposed to be doing do it poorly and get bonuses and raises
Identity Attack0.0029228306
Insult0.021610579
Profanity0.012687869
Threat0.006045496
Severe Toxicity0.00093460083
Low Tox 0.04290464 Low Con 0.228
Sep 29, 2025 IRCC Names India in Study …
20 thousands students from India missing
20 thousands students from India missing
Identity Attack0.021987455
Insult0.016024929
Profanity0.015249812
Threat0.009100696
Severe Toxicity0.002002716
Low Tox 0.04290464 Moderate Con 0.374 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
Identity Attack0.022992345
Insult0.015264924
Profanity0.014532468
Threat0.0063950317
Severe Toxicity0.0012397766
Low Tox 0.04290464 Constructive 0.729 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Why is an American worried about Canadian business???
Why is an American worried about Canadian business???
Identity Attack0.026007013
Insult0.013744914
Profanity0.011150704
Threat0.0062914654
Severe Toxicity0.0012493134
Low Tox 0.04290464 Low Con 0.202 Question
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
some people think that Patience is a Virtue --others-- Recognize it as a WEAKNESS .
some people think that Patience is a Virtue --others-- Recognize it as a WEAKNESS .
Identity Attack0.003903274
Insult0.020256994
Profanity0.011714331
Threat0.0065050707
Severe Toxicity0.0011348724
Low Tox 0.04290464 Low Con 0.295 Identity_Assertion
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
funny to mention the costs for the deportations, not a single word on the costs saved...
funny to mention the costs for the deportations, not a single word on the costs saved...
Identity Attack0.014048826
Insult0.013516913
Profanity0.009869732
Threat0.006977591
Severe Toxicity0.0011014938
Low Tox 0.04290464 Low Con 0.273
Dec 31, 2025 Deportations From Canada at Their …
I hope she and the other temporary workers in this video can stay in Canada.
I hope she and the other temporary workers in this video can stay in Canada.
Identity Attack0.010655383
Insult0.020643732
Profanity0.009920971
Threat0.0065827454
Severe Toxicity0.0012397766
Low Tox 0.04290464 Constructive 0.55 Solidarity
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
They’re still living in the sixth century and trying to bring the sixth century into the 21st-century and use their way of living. It’s not going to work.
They’re still living in the sixth century and trying to bring the sixth century into the 21st-century and use their way of living. It’s not going to work.
Identity Attack0.0102854045
Insult0.016632931
Profanity0.012175481
Threat0.0074306927
Severe Toxicity0.0012397766
Low Tox 0.04290464 Low Con 0.183
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. …
Its very telling that all these people from a Commonwealth country with English comprehension to different levels feel safer and less discrimated against in Brampton than in the Anglo Utopias of Toronto, Vancouver or Edmonton. Also look at the ecnomics - they all work, they all take care of each other, and they all have strong communities who back them in times of need! The Anglos call this "lack of assimilation" but to them it is about surviving and then thriving.
Identity Attack0.026609946
Insult0.017936565
Profanity0.011577694
Threat0.0061878995
Severe Toxicity0.0012493134
Low Tox 0.04290464 Constructive 0.708
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am so done
I am so done
Identity Attack0.0073625734
Insult0.014048916
Profanity0.027547138
Threat0.009955117
Severe Toxicity0.0028800964
Low Tox 0.04290464 Moderate Con 0.456 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Watched this once and I passed!!! 17/20 😩 thank you Jesus!!!
Watched this once and I passed!!! 17/20 😩 thank you Jesus!!!
Identity Attack0.009212466
Insult0.011692902
Profanity0.026044132
Threat0.009437286
Severe Toxicity0.0037384033
Low Tox 0.042657252 Moderate Con 0.487 Personal_Narrative
Jul 11, 2025 2 likes Canadian Citizenship Test 2025 – …
Lol Reason i left. 1 of 1000 reasons
Lol Reason i left. 1 of 1000 reasons
Identity Attack0.0049577127
Insult0.016024929
Profanity0.025770858
Threat0.007417747
Severe Toxicity0.002040863
Low Tox 0.042657252 Moderate Con 0.319
Nov 21, 2025 5 likes Thousands of refugees allowed into …
Been waiting for this for years lolll
Been waiting for this for years lolll
Identity Attack0.0036812867
Insult0.015644927
Profanity0.02392626
Threat0.0077672824
Severe Toxicity0.0020694733
Low Tox 0.042657252 Moderate Con 0.372
Jan 27, 2026 Inside Canada's Indian Invasion...
We are just letting it happen
We are just letting it happen
Identity Attack0.006696612
Insult0.009868891
Profanity0.02303812
Threat0.021300001
Severe Toxicity0.0038337708
Low Tox 0.042657252 Low Con 0.287 Fear_Threat
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Identity Attack0.005401687
Insult0.016784932
Profanity0.017162729
Threat0.009048914
Severe Toxicity0.001821518
Low Tox 0.042657252 Constructive 0.599 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
It is true I get nothing unless u pay for it. 😊
It is true I get nothing unless u pay for it. 😊
Identity Attack0.0024788564
Insult0.017485369
Profanity0.013610168
Threat0.008181547
Severe Toxicity0.0014305115
Low Tox 0.042657252 Moderate Con 0.434
Mar 30, 2024 How much do refugees and …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed by like 6 months, they somehow remembered my name 😅 They weren't the brightest but I absolutely appreciate the respect they showed me, especially when they kept calling me Mr. FirstName.
Identity Attack0.029144434
Insult0.018001022
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0013637543
Low Tox 0.042657252 Constructive 0.755 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
holy side quest
holy side quest
Identity Attack0.006955597
Insult0.013668913
Profanity0.026863953
Threat0.009437286
Severe Toxicity0.0025749207
Low Tox 0.042657252 Moderate Con 0.402 Humor_Satire
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.