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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 131 of 1230
Lena Diab is a dummy. The riding of Halifax West should be shamed.
Lena Diab is a dummy. The riding of Halifax West should be shamed.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.04203484
Insult0.65129566
Profanity0.14842765
Threat0.012233571
Severe Toxicity0.02296847
Moderate 0.5885171 Low Con 0.243 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.2801717
Threat0.011094344
Severe Toxicity0.044870634
Moderate 0.5885171 Low Con 0.264 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
disgusting filth
disgusting filth
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.06567776
Insult0.5129801
Profanity0.38343847
Threat0.010654188
Severe Toxicity0.06101104
Moderate 0.5885171 Moderate Con 0.338 Insult
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Gosh I hate Indian accent so much
Gosh I hate Indian accent so much
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.28586254
Profanity0.31402156
Threat0.01508414
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.372 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Disgusting Liberal Government.
Disgusting Liberal Government.
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.2854555
Insult0.61794597
Profanity0.16496858
Threat0.008285114
Severe Toxicity0.020644438
Moderate 0.5885171 Low Con 0.23 Insult Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
Its so unfortunate and infuriating seeing Canada stock pile low grade humans and watching them scam their wash into everything single benefit from our government and call us stupid because we are honest and work …
Its so unfortunate and infuriating seeing Canada stock pile low grade humans and watching them scam their wash into everything single benefit from our government and call us stupid because we are honest and work hard. Shame
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.18158256
Insult0.6308392
Profanity0.2298641
Threat0.008556974
Severe Toxicity0.019998873
Moderate 0.5885171 Moderate Con 0.362 Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi …
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi also portrait inside as Indian
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.5543018
Profanity0.44890457
Threat0.2836219
Severe Toxicity0.45895407
Moderate 0.5885171 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re …
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re invading even Mexico 🇲🇽 with their hindu culture💩 and there’s no way back!! 👏
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.47357693
Profanity0.3033754
Threat0.13616586
Severe Toxicity0.3492342
Moderate 0.5885171 Moderate Con 0.33 Identity Attack Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
As soon as they get a majority in the country, the first thing they’ll do is probably throw the gays off the roof
As soon as they get a majority in the country, the first thing they’ll do is probably throw the gays off the roof
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.3682569
Profanity0.32479182
Threat0.49142194
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.124 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
It's a dump. Full of garbage, rot, waste, stinks, infestation, and nobody but the dirty, diseased rats want it anywhere nearby.
It's a dump. Full of garbage, rot, waste, stinks, infestation, and nobody but the dirty, diseased rats want it anywhere nearby.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.02721288
Insult0.57787937
Profanity0.25458565
Threat0.01254427
Severe Toxicity0.02439716
Moderate 0.5885171 Low Con 0.234 Insult Fear_Threat
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
Going good trever demonise Indians for no fkin reason
Going good trever demonise Indians for no fkin reason
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.4339631
Profanity0.5188411
Threat0.14169718
Severe Toxicity0.23224801
Moderate 0.5885171 Low Con 0.226 Identity Attack Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.026810925
Insult0.191015
Profanity0.67055607
Threat0.009747985
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.441 Fear_Threat
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
We Canadians are screwed! 😢
We Canadians are screwed! 😢
Why Canadians Are Turning Against Immigrants. · 123: Cluster #122
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5129801
Profanity0.44133487
Threat0.00933372
Severe Toxicity0.0394905
Moderate 0.5885171 Moderate Con 0.388 Insult Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Canada..America..Australia seems like NOBODYS land.Coz if anybody was to claim it...I mean just bare with them.Immigration is same shit different times.The Natives would have complained if they were to be interviewed when the white people …
Canada..America..Australia seems like NOBODYS land.Coz if anybody was to claim it...I mean just bare with them.Immigration is same shit different times.The Natives would have complained if they were to be interviewed when the white people arrived and changed stuff too.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.46327567
Profanity0.541926
Threat0.012285355
Severe Toxicity0.09912638
Moderate 0.5885171 Constructive 0.502 Identity Attack Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Congratulations elbozos you voted for this BS. Bunch of dummies.
Congratulations elbozos you voted for this BS. Bunch of dummies.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.026408968
Insult0.6308392
Profanity0.26634997
Threat0.008298059
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.099 Insult Call_To_Action
Feb 17, 2026 1 likes Why Canadians Are Turning Against …
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Here we go within the lies of the liberal hypocrites.. cbsa deporting criminals good.... immigration custom enforcement deporting criminals bad....
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19890837
Insult0.6306599
Profanity0.07047026
Threat0.010680079
Severe Toxicity0.016254602
Moderate 0.5885171 Low Con 0.193 Insult Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
And liberal voters smiled and said "business as usual" pathetic.
And liberal voters smiled and said "business as usual" pathetic.
How Canada broke its immigration system · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06431354
Insult0.6407567
Profanity0.12991914
Threat0.00704232
Severe Toxicity0.012283325
Moderate 0.5885171 Low Con 0.197 Insult Policy_Critique
Jun 18, 2025 13 likes How Canada broke its immigration …
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in …
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in it is dumb shows me that he in fact is the one with low intelligence. Ew..
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.58196646
Profanity0.33954415
Threat0.01052473
Severe Toxicity0.02378681
Moderate 0.5885171 Low Con 0.217 Insult Meta_Commentary
Feb 8, 2026 4 likes Inside Canada's Indian Invasion...
makes me want to vomit when i hear them talk!!!! 🤢🤢🤢🤮🤮🤮🤮
makes me want to vomit when i hear them talk!!!! 🤢🤢🤢🤮🤮🤮🤮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.029660052
Insult0.3388922
Profanity0.3366329
Threat0.15434735
Severe Toxicity0.16496792
Moderate 0.5885171 Moderate Con 0.33 Fear_Threat
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Dude on the bike was too fucking funny!
Dude on the bike was too fucking funny!
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.24767025
Profanity0.73341435
Threat0.011068452
Severe Toxicity0.044870634
Moderate 0.5885171 Moderate Con 0.336 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Imagine thinking third worlders in mass BENEFIT your country. How can people be so ignorant and brainwashed to believe this psyop?
Imagine thinking third worlders in mass BENEFIT your country. How can people be so ignorant and brainwashed to believe this psyop?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2808415
Insult0.6308392
Profanity0.16636424
Threat0.008090926
Severe Toxicity0.021548226
Moderate 0.5885171 Low Con 0.209 Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.018269362
Insult0.6336687
Profanity0.11911256
Threat0.2836219
Severe Toxicity0.021031776
Moderate 0.5885171 Low Con 0.211 Insult Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
RASCIST no more this word is way over used. Im 69 and the stupid RASCIST card means absolutely nothing. And no i don't hate no humans, but enough is enough
RASCIST no more this word is way over used. Im 69 and the stupid RASCIST card means absolutely nothing. And no i don't hate no humans, but enough is enough
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.30103904
Insult0.5130944
Profanity0.40558428
Threat0.02181799
Severe Toxicity0.0394905
Moderate 0.5885171 Moderate Con 0.421 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its …
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its criminal. They have stolen so much from Canads.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.48399165
Profanity0.5013569
Threat0.035458352
Severe Toxicity0.112294696
Moderate 0.5885171 Moderate Con 0.336 Fear_Threat
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Deport poopjeets as much as possible then you will become poo 💩 mandi 😂
Deport poopjeets as much as possible then you will become poo 💩 mandi 😂
Inside Canada's Indian Invasion... · 265: Cluster #264
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.56997263
Profanity0.45190978
Threat0.16067244
Severe Toxicity0.35148153
Moderate 0.5885171 Low Con 0.153 Insult Humor_Satire
Jan 29, 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.