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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
Active: Tox: 0.7 – 1 1,756 comments · Page 62 of 71
They’re screwing over your whole country and you can’t do shit about it. What a joke of a democracy.
They’re screwing over your whole country and you can’t do shit about it. What a joke of a democracy.
Inside Canada's Indian Invasion... · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.11396073
Insult0.48484445
Profanity0.70864636
Threat0.010757755
Severe Toxicity0.16960317
Toxic 0.73663366 Low Con 0.225 Fear_Threat
Feb 6, 2026 48 likes Inside Canada's Indian Invasion...
Ontarians spent decades crying about Quebec trying to keep their culture and language alive, saying they should be forced to integrate into broader Canadian Culture. And then they decide to just become India and China. …
Ontarians spent decades crying about Quebec trying to keep their culture and language alive, saying they should be forced to integrate into broader Canadian Culture. And then they decide to just become India and China. Very cool, Ontario. Glad Quebecois never listened to you self destructive idiots.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.7762574
Profanity0.26641908
Threat0.0130621
Severe Toxicity0.02378681
Toxic 0.73663366 Low Con 0.291 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I bet it smells in Brampton. A stinky, dirty people.
I bet it smells in Brampton. A stinky, dirty people.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.7298119
Profanity0.26098207
Threat0.009126588
Severe Toxicity0.03680043
Toxic 0.73663366 Low Con 0.274 Insult Unverified_Claim
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Usir mereka india 🇮🇳 itu pengacau mereka tidak ada kebersihan merka sangat kotor hancur negara
Usir mereka india 🇮🇳 itu pengacau mereka tidak ada kebersihan merka sangat kotor hancur negara
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.65129566
Profanity0.39409557
Threat0.42643023
Severe Toxicity0.45895407
Toxic 0.73663366 Low Con 0.249 Identity Attack Insult Unverified_Claim
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
😂 in 2026 we still have educated fools who think people from Africa are dumb. And you wonder why you are the poor yt trash left behind in the town
😂 in 2026 we still have educated fools who think people from Africa are dumb. And you wonder why you are the poor yt trash left behind in the town
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.4931391
Insult0.6677319
Profanity0.4193644
Threat0.021645326
Severe Toxicity0.23223256
Toxic 0.73663366 Low Con 0.177 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
In 2023 it was indians EVERYWHERE. Disgusting.
In 2023 it was indians EVERYWHERE. Disgusting.
Inside Canada's Indian Invasion... · 70: Cluster #69
Close reading → Discourse → Video sentiment →
Identity Attack0.6928741
Insult0.6306599
Profanity0.26614267
Threat0.011612174
Severe Toxicity0.16960317
Toxic 0.73663366 Low Con 0.279 Identity Attack Insult Fear_Threat
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve …
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve to call us down for not accepting ur religion.... Piss off.. this government is a joke. How about Quebec take the over 1 million immigrants they took in this year alone, and we'll break off into our own country and make sure they can't BIDEN-IZE Canada. Don't stay quiet.. we need to be heard this is crazy.
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.72868866
Profanity0.34099978
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.73663366 Moderate Con 0.432 Insult Identity_Assertion
Sep 7, 2025 Why Canadians Are Turning Against …
You racist prick Be happy that they contribute to the economy. Something to thunk about for you. Unlike europe refugees Who live on social benefits and don’t contribute to the economy. And be happy they …
You racist prick Be happy that they contribute to the economy. Something to thunk about for you. Unlike europe refugees Who live on social benefits and don’t contribute to the economy. And be happy they are not the religion you don’t want. They might be dirty but not religious fanatics.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.71120167
Profanity0.46460027
Threat0.013579931
Severe Toxicity0.30763787
Toxic 0.73663366 Low Con 0.261 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I like your videos but stop racism at least beep it, I mean a white person talking shit about Africans is real racist
I like your videos but stop racism at least beep it, I mean a white person talking shit about Africans is real racist
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.5130944
Profanity0.61633086
Threat0.042985857
Severe Toxicity0.23225316
Toxic 0.73663366 Moderate Con 0.343 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
No wonder immigration is completely out of control and bringing in horrible people when you have such an enormous dumbass in charge
No wonder immigration is completely out of control and bringing in horrible people when you have such an enormous dumbass in charge
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.42615733
Insult0.71120167
Profanity0.4862434
Threat0.011327368
Severe Toxicity0.16960317
Toxic 0.73663366 Low Con 0.158 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Illegal immigrants have been a big problem in Canada for at least 10 years. These idiots are sitting there and they can't answer the question. Our tax dollars are getting ripped off because these fools …
Illegal immigrants have been a big problem in Canada for at least 10 years. These idiots are sitting there and they can't answer the question. Our tax dollars are getting ripped off because these fools have a job that they can't even do. It is about time we hire people that have the skills to do the job.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.39966375
Insult0.7657292
Profanity0.30161268
Threat0.0113014765
Severe Toxicity0.030523606
Toxic 0.73663366 Moderate Con 0.397 Insult
Jan 3, 2026 IRCC Names India in Study …
Canadas pretty good if youre a muslim or brown now 😂 sucks if youre an actual Canadian...
Canadas pretty good if youre a muslim or brown now 😂 sucks if youre an actual Canadian...
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6637263
Insult0.5935568
Profanity0.541926
Threat0.01750142
Severe Toxicity0.34942797
Toxic 0.73663366 Low Con 0.294 Identity Attack Insult
Jun 19, 2025 7 likes How Canada broke its immigration …
Other countries want what we have so instead they migrate no are populating in the 🇺🇸 BECAUSE THEY feel like the citizen of America aint doing shit with America
Other countries want what we have so instead they migrate no are populating in the 🇺🇸 BECAUSE THEY feel like the citizen of America aint doing shit with America
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36803186
Insult0.40420914
Profanity0.64657205
Threat0.011405042
Severe Toxicity0.23223771
Toxic 0.73663366 Low Con 0.184 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Good thing canada sucks and america is better
Good thing canada sucks and america is better
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5678696
Profanity0.5150164
Threat0.0086087575
Severe Toxicity0.16960317
Toxic 0.73663366 Low Con 0.276 Identity Attack Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
That goofball with the helmet on has the audacity to talk about Africans like his dirty ass not on a bike looking like he doesn’t contribute a thing to the Canadian society. Like white men …
That goofball with the helmet on has the audacity to talk about Africans like his dirty ass not on a bike looking like he doesn’t contribute a thing to the Canadian society. Like white men didn’t rape black women for hundreds of years. I hate he gives ignorant bums like that such a large platform to express their racism. As an African American I find his comments highly offensive. Although I know he’s not educated enough to know any better because he considered himself “white trash” that was the only accurate thing he said
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.71120167
Profanity0.541926
Threat0.2836219
Severe Toxicity0.457266
Toxic 0.73663366 Moderate Con 0.419 Identity Attack Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.025806036
Insult0.6407567
Profanity0.65961236
Threat0.0287245
Severe Toxicity0.05742428
Toxic 0.73663366 Low Con 0.19 Insult Policy_Critique
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
I'm from Canada, we are clearly invaded and yet people wonder why houses are not affordable. People are so dumb
I'm from Canada, we are clearly invaded and yet people wonder why houses are not affordable. People are so dumb
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36733335
Insult0.75027496
Profanity0.3366329
Threat0.009463178
Severe Toxicity0.023223408
Toxic 0.73663366 Moderate Con 0.442 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
GROSS and they will never change these bastids! They do the same in the UK!
GROSS and they will never change these bastids! They do the same in the UK!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.6407567
Profanity0.55356324
Threat0.023026628
Severe Toxicity0.23224801
Toxic 0.73663366 Moderate Con 0.321 Insult Fear_Threat
Feb 9, 2026 Inside Canada's Indian Invasion...
get rid the muslims they are trouble he just said it
get rid the muslims they are trouble he just said it
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.7816553
Insult0.40243408
Profanity0.27747265
Threat0.52468014
Severe Toxicity0.35368225
Toxic 0.7308154 Low Con 0.184 Identity Attack Threat
Aug 26, 2025 Why Canadians Are Turning Against …
They have turned Canada into a pile of moral garbage.
They have turned Canada into a pile of moral garbage.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.7218519
Profanity0.2258264
Threat0.0070552654
Severe Toxicity0.02373986
Toxic 0.7308154 Low Con 0.176 Insult Moral_Argument
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
Why is no one talking about the 2nd part of the story? that shit was INTENSE!!
Why is no one talking about the 2nd part of the story? that shit was INTENSE!!
Inside Canada's Indian Invasion... · 301: Cluster #300
Close reading → Discourse → Video sentiment →
Identity Attack0.014048826
Insult0.26957804
Profanity0.7888968
Threat0.009618527
Severe Toxicity0.09649272
Toxic 0.7308154 Moderate Con 0.326 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Arab would have not pussied out
Arab would have not pussied out
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.47384647
Profanity0.6643082
Threat0.018710058
Severe Toxicity0.2281948
Toxic 0.7308154 Low Con 0.163 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
7:48 Isn't that obvious? Are you so dumb that someone had to tell you that for u to figure out lmao
7:48 Isn't that obvious? Are you so dumb that someone had to tell you that for u to figure out lmao
Inside Canada's Indian Metropolis (Brampton) · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.068465814
Insult0.6370372
Profanity0.41503602
Threat0.019055385
Severe Toxicity0.15706694
Toxic 0.7308154 Low Con 0.263 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
That white trash Canadian is a treasure
That white trash Canadian is a treasure
Inside Canada's Indian Invasion... · 173: Cluster #172
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.6500014
Profanity0.3290656
Threat0.009126588
Severe Toxicity0.18232453
Toxic 0.7308154 Low Con 0.242 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
THIS IS DISGUSTING, BOMB BRAMPTON OR SEND THEM ALL BACK AND BUILD A WALL AROUND IT
THIS IS DISGUSTING, BOMB BRAMPTON OR SEND THEM ALL BACK AND BUILD A WALL AROUND IT
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.23467018
Insult0.49151286
Profanity0.32965264
Threat0.65905607
Severe Toxicity0.35368225
Toxic 0.7308154 Low Con 0.168 Threat Fear_Threat
Sep 19, 2025 1 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.